id sid tid token lemma pos crl-24370 1 1 459 459 NUM crl-24370 1 2 library library NOUN crl-24370 1 3 usage usage NOUN crl-24370 1 4 , , PUNCT crl-24370 1 5 instruction instruction NOUN crl-24370 1 6 , , PUNCT crl-24370 1 7 and and CCONJ crl-24370 1 8 student student NOUN crl-24370 1 9 success success NOUN crl-24370 1 10 across across ADP crl-24370 1 11 disciplines discipline NOUN crl-24370 1 12 : : PUNCT crl-24370 1 13 a a DET crl-24370 1 14 multilevel multilevel ADJ crl-24370 1 15 model model NOUN crl-24370 1 16 approach approach NOUN crl-24370 1 17 linda linda PROPN crl-24370 1 18 l. l. PROPN crl-24370 1 19 anderson anderson PROPN crl-24370 1 20 and and CCONJ crl-24370 1 21 susan susan PROPN crl-24370 1 22 a. a. PROPN crl-24370 1 23 vega vega PROPN crl-24370 1 24 garcía garcía VERB crl-24370 1 25 * * ADJ crl-24370 1 26 to to PART crl-24370 1 27 better well ADV crl-24370 1 28 understand understand VERB crl-24370 1 29 the the DET crl-24370 1 30 library library PROPN crl-24370 1 31 ’s ’s PART crl-24370 1 32 role role NOUN crl-24370 1 33 in in ADP crl-24370 1 34 student student NOUN crl-24370 1 35 success success NOUN crl-24370 1 36 , , PUNCT crl-24370 1 37 this this DET crl-24370 1 38 research research NOUN crl-24370 1 39 used use VERB crl-24370 1 40 student student NOUN crl-24370 1 41 survey survey NOUN crl-24370 1 42 data datum NOUN crl-24370 1 43 to to PART crl-24370 1 44 explore explore VERB crl-24370 1 45 students student NOUN crl-24370 1 46 ’ ' PUNCT crl-24370 1 47 reported report VERB crl-24370 1 48 library library NOUN crl-24370 1 49 building building NOUN crl-24370 1 50 use use NOUN crl-24370 1 51 , , PUNCT crl-24370 1 52 library library NOUN crl-24370 1 53 resource resource NOUN crl-24370 1 54 use use NOUN crl-24370 1 55 , , PUNCT crl-24370 1 56 library library NOUN crl-24370 1 57 instruction instruction NOUN crl-24370 1 58 , , PUNCT crl-24370 1 59 as as ADV crl-24370 1 60 well well ADV crl-24370 1 61 as as ADP crl-24370 1 62 student student NOUN crl-24370 1 63 perceptions perception NOUN crl-24370 1 64 of of ADP crl-24370 1 65 the the DET crl-24370 1 66 library library PROPN crl-24370 1 67 ’s ’s PART crl-24370 1 68 role role NOUN crl-24370 1 69 in in ADP crl-24370 1 70 their their PRON crl-24370 1 71 success success NOUN crl-24370 1 72 , , PUNCT crl-24370 1 73 and and CCONJ crl-24370 1 74 how how SCONJ crl-24370 1 75 these these DET crl-24370 1 76 factors factor NOUN crl-24370 1 77 may may AUX crl-24370 1 78 vary vary VERB crl-24370 1 79 by by ADP crl-24370 1 80 academic academic ADJ crl-24370 1 81 discipline discipline NOUN crl-24370 1 82 . . PUNCT crl-24370 2 1 cumulative cumulative ADJ crl-24370 2 2 gpas gpas PROPN crl-24370 2 3 were be AUX crl-24370 2 4 also also ADV crl-24370 2 5 matched match VERB crl-24370 2 6 with with ADP crl-24370 2 7 respondents respondent NOUN crl-24370 2 8 . . PUNCT crl-24370 3 1 quantifying quantify VERB crl-24370 3 2 the the DET crl-24370 3 3 relationship relationship NOUN crl-24370 3 4 between between ADP crl-24370 3 5 library library NOUN crl-24370 3 6 usage usage NOUN crl-24370 3 7 and and CCONJ crl-24370 3 8 student student NOUN crl-24370 3 9 success success NOUN crl-24370 3 10 is be AUX crl-24370 3 11 one one NUM crl-24370 3 12 of of ADP crl-24370 3 13 the the DET crl-24370 3 14 six six NUM crl-24370 3 15 areas area NOUN crl-24370 3 16 recommended recommend VERB crl-24370 3 17 for for ADP crl-24370 3 18 further further ADJ crl-24370 3 19 research research NOUN crl-24370 3 20 by by ADP crl-24370 3 21 acrl acrl ADJ crl-24370 3 22 . . PUNCT crl-24370 4 1 this this DET crl-24370 4 2 study study NOUN crl-24370 4 3 focuses focus VERB crl-24370 4 4 on on ADP crl-24370 4 5 the the DET crl-24370 4 6 variation variation NOUN crl-24370 4 7 and and CCONJ crl-24370 4 8 the the DET crl-24370 4 9 uncertainty uncertainty NOUN crl-24370 4 10 of of ADP crl-24370 4 11 the the DET crl-24370 4 12 measurement measurement NOUN crl-24370 4 13 of of ADP crl-24370 4 14 this this DET crl-24370 4 15 relationship relationship NOUN crl-24370 4 16 across across ADP crl-24370 4 17 disciplines discipline NOUN crl-24370 4 18 , , PUNCT crl-24370 4 19 using use VERB crl-24370 4 20 bayesian bayesian ADJ crl-24370 4 21 multilevel multilevel PROPN crl-24370 4 22 regression regression NOUN crl-24370 4 23 methods method NOUN crl-24370 4 24 . . PUNCT crl-24370 5 1 levels level NOUN crl-24370 5 2 of of ADP crl-24370 5 3 library library NOUN crl-24370 5 4 resource resource NOUN crl-24370 5 5 usage usage NOUN crl-24370 5 6 and and CCONJ crl-24370 5 7 percentages percentage NOUN crl-24370 5 8 of of ADP crl-24370 5 9 respondents respondent NOUN crl-24370 5 10 believing believe VERB crl-24370 5 11 the the DET crl-24370 5 12 library library NOUN crl-24370 5 13 contributes contribute VERB crl-24370 5 14 very very ADV crl-24370 5 15 much much ADV crl-24370 5 16 to to ADP crl-24370 5 17 the the DET crl-24370 5 18 respondents respondent NOUN crl-24370 5 19 ’ ’ PART crl-24370 5 20 academic academic ADJ crl-24370 5 21 success success NOUN crl-24370 5 22 vary vary VERB crl-24370 5 23 quite quite ADV crl-24370 5 24 a a DET crl-24370 5 25 bit bit NOUN crl-24370 5 26 by by ADP crl-24370 5 27 discipline discipline NOUN crl-24370 5 28 . . PUNCT crl-24370 6 1 in in ADP crl-24370 6 2 this this DET crl-24370 6 3 study study NOUN crl-24370 6 4 , , PUNCT crl-24370 6 5 cumulative cumulative ADJ crl-24370 6 6 gpa gpa PROPN crl-24370 6 7 is be AUX crl-24370 6 8 higher high ADJ crl-24370 6 9 on on ADP crl-24370 6 10 average average NOUN crl-24370 6 11 for for ADP crl-24370 6 12 students student NOUN crl-24370 6 13 who who PRON crl-24370 6 14 use use VERB crl-24370 6 15 library library NOUN crl-24370 6 16 resources resource NOUN crl-24370 6 17 more more ADV crl-24370 6 18 frequently frequently ADV crl-24370 6 19 , , PUNCT crl-24370 6 20 but but CCONJ crl-24370 6 21 not not PART crl-24370 6 22 for for ADP crl-24370 6 23 students student NOUN crl-24370 6 24 who who PRON crl-24370 6 25 receive receive VERB crl-24370 6 26 library library NOUN crl-24370 6 27 instruction instruction NOUN crl-24370 6 28 . . PUNCT crl-24370 7 1 although although SCONJ crl-24370 7 2 , , PUNCT crl-24370 7 3 for for ADP crl-24370 7 4 undergraduates undergraduate NOUN crl-24370 7 5 , , PUNCT crl-24370 7 6 higher high ADJ crl-24370 7 7 frequency frequency NOUN crl-24370 7 8 of of ADP crl-24370 7 9 building building NOUN crl-24370 7 10 usage usage NOUN crl-24370 7 11 predicted predict VERB crl-24370 7 12 higher high ADJ crl-24370 7 13 probability probability NOUN crl-24370 7 14 of of ADP crl-24370 7 15 believing believe VERB crl-24370 7 16 the the DET crl-24370 7 17 library library NOUN crl-24370 7 18 contributes contribute VERB crl-24370 7 19 very very ADV crl-24370 7 20 much much ADV crl-24370 7 21 to to ADP crl-24370 7 22 academic academic ADJ crl-24370 7 23 success success NOUN crl-24370 7 24 , , PUNCT crl-24370 7 25 it it PRON crl-24370 7 26 did do AUX crl-24370 7 27 not not PART crl-24370 7 28 predict predict VERB crl-24370 7 29 higher high ADJ crl-24370 7 30 gpa gpa NOUN crl-24370 7 31 . . PUNCT crl-24370 8 1 introduction introduction NOUN crl-24370 8 2 libraries library NOUN crl-24370 8 3 have have AUX crl-24370 8 4 long long ADV crl-24370 8 5 been be AUX crl-24370 8 6 interested interested ADJ crl-24370 8 7 in in ADP crl-24370 8 8 analyzing analyze VERB crl-24370 8 9 user user NOUN crl-24370 8 10 behaviors behavior NOUN crl-24370 8 11 and and CCONJ crl-24370 8 12 attitudes attitude NOUN crl-24370 8 13 toward toward ADP crl-24370 8 14 library library NOUN crl-24370 8 15 use use NOUN crl-24370 8 16 . . PUNCT crl-24370 9 1 the the DET crl-24370 9 2 idea idea NOUN crl-24370 9 3 of of ADP crl-24370 9 4 measuring measure VERB crl-24370 9 5 library library NOUN crl-24370 9 6 service service NOUN crl-24370 9 7 impact impact NOUN crl-24370 9 8 as as ADP crl-24370 9 9 a a DET crl-24370 9 10 means means NOUN crl-24370 9 11 of of ADP crl-24370 9 12 communicating communicate VERB crl-24370 9 13 library library NOUN crl-24370 9 14 value value NOUN crl-24370 9 15 to to ADP crl-24370 9 16 stakeholders stakeholder NOUN crl-24370 9 17 gained gain VERB crl-24370 9 18 significant significant ADJ crl-24370 9 19 ground ground NOUN crl-24370 9 20 in in ADP crl-24370 9 21 2010 2010 NUM crl-24370 9 22 through through ADP crl-24370 9 23 the the DET crl-24370 9 24 release release NOUN crl-24370 9 25 of of ADP crl-24370 9 26 acrl acrl ADJ crl-24370 9 27 ’s ’s PART crl-24370 9 28 value value NOUN crl-24370 9 29 of of ADP crl-24370 9 30 academic academic ADJ crl-24370 9 31 libraries library NOUN crl-24370 9 32 report.1 report.1 VERB crl-24370 9 33 that that DET crl-24370 9 34 report report NOUN crl-24370 9 35 recommended recommend VERB crl-24370 9 36 that that SCONJ crl-24370 9 37 academic academic ADJ crl-24370 9 38 libraries library NOUN crl-24370 9 39 seek seek VERB crl-24370 9 40 to to PART crl-24370 9 41 track track VERB crl-24370 9 42 “ " PUNCT crl-24370 9 43 library library NOUN crl-24370 9 44 influences influence NOUN crl-24370 9 45 on on ADP crl-24370 9 46 increased increase VERB crl-24370 9 47 student student NOUN crl-24370 9 48 achievement achievement NOUN crl-24370 9 49 , , PUNCT crl-24370 9 50 ” " PUNCT crl-24370 9 51 and and CCONJ crl-24370 9 52 specifically specifically ADV crl-24370 9 53 to to PART crl-24370 9 54 seek seek VERB crl-24370 9 55 ways way NOUN crl-24370 9 56 to to PART crl-24370 9 57 link link VERB crl-24370 9 58 ostensibly ostensibly ADV crl-24370 9 59 objective objective ADJ crl-24370 9 60 indicators indicator NOUN crl-24370 9 61 of of ADP crl-24370 9 62 success success NOUN crl-24370 9 63 , , PUNCT crl-24370 9 64 such such ADJ crl-24370 9 65 as as ADP crl-24370 9 66 student student NOUN crl-24370 9 67 grade grade NOUN crl-24370 9 68 point point NOUN crl-24370 9 69 averages average NOUN crl-24370 9 70 and and CCONJ crl-24370 9 71 test test NOUN crl-24370 9 72 scores score NOUN crl-24370 9 73 , , PUNCT crl-24370 9 74 with with ADP crl-24370 9 75 their their PRON crl-24370 9 76 library library NOUN crl-24370 9 77 usage usage NOUN crl-24370 9 78 experiences experience NOUN crl-24370 9 79 . . PUNCT crl-24370 10 1 in in ADP crl-24370 10 2 addition addition NOUN crl-24370 10 3 , , PUNCT crl-24370 10 4 the the DET crl-24370 10 5 report report NOUN crl-24370 10 6 noted note VERB crl-24370 10 7 heavy heavy ADJ crl-24370 10 8 investments investment NOUN crl-24370 10 9 from from ADP crl-24370 10 10 academic academic ADJ crl-24370 10 11 libraries library NOUN crl-24370 10 12 in in ADP crl-24370 10 13 library library NOUN crl-24370 10 14 instruction instruction NOUN crl-24370 10 15 to to ADP crl-24370 10 16 students student NOUN crl-24370 10 17 but but CCONJ crl-24370 10 18 a a DET crl-24370 10 19 general general ADJ crl-24370 10 20 lack lack NOUN crl-24370 10 21 of of ADP crl-24370 10 22 programwide programwide ADJ crl-24370 10 23 and and CCONJ crl-24370 10 24 longitudinal longitudinal ADJ crl-24370 10 25 assessments assessment NOUN crl-24370 10 26 that that PRON crl-24370 10 27 measured measure VERB crl-24370 10 28 real real ADJ crl-24370 10 29 learning learning NOUN crl-24370 10 30 resulting result VERB crl-24370 10 31 from from ADP crl-24370 10 32 those those DET crl-24370 10 33 instruction instruction NOUN crl-24370 10 34 sessions session NOUN crl-24370 10 35 that that PRON crl-24370 10 36 might might AUX crl-24370 10 37 collectively collectively ADV crl-24370 10 38 in in ADP crl-24370 10 39 turn turn NOUN crl-24370 10 40 communicate communicate VERB crl-24370 10 41 library library NOUN crl-24370 10 42 value value NOUN crl-24370 10 43 more more ADV crl-24370 10 44 concretely concretely ADV crl-24370 10 45 to to ADP crl-24370 10 46 external external ADJ crl-24370 10 47 stakeholders.2 stakeholders.2 PROPN crl-24370 10 48 an an DET crl-24370 10 49 additional additional ADJ crl-24370 10 50 area area NOUN crl-24370 10 51 of of ADP crl-24370 10 52 interest interest NOUN crl-24370 10 53 from from ADP crl-24370 10 54 the the DET crl-24370 10 55 report report NOUN crl-24370 10 56 focused focus VERB crl-24370 10 57 on on ADP crl-24370 10 58 seeking seek VERB crl-24370 10 59 to to PART crl-24370 10 60 measure measure VERB crl-24370 10 61 students student NOUN crl-24370 10 62 ’ ’ PART crl-24370 10 63 experiences experience NOUN crl-24370 10 64 with with ADP crl-24370 10 65 the the DET crl-24370 10 66 library library NOUN crl-24370 10 67 , , PUNCT crl-24370 10 68 including include VERB crl-24370 10 69 their their PRON crl-24370 10 70 “ " PUNCT crl-24370 10 71 attitudes attitude NOUN crl-24370 10 72 , , PUNCT crl-24370 10 73 and and CCONJ crl-24370 10 74 perceptions perception NOUN crl-24370 10 75 of of ADP crl-24370 10 76 quality quality NOUN crl-24370 10 77 ” " PUNCT crl-24370 10 78 through through ADP crl-24370 10 79 the the DET crl-24370 10 80 collection collection NOUN crl-24370 10 81 of of ADP crl-24370 10 82 data datum NOUN crl-24370 10 83 . . PUNCT crl-24370 11 1 * * PUNCT crl-24370 11 2     SPACE crl-24370 11 3 linda linda PROPN crl-24370 11 4 l. l. PROPN crl-24370 11 5 anderson anderson PROPN crl-24370 11 6 is be AUX crl-24370 11 7 library library NOUN crl-24370 11 8 assessment assessment NOUN crl-24370 11 9 specialist specialist NOUN crl-24370 11 10 in in ADP crl-24370 11 11 parks park NOUN crl-24370 11 12 library library NOUN crl-24370 11 13 at at ADP crl-24370 11 14 iowa iowa PROPN crl-24370 11 15 state state PROPN crl-24370 11 16 university university PROPN crl-24370 11 17 ; ; PUNCT crl-24370 11 18 email email NOUN crl-24370 11 19 : : PUNCT crl-24370 11 20 landerso@ landerso@ NOUN crl-24370 11 21 iastate.edu iastate.edu X crl-24370 11 22 . . PUNCT crl-24370 12 1 susan susan PROPN crl-24370 12 2 a. a. PROPN crl-24370 12 3 vega vega PROPN crl-24370 12 4 garcía garcía PROPN crl-24370 12 5 is be AUX crl-24370 12 6 assistant assistant ADJ crl-24370 12 7 dean dean NOUN crl-24370 12 8 for for ADP crl-24370 12 9 inclusion inclusion NOUN crl-24370 12 10 and and CCONJ crl-24370 12 11 equity equity NOUN crl-24370 12 12 in in ADP crl-24370 12 13 parks park NOUN crl-24370 12 14 library library NOUN crl-24370 12 15 at at ADP crl-24370 12 16 iowa iowa PROPN crl-24370 12 17 state state PROPN crl-24370 12 18 university university PROPN crl-24370 12 19 ; ; PUNCT crl-24370 12 20 email email NOUN crl-24370 12 21 : : PUNCT crl-24370 12 22 savega@iastate.edu savega@iastate.edu PROPN crl-24370 12 23 . . PUNCT crl-24370 13 1 © © ADJ crl-24370 13 2 2020 2020 NUM crl-24370 13 3 linda linda PROPN crl-24370 13 4 l. l. PROPN crl-24370 13 5 anderson anderson PROPN crl-24370 13 6 and and CCONJ crl-24370 13 7 susan susan PROPN crl-24370 13 8 a. a. PROPN crl-24370 13 9 vega vega PROPN crl-24370 13 10 garcía garcía PROPN crl-24370 13 11 , , PUNCT crl-24370 13 12 attribution attribution NOUN crl-24370 13 13 - - PUNCT crl-24370 13 14 noncommercial noncommercial ADJ crl-24370 13 15 ( ( PUNCT crl-24370 13 16 https://creativecommons.org/licenses/by-nc/4.0/ https://creativecommons.org/licenses/by-nc/4.0/ NUM crl-24370 13 17 ) ) PUNCT crl-24370 13 18 cc cc X crl-24370 13 19 by by ADP crl-24370 13 20 - - PUNCT crl-24370 13 21 nc nc PROPN crl-24370 13 22 . . PUNCT crl-24370 14 1 mailto:landerso@iastate.edu mailto:landerso@iastate.edu PROPN crl-24370 14 2 mailto:landerso@iastate.edu mailto:landerso@iastate.edu PROPN crl-24370 14 3 mailto:savega@iastate.edu mailto:savega@iastate.edu PROPN crl-24370 14 4 https://creativecommons.org/licenses/by-nc/4.0/ https://creativecommons.org/licenses/by-nc/4.0/ PROPN crl-24370 14 5 460 460 NUM crl-24370 14 6 college college PROPN crl-24370 14 7 & & CCONJ crl-24370 14 8 research research PROPN crl-24370 14 9 libraries library NOUN crl-24370 14 10 april april PROPN crl-24370 14 11 2020 2020 NUM crl-24370 14 12 quantifying quantify VERB crl-24370 14 13 the the DET crl-24370 14 14 relationship relationship NOUN crl-24370 14 15 between between ADP crl-24370 14 16 library library NOUN crl-24370 14 17 usage usage NOUN crl-24370 14 18 and and CCONJ crl-24370 14 19 student student NOUN crl-24370 14 20 success success NOUN crl-24370 14 21 is be AUX crl-24370 14 22 one one NUM crl-24370 14 23 of of ADP crl-24370 14 24 the the DET crl-24370 14 25 six six NUM crl-24370 14 26 areas area NOUN crl-24370 14 27 recommended recommend VERB crl-24370 14 28 for for ADP crl-24370 14 29 further further ADJ crl-24370 14 30 research research NOUN crl-24370 14 31 in in ADP crl-24370 14 32 the the DET crl-24370 14 33 2017 2017 NUM crl-24370 14 34 acrl acrl ADJ crl-24370 14 35 report report NOUN crl-24370 14 36 , , PUNCT crl-24370 14 37 academic academic ADJ crl-24370 14 38 library library NOUN crl-24370 14 39 impact impact NOUN crl-24370 14 40 : : PUNCT crl-24370 14 41 improving improve VERB crl-24370 14 42 practice practice NOUN crl-24370 14 43 and and CCONJ crl-24370 14 44 essential essential ADJ crl-24370 14 45 areas area NOUN crl-24370 14 46 to to ADP crl-24370 14 47 research.3 research.3 VERB crl-24370 14 48 while while SCONJ crl-24370 14 49 many many ADJ crl-24370 14 50 studies study NOUN crl-24370 14 51 have have AUX crl-24370 14 52 focused focus VERB crl-24370 14 53 on on ADP crl-24370 14 54 estimating estimate VERB crl-24370 14 55 an an DET crl-24370 14 56 average average ADJ crl-24370 14 57 relationship relationship NOUN crl-24370 14 58 across across ADP crl-24370 14 59 disciplines discipline NOUN crl-24370 14 60 , , PUNCT crl-24370 14 61 while while SCONJ crl-24370 14 62 adjusting adjust VERB crl-24370 14 63 for for ADP crl-24370 14 64 disciplinary disciplinary ADJ crl-24370 14 65 differences difference NOUN crl-24370 14 66 , , PUNCT crl-24370 14 67 this this DET crl-24370 14 68 study study NOUN crl-24370 14 69 focuses focus VERB crl-24370 14 70 instead instead ADV crl-24370 14 71 on on ADP crl-24370 14 72 the the DET crl-24370 14 73 variation variation NOUN crl-24370 14 74 and and CCONJ crl-24370 14 75 the the DET crl-24370 14 76 uncertainty uncertainty NOUN crl-24370 14 77 of of ADP crl-24370 14 78 the the DET crl-24370 14 79 measurement measurement NOUN crl-24370 14 80 of of ADP crl-24370 14 81 this this DET crl-24370 14 82 relationship relationship NOUN crl-24370 14 83 across across ADP crl-24370 14 84 disciplines discipline NOUN crl-24370 14 85 , , PUNCT crl-24370 14 86 providing provide VERB crl-24370 14 87 a a DET crl-24370 14 88 fuller fuller NOUN crl-24370 14 89 set set NOUN crl-24370 14 90 of of ADP crl-24370 14 91 information information NOUN crl-24370 14 92 than than ADP crl-24370 14 93 averages average NOUN crl-24370 14 94 , , PUNCT crl-24370 14 95 and and CCONJ crl-24370 14 96 one one NUM crl-24370 14 97 that that PRON crl-24370 14 98 reflects reflect VERB crl-24370 14 99 reality reality NOUN crl-24370 14 100 better well ADV crl-24370 14 101 . . PUNCT crl-24370 15 1 this this DET crl-24370 15 2 approach approach NOUN crl-24370 15 3 should should AUX crl-24370 15 4 help help VERB crl-24370 15 5 replication replication NOUN crl-24370 15 6 when when SCONJ crl-24370 15 7 applied apply VERB crl-24370 15 8 in in ADP crl-24370 15 9 studies study NOUN crl-24370 15 10 at at ADP crl-24370 15 11 multiple multiple ADJ crl-24370 15 12 universities university NOUN crl-24370 15 13 . . PUNCT crl-24370 16 1 for for ADP crl-24370 16 2 example example NOUN crl-24370 16 3 , , PUNCT crl-24370 16 4 averages average NOUN crl-24370 16 5 at at ADP crl-24370 16 6 universities university NOUN crl-24370 16 7 focused focus VERB crl-24370 16 8 on on ADP crl-24370 16 9 science science NOUN crl-24370 16 10 and and CCONJ crl-24370 16 11 technology technology NOUN crl-24370 16 12 may may AUX crl-24370 16 13 differ differ VERB crl-24370 16 14 a a DET crl-24370 16 15 great great ADJ crl-24370 16 16 deal deal NOUN crl-24370 16 17 from from ADP crl-24370 16 18 averages average NOUN crl-24370 16 19 at at ADP crl-24370 16 20 universities university NOUN crl-24370 16 21 focused focus VERB crl-24370 16 22 on on ADP crl-24370 16 23 humanities humanity NOUN crl-24370 16 24 and and CCONJ crl-24370 16 25 social social ADJ crl-24370 16 26 sciences science NOUN crl-24370 16 27 . . PUNCT crl-24370 17 1 describing describe VERB crl-24370 17 2 the the DET crl-24370 17 3 relationship relationship NOUN crl-24370 17 4 as as SCONJ crl-24370 17 5 it it PRON crl-24370 17 6 varies vary VERB crl-24370 17 7 based base VERB crl-24370 17 8 on on ADP crl-24370 17 9 group group NOUN crl-24370 17 10 affiliation affiliation NOUN crl-24370 17 11 is be AUX crl-24370 17 12 accomplished accomplish VERB crl-24370 17 13 by by ADP crl-24370 17 14 multilevel multilevel ADJ crl-24370 17 15 regression regression NOUN crl-24370 17 16 modeling modeling NOUN crl-24370 17 17 , , PUNCT crl-24370 17 18 which which PRON crl-24370 17 19 combines combine VERB crl-24370 17 20 a a DET crl-24370 17 21 model model NOUN crl-24370 17 22 for for ADP crl-24370 17 23 the the DET crl-24370 17 24 individuals individual NOUN crl-24370 17 25 with with ADP crl-24370 17 26 a a DET crl-24370 17 27 model model NOUN crl-24370 17 28 for for ADP crl-24370 17 29 the the DET crl-24370 17 30 groups group NOUN crl-24370 17 31 . . PUNCT crl-24370 18 1 the the DET crl-24370 18 2 group group NOUN crl-24370 18 3 - - PUNCT crl-24370 18 4 level level NOUN crl-24370 18 5 information information NOUN crl-24370 18 6 derived derive VERB crl-24370 18 7 from from ADP crl-24370 18 8 this this DET crl-24370 18 9 study study NOUN crl-24370 18 10 can can AUX crl-24370 18 11 be be AUX crl-24370 18 12 used use VERB crl-24370 18 13 for for ADP crl-24370 18 14 two two NUM crl-24370 18 15 purposes purpose NOUN crl-24370 18 16 : : PUNCT crl-24370 18 17 mapping map VERB crl-24370 18 18 the the DET crl-24370 18 19 correlation correlation NOUN crl-24370 18 20 between between ADP crl-24370 18 21 library library NOUN crl-24370 18 22 instruction instruction NOUN crl-24370 18 23 , , PUNCT crl-24370 18 24 library library NOUN crl-24370 18 25 resource resource NOUN crl-24370 18 26 use use NOUN crl-24370 18 27 and and CCONJ crl-24370 18 28 positive positive ADJ crl-24370 18 29 attitudes attitude NOUN crl-24370 18 30 and and CCONJ crl-24370 18 31 cumulative cumulative ADJ crl-24370 18 32 gpa gpa NOUN crl-24370 18 33 ; ; PUNCT crl-24370 18 34 and and CCONJ crl-24370 18 35 communicating communicate VERB crl-24370 18 36 the the DET crl-24370 18 37 value value NOUN crl-24370 18 38 of of ADP crl-24370 18 39 library library NOUN crl-24370 18 40 instruction instruction NOUN crl-24370 18 41 and and CCONJ crl-24370 18 42 resource resource NOUN crl-24370 18 43 use use NOUN crl-24370 18 44 to to ADP crl-24370 18 45 university university NOUN crl-24370 18 46 administration administration NOUN crl-24370 18 47 and and CCONJ crl-24370 18 48 faculty faculty NOUN crl-24370 18 49 , , PUNCT crl-24370 18 50 who who PRON crl-24370 18 51 have have AUX crl-24370 18 52 observed observe VERB crl-24370 18 53 the the DET crl-24370 18 54 relationship relationship NOUN crl-24370 18 55 between between ADP crl-24370 18 56 the the DET crl-24370 18 57 library library NOUN crl-24370 18 58 and and CCONJ crl-24370 18 59 their their PRON crl-24370 18 60 students student NOUN crl-24370 18 61 within within ADP crl-24370 18 62 their their PRON crl-24370 18 63 own own ADJ crl-24370 18 64 discipline discipline NOUN crl-24370 18 65 , , PUNCT crl-24370 18 66 but but CCONJ crl-24370 18 67 perhaps perhaps ADV crl-24370 18 68 not not PART crl-24370 18 69 so so ADV crl-24370 18 70 much much ADJ crl-24370 18 71 for for ADP crl-24370 18 72 other other ADJ crl-24370 18 73 disciplines discipline NOUN crl-24370 18 74 . . PUNCT crl-24370 19 1 it it PRON crl-24370 19 2 may may AUX crl-24370 19 3 be be AUX crl-24370 19 4 more more ADV crl-24370 19 5 convincing convincing ADJ crl-24370 19 6 to to PART crl-24370 19 7 see see VERB crl-24370 19 8 results result NOUN crl-24370 19 9 that that PRON crl-24370 19 10 reflect reflect VERB crl-24370 19 11 their their PRON crl-24370 19 12 own own ADJ crl-24370 19 13 experience experience NOUN crl-24370 19 14 , , PUNCT crl-24370 19 15 and and CCONJ crl-24370 19 16 it it PRON crl-24370 19 17 is be AUX crl-24370 19 18 more more ADV crl-24370 19 19 informative informative ADJ crl-24370 19 20 to to PART crl-24370 19 21 study study VERB crl-24370 19 22 the the DET crl-24370 19 23 variations variation NOUN crl-24370 19 24 than than SCONJ crl-24370 19 25 to to PART crl-24370 19 26 limit limit VERB crl-24370 19 27 the the DET crl-24370 19 28 results result NOUN crl-24370 19 29 to to ADP crl-24370 19 30 an an DET crl-24370 19 31 average average NOUN crl-24370 19 32 . . PUNCT crl-24370 20 1 although although SCONJ crl-24370 20 2 the the DET crl-24370 20 3 results result NOUN crl-24370 20 4 from from ADP crl-24370 20 5 most most ADV crl-24370 20 6 published publish VERB crl-24370 20 7 work work NOUN crl-24370 20 8 about about ADP crl-24370 20 9 the the DET crl-24370 20 10 impact impact NOUN crl-24370 20 11 of of ADP crl-24370 20 12 library library NOUN crl-24370 20 13 usage usage NOUN crl-24370 20 14 and and CCONJ crl-24370 20 15 instruction instruction NOUN crl-24370 20 16 center center NOUN crl-24370 20 17 around around ADP crl-24370 20 18 statistical statistical ADJ crl-24370 20 19 significance significance NOUN crl-24370 20 20 , , PUNCT crl-24370 20 21 this this DET crl-24370 20 22 paper paper NOUN crl-24370 20 23 follows follow VERB crl-24370 20 24 the the DET crl-24370 20 25 recommendations recommendation NOUN crl-24370 20 26 of of ADP crl-24370 20 27 the the DET crl-24370 20 28 american american ADJ crl-24370 20 29 statistical statistical ADJ crl-24370 20 30 association4 association4 NOUN crl-24370 20 31 to to PART crl-24370 20 32 present present VERB crl-24370 20 33 estimates estimate NOUN crl-24370 20 34 with with ADP crl-24370 20 35 measures measure NOUN crl-24370 20 36 of of ADP crl-24370 20 37 uncertainty uncertainty NOUN crl-24370 20 38 and and CCONJ crl-24370 20 39 of of ADP crl-24370 20 40 mcshane mcshane NOUN crl-24370 20 41 , , PUNCT crl-24370 20 42 gal gal PROPN crl-24370 20 43 , , PUNCT crl-24370 20 44 gelman gelman PROPN crl-24370 20 45 , , PUNCT crl-24370 20 46 robert robert PROPN crl-24370 20 47 , , PUNCT crl-24370 20 48 and and CCONJ crl-24370 20 49 tackett5 tackett5 NOUN crl-24370 20 50 to to PART crl-24370 20 51 “ " PUNCT crl-24370 20 52 abandon abandon VERB crl-24370 20 53 statistical statistical ADJ crl-24370 20 54 significance significance NOUN crl-24370 20 55 . . PUNCT crl-24370 20 56 ” " PUNCT crl-24370 21 1 literature literature NOUN crl-24370 21 2 review review NOUN crl-24370 21 3 subsequent subsequent ADJ crl-24370 21 4 to to ADP crl-24370 21 5 the the DET crl-24370 21 6 publication publication NOUN crl-24370 21 7 of of ADP crl-24370 21 8 the the DET crl-24370 21 9 value value NOUN crl-24370 21 10 of of ADP crl-24370 21 11 academic academic ADJ crl-24370 21 12 libraries library NOUN crl-24370 21 13 report report NOUN crl-24370 21 14 , , PUNCT crl-24370 21 15 an an DET crl-24370 21 16 increasing increase VERB crl-24370 21 17 number number NOUN crl-24370 21 18 of of ADP crl-24370 21 19 library library NOUN crl-24370 21 20 service service NOUN crl-24370 21 21 impact impact NOUN crl-24370 21 22 studies study NOUN crl-24370 21 23 began begin VERB crl-24370 21 24 to to PART crl-24370 21 25 emerge emerge VERB crl-24370 21 26 . . PUNCT crl-24370 22 1 in in ADP crl-24370 22 2 one one NUM crl-24370 22 3 early early ADJ crl-24370 22 4 study study NOUN crl-24370 22 5 , , PUNCT crl-24370 22 6 wong wong PROPN crl-24370 22 7 and and CCONJ crl-24370 22 8 webb6 webb6 NOUN crl-24370 22 9 sought seek VERB crl-24370 22 10 empirical empirical ADJ crl-24370 22 11 evidence evidence NOUN crl-24370 22 12 of of ADP crl-24370 22 13 the the DET crl-24370 22 14 positive positive ADJ crl-24370 22 15 impact impact NOUN crl-24370 22 16 of of ADP crl-24370 22 17 library library NOUN crl-24370 22 18 service service NOUN crl-24370 22 19 usage usage NOUN crl-24370 22 20 on on ADP crl-24370 22 21 student student NOUN crl-24370 22 22 gpa gpa PROPN crl-24370 22 23 . . PUNCT crl-24370 23 1 the the DET crl-24370 23 2 researchers researcher NOUN crl-24370 23 3 conducted conduct VERB crl-24370 23 4 a a DET crl-24370 23 5 massive massive ADJ crl-24370 23 6 study study NOUN crl-24370 23 7 of of ADP crl-24370 23 8 more more ADJ crl-24370 23 9 than than ADP crl-24370 23 10 8,500 8,500 NUM crl-24370 23 11 students student NOUN crl-24370 23 12 at at ADP crl-24370 23 13 hong hong PROPN crl-24370 23 14 kong kong PROPN crl-24370 23 15 baptist baptist PROPN crl-24370 23 16 university university PROPN crl-24370 23 17 that that PRON crl-24370 23 18 analyzed analyze VERB crl-24370 23 19 students student NOUN crl-24370 23 20 ’ ’ PART crl-24370 23 21 graduation graduation NOUN crl-24370 23 22 gpa gpa PROPN crl-24370 23 23 and and CCONJ crl-24370 23 24 the the DET crl-24370 23 25 number number NOUN crl-24370 23 26 of of ADP crl-24370 23 27 times time NOUN crl-24370 23 28 these these DET crl-24370 23 29 students student NOUN crl-24370 23 30 had have AUX crl-24370 23 31 checked check VERB crl-24370 23 32 out out ADP crl-24370 23 33 material material NOUN crl-24370 23 34 from from ADP crl-24370 23 35 the the DET crl-24370 23 36 library library NOUN crl-24370 23 37 . . PUNCT crl-24370 24 1 results result NOUN crl-24370 24 2 were be AUX crl-24370 24 3 organized organize VERB crl-24370 24 4 by by ADP crl-24370 24 5 academic academic ADJ crl-24370 24 6 discipline discipline NOUN crl-24370 24 7 and and CCONJ crl-24370 24 8 student student NOUN crl-24370 24 9 rank rank NOUN crl-24370 24 10 ( ( PUNCT crl-24370 24 11 undergraduate undergraduate NOUN crl-24370 24 12 or or CCONJ crl-24370 24 13 graduate graduate NOUN crl-24370 24 14 ) ) PUNCT crl-24370 24 15 , , PUNCT crl-24370 24 16 with with ADP crl-24370 24 17 the the DET crl-24370 24 18 finding finding NOUN crl-24370 24 19 that that SCONJ crl-24370 24 20 65 65 NUM crl-24370 24 21 percent percent NOUN crl-24370 24 22 of of ADP crl-24370 24 23 the the DET crl-24370 24 24 academic academic ADJ crl-24370 24 25 subject subject NOUN crl-24370 24 26 areas area NOUN crl-24370 24 27 considered consider VERB crl-24370 24 28 showed show VERB crl-24370 24 29 positive positive ADJ crl-24370 24 30 correlations correlation NOUN crl-24370 24 31 with with ADP crl-24370 24 32 library library NOUN crl-24370 24 33 checkouts checkout NOUN crl-24370 24 34 and and CCONJ crl-24370 24 35 higher high ADJ crl-24370 24 36 graduation graduation NOUN crl-24370 24 37 gpa gpa PROPN crl-24370 24 38 . . PUNCT crl-24370 25 1 subsequent subsequent PROPN crl-24370 25 2 research7 research7 PROPN crl-24370 25 3 has have AUX crl-24370 25 4 also also ADV crl-24370 25 5 concluded conclude VERB crl-24370 25 6 that that SCONJ crl-24370 25 7 book book NOUN crl-24370 25 8 checkout checkout NOUN crl-24370 25 9 , , PUNCT crl-24370 25 10 library library NOUN crl-24370 25 11 database database NOUN crl-24370 25 12 usage usage NOUN crl-24370 25 13 , , PUNCT crl-24370 25 14 and and CCONJ crl-24370 25 15 e e NOUN crl-24370 25 16 - - NOUN crl-24370 25 17 journal journal NOUN crl-24370 25 18 access access NOUN crl-24370 25 19 / / SYM crl-24370 25 20 usage usage NOUN crl-24370 25 21 have have VERB crl-24370 25 22 positive positive ADJ crl-24370 25 23 correlations correlation NOUN crl-24370 25 24 with with ADP crl-24370 25 25 student student NOUN crl-24370 25 26 gpa gpa PROPN crl-24370 25 27 and and CCONJ crl-24370 25 28 other other ADJ crl-24370 25 29 forms form NOUN crl-24370 25 30 of of ADP crl-24370 25 31 academic academic ADJ crl-24370 25 32 achievement achievement NOUN crl-24370 25 33 . . PUNCT crl-24370 26 1 it it PRON crl-24370 26 2 is be AUX crl-24370 26 3 noteworthy noteworthy ADJ crl-24370 26 4 that that SCONJ crl-24370 26 5 these these DET crl-24370 26 6 library library NOUN crl-24370 26 7 - - PUNCT crl-24370 26 8 use use NOUN crl-24370 26 9 indicators indicator NOUN crl-24370 26 10 are be AUX crl-24370 26 11 all all PRON crl-24370 26 12 student student NOUN crl-24370 26 13 selfdirected selfdirecte VERB crl-24370 26 14 library library NOUN crl-24370 26 15 research research NOUN crl-24370 26 16 activities activity NOUN crl-24370 26 17 that that PRON crl-24370 26 18 require require VERB crl-24370 26 19 engagement engagement NOUN crl-24370 26 20 , , PUNCT crl-24370 26 21 activity activity NOUN crl-24370 26 22 , , PUNCT crl-24370 26 23 and and CCONJ crl-24370 26 24 often often ADV crl-24370 26 25 some some DET crl-24370 26 26 sort sort NOUN crl-24370 26 27 of of ADP crl-24370 26 28 procedural procedural ADJ crl-24370 26 29 follow follow NOUN crl-24370 26 30 - - PUNCT crl-24370 26 31 through through NOUN crl-24370 26 32 from from ADP crl-24370 26 33 the the DET crl-24370 26 34 student student NOUN crl-24370 26 35 . . PUNCT crl-24370 27 1 other other ADJ crl-24370 27 2 library library PROPN crl-24370 27 3 value value NOUN crl-24370 27 4 studies study NOUN crl-24370 27 5 have have AUX crl-24370 27 6 often often ADV crl-24370 27 7 focused focus VERB crl-24370 27 8 on on ADP crl-24370 27 9 the the DET crl-24370 27 10 relationship relationship NOUN crl-24370 27 11 of of ADP crl-24370 27 12 library library NOUN crl-24370 27 13 instruction instruction NOUN crl-24370 27 14 with with ADP crl-24370 27 15 student student NOUN crl-24370 27 16 success success NOUN crl-24370 27 17 , , PUNCT crl-24370 27 18 but but CCONJ crl-24370 27 19 with with ADP crl-24370 27 20 varying vary VERB crl-24370 27 21 results result NOUN crl-24370 27 22 . . PUNCT crl-24370 28 1 wong wong PROPN crl-24370 28 2 and and CCONJ crl-24370 28 3 cmor8 cmor8 NOUN crl-24370 28 4 investigated investigate VERB crl-24370 28 5 the the DET crl-24370 28 6 relationship relationship NOUN crl-24370 28 7 of of ADP crl-24370 28 8 attending attend VERB crl-24370 28 9 discipline discipline NOUN crl-24370 28 10 - - PUNCT crl-24370 28 11 relevant relevant ADJ crl-24370 28 12 library library NOUN crl-24370 28 13 instruction instruction NOUN crl-24370 28 14 workshops workshop NOUN crl-24370 28 15 and and CCONJ crl-24370 28 16 student student NOUN crl-24370 28 17 graduation graduation NOUN crl-24370 28 18 gpa gpa NOUN crl-24370 28 19 , , PUNCT crl-24370 28 20 using use VERB crl-24370 28 21 data datum NOUN crl-24370 28 22 from from ADP crl-24370 28 23 a a DET crl-24370 28 24 previous previous ADJ crl-24370 28 25 study9 study9 NOUN crl-24370 28 26 of of ADP crl-24370 28 27 8,500 8,500 NUM crl-24370 28 28 students student NOUN crl-24370 28 29 at at ADP crl-24370 28 30 hong hong PROPN crl-24370 28 31 kong kong PROPN crl-24370 28 32 baptist baptist PROPN crl-24370 28 33 university university PROPN crl-24370 28 34 . . PUNCT crl-24370 29 1 overall overall INTJ crl-24370 29 2 , , PUNCT crl-24370 29 3 this this DET crl-24370 29 4 research research NOUN crl-24370 29 5 found find VERB crl-24370 29 6 that that SCONJ crl-24370 29 7 results result NOUN crl-24370 29 8 varied vary VERB crl-24370 29 9 by by ADP crl-24370 29 10 student student NOUN crl-24370 29 11 academic academic ADJ crl-24370 29 12 disciplines discipline NOUN crl-24370 29 13 and and CCONJ crl-24370 29 14 by by ADP crl-24370 29 15 number number NOUN crl-24370 29 16 of of ADP crl-24370 29 17 instruction instruction NOUN crl-24370 29 18 workshops workshop NOUN crl-24370 29 19 attended attend VERB crl-24370 29 20 . . PUNCT crl-24370 30 1 data datum NOUN crl-24370 30 2 from from ADP crl-24370 30 3 students student NOUN crl-24370 30 4 in in ADP crl-24370 30 5 only only ADV crl-24370 30 6 24.4 24.4 NUM crl-24370 30 7 percent percent NOUN crl-24370 30 8 of of ADP crl-24370 30 9 the the DET crl-24370 30 10 subject subject NOUN crl-24370 30 11 area area NOUN crl-24370 30 12 groups group NOUN crl-24370 30 13 considered consider VERB crl-24370 30 14 showed show VERB crl-24370 30 15 positive positive ADJ crl-24370 30 16 correlations correlation NOUN crl-24370 30 17 ( ( PUNCT crl-24370 30 18 at at ADP crl-24370 30 19 varying vary VERB crl-24370 30 20 levels level NOUN crl-24370 30 21 of of ADP crl-24370 30 22 significance significance NOUN crl-24370 30 23 ) ) PUNCT crl-24370 30 24 with with ADP crl-24370 30 25 a a DET crl-24370 30 26 library library NOUN crl-24370 30 27 usage usage NOUN crl-24370 30 28 , , PUNCT crl-24370 30 29 instruction instruction NOUN crl-24370 30 30 , , PUNCT crl-24370 30 31 and and CCONJ crl-24370 30 32 student student NOUN crl-24370 30 33 success success NOUN crl-24370 30 34 across across ADP crl-24370 30 35 disciplines discipline NOUN crl-24370 30 36 461 461 NUM crl-24370 30 37 higher high ADJ crl-24370 30 38 graduation graduation NOUN crl-24370 30 39 gpa gpa PROPN crl-24370 30 40 . . PUNCT crl-24370 31 1 the the DET crl-24370 31 2 researchers researcher NOUN crl-24370 31 3 also also ADV crl-24370 31 4 found find VERB crl-24370 31 5 that that SCONJ crl-24370 31 6 attending attend VERB crl-24370 31 7 more more ADJ crl-24370 31 8 sessions session NOUN crl-24370 31 9 of of ADP crl-24370 31 10 disciplinerelevant disciplinerelevant ADJ crl-24370 31 11 library library NOUN crl-24370 31 12 instruction instruction NOUN crl-24370 31 13 increased increase VERB crl-24370 31 14 the the DET crl-24370 31 15 likelihood likelihood NOUN crl-24370 31 16 of of ADP crl-24370 31 17 a a DET crl-24370 31 18 stronger strong ADJ crl-24370 31 19 positive positive ADJ crl-24370 31 20 correlation correlation NOUN crl-24370 31 21 with with ADP crl-24370 31 22 higher high ADJ crl-24370 31 23 gpa gpa NOUN crl-24370 31 24 at at ADP crl-24370 31 25 graduation graduation NOUN crl-24370 31 26 . . PUNCT crl-24370 32 1 in in ADP crl-24370 32 2 a a DET crl-24370 32 3 study study NOUN crl-24370 32 4 analyzing analyze VERB crl-24370 32 5 4,489 4,489 NUM crl-24370 32 6 transcripts transcript NOUN crl-24370 32 7 , , PUNCT crl-24370 32 8 bowles bowle NOUN crl-24370 32 9 - - PUNCT crl-24370 32 10 terry10 terry10 NOUN crl-24370 32 11 found find VERB crl-24370 32 12 a a DET crl-24370 32 13 very very ADV crl-24370 32 14 small small ADJ crl-24370 32 15 yet yet CCONJ crl-24370 32 16 statistically statistically ADV crl-24370 32 17 significant significant ADJ crl-24370 32 18 positive positive ADJ crl-24370 32 19 difference difference NOUN crl-24370 32 20 in in ADP crl-24370 32 21 gpa gpa PROPN crl-24370 32 22 among among ADP crl-24370 32 23 students student NOUN crl-24370 32 24 who who PRON crl-24370 32 25 had have AUX crl-24370 32 26 been be AUX crl-24370 32 27 enrolled enrol VERB crl-24370 32 28 in in ADP crl-24370 32 29 an an DET crl-24370 32 30 upperlevel upperlevel ADJ crl-24370 32 31 course course NOUN crl-24370 32 32 that that PRON crl-24370 32 33 received receive VERB crl-24370 32 34 course course NOUN crl-24370 32 35 - - PUNCT crl-24370 32 36 related relate VERB crl-24370 32 37 library library NOUN crl-24370 32 38 instruction instruction NOUN crl-24370 32 39 ( ( PUNCT crl-24370 32 40 cri cri PROPN crl-24370 32 41 ) ) PUNCT crl-24370 32 42 and and CCONJ crl-24370 32 43 whose whose DET crl-24370 32 44 attendance attendance NOUN crl-24370 32 45 at at ADP crl-24370 32 46 that that DET crl-24370 32 47 instruction instruction NOUN crl-24370 32 48 session session NOUN crl-24370 32 49 was be AUX crl-24370 32 50 inferred infer VERB crl-24370 32 51 , , PUNCT crl-24370 32 52 while while SCONJ crl-24370 32 53 soria soria PROPN crl-24370 32 54 , , PUNCT crl-24370 32 55 fransen fransen NOUN crl-24370 32 56 , , PUNCT crl-24370 32 57 and and CCONJ crl-24370 32 58 nackerud11 nackerud11 NOUN crl-24370 32 59 found find VERB crl-24370 32 60 that that SCONJ crl-24370 32 61 probable probable ADJ crl-24370 32 62 cri cri NOUN crl-24370 32 63 attendance attendance NOUN crl-24370 32 64 by by ADP crl-24370 32 65 5,368 5,368 NUM crl-24370 32 66 first first ADJ crl-24370 32 67 - - PUNCT crl-24370 32 68 year year NOUN crl-24370 32 69 undergraduates undergraduate NOUN crl-24370 32 70 was be AUX crl-24370 32 71 correlated correlate VERB crl-24370 32 72 with with ADP crl-24370 32 73 a a DET crl-24370 32 74 lower low ADJ crl-24370 32 75 gpa gpa NOUN crl-24370 32 76 ; ; PUNCT crl-24370 32 77 little little ADJ crl-24370 32 78 explanation explanation NOUN crl-24370 32 79 was be AUX crl-24370 32 80 given give VERB crl-24370 32 81 for for ADP crl-24370 32 82 this this DET crl-24370 32 83 outcome outcome NOUN crl-24370 32 84 other other ADJ crl-24370 32 85 than than ADP crl-24370 32 86 noting note VERB crl-24370 32 87 the the DET crl-24370 32 88 difficulties difficulty NOUN crl-24370 32 89 of of ADP crl-24370 32 90 assessing assess VERB crl-24370 32 91 instruction instruction NOUN crl-24370 32 92 effectiveness effectiveness NOUN crl-24370 32 93 . . PUNCT crl-24370 33 1 however however ADV crl-24370 33 2 , , PUNCT crl-24370 33 3 a a DET crl-24370 33 4 subsequent subsequent ADJ crl-24370 33 5 study study NOUN crl-24370 33 6 by by ADP crl-24370 33 7 soria soria PROPN crl-24370 33 8 et et NOUN crl-24370 33 9 al.12 al.12 NOUN crl-24370 33 10 used use VERB crl-24370 33 11 different different ADJ crl-24370 33 12 analysis analysis NOUN crl-24370 33 13 methods method NOUN crl-24370 33 14 and and CCONJ crl-24370 33 15 found find VERB crl-24370 33 16 opposite opposite ADJ crl-24370 33 17 results result NOUN crl-24370 33 18 , , PUNCT crl-24370 33 19 that that SCONJ crl-24370 33 20 “ " PUNCT crl-24370 33 21 students student NOUN crl-24370 33 22 who who PRON crl-24370 33 23 engaged engage VERB crl-24370 33 24 in in ADP crl-24370 33 25 libraries library NOUN crl-24370 33 26 instruction instruction NOUN crl-24370 33 27 ” " PUNCT crl-24370 33 28 by by ADP crl-24370 33 29 attending attend VERB crl-24370 33 30 library library NOUN crl-24370 33 31 workshops workshop NOUN crl-24370 33 32 , , PUNCT crl-24370 33 33 cri cri PROPN crl-24370 33 34 , , PUNCT crl-24370 33 35 or or CCONJ crl-24370 33 36 a a DET crl-24370 33 37 library library NOUN crl-24370 33 38 class class NOUN crl-24370 33 39 had have VERB crl-24370 33 40 a a DET crl-24370 33 41 significantly significantly ADV crl-24370 33 42 higher high ADJ crl-24370 33 43 gpa gpa NOUN crl-24370 33 44 than than SCONJ crl-24370 33 45 did do VERB crl-24370 33 46 those those DET crl-24370 33 47 students student NOUN crl-24370 33 48 who who PRON crl-24370 33 49 had have AUX crl-24370 33 50 not not PART crl-24370 33 51 been be AUX crl-24370 33 52 involved involve VERB crl-24370 33 53 in in ADP crl-24370 33 54 library library NOUN crl-24370 33 55 instruction instruction NOUN crl-24370 33 56 . . PUNCT crl-24370 34 1 gaha gaha PROPN crl-24370 34 2 , , PUNCT crl-24370 34 3 hinnefeld hinnefeld PROPN crl-24370 34 4 , , PUNCT crl-24370 34 5 and and CCONJ crl-24370 34 6 pellegrino13 pellegrino13 NOUN crl-24370 34 7 sought seek VERB crl-24370 34 8 to to PART crl-24370 34 9 normalize normalize VERB crl-24370 34 10 data datum NOUN crl-24370 34 11 to to PART crl-24370 34 12 account account VERB crl-24370 34 13 for for ADP crl-24370 34 14 probable probable ADJ crl-24370 34 15 disciplinary disciplinary ADJ crl-24370 34 16 grading grade VERB crl-24370 34 17 variations variation NOUN crl-24370 34 18 ( ( PUNCT crl-24370 34 19 a a DET crl-24370 34 20 multilevel multilevel ADJ crl-24370 34 21 model model NOUN crl-24370 34 22 would would AUX crl-24370 34 23 make make VERB crl-24370 34 24 this this DET crl-24370 34 25 step step NOUN crl-24370 34 26 unnecessary unnecessary ADJ crl-24370 34 27 , , PUNCT crl-24370 34 28 even even ADV crl-24370 34 29 with with SCONJ crl-24370 34 30 a a DET crl-24370 34 31 small small ADJ crl-24370 34 32 data datum NOUN crl-24370 34 33 set set VERB crl-24370 34 34 ) ) PUNCT crl-24370 34 35 . . PUNCT crl-24370 35 1 while while SCONJ crl-24370 35 2 they they PRON crl-24370 35 3 found find VERB crl-24370 35 4 some some DET crl-24370 35 5 positive positive ADJ crl-24370 35 6 correlations correlation NOUN crl-24370 35 7 between between ADP crl-24370 35 8 higher high ADJ crl-24370 35 9 normalized normalize VERB crl-24370 35 10 gpa gpa NOUN crl-24370 35 11 among among ADP crl-24370 35 12 students student NOUN crl-24370 35 13 who who PRON crl-24370 35 14 had have AUX crl-24370 35 15 taken take VERB crl-24370 35 16 at at ADV crl-24370 35 17 least least ADV crl-24370 35 18 one one NUM crl-24370 35 19 course course NOUN crl-24370 35 20 with with ADP crl-24370 35 21 library library NOUN crl-24370 35 22 instruction instruction NOUN crl-24370 35 23 , , PUNCT crl-24370 35 24 again again ADV crl-24370 35 25 there there PRON crl-24370 35 26 was be VERB crl-24370 35 27 no no DET crl-24370 35 28 control control NOUN crl-24370 35 29 for for ADP crl-24370 35 30 whether whether SCONJ crl-24370 35 31 a a DET crl-24370 35 32 student student NOUN crl-24370 35 33 had have AUX crl-24370 35 34 actually actually ADV crl-24370 35 35 attended attend VERB crl-24370 35 36 that that SCONJ crl-24370 35 37 instruction instruction NOUN crl-24370 35 38 session session NOUN crl-24370 35 39 , , PUNCT crl-24370 35 40 so so SCONJ crl-24370 35 41 conclusions conclusion NOUN crl-24370 35 42 are be AUX crl-24370 35 43 somewhat somewhat ADV crl-24370 35 44 speculative speculative ADJ crl-24370 35 45 . . PUNCT crl-24370 36 1 krieb14 krieb14 NOUN crl-24370 36 2 analyzed analyze VERB crl-24370 36 3 the the DET crl-24370 36 4 impact impact NOUN crl-24370 36 5 of of ADP crl-24370 36 6 cri cri PROPN crl-24370 36 7 and and CCONJ crl-24370 36 8 reference reference NOUN crl-24370 36 9 desk desk NOUN crl-24370 36 10 usage usage NOUN crl-24370 36 11 on on ADP crl-24370 36 12 student student NOUN crl-24370 36 13 retention retention NOUN crl-24370 36 14 and and CCONJ crl-24370 36 15 gpa gpa NOUN crl-24370 36 16 at at ADP crl-24370 36 17 a a DET crl-24370 36 18 community community NOUN crl-24370 36 19 college college NOUN crl-24370 36 20 , , PUNCT crl-24370 36 21 finding find VERB crl-24370 36 22 some some DET crl-24370 36 23 positive positive ADJ crl-24370 36 24 impact impact NOUN crl-24370 36 25 of of ADP crl-24370 36 26 cri cri PROPN crl-24370 36 27 completion completion NOUN crl-24370 36 28 on on ADP crl-24370 36 29 retention retention NOUN crl-24370 36 30 but but CCONJ crl-24370 36 31 minimal minimal ADJ crl-24370 36 32 impact impact NOUN crl-24370 36 33 on on ADP crl-24370 36 34 gpa gpa PROPN crl-24370 36 35 . . PUNCT crl-24370 37 1 statistical statistical ADJ crl-24370 37 2 approaches approach NOUN crl-24370 37 3 in in ADP crl-24370 37 4 previous previous ADJ crl-24370 37 5 studies study NOUN crl-24370 37 6 many many ADJ crl-24370 37 7 big big ADJ crl-24370 37 8 data datum NOUN crl-24370 37 9 library library NOUN crl-24370 37 10 value value NOUN crl-24370 37 11 studies study NOUN crl-24370 37 12 have have AUX crl-24370 37 13 relied rely VERB crl-24370 37 14 heavily heavily ADV crl-24370 37 15 on on ADP crl-24370 37 16 identifying identify VERB crl-24370 37 17 correlations correlation NOUN crl-24370 37 18 and and CCONJ crl-24370 37 19 significance significance NOUN crl-24370 37 20 to to PART crl-24370 37 21 show show VERB crl-24370 37 22 which which DET crl-24370 37 23 library library NOUN crl-24370 37 24 activities activity NOUN crl-24370 37 25 , , PUNCT crl-24370 37 26 behaviors behavior NOUN crl-24370 37 27 , , PUNCT crl-24370 37 28 resources resource NOUN crl-24370 37 29 , , PUNCT crl-24370 37 30 or or CCONJ crl-24370 37 31 service service NOUN crl-24370 37 32 usage usage NOUN crl-24370 37 33 seem seem VERB crl-24370 37 34 to to PART crl-24370 37 35 matter matter VERB crl-24370 37 36 most most ADV crl-24370 37 37 in in ADP crl-24370 37 38 terms term NOUN crl-24370 37 39 of of ADP crl-24370 37 40 supposedly supposedly ADV crl-24370 37 41 objective objective ADJ crl-24370 37 42 student student NOUN crl-24370 37 43 success success NOUN crl-24370 37 44 variables variable NOUN crl-24370 37 45 such such ADJ crl-24370 37 46 as as ADP crl-24370 37 47 gpa gpa PROPN crl-24370 37 48 . . PUNCT crl-24370 38 1 most most ADJ crl-24370 38 2 of of ADP crl-24370 38 3 the the DET crl-24370 38 4 analyses analysis NOUN crl-24370 38 5 accounted account VERB crl-24370 38 6 for for ADP crl-24370 38 7 the the DET crl-24370 38 8 average average ADJ crl-24370 38 9 differences difference NOUN crl-24370 38 10 in in ADP crl-24370 38 11 gpa gpa PROPN crl-24370 38 12 across across ADP crl-24370 38 13 majors major NOUN crl-24370 38 14 or or CCONJ crl-24370 38 15 colleges college NOUN crl-24370 38 16 . . PUNCT crl-24370 39 1 soria soria PROPN crl-24370 39 2 et et PROPN crl-24370 39 3 al.15 al.15 PRON crl-24370 39 4 did do VERB crl-24370 39 5 so so ADV crl-24370 39 6 by by ADP crl-24370 39 7 allowing allow VERB crl-24370 39 8 varying vary VERB crl-24370 39 9 intercepts intercept NOUN crl-24370 39 10 for for ADP crl-24370 39 11 each each DET crl-24370 39 12 college college NOUN crl-24370 39 13 but but CCONJ crl-24370 39 14 did do AUX crl-24370 39 15 not not PART crl-24370 39 16 allow allow VERB crl-24370 39 17 for for ADP crl-24370 39 18 varying vary VERB crl-24370 39 19 relationships relationship NOUN crl-24370 39 20 with with ADP crl-24370 39 21 the the DET crl-24370 39 22 library library NOUN crl-24370 39 23 ( ( PUNCT crl-24370 39 24 different different ADJ crl-24370 39 25 regression regression NOUN crl-24370 39 26 slopes slope NOUN crl-24370 39 27 for for ADP crl-24370 39 28 the the DET crl-24370 39 29 library library NOUN crl-24370 39 30 usage usage NOUN crl-24370 39 31 variables variable NOUN crl-24370 39 32 ) ) PUNCT crl-24370 39 33 . . PUNCT crl-24370 40 1 two two NUM crl-24370 40 2 early early ADJ crl-24370 40 3 library library NOUN crl-24370 40 4 value value NOUN crl-24370 40 5 studies study NOUN crl-24370 40 6 recognized recognize VERB crl-24370 40 7 that that SCONJ crl-24370 40 8 not not PART crl-24370 40 9 only only ADV crl-24370 40 10 the the DET crl-24370 40 11 average average ADJ crl-24370 40 12 gpa gpa PROPN crl-24370 40 13 varies varie NOUN crl-24370 40 14 by by ADP crl-24370 40 15 major major ADJ crl-24370 40 16 , , PUNCT crl-24370 40 17 but but CCONJ crl-24370 40 18 that that SCONJ crl-24370 40 19 different different ADJ crl-24370 40 20 majors major NOUN crl-24370 40 21 have have VERB crl-24370 40 22 different different ADJ crl-24370 40 23 relationships relationship NOUN crl-24370 40 24 with with ADP crl-24370 40 25 the the DET crl-24370 40 26 library;16 library;16 NOUN crl-24370 40 27 for for ADP crl-24370 40 28 that that DET crl-24370 40 29 reason reason NOUN crl-24370 40 30 , , PUNCT crl-24370 40 31 these these DET crl-24370 40 32 studies study NOUN crl-24370 40 33 conducted conduct VERB crl-24370 40 34 analyses analysis NOUN crl-24370 40 35 ( ( PUNCT crl-24370 40 36 pearson pearson NOUN crl-24370 40 37 correlation correlation NOUN crl-24370 40 38 and and CCONJ crl-24370 40 39 chi chi ADJ crl-24370 40 40 - - PUNCT crl-24370 40 41 square square ADJ crl-24370 40 42 tests test NOUN crl-24370 40 43 , , PUNCT crl-24370 40 44 respectively respectively ADV crl-24370 40 45 ) ) PUNCT crl-24370 40 46 for for ADP crl-24370 40 47 each each DET crl-24370 40 48 discipline discipline NOUN crl-24370 40 49 group group NOUN crl-24370 40 50 separately separately ADV crl-24370 40 51 . . PUNCT crl-24370 41 1 because because SCONJ crl-24370 41 2 some some DET crl-24370 41 3 discipline discipline NOUN crl-24370 41 4 groups group NOUN crl-24370 41 5 had have VERB crl-24370 41 6 few few ADJ crl-24370 41 7 students student NOUN crl-24370 41 8 , , PUNCT crl-24370 41 9 these these DET crl-24370 41 10 groups group NOUN crl-24370 41 11 were be AUX crl-24370 41 12 left leave VERB crl-24370 41 13 out out ADP crl-24370 41 14 of of ADP crl-24370 41 15 the the DET crl-24370 41 16 analysis analysis NOUN crl-24370 41 17 . . PUNCT crl-24370 42 1 a a DET crl-24370 42 2 multilevel multilevel ADJ crl-24370 42 3 regression regression NOUN crl-24370 42 4 could could AUX crl-24370 42 5 have have AUX crl-24370 42 6 combined combine VERB crl-24370 42 7 both both PRON crl-24370 42 8 of of ADP crl-24370 42 9 these these DET crl-24370 42 10 analyses analysis NOUN crl-24370 42 11 into into ADP crl-24370 42 12 one one NUM crl-24370 42 13 , , PUNCT crl-24370 42 14 while while SCONJ crl-24370 42 15 allowing allow VERB crl-24370 42 16 use use NOUN crl-24370 42 17 of of ADP crl-24370 42 18 data datum NOUN crl-24370 42 19 from from ADP crl-24370 42 20 all all DET crl-24370 42 21 discipline discipline NOUN crl-24370 42 22 groups group NOUN crl-24370 42 23 and and CCONJ crl-24370 42 24 using use VERB crl-24370 42 25 the the DET crl-24370 42 26 number number NOUN crl-24370 42 27 of of ADP crl-24370 42 28 library library NOUN crl-24370 42 29 sessions session NOUN crl-24370 42 30 per per ADP crl-24370 42 31 discipline discipline NOUN crl-24370 42 32 as as ADP crl-24370 42 33 a a DET crl-24370 42 34 group group NOUN crl-24370 42 35 - - PUNCT crl-24370 42 36 level level NOUN crl-24370 42 37 predictor predictor NOUN crl-24370 42 38 . . PUNCT crl-24370 43 1 another another DET crl-24370 43 2 challenge challenge NOUN crl-24370 43 3 faced face VERB crl-24370 43 4 in in ADP crl-24370 43 5 a a DET crl-24370 43 6 number number NOUN crl-24370 43 7 of of ADP crl-24370 43 8 big big ADJ crl-24370 43 9 - - PUNCT crl-24370 43 10 data data NOUN crl-24370 43 11 instruction instruction NOUN crl-24370 43 12 - - PUNCT crl-24370 43 13 value value NOUN crl-24370 43 14 studies study NOUN crl-24370 43 15 is be AUX crl-24370 43 16 how how SCONJ crl-24370 43 17 to to PART crl-24370 43 18 determine determine VERB crl-24370 43 19 whether whether SCONJ crl-24370 43 20 a a DET crl-24370 43 21 student student NOUN crl-24370 43 22 has have AUX crl-24370 43 23 indeed indeed ADV crl-24370 43 24 received receive VERB crl-24370 43 25 library library NOUN crl-24370 43 26 instruction instruction NOUN crl-24370 43 27 . . PUNCT crl-24370 44 1 one one NUM crl-24370 44 2 common common ADJ crl-24370 44 3 method method NOUN crl-24370 44 4 has have AUX crl-24370 44 5 been be AUX crl-24370 44 6 to to PART crl-24370 44 7 cross cross NOUN crl-24370 44 8 - - VERB crl-24370 44 9 check check VERB crl-24370 44 10 the the DET crl-24370 44 11 institution institution NOUN crl-24370 44 12 ’s ’s PART crl-24370 44 13 student student NOUN crl-24370 44 14 course course NOUN crl-24370 44 15 enrollment enrollment NOUN crl-24370 44 16 data datum NOUN crl-24370 44 17 with with ADP crl-24370 44 18 library library NOUN crl-24370 44 19 instruction instruction NOUN crl-24370 44 20 program program NOUN crl-24370 44 21 records record NOUN crl-24370 44 22 of of ADP crl-24370 44 23 cri cri PROPN crl-24370 44 24 sessions session NOUN crl-24370 44 25 for for ADP crl-24370 44 26 that that DET crl-24370 44 27 course,17 course,17 NOUN crl-24370 44 28 while while SCONJ crl-24370 44 29 other other ADJ crl-24370 44 30 studies18 studies18 NOUN crl-24370 44 31 may may AUX crl-24370 44 32 be be AUX crl-24370 44 33 able able ADJ crl-24370 44 34 to to PART crl-24370 44 35 verify verify VERB crl-24370 44 36 completion completion NOUN crl-24370 44 37 of of ADP crl-24370 44 38 an an DET crl-24370 44 39 initial initial ADJ crl-24370 44 40 mandatory mandatory ADJ crl-24370 44 41 library library NOUN crl-24370 44 42 orientation orientation NOUN crl-24370 44 43 session session NOUN crl-24370 44 44 but but CCONJ crl-24370 44 45 not not PART crl-24370 44 46 attendance attendance NOUN crl-24370 44 47 at at ADP crl-24370 44 48 subsequent subsequent ADJ crl-24370 44 49 and and CCONJ crl-24370 44 50 potentially potentially ADV crl-24370 44 51 more more ADV crl-24370 44 52 relevant relevant ADJ crl-24370 44 53 cri cri NOUN crl-24370 44 54 sessions session NOUN crl-24370 44 55 . . PUNCT crl-24370 45 1 these these DET crl-24370 45 2 methods method NOUN crl-24370 45 3 do do AUX crl-24370 45 4 not not PART crl-24370 45 5 guarantee guarantee VERB crl-24370 45 6 that that SCONJ crl-24370 45 7 the the DET crl-24370 45 8 student student NOUN crl-24370 45 9 was be AUX crl-24370 45 10 actually actually ADV crl-24370 45 11 present present ADJ crl-24370 45 12 at at ADP crl-24370 45 13 a a DET crl-24370 45 14 cri cri PROPN crl-24370 45 15 session session NOUN crl-24370 45 16 . . PUNCT crl-24370 46 1 in in ADP crl-24370 46 2 addition addition NOUN crl-24370 46 3 , , PUNCT crl-24370 46 4 some some DET crl-24370 46 5 researchers researcher NOUN crl-24370 46 6 state state VERB crl-24370 46 7 that that SCONJ crl-24370 46 8 instruction instruction NOUN crl-24370 46 9 program program NOUN crl-24370 46 10 records record NOUN crl-24370 46 11 may may AUX crl-24370 46 12 not not PART crl-24370 46 13 be be AUX crl-24370 46 14 complete complete ADJ crl-24370 46 15 and and CCONJ crl-24370 46 16 are be AUX crl-24370 46 17 particularly particularly ADV crl-24370 46 18 problematic problematic ADJ crl-24370 46 19 for for ADP crl-24370 46 20 high high ADJ crl-24370 46 21 - - PUNCT crl-24370 46 22 enrollment enrollment NOUN crl-24370 46 23 , , PUNCT crl-24370 46 24 multisection multisection NOUN crl-24370 46 25 courses course NOUN crl-24370 46 26 for for ADP crl-24370 46 27 which which PRON crl-24370 46 28 cri cri PROPN crl-24370 46 29 is be AUX crl-24370 46 30 offered offer VERB crl-24370 46 31 for for ADP crl-24370 46 32 some some PRON crl-24370 46 33 but but CCONJ crl-24370 46 34 not not PART crl-24370 46 35 all all DET crl-24370 46 36 sections section NOUN crl-24370 46 37 . . PUNCT crl-24370 47 1 462 462 NUM crl-24370 47 2 college college PROPN crl-24370 47 3 & & CCONJ crl-24370 47 4 research research PROPN crl-24370 47 5 libraries library NOUN crl-24370 47 6 april april PROPN crl-24370 47 7 2020 2020 NUM crl-24370 47 8 krieb19 krieb19 NOUN crl-24370 47 9 described describe VERB crl-24370 47 10 an an DET crl-24370 47 11 alternate alternate ADJ crl-24370 47 12 method method NOUN crl-24370 47 13 of of ADP crl-24370 47 14 asking ask VERB crl-24370 47 15 students student NOUN crl-24370 47 16 after after SCONJ crl-24370 47 17 cri cri PROPN crl-24370 47 18 sessions session NOUN crl-24370 47 19 for for ADP crl-24370 47 20 their their PRON crl-24370 47 21 verbal verbal ADJ crl-24370 47 22 consent consent NOUN crl-24370 47 23 to to PART crl-24370 47 24 be be AUX crl-24370 47 25 tracked track VERB crl-24370 47 26 for for ADP crl-24370 47 27 research research NOUN crl-24370 47 28 purposes purpose NOUN crl-24370 47 29 . . PUNCT crl-24370 48 1 this this DET crl-24370 48 2 method method NOUN crl-24370 48 3 allowed allow VERB crl-24370 48 4 solid solid ADJ crl-24370 48 5 identification identification NOUN crl-24370 48 6 of of ADP crl-24370 48 7 both both CCONJ crl-24370 48 8 the the DET crl-24370 48 9 course course NOUN crl-24370 48 10 and and CCONJ crl-24370 48 11 cri cri PROPN crl-24370 48 12 completion completion NOUN crl-24370 48 13 , , PUNCT crl-24370 48 14 as as ADV crl-24370 48 15 well well ADV crl-24370 48 16 as as ADP crl-24370 48 17 close close ADJ crl-24370 48 18 tracking tracking NOUN crl-24370 48 19 of of ADP crl-24370 48 20 individual individual ADJ crl-24370 48 21 student student NOUN crl-24370 48 22 retention retention NOUN crl-24370 48 23 and and CCONJ crl-24370 48 24 gpa gpa ADJ crl-24370 48 25 success success NOUN crl-24370 48 26 measures measure NOUN crl-24370 48 27 . . PUNCT crl-24370 49 1 while while SCONJ crl-24370 49 2 this this DET crl-24370 49 3 method method NOUN crl-24370 49 4 ensures ensure VERB crl-24370 49 5 that that SCONJ crl-24370 49 6 a a DET crl-24370 49 7 student student NOUN crl-24370 49 8 did do AUX crl-24370 49 9 receive receive VERB crl-24370 49 10 cri cri PROPN crl-24370 49 11 , , PUNCT crl-24370 49 12 larger large ADJ crl-24370 49 13 college college NOUN crl-24370 49 14 and and CCONJ crl-24370 49 15 university university NOUN crl-24370 49 16 libraries library NOUN crl-24370 49 17 may may AUX crl-24370 49 18 find find VERB crl-24370 49 19 it it PRON crl-24370 49 20 difficult difficult ADJ crl-24370 49 21 to to PART crl-24370 49 22 replicate replicate VERB crl-24370 49 23 the the DET crl-24370 49 24 individual individual ADJ crl-24370 49 25 student student NOUN crl-24370 49 26 consent consent NOUN crl-24370 49 27 process process NOUN crl-24370 49 28 for for ADP crl-24370 49 29 reasons reason NOUN crl-24370 49 30 of of ADP crl-24370 49 31 scale scale NOUN crl-24370 49 32 . . PUNCT crl-24370 50 1 methods method NOUN crl-24370 50 2 after after SCONJ crl-24370 50 3 irb irb VERB crl-24370 50 4 approval approval NOUN crl-24370 50 5 , , PUNCT crl-24370 50 6 a a DET crl-24370 50 7 survey survey NOUN crl-24370 50 8 including include VERB crl-24370 50 9 undergraduate undergraduate NOUN crl-24370 50 10 and and CCONJ crl-24370 50 11 graduate graduate NOUN crl-24370 50 12 students student NOUN crl-24370 50 13 was be AUX crl-24370 50 14 conducted conduct VERB crl-24370 50 15 in in ADP crl-24370 50 16 2016 2016 NUM crl-24370 50 17 for for ADP crl-24370 50 18 the the DET crl-24370 50 19 purpose purpose NOUN crl-24370 50 20 of of ADP crl-24370 50 21 service service NOUN crl-24370 50 22 improvement improvement NOUN crl-24370 50 23 . . PUNCT crl-24370 51 1 information information NOUN crl-24370 51 2 about about ADP crl-24370 51 3 the the DET crl-24370 51 4 development development NOUN crl-24370 51 5 of of ADP crl-24370 51 6 this this DET crl-24370 51 7 survey survey NOUN crl-24370 51 8 , , PUNCT crl-24370 51 9 based base VERB crl-24370 51 10 on on ADP crl-24370 51 11 the the DET crl-24370 51 12 previous previous ADJ crl-24370 51 13 2012 2012 NUM crl-24370 51 14 survey survey NOUN crl-24370 51 15 , , PUNCT crl-24370 51 16 are be AUX crl-24370 51 17 available available ADJ crl-24370 51 18 in in ADP crl-24370 51 19 the the DET crl-24370 51 20 reports.20 reports.20 NOUN crl-24370 51 21 the the DET crl-24370 51 22 survey survey NOUN crl-24370 51 23 sample sample NOUN crl-24370 51 24 was be AUX crl-24370 51 25 stratified stratify VERB crl-24370 51 26 on on ADP crl-24370 51 27 college college NOUN crl-24370 51 28 and and CCONJ crl-24370 51 29 student student NOUN crl-24370 51 30 type type NOUN crl-24370 51 31 ( ( PUNCT crl-24370 51 32 undergraduate undergraduate NOUN crl-24370 51 33 or or CCONJ crl-24370 51 34 graduate graduate ADJ crl-24370 51 35 ) ) PUNCT crl-24370 51 36 combination combination NOUN crl-24370 51 37 , , PUNCT crl-24370 51 38 with with SCONJ crl-24370 51 39 higher high ADJ crl-24370 51 40 sampling sampling NOUN crl-24370 51 41 rates rate NOUN crl-24370 51 42 specified specify VERB crl-24370 51 43 for for ADP crl-24370 51 44 smaller small ADJ crl-24370 51 45 strata stratum NOUN crl-24370 51 46 . . PUNCT crl-24370 52 1 within within ADP crl-24370 52 2 each each DET crl-24370 52 3 stratum stratum NOUN crl-24370 52 4 , , PUNCT crl-24370 52 5 a a DET crl-24370 52 6 systematic systematic ADJ crl-24370 52 7 sample sample NOUN crl-24370 52 8 was be AUX crl-24370 52 9 drawn draw VERB crl-24370 52 10 , , PUNCT crl-24370 52 11 sorting sort VERB crl-24370 52 12 by by ADP crl-24370 52 13 gender gender NOUN crl-24370 52 14 and and CCONJ crl-24370 52 15 residency residency NOUN crl-24370 52 16 ( ( PUNCT crl-24370 52 17 iowa iowa PROPN crl-24370 52 18 , , PUNCT crl-24370 52 19 non non ADJ crl-24370 52 20 - - ADJ crl-24370 52 21 iowa iowa ADJ crl-24370 52 22 us we PRON crl-24370 52 23 , , PUNCT crl-24370 52 24 international international ADJ crl-24370 52 25 ) ) PUNCT crl-24370 52 26 and and CCONJ crl-24370 52 27 using use VERB crl-24370 52 28 a a DET crl-24370 52 29 random random ADJ crl-24370 52 30 start start NOUN crl-24370 52 31 , , PUNCT crl-24370 52 32 selecting select VERB crl-24370 52 33 each each DET crl-24370 52 34 nth nth NOUN crl-24370 52 35 student student NOUN crl-24370 52 36 to to PART crl-24370 52 37 reach reach VERB crl-24370 52 38 the the DET crl-24370 52 39 specified specified ADJ crl-24370 52 40 percentage percentage NOUN crl-24370 52 41 for for ADP crl-24370 52 42 that that DET crl-24370 52 43 stratum stratum NOUN crl-24370 52 44 . . PUNCT crl-24370 53 1 all all DET crl-24370 53 2 regression regression NOUN crl-24370 53 3 models model NOUN crl-24370 53 4 included include VERB crl-24370 53 5 the the DET crl-24370 53 6 college college NOUN crl-24370 53 7 and and CCONJ crl-24370 53 8 student student NOUN crl-24370 53 9 type type NOUN crl-24370 53 10 sampling sample VERB crl-24370 53 11 strata stratum NOUN crl-24370 53 12 . . PUNCT crl-24370 54 1 survey survey NOUN crl-24370 54 2 sample sample NOUN crl-24370 54 3 size size NOUN crl-24370 54 4 and and CCONJ crl-24370 54 5 response response NOUN crl-24370 54 6 rates rate NOUN crl-24370 54 7 are be AUX crl-24370 54 8 given give VERB crl-24370 54 9 in in ADP crl-24370 54 10 table table NOUN crl-24370 54 11 1 1 NUM crl-24370 54 12 . . PUNCT crl-24370 55 1 details detail NOUN crl-24370 55 2 of of ADP crl-24370 55 3 the the DET crl-24370 55 4 statistical statistical ADJ crl-24370 55 5 analyses analysis NOUN crl-24370 55 6 are be AUX crl-24370 55 7 in in ADP crl-24370 55 8 appendix appendix PROPN crl-24370 55 9 a. a. PROPN crl-24370 55 10 three three NUM crl-24370 55 11 outcome outcome NOUN crl-24370 55 12 variables variable NOUN crl-24370 55 13 were be AUX crl-24370 55 14 modeled model VERB crl-24370 55 15 : : PUNCT crl-24370 55 16 1 1 X crl-24370 55 17 . . X crl-24370 55 18 students student NOUN crl-24370 55 19 ’ ’ PART crl-24370 55 20 library library NOUN crl-24370 55 21 resource resource NOUN crl-24370 55 22 usage usage NOUN crl-24370 55 23 index index NOUN crl-24370 55 24 ( ( PUNCT crl-24370 55 25 lru lru ADV crl-24370 55 26 ) ) PUNCT crl-24370 55 27 calculated calculate VERB crl-24370 55 28 from from ADP crl-24370 55 29 responses response NOUN crl-24370 55 30 to to PART crl-24370 55 31 survey survey VERB crl-24370 55 32 questions question NOUN crl-24370 55 33 about about ADP crl-24370 55 34 frequency frequency NOUN crl-24370 55 35 of of ADP crl-24370 55 36 use use NOUN crl-24370 55 37 of of ADP crl-24370 55 38 various various ADJ crl-24370 55 39 library library NOUN crl-24370 55 40 resources resource NOUN crl-24370 55 41 and and CCONJ crl-24370 55 42 services service NOUN crl-24370 55 43 2 2 NUM crl-24370 55 44 . . PUNCT crl-24370 55 45 students student NOUN crl-24370 55 46 ’ ’ PART crl-24370 55 47 perception perception NOUN crl-24370 55 48 of of ADP crl-24370 55 49 library library NOUN crl-24370 55 50 contribution contribution NOUN crl-24370 55 51 to to ADP crl-24370 55 52 academic academic ADJ crl-24370 55 53 success success NOUN crl-24370 55 54 ( ( PUNCT crl-24370 55 55 lcs lcs NOUN crl-24370 55 56 ) ) PUNCT crl-24370 56 1 3 3 NUM crl-24370 56 2 . . X crl-24370 56 3 students student NOUN crl-24370 56 4 ’ ’ PART crl-24370 56 5 cumulative cumulative PROPN crl-24370 56 6 gpa gpa PROPN crl-24370 56 7 library library PROPN crl-24370 56 8 resource resource NOUN crl-24370 56 9 usage usage NOUN crl-24370 56 10 index index NOUN crl-24370 56 11 ( ( PUNCT crl-24370 56 12 lru lru PROPN crl-24370 56 13 ) ) PUNCT crl-24370 56 14 the the DET crl-24370 56 15 lru lru PROPN crl-24370 56 16 index index NOUN crl-24370 56 17 was be AUX crl-24370 56 18 constructed construct VERB crl-24370 56 19 from from ADP crl-24370 56 20 survey survey NOUN crl-24370 56 21 questions question NOUN crl-24370 56 22 ( ( PUNCT crl-24370 56 23 see see VERB crl-24370 56 24 appendix appendix PROPN crl-24370 56 25 b b X crl-24370 56 26 ) ) PUNCT crl-24370 56 27 about about ADP crl-24370 56 28 the the DET crl-24370 56 29 frequency frequency NOUN crl-24370 56 30 of of ADP crl-24370 56 31 use use NOUN crl-24370 56 32 of of ADP crl-24370 56 33 the the DET crl-24370 56 34 library library NOUN crl-24370 56 35 website website NOUN crl-24370 56 36 , , PUNCT crl-24370 56 37 the the DET crl-24370 56 38 library library NOUN crl-24370 56 39 search search NOUN crl-24370 56 40 , , PUNCT crl-24370 56 41 article article NOUN crl-24370 56 42 indexes index NOUN crl-24370 56 43 and and CCONJ crl-24370 56 44 databases database NOUN crl-24370 56 45 , , PUNCT crl-24370 56 46 electronic electronic ADJ crl-24370 56 47 journals journal NOUN crl-24370 56 48 and and CCONJ crl-24370 56 49 articles article NOUN crl-24370 56 50 , , PUNCT crl-24370 56 51 e e NOUN crl-24370 56 52 - - NOUN crl-24370 56 53 books book NOUN crl-24370 56 54 , , PUNCT crl-24370 56 55 physical physical ADJ crl-24370 56 56 items item NOUN crl-24370 56 57 ( ( PUNCT crl-24370 56 58 examples example NOUN crl-24370 56 59 : : PUNCT crl-24370 56 60 books book NOUN crl-24370 56 61 , , PUNCT crl-24370 56 62 dvds dvds NOUN crl-24370 56 63 , , PUNCT crl-24370 56 64 cds cd NOUN crl-24370 56 65 , , PUNCT crl-24370 56 66 maps map NOUN crl-24370 56 67 , , PUNCT crl-24370 56 68 microforms microform NOUN crl-24370 56 69 ) ) PUNCT crl-24370 56 70 , , PUNCT crl-24370 56 71 and and CCONJ crl-24370 56 72 of of ADP crl-24370 56 73 materials material NOUN crl-24370 56 74 from from ADP crl-24370 56 75 special special ADJ crl-24370 56 76 collections collection NOUN crl-24370 56 77 and and CCONJ crl-24370 56 78 university university NOUN crl-24370 56 79 archives archive NOUN crl-24370 56 80 . . PUNCT crl-24370 57 1 each each PRON crl-24370 57 2 of of ADP crl-24370 57 3 these these DET crl-24370 57 4 survey survey NOUN crl-24370 57 5 questions question NOUN crl-24370 57 6 had have VERB crl-24370 57 7 response response NOUN crl-24370 57 8 categories category NOUN crl-24370 57 9 of of ADP crl-24370 57 10 daily daily ADJ crl-24370 57 11 , , PUNCT crl-24370 57 12 weekly weekly ADJ crl-24370 57 13 , , PUNCT crl-24370 57 14 monthly monthly ADV crl-24370 57 15 , , PUNCT crl-24370 57 16 once once ADV crl-24370 57 17 a a DET crl-24370 57 18 semester semester NOUN crl-24370 57 19 , , PUNCT crl-24370 57 20 less less ADV crl-24370 57 21 often often ADV crl-24370 57 22 , , PUNCT crl-24370 57 23 and and CCONJ crl-24370 57 24 never never ADV crl-24370 57 25 . . PUNCT crl-24370 58 1 the the DET crl-24370 58 2 lru lru PROPN crl-24370 58 3 , , PUNCT crl-24370 58 4 simulating simulate VERB crl-24370 58 5 an an DET crl-24370 58 6 estimate estimate NOUN crl-24370 58 7 of of ADP crl-24370 58 8 a a DET crl-24370 58 9 total total ADJ crl-24370 58 10 average average ADJ crl-24370 58 11 monthly monthly ADJ crl-24370 58 12 library library NOUN crl-24370 58 13 usage usage NOUN crl-24370 58 14 count count NOUN crl-24370 58 15 was be AUX crl-24370 58 16 created create VERB crl-24370 58 17 by by ADP crl-24370 58 18 equating equate VERB crl-24370 58 19 survey survey NOUN crl-24370 58 20 responses response NOUN crl-24370 58 21 to to ADP crl-24370 58 22 estimated estimate VERB crl-24370 58 23 counts count NOUN crl-24370 58 24 , , PUNCT crl-24370 58 25 as as SCONJ crl-24370 58 26 depicted depict VERB crl-24370 58 27 in in ADP crl-24370 58 28 table table NOUN crl-24370 58 29 2 2 NUM crl-24370 58 30 . . PUNCT crl-24370 58 31 these these DET crl-24370 58 32 estimated estimate VERB crl-24370 58 33 counts count NOUN crl-24370 58 34 were be AUX crl-24370 58 35 summed sum VERB crl-24370 58 36 over over ADP crl-24370 58 37 the the DET crl-24370 58 38 set set NOUN crl-24370 58 39 of of ADP crl-24370 58 40 questions question NOUN crl-24370 58 41 , , PUNCT crl-24370 58 42 with with SCONJ crl-24370 58 43 types type NOUN crl-24370 58 44 of of ADP crl-24370 58 45 library library NOUN crl-24370 58 46 resources resource NOUN crl-24370 58 47 weighted weight VERB crl-24370 58 48 equally equally ADV crl-24370 58 49 . . PUNCT crl-24370 59 1 if if SCONJ crl-24370 59 2 a a DET crl-24370 59 3 student student NOUN crl-24370 59 4 did do AUX crl-24370 59 5 not not PART crl-24370 59 6 answer answer VERB crl-24370 59 7 at at ADV crl-24370 59 8 least least ADJ crl-24370 59 9 five five NUM crl-24370 59 10 of of ADP crl-24370 59 11 these these DET crl-24370 59 12 questions question NOUN crl-24370 59 13 , , PUNCT crl-24370 59 14 the the DET crl-24370 59 15 case case NOUN crl-24370 59 16 was be AUX crl-24370 59 17 deleted delete VERB crl-24370 59 18 . . PUNCT crl-24370 60 1 sixteen sixteen NUM crl-24370 60 2 cases case NOUN crl-24370 60 3 were be AUX crl-24370 60 4 deleted delete VERB crl-24370 60 5 , , PUNCT crl-24370 60 6 leaving leave VERB crl-24370 60 7 1,595 1,595 NUM crl-24370 60 8 cases case NOUN crl-24370 60 9 for for ADP crl-24370 60 10 analysis analysis NOUN crl-24370 60 11 . . PUNCT crl-24370 61 1 table table NOUN crl-24370 61 2 1 1 NUM crl-24370 61 3 survey survey NOUN crl-24370 61 4 sample sample NOUN crl-24370 61 5 size size NOUN crl-24370 61 6 and and CCONJ crl-24370 61 7 response response NOUN crl-24370 61 8 rates rate NOUN crl-24370 61 9 undergraduate undergraduate ADJ crl-24370 61 10 students student NOUN crl-24370 61 11 graduate graduate VERB crl-24370 61 12 students student NOUN crl-24370 61 13 postdocs postdoc VERB crl-24370 61 14 eligible eligible ADJ crl-24370 61 15 sample sample NOUN crl-24370 61 16 2,952 2,952 NUM crl-24370 61 17 3,451 3,451 NUM crl-24370 61 18 318 318 NUM crl-24370 61 19 completed complete VERB crl-24370 61 20 surveys survey NOUN crl-24370 61 21 494 494 NUM crl-24370 61 22 1,116 1,116 NUM crl-24370 61 23 117 117 NUM crl-24370 61 24 response response NOUN crl-24370 61 25 rate rate NOUN crl-24370 61 26 16.7 16.7 NUM crl-24370 61 27 % % NOUN crl-24370 61 28 32.3 32.3 NUM crl-24370 61 29 % % NOUN crl-24370 61 30 36.8 36.8 NUM crl-24370 61 31 % % NOUN crl-24370 61 32 library library NOUN crl-24370 61 33 usage usage NOUN crl-24370 61 34 , , PUNCT crl-24370 61 35 instruction instruction NOUN crl-24370 61 36 , , PUNCT crl-24370 61 37 and and CCONJ crl-24370 61 38 student student NOUN crl-24370 61 39 success success NOUN crl-24370 61 40 across across ADP crl-24370 61 41 disciplines discipline NOUN crl-24370 61 42 463 463 NUM crl-24370 61 43 evidence evidence NOUN crl-24370 61 44 that that SCONJ crl-24370 61 45 this this PRON crl-24370 61 46 is be AUX crl-24370 61 47 a a DET crl-24370 61 48 fairly fairly ADV crl-24370 61 49 reliable reliable ADJ crl-24370 61 50 way way NOUN crl-24370 61 51 to to PART crl-24370 61 52 estimate estimate VERB crl-24370 61 53 the the DET crl-24370 61 54 frequency frequency NOUN crl-24370 61 55 of of ADP crl-24370 61 56 usage usage NOUN crl-24370 61 57 comes come VERB crl-24370 61 58 from from ADP crl-24370 61 59 a a DET crl-24370 61 60 previous previous ADJ crl-24370 61 61 analysis analysis NOUN crl-24370 61 62 where where SCONJ crl-24370 61 63 an an DET crl-24370 61 64 estimate estimate NOUN crl-24370 61 65 of of ADP crl-24370 61 66 graduate graduate NOUN crl-24370 61 67 and and CCONJ crl-24370 61 68 undergraduate undergraduate ADJ crl-24370 61 69 website website NOUN crl-24370 61 70 usage usage NOUN crl-24370 61 71 derived derive VERB crl-24370 61 72 in in ADP crl-24370 61 73 this this DET crl-24370 61 74 way way NOUN crl-24370 61 75 was be AUX crl-24370 61 76 similar similar ADJ crl-24370 61 77 to to ADP crl-24370 61 78 an an DET crl-24370 61 79 estimate estimate NOUN crl-24370 61 80 of of ADP crl-24370 61 81 undergraduate undergraduate NOUN crl-24370 61 82 and and CCONJ crl-24370 61 83 graduate graduate ADJ crl-24370 61 84 website website NOUN crl-24370 61 85 usage usage NOUN crl-24370 61 86 derived derive VERB crl-24370 61 87 from from ADP crl-24370 61 88 a a DET crl-24370 61 89 time time NOUN crl-24370 61 90 series series NOUN crl-24370 61 91 regression regression NOUN crl-24370 61 92 of of ADP crl-24370 61 93 web web NOUN crl-24370 61 94 log log NOUN crl-24370 61 95 data.21 data.21 NOUN crl-24370 61 96 the the DET crl-24370 61 97 lru lru NOUN crl-24370 61 98 should should AUX crl-24370 61 99 be be AUX crl-24370 61 100 regarded regard VERB crl-24370 61 101 as as ADP crl-24370 61 102 an an DET crl-24370 61 103 index index NOUN crl-24370 61 104 or or CCONJ crl-24370 61 105 artificial artificial ADJ crl-24370 61 106 construct construct NOUN crl-24370 61 107 . . PUNCT crl-24370 62 1 summing sum VERB crl-24370 62 2 the the DET crl-24370 62 3 estimates estimate NOUN crl-24370 62 4 from from ADP crl-24370 62 5 the the DET crl-24370 62 6 individual individual ADJ crl-24370 62 7 resource resource NOUN crl-24370 62 8 questions question NOUN crl-24370 62 9 may may AUX crl-24370 62 10 inflate inflate VERB crl-24370 62 11 an an DET crl-24370 62 12 estimate estimate NOUN crl-24370 62 13 of of ADP crl-24370 62 14 total total ADJ crl-24370 62 15 resource resource NOUN crl-24370 62 16 usage usage NOUN crl-24370 62 17 ; ; PUNCT crl-24370 62 18 for for ADP crl-24370 62 19 instance instance NOUN crl-24370 62 20 , , PUNCT crl-24370 62 21 the the DET crl-24370 62 22 respondent respondent NOUN crl-24370 62 23 may may AUX crl-24370 62 24 use use VERB crl-24370 62 25 the the DET crl-24370 62 26 library library NOUN crl-24370 62 27 website website NOUN crl-24370 62 28 to to PART crl-24370 62 29 find find VERB crl-24370 62 30 a a DET crl-24370 62 31 database database NOUN crl-24370 62 32 , , PUNCT crl-24370 62 33 which which PRON crl-24370 62 34 is be AUX crl-24370 62 35 then then ADV crl-24370 62 36 used use VERB crl-24370 62 37 to to PART crl-24370 62 38 find find VERB crl-24370 62 39 an an DET crl-24370 62 40 article article NOUN crl-24370 62 41 , , PUNCT crl-24370 62 42 counting count VERB crl-24370 62 43 the the DET crl-24370 62 44 use use NOUN crl-24370 62 45 three three NUM crl-24370 62 46 times time NOUN crl-24370 62 47 . . PUNCT crl-24370 63 1 perception perception NOUN crl-24370 63 2 of of ADP crl-24370 63 3 library library NOUN crl-24370 63 4 contribution contribution NOUN crl-24370 63 5 to to ADP crl-24370 63 6 success success NOUN crl-24370 63 7 ( ( PUNCT crl-24370 63 8 lcs lcs NOUN crl-24370 63 9 ) ) PUNCT crl-24370 63 10 the the DET crl-24370 63 11 lcs lcs PROPN crl-24370 63 12 variable variable PROPN crl-24370 63 13 is be AUX crl-24370 63 14 the the DET crl-24370 63 15 binary binary ADJ crl-24370 63 16 outcome outcome NOUN crl-24370 63 17 variable variable NOUN crl-24370 63 18 constructed construct VERB crl-24370 63 19 from from ADP crl-24370 63 20 the the DET crl-24370 63 21 response response NOUN crl-24370 63 22 to to ADP crl-24370 63 23 this this DET crl-24370 63 24 question question NOUN crl-24370 63 25 : : PUNCT crl-24370 63 26 “ " PUNCT crl-24370 63 27 to to ADP crl-24370 63 28 what what DET crl-24370 63 29 extent extent NOUN crl-24370 63 30 have have AUX crl-24370 63 31 the the DET crl-24370 63 32 library library PROPN crl-24370 63 33 ’s ’s PART crl-24370 63 34 resources resource NOUN crl-24370 63 35 and and CCONJ crl-24370 63 36 services service NOUN crl-24370 63 37 contributed contribute VERB crl-24370 63 38 to to ADP crl-24370 63 39 your your PRON crl-24370 63 40 academic academic ADJ crl-24370 63 41 success success NOUN crl-24370 63 42 ? ? PUNCT crl-24370 63 43 ” " PUNCT crl-24370 64 1 a a DET crl-24370 64 2 response response NOUN crl-24370 64 3 of of ADP crl-24370 64 4 “ " PUNCT crl-24370 64 5 very very ADV crl-24370 64 6 much much ADJ crl-24370 64 7 ” " PUNCT crl-24370 64 8 was be AUX crl-24370 64 9 set set VERB crl-24370 64 10 to to ADP crl-24370 64 11 1 1 NUM crl-24370 64 12 , , PUNCT crl-24370 64 13 and and CCONJ crl-24370 64 14 missing missing ADJ crl-24370 64 15 or or CCONJ crl-24370 64 16 other other ADJ crl-24370 64 17 responses response NOUN crl-24370 64 18 ( ( PUNCT crl-24370 64 19 “ " PUNCT crl-24370 64 20 some some PRON crl-24370 64 21 , , PUNCT crl-24370 64 22 ” " PUNCT crl-24370 64 23 “ " PUNCT crl-24370 64 24 very very ADV crl-24370 64 25 little little ADV crl-24370 64 26 , , PUNCT crl-24370 64 27 ” " PUNCT crl-24370 64 28 or or CCONJ crl-24370 64 29 “ " PUNCT crl-24370 64 30 not not PART crl-24370 64 31 at at ADV crl-24370 64 32 all all ADV crl-24370 64 33 ” " PUNCT crl-24370 64 34 ) ) PUNCT crl-24370 64 35 were be AUX crl-24370 64 36 set set VERB crl-24370 64 37 to to ADP crl-24370 64 38 0 0 NUM crl-24370 64 39 . . PUNCT crl-24370 65 1 most most ADJ crl-24370 65 2 responses response NOUN crl-24370 65 3 were be AUX crl-24370 65 4 either either CCONJ crl-24370 65 5 “ " PUNCT crl-24370 65 6 very very ADV crl-24370 65 7 much much ADJ crl-24370 65 8 ” " PUNCT crl-24370 65 9 or or CCONJ crl-24370 65 10 “ " PUNCT crl-24370 65 11 some some PRON crl-24370 65 12 . . PUNCT crl-24370 65 13 ” " PUNCT crl-24370 66 1 making make VERB crl-24370 66 2 it it PRON crl-24370 66 3 a a DET crl-24370 66 4 binary binary ADJ crl-24370 66 5 variable variable NOUN crl-24370 66 6 was be AUX crl-24370 66 7 a a DET crl-24370 66 8 way way NOUN crl-24370 66 9 to to PART crl-24370 66 10 simplify simplify VERB crl-24370 66 11 the the DET crl-24370 66 12 analysis analysis NOUN crl-24370 66 13 . . PUNCT crl-24370 67 1 since since SCONJ crl-24370 67 2 not not PART crl-24370 67 3 many many ADJ crl-24370 67 4 answered answer VERB crl-24370 67 5 “ " PUNCT crl-24370 67 6 very very ADV crl-24370 67 7 little little ADJ crl-24370 67 8 ” " PUNCT crl-24370 67 9 or or CCONJ crl-24370 67 10 “ " PUNCT crl-24370 67 11 not not PART crl-24370 67 12 at at ADV crl-24370 67 13 all all ADV crl-24370 67 14 , , PUNCT crl-24370 67 15 ” " PUNCT crl-24370 67 16 we we PRON crl-24370 67 17 focused focus VERB crl-24370 67 18 on on ADP crl-24370 67 19 the the DET crl-24370 67 20 respondents respondent NOUN crl-24370 67 21 who who PRON crl-24370 67 22 answered answer VERB crl-24370 67 23 “ " PUNCT crl-24370 67 24 very very ADV crl-24370 67 25 much much ADJ crl-24370 67 26 . . PUNCT crl-24370 67 27 ” " PUNCT crl-24370 68 1 cumulative cumulative PROPN crl-24370 68 2 gpa gpa PROPN crl-24370 68 3 there there PRON crl-24370 68 4 are be VERB crl-24370 68 5 fewer few ADJ crl-24370 68 6 observations observation NOUN crl-24370 68 7 ( ( PUNCT crl-24370 68 8 1,551 1,551 NUM crl-24370 68 9 ) ) PUNCT crl-24370 68 10 for for ADP crl-24370 68 11 the the DET crl-24370 68 12 cumulative cumulative ADJ crl-24370 68 13 gpa gpa PROPN crl-24370 68 14 analyses22 analyses22 NOUN crl-24370 68 15 than than ADP crl-24370 68 16 for for ADP crl-24370 68 17 the the DET crl-24370 68 18 other other ADJ crl-24370 68 19 analyses analysis NOUN crl-24370 68 20 because because SCONJ crl-24370 68 21 the the DET crl-24370 68 22 gpa gpa PROPN crl-24370 68 23 data datum NOUN crl-24370 68 24 was be AUX crl-24370 68 25 requested request VERB crl-24370 68 26 retroactively retroactively ADV crl-24370 68 27 in in ADP crl-24370 68 28 2018 2018 NUM crl-24370 68 29 and and CCONJ crl-24370 68 30 not not PART crl-24370 68 31 all all DET crl-24370 68 32 cases case NOUN crl-24370 68 33 were be AUX crl-24370 68 34 matched match VERB crl-24370 68 35 . . PUNCT crl-24370 69 1 the the DET crl-24370 69 2 average average NOUN crl-24370 69 3 of of ADP crl-24370 69 4 the the DET crl-24370 69 5 gpas gpas NOUN crl-24370 69 6 of of ADP crl-24370 69 7 the the DET crl-24370 69 8 undergraduate undergraduate ADJ crl-24370 69 9 survey survey NOUN crl-24370 69 10 respondents respondent NOUN crl-24370 69 11 is be AUX crl-24370 69 12 3.05 3.05 NUM crl-24370 69 13 , , PUNCT crl-24370 69 14 while while SCONJ crl-24370 69 15 the the DET crl-24370 69 16 mean mean NOUN crl-24370 69 17 for for ADP crl-24370 69 18 all all DET crl-24370 69 19 undergraduates undergraduate NOUN crl-24370 69 20 at at ADP crl-24370 69 21 this this DET crl-24370 69 22 institution institution NOUN crl-24370 69 23 is be AUX crl-24370 69 24 3.03 3.03 NUM crl-24370 69 25 . . PUNCT crl-24370 70 1 because because SCONJ crl-24370 70 2 the the DET crl-24370 70 3 range range NOUN crl-24370 70 4 of of ADP crl-24370 70 5 the the DET crl-24370 70 6 gpas gpas NOUN crl-24370 70 7 is be AUX crl-24370 70 8 bounded bound VERB crl-24370 70 9 by by ADP crl-24370 70 10 0 0 NUM crl-24370 70 11 and and CCONJ crl-24370 70 12 4 4 NUM crl-24370 70 13 and and CCONJ crl-24370 70 14 the the DET crl-24370 70 15 distribution distribution NOUN crl-24370 70 16 is be AUX crl-24370 70 17 extremely extremely ADV crl-24370 70 18 left left ADV crl-24370 70 19 - - PUNCT crl-24370 70 20 skewed skewed ADJ crl-24370 70 21 , , PUNCT crl-24370 70 22 a a DET crl-24370 70 23 beta beta ADJ crl-24370 70 24 regression regression NOUN crl-24370 70 25 with with ADP crl-24370 70 26 a a DET crl-24370 70 27 logit logit ADJ crl-24370 70 28 link link NOUN crl-24370 70 29 was be AUX crl-24370 70 30 used use VERB crl-24370 70 31 to to PART crl-24370 70 32 model model VERB crl-24370 70 33 the the DET crl-24370 70 34 gpas.23 gpas.23 X crl-24370 70 35 a a DET crl-24370 70 36 beta beta ADJ crl-24370 70 37 distribution distribution NOUN crl-24370 70 38 is be AUX crl-24370 70 39 a a DET crl-24370 70 40 distribution distribution NOUN crl-24370 70 41 of of ADP crl-24370 70 42 probabilities probability NOUN crl-24370 70 43 between between ADP crl-24370 70 44 0 0 NUM crl-24370 70 45 and and CCONJ crl-24370 70 46 1 1 NUM crl-24370 70 47 and and CCONJ crl-24370 70 48 can can AUX crl-24370 70 49 take take VERB crl-24370 70 50 many many ADJ crl-24370 70 51 shapes shape NOUN crl-24370 70 52 , , PUNCT crl-24370 70 53 from from ADP crl-24370 70 54 symmetrical symmetrical ADJ crl-24370 70 55 to to AUX crl-24370 70 56 skewed skewed ADJ crl-24370 70 57 . . PUNCT crl-24370 71 1 the the DET crl-24370 71 2 cumulative cumulative ADJ crl-24370 71 3 gpa gpa PROPN crl-24370 71 4 variable variable PROPN crl-24370 71 5 was be AUX crl-24370 71 6 divided divide VERB crl-24370 71 7 by by ADP crl-24370 71 8 4 4 NUM crl-24370 71 9 and and CCONJ crl-24370 71 10 transformed transform VERB crl-24370 71 11 so so SCONJ crl-24370 71 12 that that SCONJ crl-24370 71 13 values value NOUN crl-24370 71 14 were be AUX crl-24370 71 15 between between ADP crl-24370 71 16 0 0 NUM crl-24370 71 17 and and CCONJ crl-24370 71 18 1 1 NUM crl-24370 71 19 and and CCONJ crl-24370 71 20 not not PART crl-24370 71 21 exactly exactly ADV crl-24370 71 22 0 0 NUM crl-24370 71 23 or or CCONJ crl-24370 71 24 1 1 NUM crl-24370 71 25 . . PUNCT crl-24370 72 1 the the DET crl-24370 72 2 beta beta ADJ crl-24370 72 3 regression regression NOUN crl-24370 72 4 fits fit VERB crl-24370 72 5 much much ADV crl-24370 72 6 better well ADJ crl-24370 72 7 and and CCONJ crl-24370 72 8 does do AUX crl-24370 72 9 not not PART crl-24370 72 10 predict predict VERB crl-24370 72 11 impossibly impossibly ADV crl-24370 72 12 high high ADJ crl-24370 72 13 values value NOUN crl-24370 72 14 ( ( PUNCT crl-24370 72 15 see see VERB crl-24370 72 16 figure figure NOUN crl-24370 72 17 1 1 NUM crl-24370 72 18 ) ) PUNCT crl-24370 72 19 . . PUNCT crl-24370 73 1 the the DET crl-24370 73 2 logit logit ADJ crl-24370 73 3 link link NOUN crl-24370 73 4 means mean VERB crl-24370 73 5 that that SCONJ crl-24370 73 6 , , PUNCT crl-24370 73 7 instead instead ADV crl-24370 73 8 of of ADP crl-24370 73 9 the the DET crl-24370 73 10 gpa gpa PROPN crl-24370 73 11 itself itself PRON crl-24370 73 12 being be AUX crl-24370 73 13 modeled model VERB crl-24370 73 14 , , PUNCT crl-24370 73 15 a a DET crl-24370 73 16 function function NOUN crl-24370 73 17 of of ADP crl-24370 73 18 the the DET crl-24370 73 19 gpa gpa PROPN crl-24370 73 20 ( ( PUNCT crl-24370 73 21 the the DET crl-24370 73 22 logit logit ADJ crl-24370 73 23 function function NOUN crl-24370 73 24 ) ) PUNCT crl-24370 73 25 is be AUX crl-24370 73 26 modeled model VERB crl-24370 73 27 instead instead ADV crl-24370 73 28 . . PUNCT crl-24370 74 1 multilevel multilevel ADJ crl-24370 74 2 regression regression NOUN crl-24370 74 3 in in ADP crl-24370 74 4 a a DET crl-24370 74 5 linear linear ADJ crl-24370 74 6 regression regression NOUN crl-24370 74 7 , , PUNCT crl-24370 74 8 each each DET crl-24370 74 9 regression regression NOUN crl-24370 74 10 coefficient coefficient VERB crl-24370 74 11 ( ( PUNCT crl-24370 74 12 slope slope NOUN crl-24370 74 13 ) ) PUNCT crl-24370 74 14 may may AUX crl-24370 74 15 be be AUX crl-24370 74 16 interpreted interpret VERB crl-24370 74 17 as as ADP crl-24370 74 18 the the DET crl-24370 74 19 predicted predict VERB crl-24370 74 20 difference difference NOUN crl-24370 74 21 in in ADP crl-24370 74 22 the the DET crl-24370 74 23 outcome outcome NOUN crl-24370 74 24 variable variable NOUN crl-24370 74 25 when when SCONJ crl-24370 74 26 the the DET crl-24370 74 27 predictor predictor NOUN crl-24370 74 28 variable variable NOUN crl-24370 74 29 is be AUX crl-24370 74 30 one one NUM crl-24370 74 31 unit unit NOUN crl-24370 74 32 greater great ADJ crl-24370 74 33 ( ( PUNCT crl-24370 74 34 or or CCONJ crl-24370 74 35 , , PUNCT crl-24370 74 36 for for ADP crl-24370 74 37 categorical categorical ADJ crl-24370 74 38 variables variable NOUN crl-24370 74 39 , , PUNCT crl-24370 74 40 present present ADJ crl-24370 74 41 or or CCONJ crl-24370 74 42 not not PART crl-24370 74 43 present present ADJ crl-24370 74 44 ) ) PUNCT crl-24370 74 45 while while SCONJ crl-24370 74 46 the the DET crl-24370 74 47 value value NOUN crl-24370 74 48 of of ADP crl-24370 74 49 all all DET crl-24370 74 50 other other ADJ crl-24370 74 51 predictors predictor NOUN crl-24370 74 52 remains remain VERB crl-24370 74 53 the the DET crl-24370 74 54 same same ADJ crl-24370 74 55 . . PUNCT crl-24370 75 1 predictive predictive ADJ crl-24370 75 2 does do AUX crl-24370 75 3 not not PART crl-24370 75 4 imply imply VERB crl-24370 75 5 causal causal ADV crl-24370 75 6 , , PUNCT crl-24370 75 7 but but CCONJ crl-24370 75 8 simply simply ADV crl-24370 75 9 compares compare VERB crl-24370 75 10 the the DET crl-24370 75 11 averages average NOUN crl-24370 75 12 of of ADP crl-24370 75 13 the the DET crl-24370 75 14 outcomes outcome NOUN crl-24370 75 15 for for ADP crl-24370 75 16 different different ADJ crl-24370 75 17 groups group NOUN crl-24370 75 18 , , PUNCT crl-24370 75 19 given give VERB crl-24370 75 20 different different ADJ crl-24370 75 21 conditions.24 conditions.24 NOUN crl-24370 75 22 respondents respondent NOUN crl-24370 75 23 from from ADP crl-24370 75 24 various various ADJ crl-24370 75 25 demographic demographic ADJ crl-24370 75 26 , , PUNCT crl-24370 75 27 discipline discipline NOUN crl-24370 75 28 , , PUNCT crl-24370 75 29 class class NOUN crl-24370 75 30 - - PUNCT crl-24370 75 31 level level NOUN crl-24370 75 32 , , PUNCT crl-24370 75 33 and and CCONJ crl-24370 75 34 graduate graduate NOUN crl-24370 75 35 students student NOUN crl-24370 75 36 with with ADP crl-24370 75 37 and and CCONJ crl-24370 75 38 without without ADP crl-24370 75 39 thesis thesis NOUN crl-24370 75 40 / / SYM crl-24370 75 41 dissertation dissertation NOUN crl-24370 75 42 requirements requirement NOUN crl-24370 75 43 may may AUX crl-24370 75 44 respond respond VERB crl-24370 75 45 differently differently ADV crl-24370 75 46 to to ADP crl-24370 75 47 questions question NOUN crl-24370 75 48 about about ADP crl-24370 75 49 the the DET crl-24370 75 50 library library NOUN crl-24370 75 51 and and CCONJ crl-24370 75 52 have have AUX crl-24370 75 53 varying vary VERB crl-24370 75 54 relationships relationship NOUN crl-24370 75 55 with with ADP crl-24370 75 56 the the DET crl-24370 75 57 library library NOUN crl-24370 75 58 . . PUNCT crl-24370 76 1 the the DET crl-24370 76 2 variation variation NOUN crl-24370 76 3 arising arise VERB crl-24370 76 4 from from ADP crl-24370 76 5 these these DET crl-24370 76 6 table table NOUN crl-24370 76 7 2 2 NUM crl-24370 76 8 conversion conversion NOUN crl-24370 76 9 of of ADP crl-24370 76 10 survey survey NOUN crl-24370 76 11 responses response NOUN crl-24370 76 12 to to ADP crl-24370 76 13 estimated estimate VERB crl-24370 76 14 usage usage NOUN crl-24370 76 15 per per ADP crl-24370 76 16 month month NOUN crl-24370 76 17 how how SCONJ crl-24370 76 18 often often ADV crl-24370 76 19 do do AUX crl-24370 76 20 you you PRON crl-24370 76 21 do do VERB crl-24370 76 22 … … PUNCT crl-24370 76 23 estimated estimate VERB crl-24370 76 24 count count NOUN crl-24370 76 25 daily daily PROPN crl-24370 76 26 16 16 NUM crl-24370 76 27 times time NOUN crl-24370 76 28 per per ADP crl-24370 76 29 month month NOUN crl-24370 76 30 weekly weekly ADJ crl-24370 76 31 4 4 NUM crl-24370 76 32 times time NOUN crl-24370 76 33 per per ADP crl-24370 76 34 month month NOUN crl-24370 76 35 monthly monthly ADJ crl-24370 76 36 1 1 NUM crl-24370 76 37 time time NOUN crl-24370 76 38 per per ADP crl-24370 76 39 month month NOUN crl-24370 76 40 once once ADV crl-24370 76 41 a a DET crl-24370 76 42 semester semester NOUN crl-24370 76 43 0.3 0.3 NUM crl-24370 76 44 times time NOUN crl-24370 76 45 per per ADP crl-24370 76 46 month month NOUN crl-24370 76 47 less less ADV crl-24370 76 48 often often ADV crl-24370 76 49 0.2 0.2 NUM crl-24370 76 50 times time NOUN crl-24370 76 51 per per ADP crl-24370 76 52 month month NOUN crl-24370 76 53 never never ADV crl-24370 76 54 0 0 NUM crl-24370 76 55 464 464 NUM crl-24370 76 56 college college NOUN crl-24370 76 57 & & CCONJ crl-24370 76 58 research research PROPN crl-24370 76 59 libraries library NOUN crl-24370 76 60 april april PROPN crl-24370 76 61 2020 2020 NUM crl-24370 76 62 groups group NOUN crl-24370 76 63 needs need VERB crl-24370 76 64 to to PART crl-24370 76 65 be be AUX crl-24370 76 66 accounted account VERB crl-24370 76 67 for for ADP crl-24370 76 68 in in ADP crl-24370 76 69 the the DET crl-24370 76 70 model model NOUN crl-24370 76 71 so so SCONJ crl-24370 76 72 that that SCONJ crl-24370 76 73 the the DET crl-24370 76 74 importance importance NOUN crl-24370 76 75 of of ADP crl-24370 76 76 other other ADJ crl-24370 76 77 predictors predictor NOUN crl-24370 76 78 may may AUX crl-24370 76 79 be be AUX crl-24370 76 80 compared compare VERB crl-24370 76 81 more more ADJ crl-24370 76 82 directly.25 directly.25 NOUN crl-24370 76 83 a a DET crl-24370 76 84 common common ADJ crl-24370 76 85 method method NOUN crl-24370 76 86 is be AUX crl-24370 76 87 to to PART crl-24370 76 88 include include VERB crl-24370 76 89 a a DET crl-24370 76 90 dummy dummy ADJ crl-24370 76 91 variable variable NOUN crl-24370 76 92 equal equal ADJ crl-24370 76 93 to to ADP crl-24370 76 94 1 1 NUM crl-24370 76 95 if if SCONJ crl-24370 76 96 a a DET crl-24370 76 97 respondent respondent NOUN crl-24370 76 98 is be AUX crl-24370 76 99 a a DET crl-24370 76 100 member member NOUN crl-24370 76 101 of of ADP crl-24370 76 102 a a DET crl-24370 76 103 particular particular ADJ crl-24370 76 104 group group NOUN crl-24370 76 105 and and CCONJ crl-24370 76 106 equal equal ADJ crl-24370 76 107 to to ADP crl-24370 76 108 0 0 NUM crl-24370 76 109 if if SCONJ crl-24370 76 110 not not PART crl-24370 76 111 . . PUNCT crl-24370 77 1 this this PRON crl-24370 77 2 allows allow VERB crl-24370 77 3 estimates estimate NOUN crl-24370 77 4 of of ADP crl-24370 77 5 a a DET crl-24370 77 6 different different ADJ crl-24370 77 7 mean mean NOUN crl-24370 77 8 or or CCONJ crl-24370 77 9 regression regression NOUN crl-24370 77 10 intercept intercept VERB crl-24370 77 11 for for ADP crl-24370 77 12 each each DET crl-24370 77 13 group group NOUN crl-24370 77 14 . . PUNCT crl-24370 78 1 the the DET crl-24370 78 2 intercept intercept NOUN crl-24370 78 3 for for ADP crl-24370 78 4 each each DET crl-24370 78 5 group group NOUN crl-24370 78 6 is be AUX crl-24370 78 7 estimated estimate VERB crl-24370 78 8 separately separately ADV crl-24370 78 9 , , PUNCT crl-24370 78 10 so so ADV crl-24370 78 11 , , PUNCT crl-24370 78 12 for for ADP crl-24370 78 13 a a DET crl-24370 78 14 group group NOUN crl-24370 78 15 with with ADP crl-24370 78 16 few few ADJ crl-24370 78 17 members member NOUN crl-24370 78 18 , , PUNCT crl-24370 78 19 the the DET crl-24370 78 20 estimate estimate NOUN crl-24370 78 21 may may AUX crl-24370 78 22 be be AUX crl-24370 78 23 unreliable unreliable ADJ crl-24370 78 24 . . PUNCT crl-24370 79 1 the the DET crl-24370 79 2 result result NOUN crl-24370 79 3 is be AUX crl-24370 79 4 a a DET crl-24370 79 5 set set NOUN crl-24370 79 6 of of ADP crl-24370 79 7 parallel parallel ADJ crl-24370 79 8 regression regression NOUN crl-24370 79 9 lines line NOUN crl-24370 79 10 ( ( PUNCT crl-24370 79 11 same same ADJ crl-24370 79 12 slope slope NOUN crl-24370 79 13 but but CCONJ crl-24370 79 14 different different ADJ crl-24370 79 15 intercepts intercept NOUN crl-24370 79 16 ) ) PUNCT crl-24370 79 17 . . PUNCT crl-24370 80 1 an an DET crl-24370 80 2 alternative alternative ADJ crl-24370 80 3 method method NOUN crl-24370 80 4 is be AUX crl-24370 80 5 a a DET crl-24370 80 6 multilevel multilevel ADJ crl-24370 80 7 model model NOUN crl-24370 80 8 , , PUNCT crl-24370 80 9 where where SCONJ crl-24370 80 10 separate separate ADJ crl-24370 80 11 intercepts intercept NOUN crl-24370 80 12 can can AUX crl-24370 80 13 be be AUX crl-24370 80 14 estimated estimate VERB crl-24370 80 15 using use VERB crl-24370 80 16 all all DET crl-24370 80 17 the the DET crl-24370 80 18 data datum NOUN crl-24370 80 19 . . PUNCT crl-24370 81 1 where where SCONJ crl-24370 81 2 there there PRON crl-24370 81 3 are be VERB crl-24370 81 4 fewer few ADJ crl-24370 81 5 members member NOUN crl-24370 81 6 , , PUNCT crl-24370 81 7 the the DET crl-24370 81 8 group group NOUN crl-24370 81 9 mean mean VERB crl-24370 81 10 will will AUX crl-24370 81 11 be be AUX crl-24370 81 12 closer close ADJ crl-24370 81 13 to to ADP crl-24370 81 14 the the DET crl-24370 81 15 overall overall ADJ crl-24370 81 16 mean mean NOUN crl-24370 81 17 . . PUNCT crl-24370 82 1 this this PRON crl-24370 82 2 is be AUX crl-24370 82 3 called call VERB crl-24370 82 4 partial partial ADJ crl-24370 82 5 pooling pooling NOUN crl-24370 82 6 ; ; PUNCT crl-24370 82 7 it it PRON crl-24370 82 8 offers offer VERB crl-24370 82 9 a a DET crl-24370 82 10 conservative conservative ADJ crl-24370 82 11 estimate estimate NOUN crl-24370 82 12 of of ADP crl-24370 82 13 the the DET crl-24370 82 14 differences difference NOUN crl-24370 82 15 between between ADP crl-24370 82 16 groups group NOUN crl-24370 82 17 , , PUNCT crl-24370 82 18 alleviating alleviate VERB crl-24370 82 19 the the DET crl-24370 82 20 noisiness noisiness NOUN crl-24370 82 21 and and CCONJ crl-24370 82 22 unreliability unreliability NOUN crl-24370 82 23 of of ADP crl-24370 82 24 small small ADJ crl-24370 82 25 group group NOUN crl-24370 82 26 sample sample NOUN crl-24370 82 27 sizes size NOUN crl-24370 82 28 . . PUNCT crl-24370 83 1 in in ADP crl-24370 83 2 addition addition NOUN crl-24370 83 3 to to ADP crl-24370 83 4 differing differ VERB crl-24370 83 5 means mean NOUN crl-24370 83 6 of of ADP crl-24370 83 7 the the DET crl-24370 83 8 outcome outcome NOUN crl-24370 83 9 variable variable NOUN crl-24370 83 10 for for ADP crl-24370 83 11 different different ADJ crl-24370 83 12 groups group NOUN crl-24370 83 13 , , PUNCT crl-24370 83 14 there there PRON crl-24370 83 15 may may AUX crl-24370 83 16 be be AUX crl-24370 83 17 different different ADJ crl-24370 83 18 slopes slope NOUN crl-24370 83 19 for for ADP crl-24370 83 20 predictor predictor NOUN crl-24370 83 21 variables variable NOUN crl-24370 83 22 within within ADP crl-24370 83 23 each each DET crl-24370 83 24 group group NOUN crl-24370 83 25 . . PUNCT crl-24370 84 1 although although SCONJ crl-24370 84 2 these these DET crl-24370 84 3 different different ADJ crl-24370 84 4 slopes slope NOUN crl-24370 84 5 for for ADP crl-24370 84 6 different different ADJ crl-24370 84 7 groups group NOUN crl-24370 84 8 ( ( PUNCT crl-24370 84 9 called call VERB crl-24370 84 10 interactions interaction NOUN crl-24370 84 11 ) ) PUNCT crl-24370 84 12 can can AUX crl-24370 84 13 also also ADV crl-24370 84 14 be be AUX crl-24370 84 15 estimated estimate VERB crl-24370 84 16 with with ADP crl-24370 84 17 the the DET crl-24370 84 18 dummy dummy ADJ crl-24370 84 19 variable variable ADJ crl-24370 84 20 method method NOUN crl-24370 84 21 , , PUNCT crl-24370 84 22 again again ADV crl-24370 84 23 there there PRON crl-24370 84 24 is be VERB crl-24370 84 25 the the DET crl-24370 84 26 advantage advantage NOUN crl-24370 84 27 of of ADP crl-24370 84 28 partial partial ADJ crl-24370 84 29 pooling pooling NOUN crl-24370 84 30 offering offer VERB crl-24370 84 31 a a DET crl-24370 84 32 more more ADV crl-24370 84 33 conservative conservative ADJ crl-24370 84 34 and and CCONJ crl-24370 84 35 reliable reliable ADJ crl-24370 84 36 estimate.26 estimate.26 ADJ crl-24370 84 37 mcelreath27 mcelreath27 NOUN crl-24370 84 38 argues argue VERB crl-24370 84 39 that that SCONJ crl-24370 84 40 multilevel multilevel ADJ crl-24370 84 41 regression regression NOUN crl-24370 84 42 should should AUX crl-24370 84 43 become become VERB crl-24370 84 44 the the DET crl-24370 84 45 default default NOUN crl-24370 84 46 method method NOUN crl-24370 84 47 of of ADP crl-24370 84 48 regression regression NOUN crl-24370 84 49 , , PUNCT crl-24370 84 50 to to PART crl-24370 84 51 account account VERB crl-24370 84 52 for for ADP crl-24370 84 53 differences difference NOUN crl-24370 84 54 between between ADP crl-24370 84 55 individuals individual NOUN crl-24370 84 56 and and CCONJ crl-24370 84 57 groups group NOUN crl-24370 84 58 that that PRON crl-24370 84 59 ca can AUX crl-24370 84 60 n’t not PART crl-24370 84 61 be be AUX crl-24370 84 62 measured measure VERB crl-24370 84 63 . . PUNCT crl-24370 85 1 figure figure VERB crl-24370 85 2 1 1 NUM crl-24370 85 3 comparison comparison NOUN crl-24370 85 4 of of ADP crl-24370 85 5 linear linear ADJ crl-24370 85 6 regression regression NOUN crl-24370 85 7 to to ADP crl-24370 85 8 beta beta ADJ crl-24370 85 9 regression regression NOUN crl-24370 85 10 for for ADP crl-24370 85 11 modeling model VERB crl-24370 85 12 cumulative cumulative PROPN crl-24370 85 13 gpa gpa PROPN crl-24370 85 14 the the DET crl-24370 85 15 upper upper ADJ crl-24370 85 16 right right ADJ crl-24370 85 17 histogram histogram NOUN crl-24370 85 18 displays display VERB crl-24370 85 19 the the DET crl-24370 85 20 extreme extreme ADJ crl-24370 85 21 left left NOUN crl-24370 85 22 - - PUNCT crl-24370 85 23 skewness skewness NOUN crl-24370 85 24 of of ADP crl-24370 85 25 the the DET crl-24370 85 26 cumulative cumulative ADJ crl-24370 85 27 gpa gpa PROPN crl-24370 85 28 distribution distribution NOUN crl-24370 85 29 , , PUNCT crl-24370 85 30 which which PRON crl-24370 85 31 is be AUX crl-24370 85 32 bounded bound VERB crl-24370 85 33 at at ADP crl-24370 85 34 the the DET crl-24370 85 35 upper upper ADJ crl-24370 85 36 end end NOUN crl-24370 85 37 at at ADP crl-24370 85 38 4.0 4.0 NUM crl-24370 85 39 . . PUNCT crl-24370 86 1 the the DET crl-24370 86 2 two two NUM crl-24370 86 3 plots plot NOUN crl-24370 86 4 on on ADP crl-24370 86 5 the the DET crl-24370 86 6 left left NOUN crl-24370 86 7 compare compare VERB crl-24370 86 8 the the DET crl-24370 86 9 densities density NOUN crl-24370 86 10 of of ADP crl-24370 86 11 replications replication NOUN crl-24370 86 12 ( ( PUNCT crl-24370 86 13 light light ADJ crl-24370 86 14 blue blue ADJ crl-24370 86 15 lines line NOUN crl-24370 86 16 ) ) PUNCT crl-24370 86 17 from from ADP crl-24370 86 18 a a DET crl-24370 86 19 linear linear ADJ crl-24370 86 20 regression regression NOUN crl-24370 86 21 and and CCONJ crl-24370 86 22 a a DET crl-24370 86 23 beta beta ADJ crl-24370 86 24 regression regression NOUN crl-24370 86 25 with with ADP crl-24370 86 26 the the DET crl-24370 86 27 distribution distribution NOUN crl-24370 86 28 of of ADP crl-24370 86 29 the the DET crl-24370 86 30 observations observation NOUN crl-24370 86 31 ( ( PUNCT crl-24370 86 32 dark dark ADJ crl-24370 86 33 blue blue ADJ crl-24370 86 34 line line NOUN crl-24370 86 35 ) ) PUNCT crl-24370 86 36 . . PUNCT crl-24370 87 1 the the DET crl-24370 87 2 replications replication NOUN crl-24370 87 3 from from ADP crl-24370 87 4 the the DET crl-24370 87 5 linear linear ADJ crl-24370 87 6 regression regression NOUN crl-24370 87 7 ( ( PUNCT crl-24370 87 8 top top ADJ crl-24370 87 9 ) ) PUNCT crl-24370 87 10 follow follow VERB crl-24370 87 11 a a DET crl-24370 87 12 symmetrical symmetrical ADJ crl-24370 87 13 ( ( PUNCT crl-24370 87 14 normal normal ADJ crl-24370 87 15 distribution distribution NOUN crl-24370 87 16 ) ) PUNCT crl-24370 87 17 distribution distribution NOUN crl-24370 87 18 matching match VERB crl-24370 87 19 the the DET crl-24370 87 20 observations observation NOUN crl-24370 87 21 very very ADV crl-24370 87 22 poorly poorly ADV crl-24370 87 23 , , PUNCT crl-24370 87 24 while while SCONJ crl-24370 87 25 the the DET crl-24370 87 26 replications replication NOUN crl-24370 87 27 from from ADP crl-24370 87 28 the the DET crl-24370 87 29 beta beta ADJ crl-24370 87 30 regression regression NOUN crl-24370 87 31 match match VERB crl-24370 87 32 the the DET crl-24370 87 33 observations observation NOUN crl-24370 87 34 fairly fairly ADV crl-24370 87 35 well well ADV crl-24370 87 36 . . PUNCT crl-24370 88 1 library library NOUN crl-24370 88 2 usage usage NOUN crl-24370 88 3 , , PUNCT crl-24370 88 4 instruction instruction NOUN crl-24370 88 5 , , PUNCT crl-24370 88 6 and and CCONJ crl-24370 88 7 student student NOUN crl-24370 88 8 success success NOUN crl-24370 88 9 across across ADP crl-24370 88 10 disciplines discipline NOUN crl-24370 88 11 465 465 NUM crl-24370 88 12 three three NUM crl-24370 88 13 possible possible ADJ crl-24370 88 14 sets set NOUN crl-24370 88 15 of of ADP crl-24370 88 16 groups group NOUN crl-24370 88 17 were be AUX crl-24370 88 18 available available ADJ crl-24370 88 19 for for ADP crl-24370 88 20 use use NOUN crl-24370 88 21 in in ADP crl-24370 88 22 the the DET crl-24370 88 23 multilevel multilevel ADJ crl-24370 88 24 models model NOUN crl-24370 88 25 . . PUNCT crl-24370 89 1 the the DET crl-24370 89 2 first first ADJ crl-24370 89 3 , , PUNCT crl-24370 89 4 college college NOUN crl-24370 89 5 and and CCONJ crl-24370 89 6 graduate graduate NOUN crl-24370 89 7 / / SYM crl-24370 89 8 undergraduate undergraduate ADJ crl-24370 89 9 type type NOUN crl-24370 89 10 combination combination NOUN crl-24370 89 11 , , PUNCT crl-24370 89 12 were be AUX crl-24370 89 13 the the DET crl-24370 89 14 sampling sample VERB crl-24370 89 15 strata strata NOUN crl-24370 89 16 for for ADP crl-24370 89 17 the the DET crl-24370 89 18 survey survey NOUN crl-24370 89 19 and and CCONJ crl-24370 89 20 are be AUX crl-24370 89 21 included include VERB crl-24370 89 22 to to PART crl-24370 89 23 account account VERB crl-24370 89 24 for for ADP crl-24370 89 25 the the DET crl-24370 89 26 varying vary VERB crl-24370 89 27 probability probability NOUN crl-24370 89 28 of of ADP crl-24370 89 29 selection selection NOUN crl-24370 89 30 . . PUNCT crl-24370 90 1 the the DET crl-24370 90 2 second second ADJ crl-24370 90 3 group group NOUN crl-24370 90 4 , , PUNCT crl-24370 90 5 discipline discipline NOUN crl-24370 90 6 and and CCONJ crl-24370 90 7 graduate graduate ADJ crl-24370 90 8 / / SYM crl-24370 90 9 undergraduate undergraduate ADJ crl-24370 90 10 type type NOUN crl-24370 90 11 combination combination NOUN crl-24370 90 12 , , PUNCT crl-24370 90 13 overlaps overlap VERB crl-24370 90 14 with with ADP crl-24370 90 15 college college NOUN crl-24370 90 16 and and CCONJ crl-24370 90 17 type type NOUN crl-24370 90 18 . . PUNCT crl-24370 91 1 some some DET crl-24370 91 2 colleges college NOUN crl-24370 91 3 at at ADP crl-24370 91 4 the the DET crl-24370 91 5 authors author NOUN crl-24370 91 6 ’ ’ PART crl-24370 91 7 institution institution NOUN crl-24370 91 8 are be AUX crl-24370 91 9 represented represent VERB crl-24370 91 10 by by ADP crl-24370 91 11 one one NUM crl-24370 91 12 discipline discipline NOUN crl-24370 91 13 , , PUNCT crl-24370 91 14 other other ADJ crl-24370 91 15 colleges college NOUN crl-24370 91 16 contain contain VERB crl-24370 91 17 multiple multiple ADJ crl-24370 91 18 disciplines discipline NOUN crl-24370 91 19 whose whose DET crl-24370 91 20 library library NOUN crl-24370 91 21 usage usage NOUN crl-24370 91 22 and and CCONJ crl-24370 91 23 attitudes attitude NOUN crl-24370 91 24 toward toward ADP crl-24370 91 25 library library NOUN crl-24370 91 26 use use NOUN crl-24370 91 27 may may AUX crl-24370 91 28 differ differ VERB crl-24370 91 29 significantly significantly ADV crl-24370 91 30 , , PUNCT crl-24370 91 31 and and CCONJ crl-24370 91 32 some some DET crl-24370 91 33 disciplines discipline NOUN crl-24370 91 34 are be AUX crl-24370 91 35 found find VERB crl-24370 91 36 in in ADP crl-24370 91 37 multiple multiple ADJ crl-24370 91 38 colleges college NOUN crl-24370 91 39 . . PUNCT crl-24370 92 1 disciplines discipline NOUN crl-24370 92 2 may may AUX crl-24370 92 3 be be AUX crl-24370 92 4 a a DET crl-24370 92 5 more more ADV crl-24370 92 6 precise precise ADJ crl-24370 92 7 grouping grouping NOUN crl-24370 92 8 to to PART crl-24370 92 9 describe describe VERB crl-24370 92 10 this this DET crl-24370 92 11 varying vary VERB crl-24370 92 12 relationship relationship NOUN crl-24370 92 13 with with ADP crl-24370 92 14 the the DET crl-24370 92 15 library library NOUN crl-24370 92 16 than than SCONJ crl-24370 92 17 are be AUX crl-24370 92 18 colleges college NOUN crl-24370 92 19 . . PUNCT crl-24370 93 1 in in ADP crl-24370 93 2 addition addition NOUN crl-24370 93 3 , , PUNCT crl-24370 93 4 disciplines discipline NOUN crl-24370 93 5 make make VERB crl-24370 93 6 it it PRON crl-24370 93 7 easier easy ADJ crl-24370 93 8 to to PART crl-24370 93 9 compare compare VERB crl-24370 93 10 our our PRON crl-24370 93 11 results result NOUN crl-24370 93 12 to to PART crl-24370 93 13 results result NOUN crl-24370 93 14 from from ADP crl-24370 93 15 other other ADJ crl-24370 93 16 universities university NOUN crl-24370 93 17 , , PUNCT crl-24370 93 18 where where SCONJ crl-24370 93 19 the the DET crl-24370 93 20 college college NOUN crl-24370 93 21 organization organization NOUN crl-24370 93 22 may may AUX crl-24370 93 23 be be AUX crl-24370 93 24 quite quite ADV crl-24370 93 25 different different ADJ crl-24370 93 26 . . PUNCT crl-24370 94 1 the the DET crl-24370 94 2 number number NOUN crl-24370 94 3 of of ADP crl-24370 94 4 respondents respondent NOUN crl-24370 94 5 in in ADP crl-24370 94 6 each each DET crl-24370 94 7 discipline discipline NOUN crl-24370 94 8 / / SYM crl-24370 94 9 type type NOUN crl-24370 94 10 group group NOUN crl-24370 94 11 are be AUX crl-24370 94 12 given give VERB crl-24370 94 13 in in ADP crl-24370 94 14 table table NOUN crl-24370 94 15 3 3 NUM crl-24370 94 16 . . PUNCT crl-24370 95 1 the the DET crl-24370 95 2 level level NOUN crl-24370 95 3 of of ADP crl-24370 95 4 the the DET crl-24370 95 5 student student NOUN crl-24370 95 6 ( ( PUNCT crl-24370 95 7 classification classification NOUN crl-24370 95 8 1 1 NUM crl-24370 95 9 , , PUNCT crl-24370 95 10 2 2 NUM crl-24370 95 11 , , PUNCT crl-24370 95 12 3 3 NUM crl-24370 95 13 , , PUNCT crl-24370 95 14 and and CCONJ crl-24370 95 15 4 4 NUM crl-24370 95 16 for for ADP crl-24370 95 17 undergraduates undergraduate NOUN crl-24370 95 18 , , PUNCT crl-24370 95 19 and and CCONJ crl-24370 95 20 master master NOUN crl-24370 95 21 ’s ’s NOUN crl-24370 95 22 degree degree NOUN crl-24370 95 23 with with ADP crl-24370 95 24 no no DET crl-24370 95 25 thesis thesis NOUN crl-24370 95 26 , , PUNCT crl-24370 95 27 master master NOUN crl-24370 95 28 ’s ’s NOUN crl-24370 95 29 degree degree NOUN crl-24370 95 30 with with ADP crl-24370 95 31 thesis thesis NOUN crl-24370 95 32 , , PUNCT crl-24370 95 33 and and CCONJ crl-24370 95 34 phd phd NOUN crl-24370 95 35 for for ADP crl-24370 95 36 graduate graduate NOUN crl-24370 95 37 students student NOUN crl-24370 95 38 ) ) PUNCT crl-24370 95 39 is be AUX crl-24370 95 40 the the DET crl-24370 95 41 third third ADJ crl-24370 95 42 overlapping overlapping NOUN crl-24370 95 43 grouping grouping NOUN crl-24370 95 44 . . PUNCT crl-24370 96 1 bayesian bayesian ADJ crl-24370 96 2 methods method NOUN crl-24370 96 3 were be AUX crl-24370 96 4 used use VERB crl-24370 96 5 in in ADP crl-24370 96 6 this this DET crl-24370 96 7 study study NOUN crl-24370 96 8 as as ADP crl-24370 96 9 an an DET crl-24370 96 10 alternative alternative NOUN crl-24370 96 11 to to ADP crl-24370 96 12 the the DET crl-24370 96 13 conventional conventional ADJ crl-24370 96 14 null null ADJ crl-24370 96 15 hypothesis hypothesis NOUN crl-24370 96 16 significance significance NOUN crl-24370 96 17 testing testing NOUN crl-24370 96 18 and and CCONJ crl-24370 96 19 to to PART crl-24370 96 20 present present VERB crl-24370 96 21 ranges range NOUN crl-24370 96 22 of of ADP crl-24370 96 23 values value NOUN crl-24370 96 24 for for ADP crl-24370 96 25 parameter parameter NOUN crl-24370 96 26 estimates estimate NOUN crl-24370 96 27 . . PUNCT crl-24370 97 1 the the DET crl-24370 97 2 ranges range NOUN crl-24370 97 3 , , PUNCT crl-24370 97 4 or or CCONJ crl-24370 97 5 credible credible ADJ crl-24370 97 6 intervals interval NOUN crl-24370 97 7 , , PUNCT crl-24370 97 8 can can AUX crl-24370 97 9 be be AUX crl-24370 97 10 used use VERB crl-24370 97 11 to to PART crl-24370 97 12 estimate estimate VERB crl-24370 97 13 the the DET crl-24370 97 14 probability probability NOUN crl-24370 97 15 that that SCONJ crl-24370 97 16 an an DET crl-24370 97 17 effect effect NOUN crl-24370 97 18 is be AUX crl-24370 97 19 greater great ADJ crl-24370 97 20 or or CCONJ crl-24370 97 21 less less ADJ crl-24370 97 22 than than ADP crl-24370 97 23 zero zero NUM crl-24370 97 24 , , PUNCT crl-24370 97 25 or or CCONJ crl-24370 97 26 greater great ADJ crl-24370 97 27 or or CCONJ crl-24370 97 28 less less ADJ crl-24370 97 29 than than ADP crl-24370 97 30 the the DET crl-24370 97 31 effect effect NOUN crl-24370 97 32 for for ADP crl-24370 97 33 another another DET crl-24370 97 34 group group NOUN crl-24370 97 35 , , PUNCT crl-24370 97 36 given give VERB crl-24370 97 37 the the DET crl-24370 97 38 data datum NOUN crl-24370 97 39 . . PUNCT crl-24370 98 1 statistical statistical ADJ crl-24370 98 2 significance significance NOUN crl-24370 98 3 calculations calculation NOUN crl-24370 98 4 are be AUX crl-24370 98 5 based base VERB crl-24370 98 6 on on ADP crl-24370 98 7 a a DET crl-24370 98 8 null null ADJ crl-24370 98 9 hypothesis hypothesis NOUN crl-24370 98 10 ; ; PUNCT crl-24370 98 11 in in ADP crl-24370 98 12 real real ADJ crl-24370 98 13 - - PUNCT crl-24370 98 14 life life NOUN crl-24370 98 15 social social ADJ crl-24370 98 16 science science NOUN crl-24370 98 17 , , PUNCT crl-24370 98 18 treatment treatment NOUN crl-24370 98 19 effects effect NOUN crl-24370 98 20 or or CCONJ crl-24370 98 21 differences difference NOUN crl-24370 98 22 between between ADP crl-24370 98 23 groups group NOUN crl-24370 98 24 are be AUX crl-24370 98 25 highly highly ADV crl-24370 98 26 unlikely unlikely ADJ crl-24370 98 27 to to PART crl-24370 98 28 be be AUX crl-24370 98 29 zero zero NUM crl-24370 98 30 . . PUNCT crl-24370 99 1 they they PRON crl-24370 99 2 are be AUX crl-24370 99 3 likely likely ADJ crl-24370 99 4 to to PART crl-24370 99 5 be be AUX crl-24370 99 6 small small ADJ crl-24370 99 7 and and CCONJ crl-24370 99 8 varying vary VERB crl-24370 99 9 among among ADP crl-24370 99 10 individuals individual NOUN crl-24370 99 11 , , PUNCT crl-24370 99 12 groups group NOUN crl-24370 99 13 , , PUNCT crl-24370 99 14 and and CCONJ crl-24370 99 15 situations situation NOUN crl-24370 99 16 . . PUNCT crl-24370 100 1 dividing divide VERB crl-24370 100 2 results result NOUN crl-24370 100 3 into into ADP crl-24370 100 4 categories category NOUN crl-24370 100 5 of of ADP crl-24370 100 6 significant significant ADJ crl-24370 100 7 or or CCONJ crl-24370 100 8 nonsignificant nonsignificant ADJ crl-24370 100 9 by by ADP crl-24370 100 10 the the DET crl-24370 100 11 arbitrary arbitrary ADJ crl-24370 100 12 .05 .05 NUM crl-24370 100 13 p p NUM crl-24370 100 14 - - PUNCT crl-24370 100 15 value value NOUN crl-24370 100 16 level level NOUN crl-24370 100 17 often often ADV crl-24370 100 18 leads lead VERB crl-24370 100 19 to to ADP crl-24370 100 20 a a DET crl-24370 100 21 misunderstanding misunderstanding NOUN crl-24370 100 22 that that PRON crl-24370 100 23 a a DET crl-24370 100 24 p p NOUN crl-24370 100 25 - - PUNCT crl-24370 100 26 value value NOUN crl-24370 100 27 greater great ADJ crl-24370 100 28 than than ADP crl-24370 100 29 .05 .05 PROPN crl-24370 100 30 is be AUX crl-24370 100 31 proof proof NOUN crl-24370 100 32 that that SCONJ crl-24370 100 33 there there PRON crl-24370 100 34 is be VERB crl-24370 100 35 no no DET crl-24370 100 36 treatment treatment NOUN crl-24370 100 37 effect effect NOUN crl-24370 100 38 . . PUNCT crl-24370 101 1 on on ADP crl-24370 101 2 the the DET crl-24370 101 3 other other ADJ crl-24370 101 4 hand hand NOUN crl-24370 101 5 , , PUNCT crl-24370 101 6 too too ADV crl-24370 101 7 much much ADJ crl-24370 101 8 confidence confidence NOUN crl-24370 101 9 is be AUX crl-24370 101 10 placed place VERB crl-24370 101 11 in in ADP crl-24370 101 12 low low ADJ crl-24370 101 13 p p NOUN crl-24370 101 14 - - PUNCT crl-24370 101 15 values value NOUN crl-24370 101 16 , , PUNCT crl-24370 101 17 as as SCONJ crl-24370 101 18 studies study NOUN crl-24370 101 19 with with ADP crl-24370 101 20 low low ADJ crl-24370 101 21 p p NOUN crl-24370 101 22 - - PUNCT crl-24370 101 23 value value NOUN crl-24370 101 24 results result NOUN crl-24370 101 25 often often ADV crl-24370 101 26 fail fail VERB crl-24370 101 27 to to PART crl-24370 101 28 replicate.28 replicate.28 NOUN crl-24370 101 29 recommendations recommendation NOUN crl-24370 101 30 include include VERB crl-24370 101 31 presenting present VERB crl-24370 101 32 estimates estimate NOUN crl-24370 101 33 with with ADP crl-24370 101 34 bayesian bayesian ADJ crl-24370 101 35 uncertainty uncertainty NOUN crl-24370 101 36 or or CCONJ crl-24370 101 37 credible credible ADJ crl-24370 101 38 intervals interval NOUN crl-24370 101 39 , , PUNCT crl-24370 101 40 which which PRON crl-24370 101 41 present present VERB crl-24370 101 42 the the DET crl-24370 101 43 probability probability NOUN crl-24370 101 44 that that SCONJ crl-24370 101 45 the the DET crl-24370 101 46 value value NOUN crl-24370 101 47 is be AUX crl-24370 101 48 really really ADV crl-24370 101 49 within within ADP crl-24370 101 50 the the DET crl-24370 101 51 interval interval NOUN crl-24370 101 52 , , PUNCT crl-24370 101 53 given give VERB crl-24370 101 54 the the DET crl-24370 101 55 data datum NOUN crl-24370 101 56 , , PUNCT crl-24370 101 57 with with SCONJ crl-24370 101 58 the the DET crl-24370 101 59 uncertainty uncertainty NOUN crl-24370 101 60 of of ADP crl-24370 101 61 the the DET crl-24370 101 62 estimate.29 estimate.29 PROPN crl-24370 101 63 bayesian bayesian PROPN crl-24370 101 64 estimation estimation PROPN crl-24370 101 65 starts start VERB crl-24370 101 66 with with ADP crl-24370 101 67 a a DET crl-24370 101 68 “ " PUNCT crl-24370 101 69 prior prior ADJ crl-24370 101 70 ” " PUNCT crl-24370 101 71 belief belief NOUN crl-24370 101 72 about about ADP crl-24370 101 73 the the DET crl-24370 101 74 values value NOUN crl-24370 101 75 of of ADP crl-24370 101 76 the the DET crl-24370 101 77 parameters parameter NOUN crl-24370 101 78 to to PART crl-24370 101 79 be be AUX crl-24370 101 80 estimated estimate VERB crl-24370 101 81 . . PUNCT crl-24370 102 1 these these DET crl-24370 102 2 priors prior NOUN crl-24370 102 3 may may AUX crl-24370 102 4 come come VERB crl-24370 102 5 from from ADP crl-24370 102 6 previous previous ADJ crl-24370 102 7 research research NOUN crl-24370 102 8 . . PUNCT crl-24370 103 1 the the DET crl-24370 103 2 data datum NOUN crl-24370 103 3 are be AUX crl-24370 103 4 then then ADV crl-24370 103 5 used use VERB crl-24370 103 6 to to PART crl-24370 103 7 update update VERB crl-24370 103 8 that that DET crl-24370 103 9 prior prior ADJ crl-24370 103 10 estimate estimate NOUN crl-24370 103 11 . . PUNCT crl-24370 104 1 the the DET crl-24370 104 2 result result NOUN crl-24370 104 3 is be AUX crl-24370 104 4 a a DET crl-24370 104 5 distribution distribution NOUN crl-24370 104 6 of of ADP crl-24370 104 7 plausible plausible ADJ crl-24370 104 8 estimates estimate NOUN crl-24370 104 9 , , PUNCT crl-24370 104 10 given give VERB crl-24370 104 11 the the DET crl-24370 104 12 data datum NOUN crl-24370 104 13 , , PUNCT crl-24370 104 14 called call VERB crl-24370 104 15 a a DET crl-24370 104 16 posterior posterior ADJ crl-24370 104 17 distribution distribution NOUN crl-24370 104 18 . . PUNCT crl-24370 105 1 in in ADP crl-24370 105 2 this this DET crl-24370 105 3 study study NOUN crl-24370 105 4 , , PUNCT crl-24370 105 5 we we PRON crl-24370 105 6 assume assume VERB crl-24370 105 7 we we PRON crl-24370 105 8 know know VERB crl-24370 105 9 nothing nothing PRON crl-24370 105 10 and and CCONJ crl-24370 105 11 do do AUX crl-24370 105 12 not not PART crl-24370 105 13 use use VERB crl-24370 105 14 previous previous ADJ crl-24370 105 15 research research NOUN crl-24370 105 16 to to PART crl-24370 105 17 set set VERB crl-24370 105 18 priors prior NOUN crl-24370 105 19 . . PUNCT crl-24370 106 1 the the DET crl-24370 106 2 priors prior NOUN crl-24370 106 3 used use VERB crl-24370 106 4 in in ADP crl-24370 106 5 this this DET crl-24370 106 6 analysis analysis NOUN crl-24370 106 7 are be AUX crl-24370 106 8 distributions distribution NOUN crl-24370 106 9 centered center VERB crl-24370 106 10 at at ADP crl-24370 106 11 zero zero NUM crl-24370 106 12 , , PUNCT crl-24370 106 13 called call VERB crl-24370 106 14 weakly weakly ADJ crl-24370 106 15 informative informative ADJ crl-24370 106 16 priors,30 priors,30 NOUN crl-24370 106 17 which which PRON crl-24370 106 18 allow allow VERB crl-24370 106 19 the the DET crl-24370 106 20 data datum NOUN crl-24370 106 21 to to PART crl-24370 106 22 have have VERB crl-24370 106 23 most most ADJ crl-24370 106 24 of of ADP crl-24370 106 25 the the DET crl-24370 106 26 influence influence NOUN crl-24370 106 27 while while SCONJ crl-24370 106 28 restraining restrain VERB crl-24370 106 29 unrealistic unrealistic ADJ crl-24370 106 30 estimates estimate NOUN crl-24370 106 31 and and CCONJ crl-24370 106 32 stabilizing stabilize VERB crl-24370 106 33 the the DET crl-24370 106 34 computation computation NOUN crl-24370 106 35 . . PUNCT crl-24370 107 1 again again ADV crl-24370 107 2 , , PUNCT crl-24370 107 3 this this PRON crl-24370 107 4 produces produce VERB crl-24370 107 5 conservative conservative ADJ crl-24370 107 6 estimates estimate NOUN crl-24370 107 7 since since SCONJ crl-24370 107 8 the the DET crl-24370 107 9 starting starting NOUN crl-24370 107 10 table table NOUN crl-24370 107 11 3 3 NUM crl-24370 107 12 number number NOUN crl-24370 107 13 of of ADP crl-24370 107 14 respondents respondent NOUN crl-24370 107 15 per per ADP crl-24370 107 16 discipline discipline NOUN crl-24370 107 17 number number NOUN crl-24370 107 18 of of ADP crl-24370 107 19 respondents respondent NOUN crl-24370 107 20 discipline discipline NOUN crl-24370 107 21 graduate graduate PROPN crl-24370 107 22 undergraduate undergraduate PROPN crl-24370 107 23 agriculture agriculture PROPN crl-24370 107 24 & & CCONJ crl-24370 107 25 life life PROPN crl-24370 107 26 sciences science VERB crl-24370 107 27 123 123 NUM crl-24370 107 28 121 121 NUM crl-24370 107 29 arts art NOUN crl-24370 107 30 & & CCONJ crl-24370 107 31 design design VERB crl-24370 107 32 58 58 NUM crl-24370 107 33 63 63 NUM crl-24370 107 34 business business NOUN crl-24370 107 35 & & CCONJ crl-24370 107 36 economics economic NOUN crl-24370 107 37 77 77 NUM crl-24370 107 38 50 50 NUM crl-24370 107 39 humanities humanity NOUN crl-24370 107 40 30 30 NUM crl-24370 107 41 21 21 NUM crl-24370 107 42 math math NOUN crl-24370 107 43 & & CCONJ crl-24370 107 44 computer computer NOUN crl-24370 107 45 science science NOUN crl-24370 107 46 54 54 NUM crl-24370 107 47 12 12 NUM crl-24370 107 48 physical physical ADJ crl-24370 107 49 science science NOUN crl-24370 107 50 & & CCONJ crl-24370 107 51 engineering engineer VERB crl-24370 107 52 393 393 NUM crl-24370 107 53 117 117 NUM crl-24370 107 54 social social ADJ crl-24370 107 55 sciences science NOUN crl-24370 107 56 155 155 NUM crl-24370 107 57 99 99 NUM crl-24370 107 58 interdisciplinary interdisciplinary NOUN crl-24370 107 59 7 7 NUM crl-24370 107 60 11 11 NUM crl-24370 107 61 veterinary veterinary ADJ crl-24370 107 62 medicine medicine NOUN crl-24370 107 63 219 219 NUM crl-24370 107 64 0 0 NUM crl-24370 107 65 total total ADJ crl-24370 107 66 1,116 1,116 NUM crl-24370 107 67 494 494 NUM crl-24370 107 68 466 466 NUM crl-24370 107 69 college college NOUN crl-24370 107 70 & & CCONJ crl-24370 107 71 research research PROPN crl-24370 107 72 libraries library NOUN crl-24370 107 73 april april PROPN crl-24370 107 74 2020 2020 NUM crl-24370 107 75 point point NOUN crl-24370 107 76 is be AUX crl-24370 107 77 the the DET crl-24370 107 78 area area NOUN crl-24370 107 79 near near ADP crl-24370 107 80 zero zero NUM crl-24370 107 81 , , PUNCT crl-24370 107 82 while while SCONJ crl-24370 107 83 leaving leave VERB crl-24370 107 84 room room NOUN crl-24370 107 85 to to PART crl-24370 107 86 be be AUX crl-24370 107 87 a a DET crl-24370 107 88 reasonable reasonable ADJ crl-24370 107 89 distance distance NOUN crl-24370 107 90 from from ADP crl-24370 107 91 zero zero NUM crl-24370 107 92 as as ADV crl-24370 107 93 well well ADV crl-24370 107 94 . . PUNCT crl-24370 108 1 the the DET crl-24370 108 2 most most ADV crl-24370 108 3 plausible plausible ADJ crl-24370 108 4 values value NOUN crl-24370 108 5 of of ADP crl-24370 108 6 the the DET crl-24370 108 7 parameters parameter NOUN crl-24370 108 8 we we PRON crl-24370 108 9 are be AUX crl-24370 108 10 trying try VERB crl-24370 108 11 to to PART crl-24370 108 12 estimate estimate VERB crl-24370 108 13 , , PUNCT crl-24370 108 14 given give VERB crl-24370 108 15 the the DET crl-24370 108 16 data datum NOUN crl-24370 108 17 , , PUNCT crl-24370 108 18 are be AUX crl-24370 108 19 the the DET crl-24370 108 20 most most ADV crl-24370 108 21 frequent frequent ADJ crl-24370 108 22 values value NOUN crl-24370 108 23 in in ADP crl-24370 108 24 the the DET crl-24370 108 25 posterior posterior ADJ crl-24370 108 26 distribution distribution NOUN crl-24370 108 27 . . PUNCT crl-24370 109 1 newer new ADJ crl-24370 109 2 advanced advanced ADJ crl-24370 109 3 software software NOUN crl-24370 109 4 , , PUNCT crl-24370 109 5 such such ADJ crl-24370 109 6 as as ADP crl-24370 109 7 the the DET crl-24370 109 8 rstanarm rstanarm NOUN crl-24370 109 9 r r NOUN crl-24370 109 10 package31 package31 NOUN crl-24370 109 11 used use VERB crl-24370 109 12 in in ADP crl-24370 109 13 this this DET crl-24370 109 14 study study NOUN crl-24370 109 15 , , PUNCT crl-24370 109 16 and and CCONJ crl-24370 109 17 more more ADV crl-24370 109 18 computing computing NOUN crl-24370 109 19 power power NOUN crl-24370 109 20 allow allow VERB crl-24370 109 21 more more ADV crl-24370 109 22 computationally computationally ADV crl-24370 109 23 stable stable ADJ crl-24370 109 24 estimation estimation NOUN crl-24370 109 25 of of ADP crl-24370 109 26 these these DET crl-24370 109 27 complex complex ADJ crl-24370 109 28 models model NOUN crl-24370 109 29 than than SCONJ crl-24370 109 30 were be AUX crl-24370 109 31 possible possible ADJ crl-24370 109 32 using use VERB crl-24370 109 33 non non ADJ crl-24370 109 34 - - ADJ crl-24370 109 35 bayesian bayesian ADJ crl-24370 109 36 methods method NOUN crl-24370 109 37 . . PUNCT crl-24370 110 1 muth muth PROPN crl-24370 110 2 , , PUNCT crl-24370 110 3 oravecz oravecz ADJ crl-24370 110 4 , , PUNCT crl-24370 110 5 and and CCONJ crl-24370 110 6 gabry32 gabry32 VERB crl-24370 110 7 provide provide VERB crl-24370 110 8 a a DET crl-24370 110 9 tutorial tutorial NOUN crl-24370 110 10 for for ADP crl-24370 110 11 using use VERB crl-24370 110 12 rstanarm rstanarm NOUN crl-24370 110 13 and and CCONJ crl-24370 110 14 a a DET crl-24370 110 15 brief brief ADJ crl-24370 110 16 review review NOUN crl-24370 110 17 of of ADP crl-24370 110 18 bayesian bayesian ADJ crl-24370 110 19 data datum NOUN crl-24370 110 20 analysis analysis NOUN crl-24370 110 21 , , PUNCT crl-24370 110 22 with with SCONJ crl-24370 110 23 a a DET crl-24370 110 24 more more ADV crl-24370 110 25 complete complete ADJ crl-24370 110 26 explanation explanation NOUN crl-24370 110 27 of of ADP crl-24370 110 28 bayesian bayesian ADJ crl-24370 110 29 methods method NOUN crl-24370 110 30 from from ADP crl-24370 110 31 gelman gelman NOUN crl-24370 110 32 and and CCONJ crl-24370 110 33 hill,33 hill,33 PROPN crl-24370 110 34 kruschke,34 kruschke,34 PROPN crl-24370 110 35 and and CCONJ crl-24370 110 36 mcelreath.35 mcelreath.35 NOUN crl-24370 110 37 to to PART crl-24370 110 38 estimate estimate VERB crl-24370 110 39 average average ADJ crl-24370 110 40 levels level NOUN crl-24370 110 41 of of ADP crl-24370 110 42 library library NOUN crl-24370 110 43 resource resource NOUN crl-24370 110 44 use use NOUN crl-24370 110 45 ( ( PUNCT crl-24370 110 46 lru lru X crl-24370 110 47 ) ) PUNCT crl-24370 110 48 and and CCONJ crl-24370 110 49 of of ADP crl-24370 110 50 library library NOUN crl-24370 110 51 contribution contribution NOUN crl-24370 110 52 to to ADP crl-24370 110 53 success success NOUN crl-24370 110 54 ( ( PUNCT crl-24370 110 55 lcs lcs NOUN crl-24370 110 56 ) ) PUNCT crl-24370 110 57 within within ADP crl-24370 110 58 each each DET crl-24370 110 59 discipline discipline NOUN crl-24370 110 60 and and CCONJ crl-24370 110 61 type type NOUN crl-24370 110 62 , , PUNCT crl-24370 110 63 multilevel multilevel ADJ crl-24370 110 64 regression regression NOUN crl-24370 110 65 and and CCONJ crl-24370 110 66 poststratification poststratification NOUN crl-24370 110 67 ( ( PUNCT crl-24370 110 68 mrp mrp NOUN crl-24370 110 69 ) ) PUNCT crl-24370 110 70 was be AUX crl-24370 110 71 used use VERB crl-24370 110 72 to to PART crl-24370 110 73 adjust adjust VERB crl-24370 110 74 for for ADP crl-24370 110 75 differential differential ADJ crl-24370 110 76 nonresponse nonresponse NOUN crl-24370 110 77 rates rate NOUN crl-24370 110 78 by by ADP crl-24370 110 79 gender gender NOUN crl-24370 110 80 and and CCONJ crl-24370 110 81 international international ADJ crl-24370 110 82 status status NOUN crl-24370 110 83 . . PUNCT crl-24370 111 1 the the DET crl-24370 111 2 multilevel multilevel ADJ crl-24370 111 3 model model NOUN crl-24370 111 4 estimates estimate VERB crl-24370 111 5 the the DET crl-24370 111 6 average average NOUN crl-24370 111 7 for for ADP crl-24370 111 8 each each DET crl-24370 111 9 college college NOUN crl-24370 111 10 , , PUNCT crl-24370 111 11 discipline discipline NOUN crl-24370 111 12 , , PUNCT crl-24370 111 13 type type NOUN crl-24370 111 14 , , PUNCT crl-24370 111 15 and and CCONJ crl-24370 111 16 demographic demographic ADJ crl-24370 111 17 combination combination NOUN crl-24370 111 18 , , PUNCT crl-24370 111 19 which which PRON crl-24370 111 20 is be AUX crl-24370 111 21 then then ADV crl-24370 111 22 weighted weight VERB crl-24370 111 23 by by ADP crl-24370 111 24 the the DET crl-24370 111 25 population population NOUN crl-24370 111 26 for for ADP crl-24370 111 27 each each DET crl-24370 111 28 combination.36 combination.36 NOUN crl-24370 111 29 females female NOUN crl-24370 111 30 made make VERB crl-24370 111 31 up up ADP crl-24370 111 32 43 43 NUM crl-24370 111 33 % % NOUN crl-24370 111 34 of of ADP crl-24370 111 35 the the DET crl-24370 111 36 university university NOUN crl-24370 111 37 student student NOUN crl-24370 111 38 population population NOUN crl-24370 111 39 and and CCONJ crl-24370 111 40 54 54 NUM crl-24370 111 41 % % NOUN crl-24370 111 42 of of ADP crl-24370 111 43 the the DET crl-24370 111 44 response response NOUN crl-24370 111 45 , , PUNCT crl-24370 111 46 while while SCONJ crl-24370 111 47 international international ADJ crl-24370 111 48 students student NOUN crl-24370 111 49 made make VERB crl-24370 111 50 up up ADP crl-24370 111 51 12 12 NUM crl-24370 111 52 % % NOUN crl-24370 111 53 of of ADP crl-24370 111 54 the the DET crl-24370 111 55 university university NOUN crl-24370 111 56 student student NOUN crl-24370 111 57 population population NOUN crl-24370 111 58 and and CCONJ crl-24370 111 59 31 31 NUM crl-24370 111 60 % % NOUN crl-24370 111 61 of of ADP crl-24370 111 62 the the DET crl-24370 111 63 response response NOUN crl-24370 111 64 . . PUNCT crl-24370 112 1 average average ADJ crl-24370 112 2 predictive predictive ADJ crl-24370 112 3 comparisons comparison NOUN crl-24370 112 4 each each PRON crl-24370 112 5 of of ADP crl-24370 112 6 our our PRON crl-24370 112 7 three three NUM crl-24370 112 8 outcome outcome NOUN crl-24370 112 9 variables variable NOUN crl-24370 112 10 were be AUX crl-24370 112 11 modeled model VERB crl-24370 112 12 with with ADP crl-24370 112 13 nonlinear nonlinear ADJ crl-24370 112 14 models model NOUN crl-24370 112 15 and and CCONJ crl-24370 112 16 interactions interaction NOUN crl-24370 112 17 between between ADP crl-24370 112 18 variables variable NOUN crl-24370 112 19 , , PUNCT crl-24370 112 20 making make VERB crl-24370 112 21 the the DET crl-24370 112 22 direct direct ADJ crl-24370 112 23 interpretation interpretation NOUN crl-24370 112 24 of of ADP crl-24370 112 25 regression regression NOUN crl-24370 112 26 coefficients coefficient NOUN crl-24370 112 27 difficult difficult ADJ crl-24370 112 28 , , PUNCT crl-24370 112 29 unfigure unfigure PROPN crl-24370 112 30 2a 2a NUM crl-24370 112 31 average average ADJ crl-24370 112 32 library library NOUN crl-24370 112 33 resource resource NOUN crl-24370 112 34 usage usage NOUN crl-24370 112 35 index index NOUN crl-24370 112 36 ( ( PUNCT crl-24370 112 37 lru lru X crl-24370 112 38 ) ) PUNCT crl-24370 112 39 by by ADP crl-24370 112 40 discipline discipline NOUN crl-24370 112 41 average average ADJ crl-24370 112 42 levels level NOUN crl-24370 112 43 of of ADP crl-24370 112 44 the the DET crl-24370 112 45 lru lru NOUN crl-24370 112 46 ( ( PUNCT crl-24370 112 47 sum sum NOUN crl-24370 112 48 of of ADP crl-24370 112 49 estimated estimate VERB crl-24370 112 50 uses use NOUN crl-24370 112 51 per per ADP crl-24370 112 52 month month NOUN crl-24370 112 53 ) ) PUNCT crl-24370 112 54 by by ADP crl-24370 112 55 discipline discipline NOUN crl-24370 112 56 for for ADP crl-24370 112 57 graduate graduate NOUN crl-24370 112 58 and and CCONJ crl-24370 112 59 undergraduate undergraduate ADJ crl-24370 112 60 students student NOUN crl-24370 112 61 . . PUNCT crl-24370 113 1 wider wide ADJ crl-24370 113 2 bars bar NOUN crl-24370 113 3 indicate indicate VERB crl-24370 113 4 more more ADJ crl-24370 113 5 uncertainty uncertainty NOUN crl-24370 113 6 or or CCONJ crl-24370 113 7 a a DET crl-24370 113 8 wider wide ADJ crl-24370 113 9 range range NOUN crl-24370 113 10 of of ADP crl-24370 113 11 plausible plausible ADJ crl-24370 113 12 values value NOUN crl-24370 113 13 for for ADP crl-24370 113 14 the the DET crl-24370 113 15 estimate estimate NOUN crl-24370 113 16 , , PUNCT crl-24370 113 17 caused cause VERB crl-24370 113 18 by by ADP crl-24370 113 19 fewer few ADJ crl-24370 113 20 respondents respondent NOUN crl-24370 113 21 in in ADP crl-24370 113 22 the the DET crl-24370 113 23 group group NOUN crl-24370 113 24 or or CCONJ crl-24370 113 25 a a DET crl-24370 113 26 wider wide ADJ crl-24370 113 27 spread spread NOUN crl-24370 113 28 in in ADP crl-24370 113 29 responses response NOUN crl-24370 113 30 . . PUNCT crl-24370 114 1 the the DET crl-24370 114 2 thicker thick ADJ crl-24370 114 3 segments segment NOUN crl-24370 114 4 represent represent VERB crl-24370 114 5 the the DET crl-24370 114 6 middle middle ADJ crl-24370 114 7 50 50 NUM crl-24370 114 8 percent percent NOUN crl-24370 114 9 of of ADP crl-24370 114 10 the the DET crl-24370 114 11 plausible plausible ADJ crl-24370 114 12 values value NOUN crl-24370 114 13 . . PUNCT crl-24370 115 1 partial partial ADJ crl-24370 115 2 pooling pooling NOUN crl-24370 115 3 shrinks shrink VERB crl-24370 115 4 the the DET crl-24370 115 5 estimates estimate NOUN crl-24370 115 6 toward toward ADP crl-24370 115 7 the the DET crl-24370 115 8 mean mean NOUN crl-24370 115 9 , , PUNCT crl-24370 115 10 especially especially ADV crl-24370 115 11 for for ADP crl-24370 115 12 groups group NOUN crl-24370 115 13 with with ADP crl-24370 115 14 few few ADJ crl-24370 115 15 respondents respondent NOUN crl-24370 115 16 . . PUNCT crl-24370 116 1 library library NOUN crl-24370 116 2 usage usage NOUN crl-24370 116 3 , , PUNCT crl-24370 116 4 instruction instruction NOUN crl-24370 116 5 , , PUNCT crl-24370 116 6 and and CCONJ crl-24370 116 7 student student NOUN crl-24370 116 8 success success NOUN crl-24370 116 9 across across ADP crl-24370 116 10 disciplines discipline NOUN crl-24370 116 11 467 467 NUM crl-24370 116 12 like like ADP crl-24370 116 13 in in ADP crl-24370 116 14 linear linear ADJ crl-24370 116 15 regression regression NOUN crl-24370 116 16 . . PUNCT crl-24370 117 1 in in ADP crl-24370 117 2 these these DET crl-24370 117 3 situations situation NOUN crl-24370 117 4 , , PUNCT crl-24370 117 5 average average ADJ crl-24370 117 6 predictive predictive ADJ crl-24370 117 7 comparisons comparison NOUN crl-24370 117 8 allow allow VERB crl-24370 117 9 intuitive intuitive ADJ crl-24370 117 10 comparisons comparison NOUN crl-24370 117 11 to to PART crl-24370 117 12 be be AUX crl-24370 117 13 made make VERB crl-24370 117 14 . . PUNCT crl-24370 118 1 to to PART crl-24370 118 2 make make VERB crl-24370 118 3 average average ADJ crl-24370 118 4 predictive predictive ADJ crl-24370 118 5 comparisons comparison NOUN crl-24370 118 6 , , PUNCT crl-24370 118 7 the the DET crl-24370 118 8 values value NOUN crl-24370 118 9 at at ADP crl-24370 118 10 which which PRON crl-24370 118 11 to to PART crl-24370 118 12 compare compare VERB crl-24370 118 13 an an DET crl-24370 118 14 input input NOUN crl-24370 118 15 are be AUX crl-24370 118 16 chosen choose VERB crl-24370 118 17 , , PUNCT crl-24370 118 18 the the DET crl-24370 118 19 input input NOUN crl-24370 118 20 variable variable NOUN crl-24370 118 21 is be AUX crl-24370 118 22 set set VERB crl-24370 118 23 to to ADP crl-24370 118 24 the the DET crl-24370 118 25 first first ADJ crl-24370 118 26 value value NOUN crl-24370 118 27 over over ADP crl-24370 118 28 all all DET crl-24370 118 29 observations observation NOUN crl-24370 118 30 , , PUNCT crl-24370 118 31 predictions prediction NOUN crl-24370 118 32 made make VERB crl-24370 118 33 , , PUNCT crl-24370 118 34 then then ADV crl-24370 118 35 the the DET crl-24370 118 36 input input NOUN crl-24370 118 37 value value NOUN crl-24370 118 38 is be AUX crl-24370 118 39 set set VERB crl-24370 118 40 to to ADP crl-24370 118 41 the the DET crl-24370 118 42 second second ADJ crl-24370 118 43 value value NOUN crl-24370 118 44 overall overall ADV crl-24370 118 45 and and CCONJ crl-24370 118 46 predictions prediction NOUN crl-24370 118 47 made make VERB crl-24370 118 48 again again ADV crl-24370 118 49 . . PUNCT crl-24370 119 1 the the DET crl-24370 119 2 average average ADJ crl-24370 119 3 difference difference NOUN crl-24370 119 4 between between ADP crl-24370 119 5 the the DET crl-24370 119 6 set set NOUN crl-24370 119 7 of of ADP crl-24370 119 8 predictions prediction NOUN crl-24370 119 9 at at ADP crl-24370 119 10 the the DET crl-24370 119 11 two two NUM crl-24370 119 12 different different ADJ crl-24370 119 13 values value NOUN crl-24370 119 14 is be AUX crl-24370 119 15 the the DET crl-24370 119 16 average average ADJ crl-24370 119 17 predictive predictive ADJ crl-24370 119 18 comparison comparison NOUN crl-24370 119 19 . . PUNCT crl-24370 120 1 for for ADP crl-24370 120 2 two two NUM crl-24370 120 3 - - PUNCT crl-24370 120 4 way way NOUN crl-24370 120 5 interactions interaction NOUN crl-24370 120 6 , , PUNCT crl-24370 120 7 the the DET crl-24370 120 8 values value NOUN crl-24370 120 9 of of ADP crl-24370 120 10 both both DET crl-24370 120 11 inputs input NOUN crl-24370 120 12 can can AUX crl-24370 120 13 be be AUX crl-24370 120 14 changed change VERB crl-24370 120 15 to to PART crl-24370 120 16 clearly clearly ADV crl-24370 120 17 show show VERB crl-24370 120 18 the the DET crl-24370 120 19 predicted predict VERB crl-24370 120 20 differences difference NOUN crl-24370 120 21 ( ( PUNCT crl-24370 120 22 gelman gelman NOUN crl-24370 120 23 and and CCONJ crl-24370 120 24 hill,37 hill,37 NOUN crl-24370 120 25 gelman gelman NOUN crl-24370 120 26 and and CCONJ crl-24370 120 27 pardoe38 pardoe38 NUM crl-24370 120 28 ) ) PUNCT crl-24370 120 29 . . PUNCT crl-24370 121 1 results result NOUN crl-24370 121 2 of of ADP crl-24370 121 3 the the DET crl-24370 121 4 models model NOUN crl-24370 121 5 are be AUX crl-24370 121 6 communicated communicate VERB crl-24370 121 7 primarily primarily ADV crl-24370 121 8 in in ADP crl-24370 121 9 graphical graphical ADJ crl-24370 121 10 form form NOUN crl-24370 121 11 . . PUNCT crl-24370 122 1 this this PRON crl-24370 122 2 allows allow VERB crl-24370 122 3 the the DET crl-24370 122 4 easiest easy ADJ crl-24370 122 5 comparison comparison NOUN crl-24370 122 6 of of ADP crl-24370 122 7 the the DET crl-24370 122 8 size size NOUN crl-24370 122 9 of of ADP crl-24370 122 10 the the DET crl-24370 122 11 effects effect NOUN crl-24370 122 12 of of ADP crl-24370 122 13 the the DET crl-24370 122 14 predictors predictor NOUN crl-24370 122 15 between between ADP crl-24370 122 16 each each DET crl-24370 122 17 other other ADJ crl-24370 122 18 and and CCONJ crl-24370 122 19 across across ADP crl-24370 122 20 groups group NOUN crl-24370 122 21 ; ; PUNCT crl-24370 122 22 it it PRON crl-24370 122 23 also also ADV crl-24370 122 24 communicates communicate VERB crl-24370 122 25 the the DET crl-24370 122 26 amount amount NOUN crl-24370 122 27 of of ADP crl-24370 122 28 uncertainty uncertainty NOUN crl-24370 122 29 in in ADP crl-24370 122 30 the the DET crl-24370 122 31 estimates estimate NOUN crl-24370 122 32 at at ADP crl-24370 122 33 a a DET crl-24370 122 34 glance glance NOUN crl-24370 122 35 . . PUNCT crl-24370 123 1 graphs graph NOUN crl-24370 123 2 are be AUX crl-24370 123 3 constructed construct VERB crl-24370 123 4 in in ADP crl-24370 123 5 the the DET crl-24370 123 6 r r NOUN crl-24370 123 7 package package NOUN crl-24370 123 8 ggplot2.39 ggplot2.39 NOUN crl-24370 123 9 results result NOUN crl-24370 123 10 levels level NOUN crl-24370 123 11 of of ADP crl-24370 123 12 library library NOUN crl-24370 123 13 resource resource NOUN crl-24370 123 14 usage usage NOUN crl-24370 123 15 ( ( PUNCT crl-24370 123 16 lru lru X crl-24370 123 17 ) ) PUNCT crl-24370 123 18 and and CCONJ crl-24370 123 19 percentages percentage NOUN crl-24370 123 20 of of ADP crl-24370 123 21 those those PRON crl-24370 123 22 believing believe VERB crl-24370 123 23 the the DET crl-24370 123 24 library library NOUN crl-24370 123 25 contributes contribute VERB crl-24370 123 26 very very ADV crl-24370 123 27 much much ADV crl-24370 123 28 to to ADP crl-24370 123 29 the the DET crl-24370 123 30 respondents respondent NOUN crl-24370 123 31 ’ ’ PART crl-24370 123 32 academic academic ADJ crl-24370 123 33 success success NOUN crl-24370 123 34 ( ( PUNCT crl-24370 123 35 lcs lcs NOUN crl-24370 123 36 ) ) PUNCT crl-24370 123 37 varied vary VERB crl-24370 123 38 quite quite ADV crl-24370 123 39 a a DET crl-24370 123 40 bit bit NOUN crl-24370 123 41 by by ADP crl-24370 123 42 discipline discipline NOUN crl-24370 123 43 . . PUNCT crl-24370 124 1 both both PRON crl-24370 124 2 were be AUX crl-24370 124 3 quite quite DET crl-24370 124 4 a a DET crl-24370 124 5 bit bit NOUN crl-24370 124 6 higher high ADJ crl-24370 124 7 for for ADP crl-24370 124 8 graduate graduate ADJ crl-24370 124 9 students student NOUN crl-24370 124 10 than than ADP crl-24370 124 11 for for ADP crl-24370 124 12 undergraduates undergraduate NOUN crl-24370 124 13 . . PUNCT crl-24370 125 1 lru lru PROPN crl-24370 125 2 and and CCONJ crl-24370 125 3 lcs lcs NOUN crl-24370 125 4 tended tend VERB crl-24370 125 5 to to PART crl-24370 125 6 be be AUX crl-24370 125 7 high high ADJ crl-24370 125 8 in in ADP crl-24370 125 9 the the DET crl-24370 125 10 same same ADJ crl-24370 125 11 groups group NOUN crl-24370 125 12 , , PUNCT crl-24370 125 13 with with ADP crl-24370 125 14 humanities humanity NOUN crl-24370 125 15 the the DET crl-24370 125 16 highest high ADJ crl-24370 125 17 in in ADP crl-24370 125 18 usage usage NOUN crl-24370 125 19 and and CCONJ crl-24370 125 20 nearly nearly ADV crl-24370 125 21 the the DET crl-24370 125 22 highest high ADJ crl-24370 125 23 in in ADP crl-24370 125 24 success success NOUN crl-24370 125 25 ( ( PUNCT crl-24370 125 26 see see VERB crl-24370 125 27 figures figure NOUN crl-24370 125 28 2a 2a NUM crl-24370 125 29 and and CCONJ crl-24370 125 30 2b 2b NOUN crl-24370 125 31 ) ) PUNCT crl-24370 125 32 . . PUNCT crl-24370 126 1 figure figure NOUN crl-24370 126 2 2b 2b PROPN crl-24370 126 3 library library NOUN crl-24370 126 4 contributed contribute VERB crl-24370 126 5 to to ADP crl-24370 126 6 your your PRON crl-24370 126 7 success success NOUN crl-24370 126 8 ? ? PUNCT crl-24370 127 1 ( ( PUNCT crl-24370 127 2 by by ADP crl-24370 127 3 discipline discipline NOUN crl-24370 127 4 ) ) PUNCT crl-24370 127 5 average average ADJ crl-24370 127 6 levels level NOUN crl-24370 127 7 by by ADP crl-24370 127 8 discipline discipline NOUN crl-24370 127 9 for for ADP crl-24370 127 10 graduate graduate NOUN crl-24370 127 11 and and CCONJ crl-24370 127 12 undergraduate undergraduate ADJ crl-24370 127 13 students student NOUN crl-24370 127 14 for for ADP crl-24370 127 15 the the DET crl-24370 127 16 proportion proportion NOUN crl-24370 127 17 who who PRON crl-24370 127 18 believe believe VERB crl-24370 127 19 that that SCONJ crl-24370 127 20 the the DET crl-24370 127 21 library library PROPN crl-24370 127 22 ’s ’s PART crl-24370 127 23 resources resource NOUN crl-24370 127 24 and and CCONJ crl-24370 127 25 usage usage NOUN crl-24370 127 26 contribute contribute NOUN crl-24370 127 27 “ " PUNCT crl-24370 127 28 very very ADV crl-24370 127 29 much much ADV crl-24370 127 30 ” " PUNCT crl-24370 127 31 to to ADP crl-24370 127 32 their their PRON crl-24370 127 33 academic academic ADJ crl-24370 127 34 success success NOUN crl-24370 127 35 ( ( PUNCT crl-24370 127 36 lcs lcs NOUN crl-24370 127 37 ) ) PUNCT crl-24370 127 38 ( ( PUNCT crl-24370 127 39 right right ADV crl-24370 127 40 ) ) PUNCT crl-24370 127 41 . . PUNCT crl-24370 128 1 wider wide ADJ crl-24370 128 2 bars bar NOUN crl-24370 128 3 indicate indicate VERB crl-24370 128 4 more more ADJ crl-24370 128 5 uncertainty uncertainty NOUN crl-24370 128 6 or or CCONJ crl-24370 128 7 a a DET crl-24370 128 8 wider wide ADJ crl-24370 128 9 range range NOUN crl-24370 128 10 of of ADP crl-24370 128 11 plausible plausible ADJ crl-24370 128 12 values value NOUN crl-24370 128 13 for for ADP crl-24370 128 14 the the DET crl-24370 128 15 estimate estimate NOUN crl-24370 128 16 , , PUNCT crl-24370 128 17 caused cause VERB crl-24370 128 18 by by ADP crl-24370 128 19 fewer few ADJ crl-24370 128 20 respondents respondent NOUN crl-24370 128 21 in in ADP crl-24370 128 22 the the DET crl-24370 128 23 group group NOUN crl-24370 128 24 or or CCONJ crl-24370 128 25 a a DET crl-24370 128 26 wider wide ADJ crl-24370 128 27 spread spread NOUN crl-24370 128 28 in in ADP crl-24370 128 29 responses response NOUN crl-24370 128 30 . . PUNCT crl-24370 129 1 the the DET crl-24370 129 2 thicker thick ADJ crl-24370 129 3 segments segment NOUN crl-24370 129 4 represent represent VERB crl-24370 129 5 the the DET crl-24370 129 6 middle middle ADJ crl-24370 129 7 50 50 NUM crl-24370 129 8 percent percent NOUN crl-24370 129 9 of of ADP crl-24370 129 10 the the DET crl-24370 129 11 plausible plausible ADJ crl-24370 129 12 values value NOUN crl-24370 129 13 . . PUNCT crl-24370 130 1 partial partial ADJ crl-24370 130 2 pooling pooling NOUN crl-24370 130 3 shrinks shrink VERB crl-24370 130 4 the the DET crl-24370 130 5 estimates estimate NOUN crl-24370 130 6 toward toward ADP crl-24370 130 7 the the DET crl-24370 130 8 mean mean NOUN crl-24370 130 9 , , PUNCT crl-24370 130 10 especially especially ADV crl-24370 130 11 for for ADP crl-24370 130 12 groups group NOUN crl-24370 130 13 with with ADP crl-24370 130 14 few few ADJ crl-24370 130 15 respondents respondent NOUN crl-24370 130 16 . . PUNCT crl-24370 131 1 468 468 NUM crl-24370 131 2 college college PROPN crl-24370 131 3 & & CCONJ crl-24370 131 4 research research PROPN crl-24370 131 5 libraries library NOUN crl-24370 131 6 april april PROPN crl-24370 131 7 2020 2020 NUM crl-24370 131 8 our our PRON crl-24370 131 9 study study NOUN crl-24370 131 10 defined define VERB crl-24370 131 11 library library NOUN crl-24370 131 12 instruction instruction NOUN crl-24370 131 13 as as ADP crl-24370 131 14 course course NOUN crl-24370 131 15 - - PUNCT crl-24370 131 16 related relate VERB crl-24370 131 17 instruction instruction NOUN crl-24370 131 18 ( ( PUNCT crl-24370 131 19 cri cri PROPN crl-24370 131 20 ) ) PUNCT crl-24370 131 21 or or CCONJ crl-24370 131 22 , , PUNCT crl-24370 131 23 as as SCONJ crl-24370 131 24 the the DET crl-24370 131 25 survey survey NOUN crl-24370 131 26 put put VERB crl-24370 131 27 it it PRON crl-24370 131 28 , , PUNCT crl-24370 131 29 a a DET crl-24370 131 30 librarian librarian NOUN crl-24370 131 31 coming come VERB crl-24370 131 32 to to ADP crl-24370 131 33 one one NUM crl-24370 131 34 of of ADP crl-24370 131 35 their their PRON crl-24370 131 36 classes class NOUN crl-24370 131 37 . . PUNCT crl-24370 132 1 reporting report VERB crl-24370 132 2 library library NOUN crl-24370 132 3 instruction instruction NOUN crl-24370 132 4 in in ADP crl-24370 132 5 a a DET crl-24370 132 6 class class NOUN crl-24370 132 7 predicted predict VERB crl-24370 132 8 higher high ADJ crl-24370 132 9 library library NOUN crl-24370 132 10 resource resource NOUN crl-24370 132 11 use use NOUN crl-24370 132 12 ( ( PUNCT crl-24370 132 13 lru lru X crl-24370 132 14 ) ) PUNCT crl-24370 132 15 ( ( PUNCT crl-24370 132 16 see see VERB crl-24370 132 17 figure figure NOUN crl-24370 132 18 3 3 NUM crl-24370 132 19 ) ) PUNCT crl-24370 132 20 . . PUNCT crl-24370 133 1 international international ADJ crl-24370 133 2 students student NOUN crl-24370 133 3 use use VERB crl-24370 133 4 the the DET crl-24370 133 5 library library NOUN crl-24370 133 6 more more ADV crl-24370 133 7 than than ADP crl-24370 133 8 us we PRON crl-24370 133 9 residents resident NOUN crl-24370 133 10 , , PUNCT crl-24370 133 11 with with ADP crl-24370 133 12 or or CCONJ crl-24370 133 13 without without ADP crl-24370 133 14 cri cri PROPN crl-24370 133 15 . . PUNCT crl-24370 134 1 receiving receive VERB crl-24370 134 2 cri cri PROPN crl-24370 134 3 predicts predict NOUN crl-24370 134 4 higher high ADJ crl-24370 134 5 usage usage NOUN crl-24370 134 6 for for ADP crl-24370 134 7 both both CCONJ crl-24370 134 8 international international ADJ crl-24370 134 9 students student NOUN crl-24370 134 10 and and CCONJ crl-24370 134 11 us we PRON crl-24370 134 12 residents resident NOUN crl-24370 134 13 , , PUNCT crl-24370 134 14 but but CCONJ crl-24370 134 15 more more ADV crl-24370 134 16 so so ADV crl-24370 134 17 for for ADP crl-24370 134 18 international international ADJ crl-24370 134 19 students student NOUN crl-24370 134 20 . . PUNCT crl-24370 135 1 for for ADP crl-24370 135 2 graduate graduate NOUN crl-24370 135 3 students student NOUN crl-24370 135 4 , , PUNCT crl-24370 135 5 lru lru PROPN crl-24370 135 6 was be AUX crl-24370 135 7 predicted predict VERB crl-24370 135 8 to to PART crl-24370 135 9 be be AUX crl-24370 135 10 15 15 NUM crl-24370 135 11 percent percent NOUN crl-24370 135 12 higher high ADJ crl-24370 135 13 for for ADP crl-24370 135 14 us we PRON crl-24370 135 15 residents resident NOUN crl-24370 135 16 reporting report VERB crl-24370 135 17 course course NOUN crl-24370 135 18 - - PUNCT crl-24370 135 19 related relate VERB crl-24370 135 20 instruction instruction NOUN crl-24370 135 21 ( ( PUNCT crl-24370 135 22 cri cri PROPN crl-24370 135 23 ) ) PUNCT crl-24370 135 24 than than ADP crl-24370 135 25 for for ADP crl-24370 135 26 those those PRON crl-24370 135 27 without without ADP crl-24370 135 28 cri cri PROPN crl-24370 135 29 , , PUNCT crl-24370 135 30 and and CCONJ crl-24370 135 31 49 49 NUM crl-24370 135 32 percent percent NOUN crl-24370 135 33 higher high ADJ crl-24370 135 34 for for ADP crl-24370 135 35 international international ADJ crl-24370 135 36 students student NOUN crl-24370 135 37 . . PUNCT crl-24370 136 1 the the DET crl-24370 136 2 difference difference NOUN crl-24370 136 3 in in ADP crl-24370 136 4 lru lru NOUN crl-24370 136 5 for for ADP crl-24370 136 6 undergraduates undergraduate NOUN crl-24370 136 7 reporting report VERB crl-24370 136 8 cri cri PROPN crl-24370 136 9 was be AUX crl-24370 136 10 larger large ADJ crl-24370 136 11 than than ADP crl-24370 136 12 for for ADP crl-24370 136 13 graduate graduate NOUN crl-24370 136 14 students student NOUN crl-24370 136 15 , , PUNCT crl-24370 136 16 with with ADP crl-24370 136 17 estimates estimate NOUN crl-24370 136 18 of of ADP crl-24370 136 19 64 64 NUM crl-24370 136 20 percent percent NOUN crl-24370 136 21 for for ADP crl-24370 136 22 us us PROPN crl-24370 136 23 residents resident NOUN crl-24370 136 24 and and CCONJ crl-24370 136 25 56 56 NUM crl-24370 136 26 percent percent NOUN crl-24370 136 27 for for ADP crl-24370 136 28 international international ADJ crl-24370 136 29 students student NOUN crl-24370 136 30 ( ( PUNCT crl-24370 136 31 subtracting subtract VERB crl-24370 136 32 the the DET crl-24370 136 33 two two NUM crl-24370 136 34 dots dot NOUN crl-24370 136 35 on on ADP crl-24370 136 36 the the DET crl-24370 136 37 plot plot NOUN crl-24370 136 38 ) ) PUNCT crl-24370 136 39 . . PUNCT crl-24370 137 1 the the DET crl-24370 137 2 estimates estimate NOUN crl-24370 137 3 for for ADP crl-24370 137 4 undergraduate undergraduate ADJ crl-24370 137 5 international international ADJ crl-24370 137 6 students student NOUN crl-24370 137 7 are be AUX crl-24370 137 8 very very ADV crl-24370 137 9 uncertain uncertain ADJ crl-24370 137 10 since since SCONJ crl-24370 137 11 there there PRON crl-24370 137 12 are be VERB crl-24370 137 13 few few ADJ crl-24370 137 14 of of ADP crl-24370 137 15 them they PRON crl-24370 137 16 , , PUNCT crl-24370 137 17 so so CCONJ crl-24370 137 18 it it PRON crl-24370 137 19 is be AUX crl-24370 137 20 not not PART crl-24370 137 21 clear clear ADJ crl-24370 137 22 that that SCONJ crl-24370 137 23 there there PRON crl-24370 137 24 is be VERB crl-24370 137 25 a a DET crl-24370 137 26 difference difference NOUN crl-24370 137 27 in in ADP crl-24370 137 28 lru lru NOUN crl-24370 137 29 between between ADP crl-24370 137 30 the the DET crl-24370 137 31 two two NUM crl-24370 137 32 conditions condition NOUN crl-24370 137 33 , , PUNCT crl-24370 137 34 since since SCONJ crl-24370 137 35 the the DET crl-24370 137 36 50 50 NUM crl-24370 137 37 % % NOUN crl-24370 137 38 credible credible ADJ crl-24370 137 39 intervals interval NOUN crl-24370 137 40 denoted denote VERB crl-24370 137 41 by by ADP crl-24370 137 42 the the DET crl-24370 137 43 thick thick ADJ crl-24370 137 44 bars bar NOUN crl-24370 137 45 overlap overlap VERB crl-24370 137 46 . . PUNCT crl-24370 138 1 gender gender NOUN crl-24370 138 2 and and CCONJ crl-24370 138 3 perception perception NOUN crl-24370 138 4 of of ADP crl-24370 138 5 library library NOUN crl-24370 138 6 contribution contribution NOUN crl-24370 138 7 to to ADP crl-24370 138 8 success success NOUN crl-24370 138 9 ( ( PUNCT crl-24370 138 10 lcs lcs NOUN crl-24370 138 11 ) ) PUNCT crl-24370 138 12 are be AUX crl-24370 138 13 held hold VERB crl-24370 138 14 constant constant ADJ crl-24370 138 15 in in ADP crl-24370 138 16 these these DET crl-24370 138 17 calculations calculation NOUN crl-24370 138 18 , , PUNCT crl-24370 138 19 and and CCONJ crl-24370 138 20 the the DET crl-24370 138 21 differences difference NOUN crl-24370 138 22 do do AUX crl-24370 138 23 not not PART crl-24370 138 24 vary vary VERB crl-24370 138 25 much much ADV crl-24370 138 26 by by ADP crl-24370 138 27 discipline discipline NOUN crl-24370 138 28 . . PUNCT crl-24370 139 1 female female ADJ crl-24370 139 2 graduate graduate NOUN crl-24370 139 3 students student NOUN crl-24370 139 4 use use VERB crl-24370 139 5 the the DET crl-24370 139 6 library library NOUN crl-24370 139 7 about about ADV crl-24370 139 8 5 5 NUM crl-24370 139 9 percent percent NOUN crl-24370 139 10 less less ADJ crl-24370 139 11 than than ADP crl-24370 139 12 male male ADJ crl-24370 139 13 graduate graduate NOUN crl-24370 139 14 students student NOUN crl-24370 139 15 , , PUNCT crl-24370 139 16 while while SCONJ crl-24370 139 17 female female ADJ crl-24370 139 18 undergraduates undergraduate NOUN crl-24370 139 19 have have VERB crl-24370 139 20 about about ADV crl-24370 139 21 5 5 NUM crl-24370 139 22 percent percent NOUN crl-24370 139 23 higher high ADJ crl-24370 139 24 lru lru NOUN crl-24370 139 25 than than ADP crl-24370 139 26 males male NOUN crl-24370 139 27 . . PUNCT crl-24370 140 1 average average ADJ crl-24370 140 2 predictive predictive ADJ crl-24370 140 3 comparison comparison NOUN crl-24370 140 4 plots plot NOUN crl-24370 140 5 , , PUNCT crl-24370 140 6 such such ADJ crl-24370 140 7 as as ADP crl-24370 140 8 figures figure NOUN crl-24370 140 9 3 3 NUM crl-24370 140 10 and and CCONJ crl-24370 140 11 4 4 NUM crl-24370 140 12 , , PUNCT crl-24370 140 13 show show VERB crl-24370 140 14 the the DET crl-24370 140 15 size size NOUN crl-24370 140 16 of of ADP crl-24370 140 17 the the DET crl-24370 140 18 predicted predict VERB crl-24370 140 19 difference difference NOUN crl-24370 140 20 in in ADP crl-24370 140 21 the the DET crl-24370 140 22 outcome outcome NOUN crl-24370 140 23 as as SCONJ crl-24370 140 24 the the DET crl-24370 140 25 value value NOUN crl-24370 140 26 of of ADP crl-24370 140 27 one one NUM crl-24370 140 28 predictor predictor NOUN crl-24370 140 29 is be AUX crl-24370 140 30 changed change VERB crl-24370 140 31 , , PUNCT crl-24370 140 32 for for ADP crl-24370 140 33 each each DET crl-24370 140 34 predictor predictor NOUN crl-24370 140 35 listed list VERB crl-24370 140 36 on on ADP crl-24370 140 37 the the DET crl-24370 140 38 y y PROPN crl-24370 140 39 - - PUNCT crl-24370 140 40 axis axis NOUN crl-24370 140 41 . . PUNCT crl-24370 141 1 the the DET crl-24370 141 2 median median NOUN crl-24370 141 3 of of ADP crl-24370 141 4 the the DET crl-24370 141 5 plausible plausible ADJ crl-24370 141 6 values value NOUN crl-24370 141 7 for for ADP crl-24370 141 8 the the DET crl-24370 141 9 predicted predict VERB crl-24370 141 10 difference difference NOUN crl-24370 141 11 is be AUX crl-24370 141 12 presented present VERB crl-24370 141 13 as as ADP crl-24370 141 14 a a DET crl-24370 141 15 white white ADJ crl-24370 141 16 dot dot NOUN crl-24370 141 17 . . PUNCT crl-24370 142 1 the the DET crl-24370 142 2 thick thick ADJ crl-24370 142 3 gray gray ADJ crl-24370 142 4 bars bar NOUN crl-24370 142 5 represent represent VERB crl-24370 142 6 the the DET crl-24370 142 7 50 50 NUM crl-24370 142 8 percent percent NOUN crl-24370 142 9 credible credible ADJ crl-24370 142 10 interval interval NOUN crl-24370 142 11 ( ( PUNCT crl-24370 142 12 the the DET crl-24370 142 13 middle middle ADJ crl-24370 142 14 50 50 NUM crl-24370 142 15 % % NOUN crl-24370 142 16 of of ADP crl-24370 142 17 the the DET crl-24370 142 18 plausible plausible ADJ crl-24370 142 19 values value NOUN crl-24370 142 20 from from ADP crl-24370 142 21 the the DET crl-24370 142 22 posterior posterior ADJ crl-24370 142 23 distribution distribution NOUN crl-24370 142 24 ) ) PUNCT crl-24370 142 25 . . PUNCT crl-24370 143 1 there there PRON crl-24370 143 2 is be VERB crl-24370 143 3 a a DET crl-24370 143 4 50 50 NUM crl-24370 143 5 percent percent NOUN crl-24370 143 6 chance chance NOUN crl-24370 143 7 that that SCONJ crl-24370 143 8 the the DET crl-24370 143 9 unobserved unobserved ADJ crl-24370 143 10 parameter parameter NOUN crl-24370 143 11 is be AUX crl-24370 143 12 within within ADP crl-24370 143 13 that that DET crl-24370 143 14 range range NOUN crl-24370 143 15 , , PUNCT crl-24370 143 16 given give VERB crl-24370 143 17 the the DET crl-24370 143 18 data datum NOUN crl-24370 143 19 . . PUNCT crl-24370 144 1 the the DET crl-24370 144 2 thin thin ADJ crl-24370 144 3 lines line NOUN crl-24370 144 4 represent represent VERB crl-24370 144 5 the the DET crl-24370 144 6 90 90 NUM crl-24370 144 7 percent percent NOUN crl-24370 144 8 credible credible ADJ crl-24370 144 9 interval interval NOUN crl-24370 144 10 . . PUNCT crl-24370 145 1 the the PRON crl-24370 145 2 longer long ADV crl-24370 145 3 the the DET crl-24370 145 4 bars bar NOUN crl-24370 145 5 and and CCONJ crl-24370 145 6 thin thin ADJ crl-24370 145 7 lines line NOUN crl-24370 145 8 , , PUNCT crl-24370 145 9 the the PRON crl-24370 145 10 greater great ADJ crl-24370 145 11 the the DET crl-24370 145 12 uncertainty uncertainty NOUN crl-24370 145 13 of of ADP crl-24370 145 14 the the DET crl-24370 145 15 estimate estimate NOUN crl-24370 145 16 . . PUNCT crl-24370 146 1 figure figure NOUN crl-24370 146 2 3 3 NUM crl-24370 146 3 average average ADJ crl-24370 146 4 predicted predict VERB crl-24370 146 5 difference difference NOUN crl-24370 146 6 for for ADP crl-24370 146 7 library library NOUN crl-24370 146 8 resource resource NOUN crl-24370 146 9 usage usage NOUN crl-24370 146 10 index index NOUN crl-24370 146 11 with with ADP crl-24370 146 12 course course NOUN crl-24370 146 13 - - PUNCT crl-24370 146 14 related relate VERB crl-24370 146 15 instruction instruction NOUN crl-24370 146 16 ( ( PUNCT crl-24370 146 17 cri cri PROPN crl-24370 146 18 ) ) PUNCT crl-24370 146 19 cri cri PROPN crl-24370 146 20 predicts predict VERB crl-24370 146 21 a a DET crl-24370 146 22 larger large ADJ crl-24370 146 23 increase increase NOUN crl-24370 146 24 in in ADP crl-24370 146 25 lru lru NOUN crl-24370 146 26 for for ADP crl-24370 146 27 international international ADJ crl-24370 146 28 graduate graduate NOUN crl-24370 146 29 students student NOUN crl-24370 146 30 than than ADP crl-24370 146 31 for for ADP crl-24370 146 32 us us PROPN crl-24370 146 33 residents resident NOUN crl-24370 146 34 . . PUNCT crl-24370 147 1 without without ADP crl-24370 147 2 cri cri PROPN crl-24370 147 3 , , PUNCT crl-24370 147 4 lru lru ADV crl-24370 147 5 of of ADP crl-24370 147 6 international international ADJ crl-24370 147 7 students student NOUN crl-24370 147 8 is be AUX crl-24370 147 9 higher high ADJ crl-24370 147 10 than than ADP crl-24370 147 11 for for ADP crl-24370 147 12 us us PROPN crl-24370 147 13 residents resident NOUN crl-24370 147 14 ( ( PUNCT crl-24370 147 15 shown show VERB crl-24370 147 16 as as ADP crl-24370 147 17 baseline baseline NOUN crl-24370 147 18 at at ADP crl-24370 147 19 0 0 NUM crl-24370 147 20 % % NOUN crl-24370 147 21 ) ) PUNCT crl-24370 147 22 . . PUNCT crl-24370 148 1 cri cri PROPN crl-24370 148 2 also also ADV crl-24370 148 3 predicts predict VERB crl-24370 148 4 a a DET crl-24370 148 5 larger large ADJ crl-24370 148 6 increase increase NOUN crl-24370 148 7 in in ADP crl-24370 148 8 lru lru NOUN crl-24370 148 9 for for ADP crl-24370 148 10 undergraduates undergraduate NOUN crl-24370 148 11 than than ADP crl-24370 148 12 for for ADP crl-24370 148 13 graduate graduate NOUN crl-24370 148 14 students student NOUN crl-24370 148 15 . . PUNCT crl-24370 149 1 library library NOUN crl-24370 149 2 usage usage NOUN crl-24370 149 3 , , PUNCT crl-24370 149 4 instruction instruction NOUN crl-24370 149 5 , , PUNCT crl-24370 149 6 and and CCONJ crl-24370 149 7 student student NOUN crl-24370 149 8 success success NOUN crl-24370 149 9 across across ADP crl-24370 149 10 disciplines discipline NOUN crl-24370 149 11 469 469 NUM crl-24370 149 12 in in ADP crl-24370 149 13 figure figure NOUN crl-24370 149 14 4 4 NUM crl-24370 149 15 , , PUNCT crl-24370 149 16 the the DET crl-24370 149 17 average average ADJ crl-24370 149 18 difference difference NOUN crl-24370 149 19 in in ADP crl-24370 149 20 lru lru NOUN crl-24370 149 21 between between ADP crl-24370 149 22 those those PRON crl-24370 149 23 who who PRON crl-24370 149 24 believe believe VERB crl-24370 149 25 the the DET crl-24370 149 26 library library NOUN crl-24370 149 27 contributes contribute VERB crl-24370 149 28 very very ADV crl-24370 149 29 much much ADV crl-24370 149 30 to to PART crl-24370 149 31 success success NOUN crl-24370 149 32 and and CCONJ crl-24370 149 33 those those PRON crl-24370 149 34 who who PRON crl-24370 149 35 do do AUX crl-24370 149 36 not not PART crl-24370 149 37 varies vary VERB crl-24370 149 38 quite quite DET crl-24370 149 39 a a DET crl-24370 149 40 bit bit NOUN crl-24370 149 41 by by ADP crl-24370 149 42 discipline discipline NOUN crl-24370 149 43 , , PUNCT crl-24370 149 44 but but CCONJ crl-24370 149 45 it it PRON crl-24370 149 46 is be AUX crl-24370 149 47 always always ADV crl-24370 149 48 positive positive ADJ crl-24370 149 49 . . PUNCT crl-24370 150 1 veterinary veterinary ADJ crl-24370 150 2 medicine medicine NOUN crl-24370 150 3 students student NOUN crl-24370 150 4 with with ADP crl-24370 150 5 lcs lcs PROPN crl-24370 150 6 average average ADJ crl-24370 150 7 200 200 NUM crl-24370 150 8 percent percent NOUN crl-24370 150 9 higher high ADJ crl-24370 150 10 lru lru ADV crl-24370 150 11 than than ADP crl-24370 150 12 those those PRON crl-24370 150 13 without without ADP crl-24370 150 14 , , PUNCT crl-24370 150 15 while while SCONJ crl-24370 150 16 physical physical ADJ crl-24370 150 17 sciences science NOUN crl-24370 150 18 & & CCONJ crl-24370 150 19 engineering engineering PROPN crl-24370 150 20 , , PUNCT crl-24370 150 21 math math NOUN crl-24370 150 22 & & CCONJ crl-24370 150 23 computer computer NOUN crl-24370 150 24 science science NOUN crl-24370 150 25 , , PUNCT crl-24370 150 26 and and CCONJ crl-24370 150 27 humanities humanity NOUN crl-24370 150 28 graduate graduate VERB crl-24370 150 29 students student NOUN crl-24370 150 30 with with ADP crl-24370 150 31 lcs lcs NOUN crl-24370 150 32 have have VERB crl-24370 150 33 about about ADV crl-24370 150 34 75 75 NUM crl-24370 150 35 percent percent NOUN crl-24370 150 36 higher high ADJ crl-24370 150 37 lru lru ADV crl-24370 150 38 than than ADP crl-24370 150 39 those those PRON crl-24370 150 40 without without ADP crl-24370 150 41 . . PUNCT crl-24370 151 1 among among ADP crl-24370 151 2 undergraduates undergraduate NOUN crl-24370 151 3 , , PUNCT crl-24370 151 4 physical physical ADJ crl-24370 151 5 sciences science NOUN crl-24370 151 6 & & CCONJ crl-24370 151 7 engineering engineering NOUN crl-24370 151 8 is be AUX crl-24370 151 9 one one NUM crl-24370 151 10 of of ADP crl-24370 151 11 the the DET crl-24370 151 12 disciplines discipline NOUN crl-24370 151 13 with with ADP crl-24370 151 14 the the DET crl-24370 151 15 largest large ADJ crl-24370 151 16 differences difference NOUN crl-24370 151 17 ( ( PUNCT crl-24370 151 18 150 150 NUM crl-24370 151 19 % % NOUN crl-24370 151 20 higher high ADJ crl-24370 151 21 lru lru NOUN crl-24370 151 22 with with ADP crl-24370 151 23 lcs lcs NOUN crl-24370 151 24 ) ) PUNCT crl-24370 151 25 , , PUNCT crl-24370 151 26 and and CCONJ crl-24370 151 27 business business NOUN crl-24370 151 28 & & CCONJ crl-24370 151 29 economics economic NOUN crl-24370 151 30 among among ADP crl-24370 151 31 the the DET crl-24370 151 32 lowest low ADJ crl-24370 151 33 ( ( PUNCT crl-24370 151 34 around around ADV crl-24370 151 35 40 40 NUM crl-24370 151 36 % % NOUN crl-24370 151 37 higher high ADJ crl-24370 151 38 lru lru NOUN crl-24370 151 39 ) ) PUNCT crl-24370 151 40 . . PUNCT crl-24370 152 1 international international ADJ crl-24370 152 2 students student NOUN crl-24370 152 3 tended tend VERB crl-24370 152 4 to to PART crl-24370 152 5 report report VERB crl-24370 152 6 both both CCONJ crl-24370 152 7 higher high ADJ crl-24370 152 8 lru lru ADV crl-24370 152 9 than than ADP crl-24370 152 10 us we PRON crl-24370 152 11 residents resident NOUN crl-24370 152 12 and and CCONJ crl-24370 152 13 were be AUX crl-24370 152 14 also also ADV crl-24370 152 15 more more ADV crl-24370 152 16 likely likely ADJ crl-24370 152 17 to to PART crl-24370 152 18 say say VERB crl-24370 152 19 the the DET crl-24370 152 20 library library NOUN crl-24370 152 21 contributes contribute VERB crl-24370 152 22 “ " PUNCT crl-24370 152 23 very very ADV crl-24370 152 24 much much ADV crl-24370 152 25 ” " PUNCT crl-24370 152 26 to to ADP crl-24370 152 27 their their PRON crl-24370 152 28 academic academic ADJ crl-24370 152 29 success success NOUN crl-24370 152 30 ( ( PUNCT crl-24370 152 31 lcs lcs NOUN crl-24370 152 32 ) ) PUNCT crl-24370 152 33 , , PUNCT crl-24370 152 34 for for ADP crl-24370 152 35 both both CCONJ crl-24370 152 36 undergraduate undergraduate ADJ crl-24370 152 37 and and CCONJ crl-24370 152 38 graduate graduate NOUN crl-24370 152 39 students student NOUN crl-24370 152 40 ( ( PUNCT crl-24370 152 41 8 8 NUM crl-24370 152 42 % % NOUN crl-24370 152 43 for for ADP crl-24370 152 44 undergraduates undergraduate NOUN crl-24370 152 45 and and CCONJ crl-24370 152 46 10 10 NUM crl-24370 152 47 % % NOUN crl-24370 152 48 for for ADP crl-24370 152 49 graduates graduate NOUN crl-24370 152 50 , , PUNCT crl-24370 152 51 if if SCONJ crl-24370 152 52 no no DET crl-24370 152 53 cri cri NOUN crl-24370 152 54 is be AUX crl-24370 152 55 reported report VERB crl-24370 152 56 ) ) PUNCT crl-24370 152 57 . . PUNCT crl-24370 153 1 ( ( PUNCT crl-24370 153 2 see see VERB crl-24370 153 3 figure figure NOUN crl-24370 153 4 5 5 NUM crl-24370 153 5 . . PUNCT crl-24370 153 6 ) ) PUNCT crl-24370 154 1 female female ADJ crl-24370 154 2 students student NOUN crl-24370 154 3 were be AUX crl-24370 154 4 more more ADV crl-24370 154 5 likely likely ADJ crl-24370 154 6 than than SCONJ crl-24370 154 7 male male ADJ crl-24370 154 8 students student NOUN crl-24370 154 9 ( ( PUNCT crl-24370 154 10 7 7 NUM crl-24370 154 11 % % NOUN crl-24370 154 12 for for ADP crl-24370 154 13 undergraduates undergraduate NOUN crl-24370 154 14 and and CCONJ crl-24370 154 15 9 9 NUM crl-24370 154 16 % % NOUN crl-24370 154 17 for for ADP crl-24370 154 18 graduates graduate NOUN crl-24370 154 19 ) ) PUNCT crl-24370 154 20 to to PART crl-24370 154 21 say say VERB crl-24370 154 22 the the DET crl-24370 154 23 library library NOUN crl-24370 154 24 contributes contribute VERB crl-24370 154 25 “ " PUNCT crl-24370 154 26 very very ADV crl-24370 154 27 much much ADV crl-24370 154 28 ” " PUNCT crl-24370 154 29 to to ADP crl-24370 154 30 their their PRON crl-24370 154 31 success success NOUN crl-24370 154 32 . . PUNCT crl-24370 155 1 while while SCONJ crl-24370 155 2 receiving receive VERB crl-24370 155 3 course course NOUN crl-24370 155 4 - - PUNCT crl-24370 155 5 related relate VERB crl-24370 155 6 instruction instruction NOUN crl-24370 155 7 predicted predict VERB crl-24370 155 8 higher high ADJ crl-24370 155 9 probability probability NOUN crl-24370 155 10 of of ADP crl-24370 155 11 lcs lcs NOUN crl-24370 155 12 for for ADP crl-24370 155 13 us us PROPN crl-24370 155 14 residents resident NOUN crl-24370 155 15 , , PUNCT crl-24370 155 16 this this PRON crl-24370 155 17 was be AUX crl-24370 155 18 not not PART crl-24370 155 19 true true ADJ crl-24370 155 20 for for SCONJ crl-24370 155 21 international international ADJ crl-24370 155 22 students student NOUN crl-24370 155 23 with with ADP crl-24370 155 24 lru lru PROPN crl-24370 155 25 held hold VERB crl-24370 155 26 constant constant ADJ crl-24370 155 27 at at ADP crl-24370 155 28 four four NUM crl-24370 155 29 library library NOUN crl-24370 155 30 figure figure NOUN crl-24370 155 31 4 4 NUM crl-24370 155 32 difference difference NOUN crl-24370 155 33 in in ADP crl-24370 155 34 library library NOUN crl-24370 155 35 resource resource NOUN crl-24370 155 36 usage usage NOUN crl-24370 155 37 index index NOUN crl-24370 155 38 predicted predict VERB crl-24370 155 39 by by ADP crl-24370 155 40 “ " PUNCT crl-24370 155 41 library library NOUN crl-24370 155 42 contributes contribute VERB crl-24370 155 43 very very ADV crl-24370 155 44 much much ADV crl-24370 155 45 to to PART crl-24370 155 46 success success NOUN crl-24370 155 47 ” " PUNCT crl-24370 155 48 ( ( PUNCT crl-24370 155 49 by by ADP crl-24370 155 50 discipline discipline NOUN crl-24370 155 51 ) ) PUNCT crl-24370 155 52 average average ADJ crl-24370 155 53 differences difference NOUN crl-24370 155 54 in in ADP crl-24370 155 55 library library NOUN crl-24370 155 56 resource resource NOUN crl-24370 155 57 usage usage NOUN crl-24370 155 58 ( ( PUNCT crl-24370 155 59 lru lru X crl-24370 155 60 ) ) PUNCT crl-24370 155 61 when when SCONJ crl-24370 155 62 the the DET crl-24370 155 63 perception perception NOUN crl-24370 155 64 of of ADP crl-24370 155 65 library library NOUN crl-24370 155 66 contribution contribution NOUN crl-24370 155 67 to to ADP crl-24370 155 68 success success NOUN crl-24370 155 69 ( ( PUNCT crl-24370 155 70 lcs lcs NOUN crl-24370 155 71 ) ) PUNCT crl-24370 155 72 is be AUX crl-24370 155 73 “ " PUNCT crl-24370 155 74 very very ADV crl-24370 155 75 much much ADJ crl-24370 155 76 . . PUNCT crl-24370 155 77 ” " PUNCT crl-24370 156 1 the the DET crl-24370 156 2 ranking ranking NOUN crl-24370 156 3 of of ADP crl-24370 156 4 disciplines discipline NOUN crl-24370 156 5 by by ADP crl-24370 156 6 differences difference NOUN crl-24370 156 7 does do AUX crl-24370 156 8 not not PART crl-24370 156 9 match match VERB crl-24370 156 10 between between ADP crl-24370 156 11 graduate graduate NOUN crl-24370 156 12 and and CCONJ crl-24370 156 13 undergraduates undergraduate NOUN crl-24370 156 14 . . PUNCT crl-24370 157 1 for for ADP crl-24370 157 2 example example NOUN crl-24370 157 3 , , PUNCT crl-24370 157 4 lcs lcs NOUN crl-24370 157 5 predicts predict VERB crl-24370 157 6 77 77 NUM crl-24370 157 7 percent percent NOUN crl-24370 157 8 higher high ADJ crl-24370 157 9 lru lru NOUN crl-24370 157 10 for for ADP crl-24370 157 11 graduate graduate ADJ crl-24370 157 12 students student NOUN crl-24370 157 13 in in ADP crl-24370 157 14 physical physical ADJ crl-24370 157 15 sciences science NOUN crl-24370 157 16 and and CCONJ crl-24370 157 17 engineering engineering NOUN crl-24370 157 18 , , PUNCT crl-24370 157 19 in in ADP crl-24370 157 20 the the DET crl-24370 157 21 lower low ADJ crl-24370 157 22 end end NOUN crl-24370 157 23 , , PUNCT crl-24370 157 24 and and CCONJ crl-24370 157 25 148 148 NUM crl-24370 157 26 percent percent NOUN crl-24370 157 27 higher high ADJ crl-24370 157 28 lru lru NOUN crl-24370 157 29 for for ADP crl-24370 157 30 undergraduates undergraduate NOUN crl-24370 157 31 , , PUNCT crl-24370 157 32 the the DET crl-24370 157 33 highest high ADJ crl-24370 157 34 among among ADP crl-24370 157 35 the the DET crl-24370 157 36 undergraduates undergraduate NOUN crl-24370 157 37 . . PUNCT crl-24370 158 1 470 470 NUM crl-24370 158 2 college college PROPN crl-24370 158 3 & & CCONJ crl-24370 158 4 research research PROPN crl-24370 158 5 libraries library NOUN crl-24370 158 6 april april PROPN crl-24370 158 7 2020 2020 NUM crl-24370 158 8 resource resource NOUN crl-24370 158 9 uses use NOUN crl-24370 158 10 per per ADP crl-24370 158 11 month month NOUN crl-24370 158 12 . . PUNCT crl-24370 159 1 international international ADJ crl-24370 159 2 undergraduate undergraduate ADJ crl-24370 159 3 students student NOUN crl-24370 159 4 who who PRON crl-24370 159 5 reported report VERB crl-24370 159 6 no no DET crl-24370 159 7 cri cri NOUN crl-24370 159 8 were be AUX crl-24370 159 9 more more ADV crl-24370 159 10 likely likely ADJ crl-24370 159 11 to to PART crl-24370 159 12 respond respond VERB crl-24370 159 13 that that SCONJ crl-24370 159 14 the the DET crl-24370 159 15 library library NOUN crl-24370 159 16 contributes contribute VERB crl-24370 159 17 “ " PUNCT crl-24370 159 18 very very ADV crl-24370 159 19 much much ADV crl-24370 159 20 ” " PUNCT crl-24370 159 21 to to ADP crl-24370 159 22 their their PRON crl-24370 159 23 success success NOUN crl-24370 159 24 than than ADP crl-24370 159 25 those those PRON crl-24370 159 26 who who PRON crl-24370 159 27 reported report VERB crl-24370 159 28 cri cri PROPN crl-24370 159 29 . . PUNCT crl-24370 160 1 there there PRON crl-24370 160 2 was be VERB crl-24370 160 3 no no DET crl-24370 160 4 difference difference NOUN crl-24370 160 5 for for ADP crl-24370 160 6 international international ADJ crl-24370 160 7 graduate graduate NOUN crl-24370 160 8 students student NOUN crl-24370 160 9 ( ( PUNCT crl-24370 160 10 see see VERB crl-24370 160 11 figure figure NOUN crl-24370 160 12 5 5 NUM crl-24370 160 13 ) ) PUNCT crl-24370 160 14 . . PUNCT crl-24370 161 1 in in ADP crl-24370 161 2 the the DET crl-24370 161 3 line line NOUN crl-24370 161 4 in in ADP crl-24370 161 5 figure figure NOUN crl-24370 161 6 5 5 NUM crl-24370 161 7 labeled label VERB crl-24370 161 8 “ " PUNCT crl-24370 161 9 international international ADJ crl-24370 161 10 with with ADP crl-24370 161 11 cri cri PROPN crl-24370 161 12 , , PUNCT crl-24370 161 13 ” " PUNCT crl-24370 161 14 undergraduate undergraduate ADJ crl-24370 161 15 column column NOUN crl-24370 161 16 , , PUNCT crl-24370 161 17 the the DET crl-24370 161 18 thick thick ADJ crl-24370 161 19 bar bar NOUN crl-24370 161 20 is be AUX crl-24370 161 21 on on ADP crl-24370 161 22 the the DET crl-24370 161 23 left left ADJ crl-24370 161 24 side side NOUN crl-24370 161 25 of of ADP crl-24370 161 26 the the DET crl-24370 161 27 red red ADJ crl-24370 161 28 zero zero NUM crl-24370 161 29 line line NOUN crl-24370 161 30 , , PUNCT crl-24370 161 31 indicating indicate VERB crl-24370 161 32 that that SCONJ crl-24370 161 33 there there PRON crl-24370 161 34 is be VERB crl-24370 161 35 75 75 NUM crl-24370 161 36 percent percent NOUN crl-24370 161 37 probability probability NOUN crl-24370 161 38 that that SCONJ crl-24370 161 39 international international ADJ crl-24370 161 40 undergraduates undergraduate NOUN crl-24370 161 41 who who PRON crl-24370 161 42 receive receive VERB crl-24370 161 43 cri cri PROPN crl-24370 161 44 are be AUX crl-24370 161 45 less less ADV crl-24370 161 46 likely likely ADJ crl-24370 161 47 to to PART crl-24370 161 48 report report VERB crl-24370 161 49 lcs lcs NOUN crl-24370 161 50 than than ADP crl-24370 161 51 international international ADJ crl-24370 161 52 undergraduates undergraduate NOUN crl-24370 161 53 who who PRON crl-24370 161 54 do do AUX crl-24370 161 55 receive receive VERB crl-24370 161 56 cri cri PROPN crl-24370 161 57 . . PUNCT crl-24370 162 1 higher high ADJ crl-24370 162 2 frequency frequency NOUN crl-24370 162 3 of of ADP crl-24370 162 4 building build VERB crl-24370 162 5 usage usage NOUN crl-24370 162 6 predicts predict NOUN crl-24370 162 7 higher high ADJ crl-24370 162 8 probability probability NOUN crl-24370 162 9 of of ADP crl-24370 162 10 lcs lcs NOUN crl-24370 162 11 for for ADP crl-24370 162 12 undergraduates undergraduate NOUN crl-24370 162 13 ( ( PUNCT crl-24370 162 14 by by ADP crl-24370 162 15 11 11 NUM crl-24370 162 16 % % NOUN crl-24370 162 17 ) ) PUNCT crl-24370 162 18 , , PUNCT crl-24370 162 19 but but CCONJ crl-24370 162 20 not not PART crl-24370 162 21 for for ADP crl-24370 162 22 graduate graduate NOUN crl-24370 162 23 students student NOUN crl-24370 162 24 , , PUNCT crl-24370 162 25 comparing compare VERB crl-24370 162 26 4 4 NUM crl-24370 162 27 times time NOUN crl-24370 162 28 per per ADP crl-24370 162 29 month month NOUN crl-24370 162 30 to to ADP crl-24370 162 31 1 1 NUM crl-24370 162 32 time time NOUN crl-24370 162 33 per per ADP crl-24370 162 34 month month NOUN crl-24370 162 35 . . PUNCT crl-24370 163 1 for for ADP crl-24370 163 2 undergraduates undergraduate NOUN crl-24370 163 3 , , PUNCT crl-24370 163 4 higher high ADJ crl-24370 163 5 building building NOUN crl-24370 163 6 usage usage NOUN crl-24370 163 7 predicts predict VERB crl-24370 163 8 more more ADJ crl-24370 163 9 of of ADP crl-24370 163 10 a a DET crl-24370 163 11 difference difference NOUN crl-24370 163 12 in in ADP crl-24370 163 13 lcs lcs NOUN crl-24370 163 14 than than SCONJ crl-24370 163 15 does do VERB crl-24370 163 16 lru lru PROPN crl-24370 163 17 . . PUNCT crl-24370 164 1 for for ADP crl-24370 164 2 graduate graduate NOUN crl-24370 164 3 students student NOUN crl-24370 164 4 , , PUNCT crl-24370 164 5 building building NOUN crl-24370 164 6 usage usage NOUN crl-24370 164 7 predicted predict VERB crl-24370 164 8 only only ADV crl-24370 164 9 a a DET crl-24370 164 10 slight slight ADJ crl-24370 164 11 difference difference NOUN crl-24370 164 12 in in ADP crl-24370 164 13 lcs lcs NOUN crl-24370 164 14 ( ( PUNCT crl-24370 164 15 see see VERB crl-24370 164 16 figure figure NOUN crl-24370 164 17 5 5 NUM crl-24370 164 18 ) ) PUNCT crl-24370 164 19 . . PUNCT crl-24370 165 1 for for ADP crl-24370 165 2 most most ADJ crl-24370 165 3 undergraduate undergraduate ADJ crl-24370 165 4 disciplines discipline NOUN crl-24370 165 5 , , PUNCT crl-24370 165 6 both both CCONJ crl-24370 165 7 higher high ADJ crl-24370 165 8 lru lru NOUN crl-24370 165 9 and and CCONJ crl-24370 165 10 higher high ADJ crl-24370 165 11 building building NOUN crl-24370 165 12 usage usage NOUN crl-24370 165 13 predicted predict VERB crl-24370 165 14 a a DET crl-24370 165 15 greater great ADJ crl-24370 165 16 probability probability NOUN crl-24370 165 17 of of ADP crl-24370 165 18 lcs lcs NOUN crl-24370 165 19 , , PUNCT crl-24370 165 20 a a DET crl-24370 165 21 little little ADJ crl-24370 165 22 more more ADJ crl-24370 165 23 than than ADP crl-24370 165 24 10 10 NUM crl-24370 165 25 percent percent NOUN crl-24370 165 26 for for ADP crl-24370 165 27 building building NOUN crl-24370 165 28 usage usage NOUN crl-24370 165 29 and and CCONJ crl-24370 165 30 a a DET crl-24370 165 31 little little ADJ crl-24370 165 32 less less ADJ crl-24370 165 33 than than ADP crl-24370 165 34 10 10 NUM crl-24370 165 35 percent percent NOUN crl-24370 165 36 for for ADP crl-24370 165 37 lru lru PROPN crl-24370 165 38 . . PUNCT crl-24370 166 1 humanities humanity NOUN crl-24370 166 2 had have VERB crl-24370 166 3 a a DET crl-24370 166 4 larger large ADJ crl-24370 166 5 difference difference NOUN crl-24370 166 6 , , PUNCT crl-24370 166 7 about about ADV crl-24370 166 8 12 12 NUM crl-24370 166 9 percent percent NOUN crl-24370 166 10 for for ADP crl-24370 166 11 lru lru NOUN crl-24370 166 12 and and CCONJ crl-24370 166 13 17 17 NUM crl-24370 166 14 percent percent NOUN crl-24370 166 15 for for ADP crl-24370 166 16 building building NOUN crl-24370 166 17 usage usage NOUN crl-24370 166 18 , , PUNCT crl-24370 166 19 comparing compare VERB crl-24370 166 20 4 4 NUM crl-24370 166 21 times time NOUN crl-24370 166 22 per per ADP crl-24370 166 23 month month NOUN crl-24370 166 24 to to ADP crl-24370 166 25 1 1 NUM crl-24370 166 26 time time NOUN crl-24370 166 27 per per ADP crl-24370 166 28 month month NOUN crl-24370 166 29 ( ( PUNCT crl-24370 166 30 see see VERB crl-24370 166 31 figure figure NOUN crl-24370 166 32 6 6 NUM crl-24370 166 33 ) ) PUNCT crl-24370 166 34 . . PUNCT crl-24370 167 1 building building NOUN crl-24370 167 2 usage usage NOUN crl-24370 167 3 seemed seem VERB crl-24370 167 4 to to PART crl-24370 167 5 be be AUX crl-24370 167 6 slightly slightly ADV crl-24370 167 7 more more ADV crl-24370 167 8 important important ADJ crl-24370 167 9 for for ADP crl-24370 167 10 international international ADJ crl-24370 167 11 undergraduates undergraduate NOUN crl-24370 167 12 than than ADP crl-24370 167 13 for for ADP crl-24370 167 14 us us PROPN crl-24370 167 15 residents resident NOUN crl-24370 167 16 . . PUNCT crl-24370 168 1 for for ADP crl-24370 168 2 graduate graduate NOUN crl-24370 168 3 students student NOUN crl-24370 168 4 , , PUNCT crl-24370 168 5 the the DET crl-24370 168 6 predicted predict VERB crl-24370 168 7 difference difference NOUN crl-24370 168 8 in in ADP crl-24370 168 9 probability probability NOUN crl-24370 168 10 for for ADP crl-24370 168 11 lcs lcs NOUN crl-24370 168 12 with with ADP crl-24370 168 13 higher high ADJ crl-24370 168 14 lru lru NOUN crl-24370 168 15 ranged range VERB crl-24370 168 16 from from ADP crl-24370 168 17 about about ADV crl-24370 168 18 20 20 NUM crl-24370 168 19 to to PART crl-24370 168 20 25 25 NUM crl-24370 168 21 percent percent NOUN crl-24370 168 22 for for ADP crl-24370 168 23 interdisciplinary interdisciplinary NOUN crl-24370 168 24 , , PUNCT crl-24370 168 25 humanities humanity NOUN crl-24370 168 26 , , PUNCT crl-24370 168 27 and and CCONJ crl-24370 168 28 arts art NOUN crl-24370 168 29 & & CCONJ crl-24370 168 30 design design VERB crl-24370 168 31 down down ADP crl-24370 168 32 figure figure NOUN crl-24370 168 33 5 5 NUM crl-24370 168 34 predicted predict VERB crl-24370 168 35 differences difference NOUN crl-24370 168 36 in in ADP crl-24370 168 37 probability probability NOUN crl-24370 168 38 of of ADP crl-24370 168 39 responding respond VERB crl-24370 168 40 “ " PUNCT crl-24370 168 41 library library NOUN crl-24370 168 42 contributes contribute VERB crl-24370 168 43 very very ADV crl-24370 168 44 much much ADV crl-24370 168 45 to to ADP crl-24370 168 46 my my PRON crl-24370 168 47 academic academic ADJ crl-24370 168 48 success success NOUN crl-24370 168 49 ” " PUNCT crl-24370 168 50 comparing compare VERB crl-24370 168 51 the the DET crl-24370 168 52 average average ADJ crl-24370 168 53 predicted predict VERB crl-24370 168 54 probability probability NOUN crl-24370 168 55 of of ADP crl-24370 168 56 saying say VERB crl-24370 168 57 the the DET crl-24370 168 58 library library NOUN crl-24370 168 59 contributes contribute VERB crl-24370 168 60 “ " PUNCT crl-24370 168 61 very very ADV crl-24370 168 62 much much ADV crl-24370 168 63 ” " PUNCT crl-24370 168 64 to to ADP crl-24370 168 65 the the DET crl-24370 168 66 respondents respondent NOUN crl-24370 168 67 ’ ’ PART crl-24370 168 68 academic academic ADJ crl-24370 168 69 success success NOUN crl-24370 168 70 ( ( PUNCT crl-24370 168 71 lcs lcs NOUN crl-24370 168 72 ) ) PUNCT crl-24370 168 73 , , PUNCT crl-24370 168 74 at at ADP crl-24370 168 75 4 4 NUM crl-24370 168 76 times time NOUN crl-24370 168 77 per per ADP crl-24370 168 78 month month NOUN crl-24370 168 79 to to ADP crl-24370 168 80 once once ADV crl-24370 168 81 per per ADP crl-24370 168 82 month month NOUN crl-24370 168 83 for for ADP crl-24370 168 84 library library NOUN crl-24370 168 85 resource resource NOUN crl-24370 168 86 usage usage NOUN crl-24370 168 87 index index NOUN crl-24370 168 88 ( ( PUNCT crl-24370 168 89 lru lru PROPN crl-24370 168 90 ) ) PUNCT crl-24370 168 91 and and CCONJ crl-24370 168 92 building building NOUN crl-24370 168 93 usage usage NOUN crl-24370 168 94 ; ; PUNCT crl-24370 168 95 for for ADP crl-24370 168 96 international international ADJ crl-24370 168 97 students student NOUN crl-24370 168 98 compared compare VERB crl-24370 168 99 to to ADP crl-24370 168 100 us we PRON crl-24370 168 101 residents resident NOUN crl-24370 168 102 , , PUNCT crl-24370 168 103 without without ADP crl-24370 168 104 cri cri PROPN crl-24370 168 105 ; ; PUNCT crl-24370 168 106 and and CCONJ crl-24370 168 107 for for ADP crl-24370 168 108 receiving receive VERB crl-24370 168 109 cri cri NOUN crl-24370 168 110 compared compare VERB crl-24370 168 111 to to ADP crl-24370 168 112 no no DET crl-24370 168 113 cri cri PROPN crl-24370 168 114 , , PUNCT crl-24370 168 115 averaged average VERB crl-24370 168 116 over over ADP crl-24370 168 117 respondents respondent NOUN crl-24370 168 118 ’ ' PUNCT crl-24370 168 119 lru lru ADV crl-24370 168 120 , , PUNCT crl-24370 168 121 for for ADP crl-24370 168 122 both both CCONJ crl-24370 168 123 international international ADJ crl-24370 168 124 and and CCONJ crl-24370 168 125 us us PROPN crl-24370 168 126 residents resident NOUN crl-24370 168 127 . . PUNCT crl-24370 169 1 library library NOUN crl-24370 169 2 usage usage NOUN crl-24370 169 3 , , PUNCT crl-24370 169 4 instruction instruction NOUN crl-24370 169 5 , , PUNCT crl-24370 169 6 and and CCONJ crl-24370 169 7 student student NOUN crl-24370 169 8 success success NOUN crl-24370 169 9 across across ADP crl-24370 169 10 disciplines discipline NOUN crl-24370 169 11 471 471 NUM crl-24370 169 12 to to PART crl-24370 169 13 10 10 NUM crl-24370 169 14 percent percent NOUN crl-24370 169 15 for for ADP crl-24370 169 16 business business NOUN crl-24370 169 17 & & CCONJ crl-24370 169 18 economics economic NOUN crl-24370 169 19 and and CCONJ crl-24370 169 20 math math NOUN crl-24370 169 21 & & CCONJ crl-24370 169 22 computer computer NOUN crl-24370 169 23 science science NOUN crl-24370 169 24 graduate graduate NOUN crl-24370 169 25 students student NOUN crl-24370 169 26 ( ( PUNCT crl-24370 169 27 see see VERB crl-24370 169 28 figure figure NOUN crl-24370 169 29 6 6 NUM crl-24370 169 30 ) ) PUNCT crl-24370 169 31 . . PUNCT crl-24370 170 1 the the DET crl-24370 170 2 predicted predict VERB crl-24370 170 3 difference difference NOUN crl-24370 170 4 was be AUX crl-24370 170 5 a a DET crl-24370 170 6 bit bit NOUN crl-24370 170 7 higher high ADJ crl-24370 170 8 for for ADP crl-24370 170 9 international international ADJ crl-24370 170 10 students student NOUN crl-24370 170 11 than than ADP crl-24370 170 12 us we PRON crl-24370 170 13 residents resident NOUN crl-24370 170 14 , , PUNCT crl-24370 170 15 by by ADP crl-24370 170 16 about about ADV crl-24370 170 17 2 2 NUM crl-24370 170 18 to to PART crl-24370 170 19 3 3 NUM crl-24370 170 20 percent percent NOUN crl-24370 170 21 in in ADP crl-24370 170 22 most most ADJ crl-24370 170 23 disciplines discipline NOUN crl-24370 170 24 . . PUNCT crl-24370 171 1 figure figure VERB crl-24370 171 2 6 6 NUM crl-24370 171 3 average average ADJ crl-24370 171 4 predicted predict VERB crl-24370 171 5 comparisons comparison NOUN crl-24370 171 6 for for ADP crl-24370 171 7 “ " PUNCT crl-24370 171 8 library library NOUN crl-24370 171 9 contributes contribute VERB crl-24370 171 10 very very ADV crl-24370 171 11 much much ADV crl-24370 171 12 to to ADP crl-24370 171 13 my my PRON crl-24370 171 14 academic academic ADJ crl-24370 171 15 success success NOUN crl-24370 171 16 ” " PUNCT crl-24370 171 17 for for ADP crl-24370 171 18 each each DET crl-24370 171 19 discipline discipline NOUN crl-24370 171 20 , , PUNCT crl-24370 171 21 the the DET crl-24370 171 22 predicted predict VERB crl-24370 171 23 probability probability NOUN crl-24370 171 24 of of ADP crl-24370 171 25 saying say VERB crl-24370 171 26 that that SCONJ crl-24370 171 27 the the DET crl-24370 171 28 library library NOUN crl-24370 171 29 contributes contribute VERB crl-24370 171 30 “ " PUNCT crl-24370 171 31 very very ADV crl-24370 171 32 much much ADV crl-24370 171 33 ” " PUNCT crl-24370 171 34 to to ADP crl-24370 171 35 the the DET crl-24370 171 36 respondents respondent NOUN crl-24370 171 37 ’ ’ PART crl-24370 171 38 success success NOUN crl-24370 171 39 , , PUNCT crl-24370 171 40 compared compare VERB crl-24370 171 41 at at ADP crl-24370 171 42 lower low ADJ crl-24370 171 43 and and CCONJ crl-24370 171 44 higher high ADJ crl-24370 171 45 levels level NOUN crl-24370 171 46 of of ADP crl-24370 171 47 lru lru NOUN crl-24370 171 48 and and CCONJ crl-24370 171 49 building building NOUN crl-24370 171 50 usage usage NOUN crl-24370 171 51 of of ADP crl-24370 171 52 once once ADV crl-24370 171 53 per per ADP crl-24370 171 54 month month NOUN crl-24370 171 55 and and CCONJ crl-24370 171 56 4 4 NUM crl-24370 171 57 times time NOUN crl-24370 171 58 per per ADP crl-24370 171 59 month month NOUN crl-24370 171 60 . . PUNCT crl-24370 172 1 squares square NOUN crl-24370 172 2 indicate indicate VERB crl-24370 172 3 us we PRON crl-24370 172 4 residents resident NOUN crl-24370 172 5 and and CCONJ crl-24370 172 6 triangles triangle NOUN crl-24370 172 7 indicate indicate VERB crl-24370 172 8 international international ADJ crl-24370 172 9 students student NOUN crl-24370 172 10 , , PUNCT crl-24370 172 11 which which PRON crl-24370 172 12 shows show VERB crl-24370 172 13 a a DET crl-24370 172 14 little little ADV crl-24370 172 15 higher high ADJ crl-24370 172 16 lcs lcs NOUN crl-24370 172 17 with with ADP crl-24370 172 18 higher high ADJ crl-24370 172 19 lru lru NOUN crl-24370 172 20 for for ADP crl-24370 172 21 international international ADJ crl-24370 172 22 graduate graduate NOUN crl-24370 172 23 students student NOUN crl-24370 172 24 . . PUNCT crl-24370 173 1 otherwise otherwise ADV crl-24370 173 2 , , PUNCT crl-24370 173 3 the the DET crl-24370 173 4 two two NUM crl-24370 173 5 groups group NOUN crl-24370 173 6 are be AUX crl-24370 173 7 very very ADV crl-24370 173 8 close close ADJ crl-24370 173 9 . . PUNCT crl-24370 174 1 building building NOUN crl-24370 174 2 use use NOUN crl-24370 174 3 seems seem VERB crl-24370 174 4 to to PART crl-24370 174 5 be be AUX crl-24370 174 6 slightly slightly ADV crl-24370 174 7 more more ADV crl-24370 174 8 important important ADJ crl-24370 174 9 for for ADP crl-24370 174 10 international international ADJ crl-24370 174 11 undergraduates undergraduate NOUN crl-24370 174 12 than than SCONJ crl-24370 174 13 us we PRON crl-24370 174 14 resident resident ADJ crl-24370 174 15 undergraduates undergraduate NOUN crl-24370 174 16 , , PUNCT crl-24370 174 17 and and CCONJ crl-24370 174 18 for for ADP crl-24370 174 19 international international ADJ crl-24370 174 20 graduate graduate NOUN crl-24370 174 21 students student NOUN crl-24370 174 22 in in ADP crl-24370 174 23 the the DET crl-24370 174 24 arts art NOUN crl-24370 174 25 & & CCONJ crl-24370 174 26 design design NOUN crl-24370 174 27 , , PUNCT crl-24370 174 28 business business NOUN crl-24370 174 29 & & CCONJ crl-24370 174 30 economics economic NOUN crl-24370 174 31 , , PUNCT crl-24370 174 32 and and CCONJ crl-24370 174 33 veterinary veterinary ADJ crl-24370 174 34 medicine medicine NOUN crl-24370 174 35 disciplines discipline VERB crl-24370 174 36 . . PUNCT crl-24370 175 1 472 472 NUM crl-24370 175 2 college college PROPN crl-24370 175 3 & & CCONJ crl-24370 175 4 research research PROPN crl-24370 175 5 libraries library NOUN crl-24370 175 6 april april PROPN crl-24370 175 7 2020 2020 NUM crl-24370 175 8 model model NOUN crl-24370 175 9 of of ADP crl-24370 175 10 cumulative cumulative ADJ crl-24370 175 11 gpa gpa PROPN crl-24370 175 12 cumulative cumulative PROPN crl-24370 175 13 gpa gpa PROPN crl-24370 175 14 was be AUX crl-24370 175 15 higher high ADJ crl-24370 175 16 on on ADP crl-24370 175 17 average average NOUN crl-24370 175 18 for for ADP crl-24370 175 19 students student NOUN crl-24370 175 20 who who PRON crl-24370 175 21 used use VERB crl-24370 175 22 library library NOUN crl-24370 175 23 resources resource NOUN crl-24370 175 24 more more ADV crl-24370 175 25 frequently frequently ADV crl-24370 175 26 , , PUNCT crl-24370 175 27 but but CCONJ crl-24370 175 28 not not PART crl-24370 175 29 for for ADP crl-24370 175 30 undergraduate undergraduate ADJ crl-24370 175 31 students student NOUN crl-24370 175 32 who who PRON crl-24370 175 33 received receive VERB crl-24370 175 34 library library NOUN crl-24370 175 35 instruction instruction NOUN crl-24370 175 36 . . PUNCT crl-24370 176 1 an an DET crl-24370 176 2 undergraduate undergraduate NOUN crl-24370 176 3 with with ADP crl-24370 176 4 a a DET crl-24370 176 5 library library NOUN crl-24370 176 6 resource resource NOUN crl-24370 176 7 usage usage NOUN crl-24370 176 8 index index NOUN crl-24370 176 9 ( ( PUNCT crl-24370 176 10 lru lru PROPN crl-24370 176 11 ) ) PUNCT crl-24370 176 12 of of ADP crl-24370 176 13 4 4 NUM crl-24370 176 14 times time NOUN crl-24370 176 15 per per ADP crl-24370 176 16 month month NOUN crl-24370 176 17 averaged average VERB crl-24370 176 18 a a DET crl-24370 176 19 higher high ADJ crl-24370 176 20 gpa gpa NOUN crl-24370 176 21 by by ADP crl-24370 176 22 0.1 0.1 NUM crl-24370 176 23 than than ADP crl-24370 176 24 an an DET crl-24370 176 25 undergraduate undergraduate NOUN crl-24370 176 26 with with ADP crl-24370 176 27 an an DET crl-24370 176 28 lru lru NOUN crl-24370 176 29 of of ADP crl-24370 176 30 1 1 NUM crl-24370 176 31 , , PUNCT crl-24370 176 32 if if SCONJ crl-24370 176 33 they they PRON crl-24370 176 34 had have AUX crl-24370 176 35 not not PART crl-24370 176 36 received receive VERB crl-24370 176 37 course course NOUN crl-24370 176 38 - - PUNCT crl-24370 176 39 related relate VERB crl-24370 176 40 instruction instruction NOUN crl-24370 176 41 ( ( PUNCT crl-24370 176 42 cri cri PROPN crl-24370 176 43 ) ) PUNCT crl-24370 176 44 . . PUNCT crl-24370 177 1 the the DET crl-24370 177 2 difference difference NOUN crl-24370 177 3 was be AUX crl-24370 177 4 greater great ADJ crl-24370 177 5 than than ADP crl-24370 177 6 0 0 NUM crl-24370 177 7 with with ADP crl-24370 177 8 at at ADV crl-24370 177 9 least least ADV crl-24370 177 10 95 95 NUM crl-24370 177 11 percent percent NOUN crl-24370 177 12 probability probability NOUN crl-24370 177 13 , , PUNCT crl-24370 177 14 given give VERB crl-24370 177 15 the the DET crl-24370 177 16 data datum NOUN crl-24370 177 17 . . PUNCT crl-24370 178 1 this this PRON crl-24370 178 2 is be AUX crl-24370 178 3 seen see VERB crl-24370 178 4 in in ADP crl-24370 178 5 figure figure NOUN crl-24370 178 6 7 7 NUM crl-24370 178 7 , , PUNCT crl-24370 178 8 as as SCONJ crl-24370 178 9 the the DET crl-24370 178 10 entire entire ADJ crl-24370 178 11 90 90 NUM crl-24370 178 12 percent percent NOUN crl-24370 178 13 credible credible ADJ crl-24370 178 14 interval interval NOUN crl-24370 178 15 ( ( PUNCT crl-24370 178 16 thin thin ADJ crl-24370 178 17 bar bar NOUN crl-24370 178 18 ) ) PUNCT crl-24370 178 19 is be AUX crl-24370 178 20 to to ADP crl-24370 178 21 the the DET crl-24370 178 22 right right NOUN crl-24370 178 23 of of ADP crl-24370 178 24 0 0 NUM crl-24370 178 25 , , PUNCT crl-24370 178 26 together together ADV crl-24370 178 27 with with ADP crl-24370 178 28 the the DET crl-24370 178 29 other other ADJ crl-24370 178 30 5 5 NUM crl-24370 178 31 percent percent NOUN crl-24370 178 32 to to ADP crl-24370 178 33 the the DET crl-24370 178 34 right right NOUN crl-24370 178 35 of of ADP crl-24370 178 36 the the DET crl-24370 178 37 bar bar NOUN crl-24370 178 38 . . PUNCT crl-24370 179 1 little little ADJ crl-24370 179 2 to to PART crl-24370 179 3 no no DET crl-24370 179 4 difference difference NOUN crl-24370 179 5 in in ADP crl-24370 179 6 gpa gpa PROPN crl-24370 179 7 was be AUX crl-24370 179 8 predicted predict VERB crl-24370 179 9 for for ADP crl-24370 179 10 higher high ADJ crl-24370 179 11 lru lru NOUN crl-24370 179 12 for for ADP crl-24370 179 13 those those DET crl-24370 179 14 undergraduates undergraduate NOUN crl-24370 179 15 who who PRON crl-24370 179 16 reported report VERB crl-24370 179 17 cri cri PROPN crl-24370 179 18 . . PUNCT crl-24370 180 1 the the DET crl-24370 180 2 average average ADJ crl-24370 180 3 predicted predict VERB crl-24370 180 4 graduate graduate NOUN crl-24370 180 5 student student NOUN crl-24370 180 6 gpa gpa PROPN crl-24370 180 7 was be AUX crl-24370 180 8 higher high ADJ crl-24370 180 9 by by ADP crl-24370 180 10 about about ADV crl-24370 180 11 0.05 0.05 NUM crl-24370 180 12 at at ADP crl-24370 180 13 an an DET crl-24370 180 14 lru lru NOUN crl-24370 180 15 of of ADP crl-24370 180 16 4 4 NUM crl-24370 180 17 times time NOUN crl-24370 180 18 per per ADP crl-24370 180 19 month month NOUN crl-24370 180 20 vs. vs. X crl-24370 180 21 1 1 NUM crl-24370 180 22 time time NOUN crl-24370 180 23 per per ADP crl-24370 180 24 month month NOUN crl-24370 180 25 . . PUNCT crl-24370 181 1 the the DET crl-24370 181 2 difference difference NOUN crl-24370 181 3 was be AUX crl-24370 181 4 greater great ADJ crl-24370 181 5 than than ADP crl-24370 181 6 0 0 NUM crl-24370 181 7 with with ADP crl-24370 181 8 at at ADV crl-24370 181 9 least least ADV crl-24370 181 10 95 95 NUM crl-24370 181 11 percent percent NOUN crl-24370 181 12 probability probability NOUN crl-24370 181 13 , , PUNCT crl-24370 181 14 whether whether SCONJ crl-24370 181 15 or or CCONJ crl-24370 181 16 not not PART crl-24370 181 17 the the DET crl-24370 181 18 student student NOUN crl-24370 181 19 reported report VERB crl-24370 181 20 receiving receive VERB crl-24370 181 21 library library NOUN crl-24370 181 22 instruction instruction NOUN crl-24370 181 23 . . PUNCT crl-24370 182 1 more more ADV crl-24370 182 2 frequent frequent ADJ crl-24370 182 3 building building NOUN crl-24370 182 4 usage usage NOUN crl-24370 182 5 predicted predict VERB crl-24370 182 6 lower low ADJ crl-24370 182 7 gpa gpa NOUN crl-24370 182 8 , , PUNCT crl-24370 182 9 comparing compare VERB crl-24370 182 10 4 4 NUM crl-24370 182 11 times time NOUN crl-24370 182 12 per per ADP crl-24370 182 13 month month NOUN crl-24370 182 14 to to ADP crl-24370 182 15 1 1 NUM crl-24370 182 16 time time NOUN crl-24370 182 17 per per ADP crl-24370 182 18 month month NOUN crl-24370 182 19 , , PUNCT crl-24370 182 20 for for ADP crl-24370 182 21 both both CCONJ crl-24370 182 22 undergraduates undergraduate NOUN crl-24370 182 23 and and CCONJ crl-24370 182 24 graduate graduate NOUN crl-24370 182 25 students student NOUN crl-24370 182 26 ( ( PUNCT crl-24370 182 27 see see VERB crl-24370 182 28 second second ADJ crl-24370 182 29 line line NOUN crl-24370 182 30 of of ADP crl-24370 182 31 figure figure NOUN crl-24370 182 32 7 7 NUM crl-24370 182 33 ) ) PUNCT crl-24370 182 34 . . PUNCT crl-24370 183 1 on on ADP crl-24370 183 2 average average ADJ crl-24370 183 3 , , PUNCT crl-24370 183 4 both both CCONJ crl-24370 183 5 graduates graduate NOUN crl-24370 183 6 and and CCONJ crl-24370 183 7 undergraduates undergraduate NOUN crl-24370 183 8 who who PRON crl-24370 183 9 had have AUX crl-24370 183 10 received receive VERB crl-24370 183 11 library library NOUN crl-24370 183 12 instruction instruction NOUN crl-24370 183 13 in in ADP crl-24370 183 14 class class NOUN crl-24370 183 15 had have VERB crl-24370 183 16 the the DET crl-24370 183 17 same same ADJ crl-24370 183 18 or or CCONJ crl-24370 183 19 slightly slightly ADV crl-24370 183 20 lower low ADJ crl-24370 183 21 gpas gpas NOUN crl-24370 183 22 than than ADP crl-24370 183 23 those those PRON crl-24370 183 24 who who PRON crl-24370 183 25 had have VERB crl-24370 183 26 not not PART crl-24370 183 27 . . PUNCT crl-24370 184 1 receiving receive VERB crl-24370 184 2 cri cri PROPN crl-24370 184 3 predicted predict VERB crl-24370 184 4 lower low ADJ crl-24370 184 5 gpas gpa NOUN crl-24370 184 6 by by ADP crl-24370 184 7 0.03 0.03 NUM crl-24370 184 8 for for ADP crl-24370 184 9 us us PROPN crl-24370 184 10 undergraduates undergraduate NOUN crl-24370 184 11 , , PUNCT crl-24370 184 12 although although SCONJ crl-24370 184 13 this this PRON crl-24370 184 14 was be AUX crl-24370 184 15 estimated estimate VERB crl-24370 184 16 with with ADP crl-24370 184 17 a a DET crl-24370 184 18 great great ADJ crl-24370 184 19 deal deal NOUN crl-24370 184 20 of of ADP crl-24370 184 21 uncertainty uncertainty NOUN crl-24370 184 22 . . PUNCT crl-24370 185 1 there there PRON crl-24370 185 2 was be VERB crl-24370 185 3 little little ADJ crl-24370 185 4 to to ADP crl-24370 185 5 no no DET crl-24370 185 6 difference difference NOUN crl-24370 185 7 between between ADP crl-24370 185 8 international international ADJ crl-24370 185 9 students student NOUN crl-24370 185 10 and and CCONJ crl-24370 185 11 us we PRON crl-24370 185 12 residents resident NOUN crl-24370 185 13 ( ( PUNCT crl-24370 185 14 see see VERB crl-24370 185 15 third third ADJ crl-24370 185 16 and and CCONJ crl-24370 185 17 fourth fourth ADJ crl-24370 185 18 lines line NOUN crl-24370 185 19 of of ADP crl-24370 185 20 figure figure NOUN crl-24370 185 21 7 7 NUM crl-24370 185 22 ) ) PUNCT crl-24370 185 23 . . PUNCT crl-24370 186 1 figure figure VERB crl-24370 186 2 7 7 NUM crl-24370 186 3 cumulative cumulative ADJ crl-24370 186 4 gpa gpa PROPN crl-24370 186 5 compared compare VERB crl-24370 186 6 at at ADP crl-24370 186 7 different different ADJ crl-24370 186 8 values value NOUN crl-24370 186 9 of of ADP crl-24370 186 10 each each DET crl-24370 186 11 predictor predictor NOUN crl-24370 186 12 comparing compare VERB crl-24370 186 13 the the DET crl-24370 186 14 average average ADJ crl-24370 186 15 predicted predict VERB crl-24370 186 16 cumulative cumulative ADJ crl-24370 186 17 gpa gpa PROPN crl-24370 186 18 at at ADP crl-24370 186 19 different different ADJ crl-24370 186 20 levels level NOUN crl-24370 186 21 of of ADP crl-24370 186 22 library library NOUN crl-24370 186 23 resource resource NOUN crl-24370 186 24 usage usage NOUN crl-24370 186 25 ( ( PUNCT crl-24370 186 26 lru lru ADV crl-24370 186 27 , , PUNCT crl-24370 186 28 once once ADV crl-24370 186 29 per per ADP crl-24370 186 30 month month NOUN crl-24370 186 31 vs. vs. X crl-24370 186 32 4 4 NUM crl-24370 186 33 times time NOUN crl-24370 186 34 ) ) PUNCT crl-24370 186 35 with with ADP crl-24370 186 36 course course NOUN crl-24370 186 37 - - PUNCT crl-24370 186 38 related relate VERB crl-24370 186 39 instruction instruction NOUN crl-24370 186 40 ( ( PUNCT crl-24370 186 41 cri cri PROPN crl-24370 186 42 ) ) PUNCT crl-24370 186 43 vs. vs. ADP crl-24370 186 44 none none NOUN crl-24370 186 45 ; ; PUNCT crl-24370 186 46 building building NOUN crl-24370 186 47 use use NOUN crl-24370 186 48 ( ( PUNCT crl-24370 186 49 once once ADV crl-24370 186 50 per per ADP crl-24370 186 51 month month NOUN crl-24370 186 52 vs. vs. X crl-24370 186 53 4 4 NUM crl-24370 186 54 times time NOUN crl-24370 186 55 ) ) PUNCT crl-24370 186 56 ; ; PUNCT crl-24370 186 57 and and CCONJ crl-24370 186 58 received receive VERB crl-24370 186 59 cri cri PROPN crl-24370 186 60 compared compare VERB crl-24370 186 61 to to ADP crl-24370 186 62 no no DET crl-24370 186 63 cri cri NOUN crl-24370 186 64 for for ADP crl-24370 186 65 international international ADJ crl-24370 186 66 students student NOUN crl-24370 186 67 and and CCONJ crl-24370 186 68 for for ADP crl-24370 186 69 us us PROPN crl-24370 186 70 residents resident NOUN crl-24370 186 71 . . PUNCT crl-24370 187 1 increased increase VERB crl-24370 187 2 lru lru PROPN crl-24370 187 3 predicts predict NOUN crl-24370 187 4 increased increase VERB crl-24370 187 5 gpa gpa NOUN crl-24370 187 6 for for ADP crl-24370 187 7 both both CCONJ crl-24370 187 8 graduate graduate NOUN crl-24370 187 9 students student NOUN crl-24370 187 10 and and CCONJ crl-24370 187 11 undergraduates undergraduate VERB crl-24370 187 12 with with ADP crl-24370 187 13 at at ADV crl-24370 187 14 least least ADV crl-24370 187 15 95 95 NUM crl-24370 187 16 percent percent NOUN crl-24370 187 17 probability probability NOUN crl-24370 187 18 ( ( PUNCT crl-24370 187 19 90 90 NUM crl-24370 187 20 percent percent NOUN crl-24370 187 21 credible credible ADJ crl-24370 187 22 interval interval NOUN crl-24370 187 23 is be AUX crl-24370 187 24 above above ADP crl-24370 187 25 zero zero NUM crl-24370 187 26 ) ) PUNCT crl-24370 187 27 , , PUNCT crl-24370 187 28 but but CCONJ crl-24370 187 29 with with ADP crl-24370 187 30 less less ADJ crl-24370 187 31 than than ADP crl-24370 187 32 75 75 NUM crl-24370 187 33 percent percent NOUN crl-24370 187 34 probability probability NOUN crl-24370 187 35 for for ADP crl-24370 187 36 undergraduates undergraduate NOUN crl-24370 187 37 who who PRON crl-24370 187 38 received receive VERB crl-24370 187 39 cri cri PROPN crl-24370 187 40 , , PUNCT crl-24370 187 41 while while SCONJ crl-24370 187 42 increased increase VERB crl-24370 187 43 building building NOUN crl-24370 187 44 usage usage NOUN crl-24370 187 45 predicts predict NOUN crl-24370 187 46 lower low ADJ crl-24370 187 47 gpa gpa PROPN crl-24370 187 48 . . PUNCT crl-24370 188 1 receiving receive VERB crl-24370 188 2 cri cri PROPN crl-24370 188 3 predicts predict NOUN crl-24370 188 4 lower low ADJ crl-24370 188 5 gpa gpa NOUN crl-24370 188 6 for for ADP crl-24370 188 7 both both CCONJ crl-24370 188 8 international international ADJ crl-24370 188 9 and and CCONJ crl-24370 188 10 us we PRON crl-24370 188 11 residents resident NOUN crl-24370 188 12 by by ADP crl-24370 188 13 the the DET crl-24370 188 14 same same ADJ crl-24370 188 15 amount amount NOUN crl-24370 188 16 . . PUNCT crl-24370 189 1 library library NOUN crl-24370 189 2 usage usage NOUN crl-24370 189 3 , , PUNCT crl-24370 189 4 instruction instruction NOUN crl-24370 189 5 , , PUNCT crl-24370 189 6 and and CCONJ crl-24370 189 7 student student NOUN crl-24370 189 8 success success NOUN crl-24370 189 9 across across ADP crl-24370 189 10 disciplines discipline NOUN crl-24370 189 11 473 473 NUM crl-24370 189 12 in in ADP crl-24370 189 13 the the DET crl-24370 189 14 left left ADJ crl-24370 189 15 column column NOUN crl-24370 189 16 of of ADP crl-24370 189 17 figure figure NOUN crl-24370 189 18 8 8 NUM crl-24370 189 19 , , PUNCT crl-24370 189 20 the the DET crl-24370 189 21 predicted predict VERB crl-24370 189 22 difference difference NOUN crl-24370 189 23 in in ADP crl-24370 189 24 gpa gpa PROPN crl-24370 189 25 between between ADP crl-24370 189 26 those those PRON crl-24370 189 27 with with ADP crl-24370 189 28 an an DET crl-24370 189 29 lru lru NOUN crl-24370 189 30 of of ADP crl-24370 189 31 4 4 NUM crl-24370 189 32 and and CCONJ crl-24370 189 33 those those PRON crl-24370 189 34 with with ADP crl-24370 189 35 an an DET crl-24370 189 36 lru lru NOUN crl-24370 189 37 of of ADP crl-24370 189 38 1 1 NUM crl-24370 189 39 , , PUNCT crl-24370 189 40 averaged average VERB crl-24370 189 41 over over ADP crl-24370 189 42 the the DET crl-24370 189 43 conditions condition NOUN crl-24370 189 44 of of ADP crl-24370 189 45 receiving receive VERB crl-24370 189 46 cri cri NOUN crl-24370 189 47 or or CCONJ crl-24370 189 48 not not PART crl-24370 189 49 , , PUNCT crl-24370 189 50 varied vary VERB crl-24370 189 51 by by ADP crl-24370 189 52 discipline discipline NOUN crl-24370 189 53 . . PUNCT crl-24370 190 1 veterinary veterinary ADJ crl-24370 190 2 medicine medicine NOUN crl-24370 190 3 students student NOUN crl-24370 190 4 ’ ’ PART crl-24370 190 5 difference difference NOUN crl-24370 190 6 of of ADP crl-24370 190 7 0.11 0.11 NUM crl-24370 190 8 was be AUX crl-24370 190 9 the the DET crl-24370 190 10 highest high ADJ crl-24370 190 11 for for ADP crl-24370 190 12 graduate graduate NOUN crl-24370 190 13 students student NOUN crl-24370 190 14 . . PUNCT crl-24370 191 1 veterinary veterinary ADJ crl-24370 191 2 medicine medicine NOUN crl-24370 191 3 students student NOUN crl-24370 191 4 had have VERB crl-24370 191 5 a a DET crl-24370 191 6 wider wide ADJ crl-24370 191 7 range range NOUN crl-24370 191 8 of of ADP crl-24370 191 9 gpa gpa PROPN crl-24370 191 10 than than ADP crl-24370 191 11 other other ADJ crl-24370 191 12 graduate graduate NOUN crl-24370 191 13 students student NOUN crl-24370 191 14 . . PUNCT crl-24370 192 1 other other ADJ crl-24370 192 2 graduate graduate NOUN crl-24370 192 3 student student NOUN crl-24370 192 4 disciplines discipline NOUN crl-24370 192 5 ranged range VERB crl-24370 192 6 from from ADP crl-24370 192 7 .03 .03 NUM crl-24370 192 8 higher high ADJ crl-24370 192 9 gpa gpa PROPN crl-24370 192 10 ( ( PUNCT crl-24370 192 11 business business PROPN crl-24370 192 12 & & CCONJ crl-24370 192 13 economics economic NOUN crl-24370 192 14 and and CCONJ crl-24370 192 15 interdisciplinary interdisciplinary NOUN crl-24370 192 16 ) ) PUNCT crl-24370 192 17 to to ADP crl-24370 192 18 0.05 0.05 NUM crl-24370 192 19 higher high ADJ crl-24370 192 20 gpa gpa NOUN crl-24370 192 21 . . PUNCT crl-24370 193 1 there there PRON crl-24370 193 2 was be VERB crl-24370 193 3 more more ADJ crl-24370 193 4 variation variation NOUN crl-24370 193 5 for for ADP crl-24370 193 6 undergraduates undergraduate NOUN crl-24370 193 7 , , PUNCT crl-24370 193 8 ranging range VERB crl-24370 193 9 from from ADP crl-24370 193 10 0 0 NUM crl-24370 193 11 for for ADP crl-24370 193 12 math math NOUN crl-24370 193 13 & & CCONJ crl-24370 193 14 computer computer PROPN crl-24370 193 15 sciences science NOUN crl-24370 193 16 to to ADP crl-24370 193 17 0.09 0.09 NUM crl-24370 193 18 for for ADP crl-24370 193 19 physical physical ADJ crl-24370 193 20 sciences science NOUN crl-24370 193 21 & & CCONJ crl-24370 193 22 engineering engineering PROPN crl-24370 193 23 . . PUNCT crl-24370 194 1 because because SCONJ crl-24370 194 2 exploratory exploratory ADJ crl-24370 194 3 plots plot NOUN crl-24370 194 4 showed show VERB crl-24370 194 5 a a DET crl-24370 194 6 distinct distinct ADJ crl-24370 194 7 grouping grouping NOUN crl-24370 194 8 with with ADP crl-24370 194 9 0 0 NUM crl-24370 194 10 usage usage NOUN crl-24370 194 11 , , PUNCT crl-24370 194 12 and and CCONJ crl-24370 194 13 because because SCONJ crl-24370 194 14 the the DET crl-24370 194 15 average average NOUN crl-24370 194 16 of of ADP crl-24370 194 17 the the DET crl-24370 194 18 gpas gpas NOUN crl-24370 194 19 of of ADP crl-24370 194 20 that that DET crl-24370 194 21 group group NOUN crl-24370 194 22 seemed seem VERB crl-24370 194 23 to to PART crl-24370 194 24 be be AUX crl-24370 194 25 higher high ADJ crl-24370 194 26 than than ADP crl-24370 194 27 those those PRON crl-24370 194 28 with with ADP crl-24370 194 29 a a DET crl-24370 194 30 small small ADJ crl-24370 194 31 amount amount NOUN crl-24370 194 32 of of ADP crl-24370 194 33 usage usage NOUN crl-24370 194 34 , , PUNCT crl-24370 194 35 a a DET crl-24370 194 36 dummy dummy ADJ crl-24370 194 37 variable variable NOUN crl-24370 194 38 for for ADP crl-24370 194 39 0 0 NUM crl-24370 194 40 usage usage NOUN crl-24370 194 41 was be AUX crl-24370 194 42 included include VERB crl-24370 194 43 in in ADP crl-24370 194 44 the the DET crl-24370 194 45 model model NOUN crl-24370 194 46 , , PUNCT crl-24370 194 47 which which PRON crl-24370 194 48 could could AUX crl-24370 194 49 vary vary VERB crl-24370 194 50 by by ADP crl-24370 194 51 discipline discipline NOUN crl-24370 194 52 . . PUNCT crl-24370 195 1 for for ADP crl-24370 195 2 this this DET crl-24370 195 3 reason reason NOUN crl-24370 195 4 , , PUNCT crl-24370 195 5 the the DET crl-24370 195 6 lower low ADJ crl-24370 195 7 level level NOUN crl-24370 195 8 of of ADP crl-24370 195 9 lru lru NOUN crl-24370 195 10 in in ADP crl-24370 195 11 the the DET crl-24370 195 12 comparison comparison NOUN crl-24370 195 13 in in ADP crl-24370 195 14 figures figure NOUN crl-24370 195 15 7 7 NUM crl-24370 195 16 and and CCONJ crl-24370 195 17 8 8 NUM crl-24370 195 18 was be AUX crl-24370 195 19 1 1 NUM crl-24370 195 20 rather rather ADV crl-24370 195 21 than than ADP crl-24370 195 22 0 0 NUM crl-24370 195 23 usage usage NOUN crl-24370 195 24 . . PUNCT crl-24370 196 1 figure figure NOUN crl-24370 196 2 8 8 NUM crl-24370 196 3 cumulative cumulative ADJ crl-24370 196 4 gpa gpa PROPN crl-24370 196 5 compared compare VERB crl-24370 196 6 at at ADP crl-24370 196 7 lower low ADJ crl-24370 196 8 and and CCONJ crl-24370 196 9 higher high ADJ crl-24370 196 10 levels level NOUN crl-24370 196 11 of of ADP crl-24370 196 12 library library NOUN crl-24370 196 13 resource resource NOUN crl-24370 196 14 usage usage NOUN crl-24370 196 15 and and CCONJ crl-24370 196 16 receiving receive VERB crl-24370 196 17 cri cri PROPN crl-24370 196 18 vs. vs. ADP crl-24370 196 19 no no DET crl-24370 196 20 cri cri NOUN crl-24370 196 21 average average ADJ crl-24370 196 22 difference difference NOUN crl-24370 196 23 in in ADP crl-24370 196 24 predicted predict VERB crl-24370 196 25 cumulative cumulative ADJ crl-24370 196 26 gpa gpa PROPN crl-24370 196 27 , , PUNCT crl-24370 196 28 comparing compare VERB crl-24370 196 29 an an DET crl-24370 196 30 lru lru NOUN crl-24370 196 31 of of ADP crl-24370 196 32 1 1 NUM crl-24370 196 33 time time NOUN crl-24370 196 34 per per ADP crl-24370 196 35 month month NOUN crl-24370 196 36 ( ( PUNCT crl-24370 196 37 red red ADJ crl-24370 196 38 baseline baseline NOUN crl-24370 196 39 at at ADP crl-24370 196 40 zero zero NUM crl-24370 196 41 ) ) PUNCT crl-24370 196 42 to to ADP crl-24370 196 43 4 4 NUM crl-24370 196 44 times time NOUN crl-24370 196 45 per per ADP crl-24370 196 46 month month NOUN crl-24370 196 47 ( ( PUNCT crl-24370 196 48 left left ADJ crl-24370 196 49 column column NOUN crl-24370 196 50 ) ) PUNCT crl-24370 196 51 , , PUNCT crl-24370 196 52 and and CCONJ crl-24370 196 53 comparing compare VERB crl-24370 196 54 cri cri PROPN crl-24370 196 55 to to ADP crl-24370 196 56 no no DET crl-24370 196 57 cri cri NOUN crl-24370 196 58 , , PUNCT crl-24370 196 59 while while SCONJ crl-24370 196 60 averaging average VERB crl-24370 196 61 over over ADP crl-24370 196 62 range range NOUN crl-24370 196 63 of of ADP crl-24370 196 64 lru lru PROPN crl-24370 196 65 . . PUNCT crl-24370 197 1 thick thick ADJ crl-24370 197 2 segments segment NOUN crl-24370 197 3 show show VERB crl-24370 197 4 the the DET crl-24370 197 5 middle middle ADJ crl-24370 197 6 50 50 NUM crl-24370 197 7 percent percent NOUN crl-24370 197 8 of of ADP crl-24370 197 9 plausible plausible ADJ crl-24370 197 10 values value NOUN crl-24370 197 11 , , PUNCT crl-24370 197 12 while while SCONJ crl-24370 197 13 thin thin ADJ crl-24370 197 14 segments segment NOUN crl-24370 197 15 show show VERB crl-24370 197 16 the the DET crl-24370 197 17 middle middle ADJ crl-24370 197 18 90 90 NUM crl-24370 197 19 percent percent NOUN crl-24370 197 20 . . PUNCT crl-24370 198 1 if if SCONJ crl-24370 198 2 the the DET crl-24370 198 3 entire entire ADJ crl-24370 198 4 50 50 NUM crl-24370 198 5 percent percent NOUN crl-24370 198 6 interval interval NOUN crl-24370 198 7 is be AUX crl-24370 198 8 greater great ADJ crl-24370 198 9 than than ADP crl-24370 198 10 zero zero NUM crl-24370 198 11 , , PUNCT crl-24370 198 12 then then ADV crl-24370 198 13 there there PRON crl-24370 198 14 is be VERB crl-24370 198 15 at at ADP crl-24370 198 16 least least ADV crl-24370 198 17 75 75 NUM crl-24370 198 18 percent percent NOUN crl-24370 198 19 probability probability NOUN crl-24370 198 20 that that SCONJ crl-24370 198 21 the the DET crl-24370 198 22 difference difference NOUN crl-24370 198 23 is be AUX crl-24370 198 24 positive positive ADJ crl-24370 198 25 ( ( PUNCT crl-24370 198 26 higher high ADJ crl-24370 198 27 gpa gpa NOUN crl-24370 198 28 ) ) PUNCT crl-24370 198 29 . . PUNCT crl-24370 199 1 if if SCONJ crl-24370 199 2 the the DET crl-24370 199 3 entire entire ADJ crl-24370 199 4 90 90 NUM crl-24370 199 5 percent percent NOUN crl-24370 199 6 interval interval NOUN crl-24370 199 7 is be AUX crl-24370 199 8 greater great ADJ crl-24370 199 9 than than ADP crl-24370 199 10 zero zero NUM crl-24370 199 11 , , PUNCT crl-24370 199 12 then then ADV crl-24370 199 13 there there PRON crl-24370 199 14 is be VERB crl-24370 199 15 at at ADP crl-24370 199 16 least least ADJ crl-24370 199 17 95 95 NUM crl-24370 199 18 percent percent NOUN crl-24370 199 19 probability probability NOUN crl-24370 199 20 that that SCONJ crl-24370 199 21 the the DET crl-24370 199 22 difference difference NOUN crl-24370 199 23 is be AUX crl-24370 199 24 positive positive ADJ crl-24370 199 25 . . PUNCT crl-24370 200 1 474 474 NUM crl-24370 200 2 college college PROPN crl-24370 200 3 & & CCONJ crl-24370 200 4 research research PROPN crl-24370 200 5 libraries library NOUN crl-24370 200 6 april april PROPN crl-24370 200 7 2020 2020 NUM crl-24370 200 8 the the DET crl-24370 200 9 differences difference NOUN crl-24370 200 10 in in ADP crl-24370 200 11 figures figure NOUN crl-24370 200 12 7 7 NUM crl-24370 200 13 and and CCONJ crl-24370 200 14 8 8 NUM crl-24370 200 15 adjusted adjust VERB crl-24370 200 16 for for ADP crl-24370 200 17 gender gender NOUN crl-24370 200 18 ( ( PUNCT crl-24370 200 19 females female NOUN crl-24370 200 20 average average ADJ crl-24370 200 21 higher high ADJ crl-24370 200 22 gpa gpa NOUN crl-24370 200 23 ) ) PUNCT crl-24370 200 24 ; ; PUNCT crl-24370 200 25 international international ADJ crl-24370 200 26 status status NOUN crl-24370 200 27 ( ( PUNCT crl-24370 200 28 difference difference NOUN crl-24370 200 29 varied vary VERB crl-24370 200 30 by by ADP crl-24370 200 31 discipline discipline NOUN crl-24370 200 32 , , PUNCT crl-24370 200 33 but but CCONJ crl-24370 200 34 was be AUX crl-24370 200 35 mostly mostly ADV crl-24370 200 36 neutral neutral ADJ crl-24370 200 37 to to ADP crl-24370 200 38 negative negative ADJ crl-24370 200 39 ) ) PUNCT crl-24370 200 40 ; ; PUNCT crl-24370 200 41 class class NOUN crl-24370 200 42 level level NOUN crl-24370 200 43 for for ADP crl-24370 200 44 undergraduates undergraduate NOUN crl-24370 200 45 and and CCONJ crl-24370 200 46 whether whether SCONJ crl-24370 200 47 a a DET crl-24370 200 48 graduate graduate NOUN crl-24370 200 49 student student NOUN crl-24370 200 50 was be AUX crl-24370 200 51 in in ADP crl-24370 200 52 a a DET crl-24370 200 53 no no DET crl-24370 200 54 - - PUNCT crl-24370 200 55 thesis thesis NOUN crl-24370 200 56 , , PUNCT crl-24370 200 57 thesis thesis NOUN crl-24370 200 58 , , PUNCT crl-24370 200 59 or or CCONJ crl-24370 200 60 dissertation dissertation NOUN crl-24370 200 61 program program NOUN crl-24370 200 62 ; ; PUNCT crl-24370 200 63 the the DET crl-24370 200 64 sampling sample VERB crl-24370 200 65 strata stratum NOUN crl-24370 200 66 ; ; PUNCT crl-24370 200 67 building building NOUN crl-24370 200 68 use use NOUN crl-24370 200 69 ; ; PUNCT crl-24370 200 70 and and CCONJ crl-24370 200 71 average average ADJ crl-24370 200 72 cumulative cumulative ADJ crl-24370 200 73 gpa gpa PROPN crl-24370 200 74 for for ADP crl-24370 200 75 class class NOUN crl-24370 200 76 level level NOUN crl-24370 200 77 and and CCONJ crl-24370 200 78 college college NOUN crl-24370 200 79 . . PUNCT crl-24370 201 1 a a DET crl-24370 201 2 simplified simplified ADJ crl-24370 201 3 model model NOUN crl-24370 201 4 was be AUX crl-24370 201 5 used use VERB crl-24370 201 6 for for ADP crl-24370 201 7 the the DET crl-24370 201 8 scatter scatter NOUN crl-24370 201 9 plots plot NOUN crl-24370 201 10 in in ADP crl-24370 201 11 figure figure NOUN crl-24370 201 12 9 9 NUM crl-24370 201 13 , , PUNCT crl-24370 201 14 not not PART crl-24370 201 15 adjusting adjust VERB crl-24370 201 16 for for ADP crl-24370 201 17 cri cri PROPN crl-24370 201 18 , , PUNCT crl-24370 201 19 building building NOUN crl-24370 201 20 usage usage NOUN crl-24370 201 21 , , PUNCT crl-24370 201 22 residency residency NOUN crl-24370 201 23 , , PUNCT crl-24370 201 24 gender gender NOUN crl-24370 201 25 , , PUNCT crl-24370 201 26 and and CCONJ crl-24370 201 27 class class NOUN crl-24370 201 28 level level NOUN crl-24370 201 29 , , PUNCT crl-24370 201 30 and and CCONJ crl-24370 201 31 using use VERB crl-24370 201 32 only only ADV crl-24370 201 33 the the DET crl-24370 201 34 zero zero NUM crl-24370 201 35 use use NOUN crl-24370 201 36 indicator indicator NOUN crl-24370 201 37 and and CCONJ crl-24370 201 38 log2 log2 NOUN crl-24370 201 39 of of ADP crl-24370 201 40 lru lru PROPN crl-24370 201 41 as as ADP crl-24370 201 42 predictors predictor NOUN crl-24370 201 43 , , PUNCT crl-24370 201 44 with with ADP crl-24370 201 45 varying vary VERB crl-24370 201 46 slopes slope NOUN crl-24370 201 47 for for ADP crl-24370 201 48 both both PRON crl-24370 201 49 in in ADP crl-24370 201 50 the the DET crl-24370 201 51 discipline discipline NOUN crl-24370 201 52 / / SYM crl-24370 201 53 student student NOUN crl-24370 201 54 type type NOUN crl-24370 201 55 groups group NOUN crl-24370 201 56 , , PUNCT crl-24370 201 57 and and CCONJ crl-24370 201 58 including include VERB crl-24370 201 59 the the DET crl-24370 201 60 college college NOUN crl-24370 201 61 / / SYM crl-24370 201 62 type type NOUN crl-24370 201 63 sampling sample VERB crl-24370 201 64 strata strata NOUN crl-24370 201 65 ( ( PUNCT crl-24370 201 66 see see VERB crl-24370 201 67 appendix appendix PROPN crl-24370 201 68 a a NOUN crl-24370 201 69 for for ADP crl-24370 201 70 details detail NOUN crl-24370 201 71 ) ) PUNCT crl-24370 201 72 . . PUNCT crl-24370 202 1 the the DET crl-24370 202 2 points point NOUN crl-24370 202 3 in in ADP crl-24370 202 4 figure figure NOUN crl-24370 202 5 9 9 NUM crl-24370 202 6 indicate indicate VERB crl-24370 202 7 the the DET crl-24370 202 8 combination combination NOUN crl-24370 202 9 of of ADP crl-24370 202 10 the the DET crl-24370 202 11 cumulative cumulative ADJ crl-24370 202 12 gpa gpa PROPN crl-24370 202 13 ( ( PUNCT crl-24370 202 14 y y PROPN crl-24370 202 15 - - PUNCT crl-24370 202 16 axis axis NOUN crl-24370 202 17 ) ) PUNCT crl-24370 202 18 and and CCONJ crl-24370 202 19 the the DET crl-24370 202 20 library library NOUN crl-24370 202 21 resource resource NOUN crl-24370 202 22 usage usage NOUN crl-24370 202 23 index index NOUN crl-24370 202 24 ( ( PUNCT crl-24370 202 25 lru lru PROPN crl-24370 202 26 ) ) PUNCT crl-24370 202 27 ( ( PUNCT crl-24370 202 28 on on ADP crl-24370 202 29 a a DET crl-24370 202 30 logarithmic logarithmic ADJ crl-24370 202 31 scale scale NOUN crl-24370 202 32 x x VERB crl-24370 202 33 - - NOUN crl-24370 202 34 axis axis NOUN crl-24370 202 35 ) ) PUNCT crl-24370 202 36 for for ADP crl-24370 202 37 each each DET crl-24370 202 38 individual individual ADJ crl-24370 202 39 respondent respondent NOUN crl-24370 202 40 . . PUNCT crl-24370 203 1 the the DET crl-24370 203 2 regression regression NOUN crl-24370 203 3 lines line NOUN crl-24370 203 4 show show VERB crl-24370 203 5 how how SCONJ crl-24370 203 6 the the DET crl-24370 203 7 gpa gpa PROPN crl-24370 203 8 on on ADP crl-24370 203 9 average average ADJ crl-24370 203 10 increased increase VERB crl-24370 203 11 as as SCONJ crl-24370 203 12 the the DET crl-24370 203 13 lru lru NOUN crl-24370 203 14 doubled double VERB crl-24370 203 15 , , PUNCT crl-24370 203 16 with with ADP crl-24370 203 17 figure figure NOUN crl-24370 203 18 9a 9a NUM crl-24370 203 19 regression regression NOUN crl-24370 203 20 of of ADP crl-24370 203 21 cumulative cumulative ADJ crl-24370 203 22 gpa gpa PROPN crl-24370 203 23 on on ADP crl-24370 203 24 library library NOUN crl-24370 203 25 resource resource NOUN crl-24370 203 26 usage usage NOUN crl-24370 203 27 ( ( PUNCT crl-24370 203 28 lru lru X crl-24370 203 29 ) ) PUNCT crl-24370 203 30 , , PUNCT crl-24370 203 31 95 95 NUM crl-24370 203 32 % % NOUN crl-24370 203 33 uncertainty uncertainty NOUN crl-24370 203 34 intervals interval NOUN crl-24370 203 35 of of ADP crl-24370 203 36 the the DET crl-24370 203 37 predictor predictor NOUN crl-24370 203 38 ( ( PUNCT crl-24370 203 39 graduate graduate NOUN crl-24370 203 40 students student NOUN crl-24370 203 41 ) ) PUNCT crl-24370 203 42 scatter scatter NOUN crl-24370 203 43 plot plot NOUN crl-24370 203 44 of of ADP crl-24370 203 45 cumulative cumulative ADJ crl-24370 203 46 gpa gpa PROPN crl-24370 203 47 vs. vs. X crl-24370 203 48 lru lru PROPN crl-24370 203 49 on on ADP crl-24370 203 50 a a DET crl-24370 203 51 logarithmic logarithmic PROPN crl-24370 203 52 x x NOUN crl-24370 203 53 - - NOUN crl-24370 203 54 axis axis NOUN crl-24370 203 55 for for ADP crl-24370 203 56 graduate graduate NOUN crl-24370 203 57 students student NOUN crl-24370 203 58 , , PUNCT crl-24370 203 59 with with ADP crl-24370 203 60 points point NOUN crl-24370 203 61 representing represent VERB crl-24370 203 62 each each DET crl-24370 203 63 respondent respondent NOUN crl-24370 203 64 ’s ’s NOUN crl-24370 203 65 combination combination NOUN crl-24370 203 66 . . PUNCT crl-24370 204 1 lines line NOUN crl-24370 204 2 are be AUX crl-24370 204 3 from from ADP crl-24370 204 4 the the DET crl-24370 204 5 predictions prediction NOUN crl-24370 204 6 from from ADP crl-24370 204 7 the the DET crl-24370 204 8 model model NOUN crl-24370 204 9 , , PUNCT crl-24370 204 10 drawn draw VERB crl-24370 204 11 over over ADP crl-24370 204 12 the the DET crl-24370 204 13 range range NOUN crl-24370 204 14 of of ADP crl-24370 204 15 data datum NOUN crl-24370 204 16 for for ADP crl-24370 204 17 each each DET crl-24370 204 18 discipline discipline NOUN crl-24370 204 19 . . PUNCT crl-24370 205 1 different different ADJ crl-24370 205 2 intercepts intercept NOUN crl-24370 205 3 for for ADP crl-24370 205 4 the the DET crl-24370 205 5 college college NOUN crl-24370 205 6 sampling sample VERB crl-24370 205 7 strata strata ADJ crl-24370 205 8 result result NOUN crl-24370 205 9 in in ADP crl-24370 205 10 multiple multiple ADJ crl-24370 205 11 parallel parallel ADJ crl-24370 205 12 lines line NOUN crl-24370 205 13 in in ADP crl-24370 205 14 some some DET crl-24370 205 15 disciplines discipline NOUN crl-24370 205 16 . . PUNCT crl-24370 206 1 a a DET crl-24370 206 2 zero zero NUM crl-24370 206 3 - - PUNCT crl-24370 206 4 use use NOUN crl-24370 206 5 indicator indicator NOUN crl-24370 206 6 results result VERB crl-24370 206 7 in in ADP crl-24370 206 8 a a DET crl-24370 206 9 higher high ADJ crl-24370 206 10 prediction prediction NOUN crl-24370 206 11 of of ADP crl-24370 206 12 gpa gpa NOUN crl-24370 206 13 for for ADP crl-24370 206 14 students student NOUN crl-24370 206 15 who who PRON crl-24370 206 16 report report VERB crl-24370 206 17 zero zero NUM crl-24370 206 18 library library NOUN crl-24370 206 19 resource resource NOUN crl-24370 206 20 usage usage NOUN crl-24370 206 21 and and CCONJ crl-24370 206 22 a a DET crl-24370 206 23 steeper steep ADJ crl-24370 206 24 slope slope NOUN crl-24370 206 25 for for ADP crl-24370 206 26 students student NOUN crl-24370 206 27 who who PRON crl-24370 206 28 do do AUX crl-24370 206 29 use use VERB crl-24370 206 30 library library NOUN crl-24370 206 31 resources resource NOUN crl-24370 206 32 . . PUNCT crl-24370 207 1 gray gray ADJ crl-24370 207 2 bands band NOUN crl-24370 207 3 represent represent VERB crl-24370 207 4 uncertainty uncertainty NOUN crl-24370 207 5 in in ADP crl-24370 207 6 the the DET crl-24370 207 7 estimate estimate NOUN crl-24370 207 8 of of ADP crl-24370 207 9 the the DET crl-24370 207 10 slope slope NOUN crl-24370 207 11 ( ( PUNCT crl-24370 207 12 95 95 NUM crl-24370 207 13 % % NOUN crl-24370 207 14 credible credible ADJ crl-24370 207 15 intervals interval NOUN crl-24370 207 16 ) ) PUNCT crl-24370 207 17 . . PUNCT crl-24370 208 1 disciplines discipline NOUN crl-24370 208 2 are be AUX crl-24370 208 3 ordered order VERB crl-24370 208 4 by by ADP crl-24370 208 5 slope slope NOUN crl-24370 208 6 , , PUNCT crl-24370 208 7 with with ADP crl-24370 208 8 the the DET crl-24370 208 9 largest large ADJ crl-24370 208 10 increase increase NOUN crl-24370 208 11 in in ADP crl-24370 208 12 gpa gpa PROPN crl-24370 208 13 predicted predict VERB crl-24370 208 14 by by ADP crl-24370 208 15 doubling double VERB crl-24370 208 16 of of ADP crl-24370 208 17 lru lru NOUN crl-24370 208 18 at at ADP crl-24370 208 19 the the DET crl-24370 208 20 end end NOUN crl-24370 208 21 . . PUNCT crl-24370 209 1 library library NOUN crl-24370 209 2 usage usage NOUN crl-24370 209 3 , , PUNCT crl-24370 209 4 instruction instruction NOUN crl-24370 209 5 , , PUNCT crl-24370 209 6 and and CCONJ crl-24370 209 7 student student NOUN crl-24370 209 8 success success NOUN crl-24370 209 9 across across ADP crl-24370 209 10 disciplines discipline NOUN crl-24370 209 11 475 475 NUM crl-24370 209 12 the the DET crl-24370 209 13 slope slope NOUN crl-24370 209 14 of of ADP crl-24370 209 15 the the DET crl-24370 209 16 line line NOUN crl-24370 209 17 varying vary VERB crl-24370 209 18 by by ADP crl-24370 209 19 discipline discipline NOUN crl-24370 209 20 . . PUNCT crl-24370 210 1 the the DET crl-24370 210 2 gray gray ADJ crl-24370 210 3 band band NOUN crl-24370 210 4 indicates indicate VERB crl-24370 210 5 the the DET crl-24370 210 6 95 95 NUM crl-24370 210 7 percent percent NOUN crl-24370 210 8 credible credible ADJ crl-24370 210 9 interval interval NOUN crl-24370 210 10 for for ADP crl-24370 210 11 the the DET crl-24370 210 12 estimate estimate NOUN crl-24370 210 13 of of ADP crl-24370 210 14 the the DET crl-24370 210 15 slope slope NOUN crl-24370 210 16 of of ADP crl-24370 210 17 the the DET crl-24370 210 18 line line NOUN crl-24370 210 19 . . PUNCT crl-24370 211 1 the the DET crl-24370 211 2 wide wide ADJ crl-24370 211 3 scatter scatter NOUN crl-24370 211 4 of of ADP crl-24370 211 5 the the DET crl-24370 211 6 points point NOUN crl-24370 211 7 above above ADP crl-24370 211 8 and and CCONJ crl-24370 211 9 below below ADP crl-24370 211 10 the the DET crl-24370 211 11 line line NOUN crl-24370 211 12 at at ADP crl-24370 211 13 every every DET crl-24370 211 14 level level NOUN crl-24370 211 15 of of ADP crl-24370 211 16 lru lru NOUN crl-24370 211 17 demonstrate demonstrate NOUN crl-24370 211 18 that that SCONJ crl-24370 211 19 library library NOUN crl-24370 211 20 resource resource NOUN crl-24370 211 21 usage usage NOUN crl-24370 211 22 did do AUX crl-24370 211 23 not not PART crl-24370 211 24 explain explain VERB crl-24370 211 25 very very ADV crl-24370 211 26 much much ADJ crl-24370 211 27 of of ADP crl-24370 211 28 cumulative cumulative ADJ crl-24370 211 29 gpa gpa PROPN crl-24370 211 30 and and CCONJ crl-24370 211 31 that that SCONJ crl-24370 211 32 there there PRON crl-24370 211 33 was be VERB crl-24370 211 34 a a DET crl-24370 211 35 rather rather ADV crl-24370 211 36 weak weak ADJ crl-24370 211 37 correlation correlation NOUN crl-24370 211 38 . . PUNCT crl-24370 212 1 the the DET crl-24370 212 2 angle angle NOUN crl-24370 212 3 of of ADP crl-24370 212 4 the the DET crl-24370 212 5 line line NOUN crl-24370 212 6 upward upward ADV crl-24370 212 7 to to ADP crl-24370 212 8 the the DET crl-24370 212 9 left left NOUN crl-24370 212 10 at at ADP crl-24370 212 11 0 0 NUM crl-24370 212 12 for for ADP crl-24370 212 13 the the DET crl-24370 212 14 zero zero NUM crl-24370 212 15 - - PUNCT crl-24370 212 16 use use NOUN crl-24370 212 17 indicator indicator NOUN crl-24370 212 18 varied vary VERB crl-24370 212 19 by by ADP crl-24370 212 20 discipline discipline NOUN crl-24370 212 21 , , PUNCT crl-24370 212 22 showing show VERB crl-24370 212 23 that that SCONJ crl-24370 212 24 there there PRON crl-24370 212 25 were be VERB crl-24370 212 26 students student NOUN crl-24370 212 27 who who PRON crl-24370 212 28 reported report VERB crl-24370 212 29 no no DET crl-24370 212 30 library library NOUN crl-24370 212 31 resource resource NOUN crl-24370 212 32 usage usage NOUN crl-24370 212 33 yet yet ADV crl-24370 212 34 still still ADV crl-24370 212 35 achieved achieve VERB crl-24370 212 36 high high ADJ crl-24370 212 37 grades grade NOUN crl-24370 212 38 , , PUNCT crl-24370 212 39 more more ADV crl-24370 212 40 so so ADV crl-24370 212 41 in in ADP crl-24370 212 42 undergraduate undergraduate ADJ crl-24370 212 43 disciplines discipline NOUN crl-24370 212 44 , , PUNCT crl-24370 212 45 but but CCONJ crl-24370 212 46 also also ADV crl-24370 212 47 in in ADP crl-24370 212 48 the the DET crl-24370 212 49 graduate graduate NOUN crl-24370 212 50 disciplines discipline NOUN crl-24370 212 51 of of ADP crl-24370 212 52 business business NOUN crl-24370 212 53 & & CCONJ crl-24370 212 54 economics economic NOUN crl-24370 212 55 , , PUNCT crl-24370 212 56 math math NOUN crl-24370 212 57 & & CCONJ crl-24370 212 58 computer computer NOUN crl-24370 212 59 science science NOUN crl-24370 212 60 , , PUNCT crl-24370 212 61 and and CCONJ crl-24370 212 62 physical physical ADJ crl-24370 212 63 sciences science NOUN crl-24370 212 64 & & CCONJ crl-24370 212 65 engineering engineering PROPN crl-24370 212 66 . . PUNCT crl-24370 213 1 the the DET crl-24370 213 2 arts art NOUN crl-24370 213 3 & & CCONJ crl-24370 213 4 design design NOUN crl-24370 213 5 and and CCONJ crl-24370 213 6 humanities humanity NOUN crl-24370 213 7 disciplines discipline NOUN crl-24370 213 8 were be AUX crl-24370 213 9 the the DET crl-24370 213 10 only only ADJ crl-24370 213 11 graduate graduate NOUN crl-24370 213 12 disciplines discipline NOUN crl-24370 213 13 , , PUNCT crl-24370 213 14 along along ADP crl-24370 213 15 with with ADP crl-24370 213 16 humanities humanity NOUN crl-24370 213 17 undergraduates undergraduate VERB crl-24370 213 18 , , PUNCT crl-24370 213 19 in in ADP crl-24370 213 20 which which PRON crl-24370 213 21 all all DET crl-24370 213 22 respondents respondent NOUN crl-24370 213 23 reported report VERB crl-24370 213 24 at at ADP crl-24370 213 25 least least ADJ crl-24370 213 26 some some DET crl-24370 213 27 library library NOUN crl-24370 213 28 resource resource NOUN crl-24370 213 29 usage usage NOUN crl-24370 213 30 . . PUNCT crl-24370 214 1 figure figure VERB crl-24370 214 2 9b 9b PROPN crl-24370 214 3 regression regression NOUN crl-24370 214 4 of of ADP crl-24370 214 5 cumulative cumulative ADJ crl-24370 214 6 gpa gpa PROPN crl-24370 214 7 on on ADP crl-24370 214 8 library library NOUN crl-24370 214 9 resource resource NOUN crl-24370 214 10 usage usage NOUN crl-24370 214 11 ( ( PUNCT crl-24370 214 12 lru lru X crl-24370 214 13 ) ) PUNCT crl-24370 214 14 , , PUNCT crl-24370 214 15 95 95 NUM crl-24370 214 16 % % NOUN crl-24370 214 17 uncertainty uncertainty NOUN crl-24370 214 18 intervals interval NOUN crl-24370 214 19 of of ADP crl-24370 214 20 the the DET crl-24370 214 21 predictor predictor NOUN crl-24370 214 22 ( ( PUNCT crl-24370 214 23 undergraduate undergraduate ADJ crl-24370 214 24 students student NOUN crl-24370 214 25 ) ) PUNCT crl-24370 214 26 scatter scatter NOUN crl-24370 214 27 plot plot NOUN crl-24370 214 28 of of ADP crl-24370 214 29 cumulative cumulative ADJ crl-24370 214 30 gpa gpa PROPN crl-24370 214 31 vs. vs. X crl-24370 214 32 lru lru PROPN crl-24370 214 33 on on ADP crl-24370 214 34 a a DET crl-24370 214 35 logarithmic logarithmic PROPN crl-24370 214 36 x x NOUN crl-24370 214 37 - - NOUN crl-24370 214 38 axis axis NOUN crl-24370 214 39 for for ADP crl-24370 214 40 undergraduate undergraduate ADJ crl-24370 214 41 students student NOUN crl-24370 214 42 , , PUNCT crl-24370 214 43 with with ADP crl-24370 214 44 points point NOUN crl-24370 214 45 representing represent VERB crl-24370 214 46 each each DET crl-24370 214 47 respondent respondent NOUN crl-24370 214 48 ’s ’s NOUN crl-24370 214 49 combination combination NOUN crl-24370 214 50 . . PUNCT crl-24370 215 1 lines line NOUN crl-24370 215 2 are be AUX crl-24370 215 3 from from ADP crl-24370 215 4 the the DET crl-24370 215 5 predictions prediction NOUN crl-24370 215 6 from from ADP crl-24370 215 7 the the DET crl-24370 215 8 model model NOUN crl-24370 215 9 , , PUNCT crl-24370 215 10 drawn draw VERB crl-24370 215 11 over over ADP crl-24370 215 12 the the DET crl-24370 215 13 range range NOUN crl-24370 215 14 of of ADP crl-24370 215 15 data datum NOUN crl-24370 215 16 for for ADP crl-24370 215 17 each each DET crl-24370 215 18 discipline discipline NOUN crl-24370 215 19 . . PUNCT crl-24370 216 1 different different ADJ crl-24370 216 2 intercepts intercept NOUN crl-24370 216 3 for for ADP crl-24370 216 4 the the DET crl-24370 216 5 college college NOUN crl-24370 216 6 sampling sample VERB crl-24370 216 7 strata strata ADJ crl-24370 216 8 result result NOUN crl-24370 216 9 in in ADP crl-24370 216 10 multiple multiple ADJ crl-24370 216 11 parallel parallel ADJ crl-24370 216 12 lines line NOUN crl-24370 216 13 in in ADP crl-24370 216 14 some some DET crl-24370 216 15 disciplines discipline NOUN crl-24370 216 16 . . PUNCT crl-24370 217 1 a a DET crl-24370 217 2 zero zero NUM crl-24370 217 3 - - PUNCT crl-24370 217 4 use use NOUN crl-24370 217 5 indicator indicator NOUN crl-24370 217 6 results result VERB crl-24370 217 7 in in ADP crl-24370 217 8 a a DET crl-24370 217 9 higher high ADJ crl-24370 217 10 prediction prediction NOUN crl-24370 217 11 of of ADP crl-24370 217 12 gpa gpa NOUN crl-24370 217 13 for for ADP crl-24370 217 14 students student NOUN crl-24370 217 15 who who PRON crl-24370 217 16 report report VERB crl-24370 217 17 zero zero NUM crl-24370 217 18 library library NOUN crl-24370 217 19 resource resource NOUN crl-24370 217 20 usage usage NOUN crl-24370 217 21 and and CCONJ crl-24370 217 22 a a DET crl-24370 217 23 steeper steep ADJ crl-24370 217 24 slope slope NOUN crl-24370 217 25 for for ADP crl-24370 217 26 students student NOUN crl-24370 217 27 who who PRON crl-24370 217 28 do do AUX crl-24370 217 29 use use VERB crl-24370 217 30 library library NOUN crl-24370 217 31 resources resource NOUN crl-24370 217 32 . . PUNCT crl-24370 218 1 gray gray ADJ crl-24370 218 2 bands band NOUN crl-24370 218 3 represent represent VERB crl-24370 218 4 uncertainty uncertainty NOUN crl-24370 218 5 in in ADP crl-24370 218 6 the the DET crl-24370 218 7 estimate estimate NOUN crl-24370 218 8 of of ADP crl-24370 218 9 the the DET crl-24370 218 10 slope slope NOUN crl-24370 218 11 ( ( PUNCT crl-24370 218 12 95 95 NUM crl-24370 218 13 % % NOUN crl-24370 218 14 credible credible ADJ crl-24370 218 15 intervals interval NOUN crl-24370 218 16 ) ) PUNCT crl-24370 218 17 . . PUNCT crl-24370 219 1 disciplines discipline NOUN crl-24370 219 2 are be AUX crl-24370 219 3 ordered order VERB crl-24370 219 4 by by ADP crl-24370 219 5 slope slope NOUN crl-24370 219 6 , , PUNCT crl-24370 219 7 with with ADP crl-24370 219 8 the the DET crl-24370 219 9 largest large ADJ crl-24370 219 10 increase increase NOUN crl-24370 219 11 in in ADP crl-24370 219 12 gpa gpa PROPN crl-24370 219 13 predicted predict VERB crl-24370 219 14 by by ADP crl-24370 219 15 doubling double VERB crl-24370 219 16 of of ADP crl-24370 219 17 lru lru NOUN crl-24370 219 18 at at ADP crl-24370 219 19 the the DET crl-24370 219 20 end end NOUN crl-24370 219 21 . . PUNCT crl-24370 220 1 476 476 NUM crl-24370 220 2 college college PROPN crl-24370 220 3 & & CCONJ crl-24370 220 4 research research PROPN crl-24370 220 5 libraries library NOUN crl-24370 220 6 april april PROPN crl-24370 220 7 2020 2020 NUM crl-24370 220 8 the the DET crl-24370 220 9 slope slope NOUN crl-24370 220 10 of of ADP crl-24370 220 11 the the DET crl-24370 220 12 regression regression NOUN crl-24370 220 13 line line NOUN crl-24370 220 14 ( ( PUNCT crl-24370 220 15 upward upward ADV crl-24370 220 16 to to ADP crl-24370 220 17 the the DET crl-24370 220 18 right right NOUN crl-24370 220 19 as as ADP crl-24370 220 20 lru lru ADJ crl-24370 220 21 increases increase NOUN crl-24370 220 22 , , PUNCT crl-24370 220 23 in in ADP crl-24370 220 24 most most ADJ crl-24370 220 25 disciplines discipline NOUN crl-24370 220 26 ) ) PUNCT crl-24370 220 27 tended tend VERB crl-24370 220 28 to to PART crl-24370 220 29 be be AUX crl-24370 220 30 steeper steep ADJ crl-24370 220 31 for for ADP crl-24370 220 32 most most ADJ crl-24370 220 33 undergraduate undergraduate ADJ crl-24370 220 34 disciplines discipline NOUN crl-24370 220 35 and and CCONJ crl-24370 220 36 vet vet NOUN crl-24370 220 37 med med ADJ crl-24370 220 38 students student NOUN crl-24370 220 39 than than ADP crl-24370 220 40 for for ADP crl-24370 220 41 other other ADJ crl-24370 220 42 graduate graduate NOUN crl-24370 220 43 disciplines discipline NOUN crl-24370 220 44 , , PUNCT crl-24370 220 45 as as SCONJ crl-24370 220 46 graduate graduate ADJ crl-24370 220 47 students student NOUN crl-24370 220 48 tend tend VERB crl-24370 220 49 to to PART crl-24370 220 50 have have VERB crl-24370 220 51 a a DET crl-24370 220 52 restricted restricted ADJ crl-24370 220 53 range range NOUN crl-24370 220 54 of of ADP crl-24370 220 55 cumulative cumulative ADJ crl-24370 220 56 gpa gpa PROPN crl-24370 220 57 , , PUNCT crl-24370 220 58 3.0–4.0 3.0–4.0 NUM crl-24370 220 59 in in ADP crl-24370 220 60 most most ADJ crl-24370 220 61 cases case NOUN crl-24370 220 62 . . PUNCT crl-24370 221 1 undergraduates undergraduate VERB crl-24370 221 2 in in ADP crl-24370 221 3 math math NOUN crl-24370 221 4 & & CCONJ crl-24370 221 5 computer computer NOUN crl-24370 221 6 science science NOUN crl-24370 221 7 and and CCONJ crl-24370 221 8 business business PROPN crl-24370 221 9 & & CCONJ crl-24370 221 10 economics economic NOUN crl-24370 221 11 were be AUX crl-24370 221 12 the the DET crl-24370 221 13 only only ADJ crl-24370 221 14 groups group NOUN crl-24370 221 15 that that PRON crl-24370 221 16 showed show VERB crl-24370 221 17 no no DET crl-24370 221 18 increase increase NOUN crl-24370 221 19 in in ADP crl-24370 221 20 gpa gpa PROPN crl-24370 221 21 at at ADP crl-24370 221 22 higher high ADJ crl-24370 221 23 levels level NOUN crl-24370 221 24 of of ADP crl-24370 221 25 lru lru PROPN crl-24370 221 26 . . PUNCT crl-24370 222 1 discussion discussion NOUN crl-24370 222 2 librarians librarian NOUN crl-24370 222 3 would would AUX crl-24370 222 4 not not PART crl-24370 222 5 expect expect VERB crl-24370 222 6 the the DET crl-24370 222 7 correlation correlation NOUN crl-24370 222 8 between between ADP crl-24370 222 9 students student NOUN crl-24370 222 10 ’ ’ PART crl-24370 222 11 success success NOUN crl-24370 222 12 and and CCONJ crl-24370 222 13 their their PRON crl-24370 222 14 use use NOUN crl-24370 222 15 of of ADP crl-24370 222 16 the the DET crl-24370 222 17 library library NOUN crl-24370 222 18 to to PART crl-24370 222 19 be be AUX crl-24370 222 20 uniform uniform ADJ crl-24370 222 21 across across ADP crl-24370 222 22 disciplines discipline NOUN crl-24370 222 23 ; ; PUNCT crl-24370 222 24 multilevel multilevel ADJ crl-24370 222 25 modeling modeling NOUN crl-24370 222 26 provides provide VERB crl-24370 222 27 a a DET crl-24370 222 28 way way NOUN crl-24370 222 29 to to PART crl-24370 222 30 estimate estimate VERB crl-24370 222 31 the the DET crl-24370 222 32 varying vary VERB crl-24370 222 33 strength strength NOUN crl-24370 222 34 of of ADP crl-24370 222 35 those those DET crl-24370 222 36 correlations correlation NOUN crl-24370 222 37 and and CCONJ crl-24370 222 38 levels level NOUN crl-24370 222 39 . . PUNCT crl-24370 223 1 rather rather ADV crl-24370 223 2 than than ADP crl-24370 223 3 trying try VERB crl-24370 223 4 to to PART crl-24370 223 5 reject reject VERB crl-24370 223 6 a a DET crl-24370 223 7 one one NUM crl-24370 223 8 - - PUNCT crl-24370 223 9 size size NOUN crl-24370 223 10 - - PUNCT crl-24370 223 11 fits fit VERB crl-24370 223 12 - - PUNCT crl-24370 223 13 all all PRON crl-24370 223 14 null null ADJ crl-24370 223 15 hypothesis hypothesis NOUN crl-24370 223 16 , , PUNCT crl-24370 223 17 this this DET crl-24370 223 18 analysis analysis NOUN crl-24370 223 19 was be AUX crl-24370 223 20 descriptive descriptive ADJ crl-24370 223 21 , , PUNCT crl-24370 223 22 providing provide VERB crl-24370 223 23 estimates estimate NOUN crl-24370 223 24 along along ADP crl-24370 223 25 with with ADP crl-24370 223 26 the the DET crl-24370 223 27 uncertainty uncertainty NOUN crl-24370 223 28 of of ADP crl-24370 223 29 those those DET crl-24370 223 30 estimates estimate NOUN crl-24370 223 31 . . PUNCT crl-24370 224 1 the the DET crl-24370 224 2 descriptive descriptive ADJ crl-24370 224 3 approach approach NOUN crl-24370 224 4 allows allow VERB crl-24370 224 5 us we PRON crl-24370 224 6 to to PART crl-24370 224 7 recognize recognize VERB crl-24370 224 8 the the DET crl-24370 224 9 possibility possibility NOUN crl-24370 224 10 that that SCONJ crl-24370 224 11 some some DET crl-24370 224 12 students student NOUN crl-24370 224 13 do do AUX crl-24370 224 14 n’t not PART crl-24370 224 15 use use VERB crl-24370 224 16 the the DET crl-24370 224 17 library library NOUN crl-24370 224 18 and and CCONJ crl-24370 224 19 yet yet ADV crl-24370 224 20 do do VERB crl-24370 224 21 just just ADV crl-24370 224 22 fine fine ADJ crl-24370 224 23 in in ADP crl-24370 224 24 terms term NOUN crl-24370 224 25 of of ADP crl-24370 224 26 their their PRON crl-24370 224 27 gpa gpa NOUN crl-24370 224 28 . . PUNCT crl-24370 225 1 putting put VERB crl-24370 225 2 this this PRON crl-24370 225 3 aside aside ADV crl-24370 225 4 , , PUNCT crl-24370 225 5 when when SCONJ crl-24370 225 6 students student NOUN crl-24370 225 7 do do AUX crl-24370 225 8 use use VERB crl-24370 225 9 library library NOUN crl-24370 225 10 resources resource NOUN crl-24370 225 11 , , PUNCT crl-24370 225 12 the the DET crl-24370 225 13 cumulative cumulative ADJ crl-24370 225 14 gpa gpa PROPN crl-24370 225 15 is be AUX crl-24370 225 16 higher high ADJ crl-24370 225 17 on on ADP crl-24370 225 18 average average ADJ crl-24370 225 19 as as ADP crl-24370 225 20 library library NOUN crl-24370 225 21 resource resource NOUN crl-24370 225 22 use use NOUN crl-24370 225 23 doubles double NOUN crl-24370 225 24 , , PUNCT crl-24370 225 25 although although SCONJ crl-24370 225 26 this this PRON crl-24370 225 27 is be AUX crl-24370 225 28 not not PART crl-24370 225 29 so so ADV crl-24370 225 30 for for ADP crl-24370 225 31 building build VERB crl-24370 225 32 usage usage NOUN crl-24370 225 33 . . PUNCT crl-24370 226 1 for for ADP crl-24370 226 2 undergraduates undergraduate NOUN crl-24370 226 3 , , PUNCT crl-24370 226 4 this this DET crl-24370 226 5 correlation correlation NOUN crl-24370 226 6 between between ADP crl-24370 226 7 lru lru PROPN crl-24370 226 8 and and CCONJ crl-24370 226 9 gpa gpa PROPN crl-24370 226 10 is be AUX crl-24370 226 11 true true ADJ crl-24370 226 12 only only ADV crl-24370 226 13 if if SCONJ crl-24370 226 14 they they PRON crl-24370 226 15 did do AUX crl-24370 226 16 not not PART crl-24370 226 17 report report VERB crl-24370 226 18 receiving receive VERB crl-24370 226 19 cri cri PROPN crl-24370 226 20 in in ADP crl-24370 226 21 the the DET crl-24370 226 22 last last ADJ crl-24370 226 23 year year NOUN crl-24370 226 24 . . PUNCT crl-24370 227 1 as as ADV crl-24370 227 2 much much ADV crl-24370 227 3 as as SCONJ crl-24370 227 4 we we PRON crl-24370 227 5 would would AUX crl-24370 227 6 like like VERB crl-24370 227 7 to to PART crl-24370 227 8 believe believe VERB crl-24370 227 9 that that SCONJ crl-24370 227 10 use use NOUN crl-24370 227 11 of of ADP crl-24370 227 12 library library NOUN crl-24370 227 13 resources resource NOUN crl-24370 227 14 leads lead VERB crl-24370 227 15 to to ADP crl-24370 227 16 higher high ADJ crl-24370 227 17 gpas gpa NOUN crl-24370 227 18 , , PUNCT crl-24370 227 19 the the DET crl-24370 227 20 widely widely ADV crl-24370 227 21 scattered scatter VERB crl-24370 227 22 points point NOUN crl-24370 227 23 in in ADP crl-24370 227 24 the the DET crl-24370 227 25 scatterplots scatterplot NOUN crl-24370 227 26 ( ( PUNCT crl-24370 227 27 see see VERB crl-24370 227 28 figure figure NOUN crl-24370 227 29 9 9 NUM crl-24370 227 30 ) ) PUNCT crl-24370 227 31 in in ADP crl-24370 227 32 this this DET crl-24370 227 33 study study NOUN crl-24370 227 34 make make VERB crl-24370 227 35 clear clear ADJ crl-24370 227 36 that that SCONJ crl-24370 227 37 lru lru PROPN crl-24370 227 38 does do AUX crl-24370 227 39 not not PART crl-24370 227 40 explain explain VERB crl-24370 227 41 very very ADV crl-24370 227 42 much much ADJ crl-24370 227 43 of of ADP crl-24370 227 44 gpa gpa PROPN crl-24370 227 45 . . PUNCT crl-24370 228 1 the the DET crl-24370 228 2 results result NOUN crl-24370 228 3 are be AUX crl-24370 228 4 very very ADV crl-24370 228 5 similar similar ADJ crl-24370 228 6 to to ADP crl-24370 228 7 other other ADJ crl-24370 228 8 analyses analysis NOUN crl-24370 228 9 such such ADJ crl-24370 228 10 as as ADP crl-24370 228 11 those those PRON crl-24370 228 12 from from ADP crl-24370 228 13 soria soria PROPN crl-24370 228 14 , , PUNCT crl-24370 228 15 fransen fransen NOUN crl-24370 228 16 , , PUNCT crl-24370 228 17 and and CCONJ crl-24370 228 18 nackerud,40 nackerud,40 PROPN crl-24370 228 19 which which PRON crl-24370 228 20 show show VERB crl-24370 228 21 a a DET crl-24370 228 22 small small ADJ crl-24370 228 23 association association NOUN crl-24370 228 24 between between ADP crl-24370 228 25 use use NOUN crl-24370 228 26 of of ADP crl-24370 228 27 library library NOUN crl-24370 228 28 resources resource NOUN crl-24370 228 29 and and CCONJ crl-24370 228 30 gpa gpa PROPN crl-24370 228 31 ( ( PUNCT crl-24370 228 32 an an DET crl-24370 228 33 increase increase NOUN crl-24370 228 34 of of ADP crl-24370 228 35 .02 .02 NUM crl-24370 228 36 in in ADP crl-24370 228 37 r2 r2 PROPN crl-24370 228 38 ) ) PUNCT crl-24370 228 39 . . PUNCT crl-24370 229 1 this this PRON crl-24370 229 2 is be AUX crl-24370 229 3 not not PART crl-24370 229 4 surprising surprising ADJ crl-24370 229 5 . . PUNCT crl-24370 230 1 as as SCONJ crl-24370 230 2 meehl41 meehl41 NOUN crl-24370 230 3 put put VERB crl-24370 230 4 it it PRON crl-24370 230 5 , , PUNCT crl-24370 230 6 the the DET crl-24370 230 7 “ " PUNCT crl-24370 230 8 crud crud NOUN crl-24370 230 9 factor factor NOUN crl-24370 230 10 ” " PUNCT crl-24370 230 11 means mean VERB crl-24370 230 12 that that SCONJ crl-24370 230 13 , , PUNCT crl-24370 230 14 in in ADP crl-24370 230 15 the the DET crl-24370 230 16 social social ADJ crl-24370 230 17 sciences science NOUN crl-24370 230 18 , , PUNCT crl-24370 230 19 “ " PUNCT crl-24370 230 20 everything everything PRON crl-24370 230 21 correlates correlate VERB crl-24370 230 22 to to ADP crl-24370 230 23 some some DET crl-24370 230 24 extent extent NOUN crl-24370 230 25 with with ADP crl-24370 230 26 everything everything PRON crl-24370 230 27 else else ADV crl-24370 230 28 . . PUNCT crl-24370 230 29 ” " PUNCT crl-24370 231 1 as as SCONJ crl-24370 231 2 expected expect VERB crl-24370 231 3 , , PUNCT crl-24370 231 4 results result NOUN crl-24370 231 5 varied vary VERB crl-24370 231 6 by by ADP crl-24370 231 7 discipline discipline NOUN crl-24370 231 8 . . PUNCT crl-24370 232 1 in in ADP crl-24370 232 2 all all DET crl-24370 232 3 disciplines discipline NOUN crl-24370 232 4 , , PUNCT crl-24370 232 5 if if SCONJ crl-24370 232 6 students student NOUN crl-24370 232 7 believed believe VERB crl-24370 232 8 the the DET crl-24370 232 9 library library NOUN crl-24370 232 10 contributed contribute VERB crl-24370 232 11 to to ADP crl-24370 232 12 their their PRON crl-24370 232 13 success success NOUN crl-24370 232 14 ( ( PUNCT crl-24370 232 15 lcs lcs NOUN crl-24370 232 16 ) ) PUNCT crl-24370 232 17 , , PUNCT crl-24370 232 18 they they PRON crl-24370 232 19 tended tend VERB crl-24370 232 20 to to PART crl-24370 232 21 use use VERB crl-24370 232 22 resources resource NOUN crl-24370 232 23 ( ( PUNCT crl-24370 232 24 lru lru NOUN crl-24370 232 25 ) ) PUNCT crl-24370 232 26 more more ADJ crl-24370 232 27 . . PUNCT crl-24370 233 1 in in ADP crl-24370 233 2 some some DET crl-24370 233 3 disciplines discipline NOUN crl-24370 233 4 , , PUNCT crl-24370 233 5 this this DET crl-24370 233 6 tendency tendency NOUN crl-24370 233 7 was be AUX crl-24370 233 8 more more ADV crl-24370 233 9 pronounced pronounce VERB crl-24370 233 10 ; ; PUNCT crl-24370 233 11 for for ADP crl-24370 233 12 example example NOUN crl-24370 233 13 , , PUNCT crl-24370 233 14 lcs lcs NOUN crl-24370 233 15 predicted predict VERB crl-24370 233 16 200 200 NUM crl-24370 233 17 percent percent NOUN crl-24370 233 18 higher high ADJ crl-24370 233 19 lru lru NOUN crl-24370 233 20 for for ADP crl-24370 233 21 graduate graduate ADJ crl-24370 233 22 students student NOUN crl-24370 233 23 in in ADP crl-24370 233 24 veterinary veterinary ADJ crl-24370 233 25 medicine medicine NOUN crl-24370 233 26 and and CCONJ crl-24370 233 27 150 150 NUM crl-24370 233 28 percent percent NOUN crl-24370 233 29 higher high ADJ crl-24370 233 30 lru lru NOUN crl-24370 233 31 for for ADP crl-24370 233 32 agriculture agriculture PROPN crl-24370 233 33 & & CCONJ crl-24370 233 34 life life PROPN crl-24370 233 35 sciences science NOUN crl-24370 233 36 , , PUNCT crl-24370 233 37 compared compare VERB crl-24370 233 38 to to ADP crl-24370 233 39 approximately approximately ADV crl-24370 233 40 75 75 NUM crl-24370 233 41 percent percent NOUN crl-24370 233 42 higher high ADJ crl-24370 233 43 lru lru NOUN crl-24370 233 44 for for ADP crl-24370 233 45 physical physical ADJ crl-24370 233 46 sciences science NOUN crl-24370 233 47 & & CCONJ crl-24370 233 48 engineering engineering PROPN crl-24370 233 49 , , PUNCT crl-24370 233 50 humanities humanity NOUN crl-24370 233 51 , , PUNCT crl-24370 233 52 and and CCONJ crl-24370 233 53 math math NOUN crl-24370 233 54 & & CCONJ crl-24370 233 55 computer computer NOUN crl-24370 233 56 science science NOUN crl-24370 233 57 . . PUNCT crl-24370 234 1 results result NOUN crl-24370 234 2 for for ADP crl-24370 234 3 undergraduate undergraduate ADJ crl-24370 234 4 students student NOUN crl-24370 234 5 also also ADV crl-24370 234 6 varied vary VERB crl-24370 234 7 by by ADP crl-24370 234 8 discipline discipline NOUN crl-24370 234 9 , , PUNCT crl-24370 234 10 again again ADV crl-24370 234 11 with with ADP crl-24370 234 12 lcs lcs NOUN crl-24370 234 13 predicting predict VERB crl-24370 234 14 more more ADJ crl-24370 234 15 of of ADP crl-24370 234 16 a a DET crl-24370 234 17 difference difference NOUN crl-24370 234 18 in in ADP crl-24370 234 19 lru lru NOUN crl-24370 234 20 in in ADP crl-24370 234 21 some some DET crl-24370 234 22 subject subject ADJ crl-24370 234 23 areas area NOUN crl-24370 234 24 . . PUNCT crl-24370 235 1 the the DET crl-24370 235 2 highest high ADJ crl-24370 235 3 difference difference NOUN crl-24370 235 4 among among ADP crl-24370 235 5 undergraduates undergraduate NOUN crl-24370 235 6 was be AUX crl-24370 235 7 150 150 NUM crl-24370 235 8 percent percent NOUN crl-24370 235 9 higher high ADJ crl-24370 235 10 lru lru NOUN crl-24370 235 11 in in ADP crl-24370 235 12 physical physical ADJ crl-24370 235 13 sciences science NOUN crl-24370 235 14 & & CCONJ crl-24370 235 15 engineering engineering PROPN crl-24370 235 16 . . PUNCT crl-24370 236 1 we we PRON crl-24370 236 2 might might AUX crl-24370 236 3 posit posit VERB crl-24370 236 4 what what PRON crl-24370 236 5 these these DET crl-24370 236 6 results result NOUN crl-24370 236 7 might might AUX crl-24370 236 8 mean mean VERB crl-24370 236 9 , , PUNCT crl-24370 236 10 but but CCONJ crl-24370 236 11 that that PRON crl-24370 236 12 is be AUX crl-24370 236 13 beyond beyond ADP crl-24370 236 14 the the DET crl-24370 236 15 scope scope NOUN crl-24370 236 16 of of ADP crl-24370 236 17 what what PRON crl-24370 236 18 the the DET crl-24370 236 19 survey survey NOUN crl-24370 236 20 can can AUX crl-24370 236 21 tell tell VERB crl-24370 236 22 us we PRON crl-24370 236 23 . . PUNCT crl-24370 237 1 finally finally ADV crl-24370 237 2 , , PUNCT crl-24370 237 3 predictions prediction NOUN crl-24370 237 4 of of ADP crl-24370 237 5 cri cri PROPN crl-24370 237 6 ’s ’s PART crl-24370 237 7 effect effect NOUN crl-24370 237 8 for for ADP crl-24370 237 9 lru lru NOUN crl-24370 237 10 did do AUX crl-24370 237 11 not not PART crl-24370 237 12 vary vary VERB crl-24370 237 13 much much ADV crl-24370 237 14 across across ADP crl-24370 237 15 disciplines discipline NOUN crl-24370 237 16 . . PUNCT crl-24370 238 1 the the DET crl-24370 238 2 survey survey NOUN crl-24370 238 3 respondents respondent NOUN crl-24370 238 4 who who PRON crl-24370 238 5 said say VERB crl-24370 238 6 that that SCONJ crl-24370 238 7 lru lru PROPN crl-24370 238 8 contributed contribute VERB crl-24370 238 9 “ " PUNCT crl-24370 238 10 very very ADV crl-24370 238 11 much much ADV crl-24370 238 12 ” " PUNCT crl-24370 238 13 to to ADP crl-24370 238 14 their their PRON crl-24370 238 15 academic academic ADJ crl-24370 238 16 success success NOUN crl-24370 238 17 [ [ X crl-24370 238 18 lcs lcs X crl-24370 238 19 ] ] X crl-24370 238 20 tended tend VERB crl-24370 238 21 to to PART crl-24370 238 22 be be AUX crl-24370 238 23 in in ADP crl-24370 238 24 the the DET crl-24370 238 25 higher high ADJ crl-24370 238 26 end end NOUN crl-24370 238 27 of of ADP crl-24370 238 28 both both PRON crl-24370 238 29 lru lru NOUN crl-24370 238 30 and and CCONJ crl-24370 238 31 gpa gpa PROPN crl-24370 238 32 . . PUNCT crl-24370 239 1 this this DET crl-24370 239 2 study study NOUN crl-24370 239 3 found find VERB crl-24370 239 4 that that DET crl-24370 239 5 frequency frequency NOUN crl-24370 239 6 of of ADP crl-24370 239 7 library library NOUN crl-24370 239 8 building building NOUN crl-24370 239 9 usage usage NOUN crl-24370 239 10 is be AUX crl-24370 239 11 predictive predictive ADJ crl-24370 239 12 of of ADP crl-24370 239 13 undergraduates undergraduate NOUN crl-24370 239 14 believing believe VERB crl-24370 239 15 that that SCONJ crl-24370 239 16 the the DET crl-24370 239 17 library library NOUN crl-24370 239 18 contributes contribute VERB crl-24370 239 19 “ " PUNCT crl-24370 239 20 very very ADV crl-24370 239 21 much much ADV crl-24370 239 22 ” " PUNCT crl-24370 239 23 to to ADP crl-24370 239 24 their their PRON crl-24370 239 25 success success NOUN crl-24370 239 26 , , PUNCT crl-24370 239 27 more more ADJ crl-24370 239 28 than than ADP crl-24370 239 29 lru lru ADJ crl-24370 239 30 , , PUNCT crl-24370 239 31 yet yet CCONJ crl-24370 239 32 data data NOUN crl-24370 239 33 results result NOUN crl-24370 239 34 indicate indicate VERB crl-24370 239 35 building building NOUN crl-24370 239 36 use use NOUN crl-24370 239 37 is be AUX crl-24370 239 38 not not PART crl-24370 239 39 predictive predictive ADJ crl-24370 239 40 of of ADP crl-24370 239 41 higher high ADJ crl-24370 239 42 gpa gpa NOUN crl-24370 239 43 . . PUNCT crl-24370 240 1 how how SCONJ crl-24370 240 2 do do AUX crl-24370 240 3 students student NOUN crl-24370 240 4 define define VERB crl-24370 240 5 success success NOUN crl-24370 240 6 and and CCONJ crl-24370 240 7 why why SCONJ crl-24370 240 8 do do AUX crl-24370 240 9 undergraduates undergraduate NOUN crl-24370 240 10 think think VERB crl-24370 240 11 that that SCONJ crl-24370 240 12 library library NOUN crl-24370 240 13 building building NOUN crl-24370 240 14 use use VERB crl-24370 240 15 contributes contribute NOUN crl-24370 240 16 to to ADP crl-24370 240 17 it it PRON crl-24370 240 18 ? ? PUNCT crl-24370 241 1 similarly similarly ADV crl-24370 241 2 , , PUNCT crl-24370 241 3 why why SCONJ crl-24370 241 4 do do AUX crl-24370 241 5 results result NOUN crl-24370 241 6 from from ADP crl-24370 241 7 graduate graduate ADJ crl-24370 241 8 students student NOUN crl-24370 241 9 disagree disagree VERB crl-24370 241 10 with with ADP crl-24370 241 11 these these DET crl-24370 241 12 findings finding NOUN crl-24370 241 13 ? ? PUNCT crl-24370 242 1 educational educational ADJ crl-24370 242 2 research research NOUN crl-24370 242 3 has have AUX crl-24370 242 4 found find VERB crl-24370 242 5 compelling compelling ADJ crl-24370 242 6 linkages linkage NOUN crl-24370 242 7 between between ADP crl-24370 242 8 students student NOUN crl-24370 242 9 ’ ’ PART crl-24370 242 10 sense sense NOUN crl-24370 242 11 of of ADP crl-24370 242 12 belonging belong VERB crl-24370 242 13 with with ADP crl-24370 242 14 their their PRON crl-24370 242 15 retention retention NOUN crl-24370 242 16 and and CCONJ crl-24370 242 17 success;42 success;42 NOUN crl-24370 242 18 this this PRON crl-24370 242 19 is be AUX crl-24370 242 20 particularly particularly ADV crl-24370 242 21 so so ADV crl-24370 242 22 with with ADP crl-24370 242 23 students student NOUN crl-24370 242 24 of of ADP crl-24370 242 25 color color NOUN crl-24370 242 26 and and CCONJ crl-24370 242 27 other other ADJ crl-24370 242 28 minority minority NOUN crl-24370 242 29 communities community NOUN crl-24370 242 30 . . PUNCT crl-24370 243 1 for for ADP crl-24370 243 2 undergraduates undergraduate NOUN crl-24370 243 3 , , PUNCT crl-24370 243 4 might might AUX crl-24370 243 5 it it PRON crl-24370 243 6 be be AUX crl-24370 243 7 that that SCONJ crl-24370 243 8 repeated repeat VERB crl-24370 243 9 library library NOUN crl-24370 243 10 building building NOUN crl-24370 243 11 use use NOUN crl-24370 243 12 library library NOUN crl-24370 243 13 usage usage NOUN crl-24370 243 14 , , PUNCT crl-24370 243 15 instruction instruction NOUN crl-24370 243 16 , , PUNCT crl-24370 243 17 and and CCONJ crl-24370 243 18 student student NOUN crl-24370 243 19 success success NOUN crl-24370 243 20 across across ADP crl-24370 243 21 disciplines discipline NOUN crl-24370 243 22 477 477 NUM crl-24370 243 23 leads lead VERB crl-24370 243 24 to to ADP crl-24370 243 25 their their PRON crl-24370 243 26 greater great ADJ crl-24370 243 27 familiarity familiarity NOUN crl-24370 243 28 and and CCONJ crl-24370 243 29 comfort comfort NOUN crl-24370 243 30 , , PUNCT crl-24370 243 31 contributing contribute VERB crl-24370 243 32 to to ADP crl-24370 243 33 a a DET crl-24370 243 34 sense sense NOUN crl-24370 243 35 of of ADP crl-24370 243 36 “ " PUNCT crl-24370 243 37 belonging belong VERB crl-24370 243 38 ” " PUNCT crl-24370 243 39 at at ADP crl-24370 243 40 the the DET crl-24370 243 41 library library NOUN crl-24370 243 42 where where SCONJ crl-24370 243 43 one one PRON crl-24370 243 44 can can AUX crl-24370 243 45 “ " PUNCT crl-24370 243 46 fit fit VERB crl-24370 243 47 in in ADP crl-24370 243 48 ” " PUNCT crl-24370 243 49 and and CCONJ crl-24370 243 50 engage engage VERB crl-24370 243 51 in in ADP crl-24370 243 52 various various ADJ crl-24370 243 53 scholarly scholarly ADJ crl-24370 243 54 behaviors behavior NOUN crl-24370 243 55 and and CCONJ crl-24370 243 56 activities activity NOUN crl-24370 243 57 likely likely ADJ crl-24370 243 58 to to PART crl-24370 243 59 lead lead VERB crl-24370 243 60 to to ADP crl-24370 243 61 success success NOUN crl-24370 243 62 ? ? PUNCT crl-24370 244 1 our our PRON crl-24370 244 2 study study NOUN crl-24370 244 3 found find VERB crl-24370 244 4 that that SCONJ crl-24370 244 5 international international ADJ crl-24370 244 6 students student NOUN crl-24370 244 7 were be AUX crl-24370 244 8 6 6 NUM crl-24370 244 9 to to PART crl-24370 244 10 8 8 NUM crl-24370 244 11 percent percent NOUN crl-24370 244 12 more more ADV crl-24370 244 13 likely likely ADJ crl-24370 244 14 than than ADP crl-24370 244 15 other other ADJ crl-24370 244 16 student student NOUN crl-24370 244 17 groups group NOUN crl-24370 244 18 to to PART crl-24370 244 19 agree agree VERB crl-24370 244 20 that that SCONJ crl-24370 244 21 the the DET crl-24370 244 22 library library PROPN crl-24370 244 23 ’s ’s PART crl-24370 244 24 resources resource NOUN crl-24370 244 25 and and CCONJ crl-24370 244 26 services service NOUN crl-24370 244 27 contribute contribute VERB crl-24370 244 28 “ " PUNCT crl-24370 244 29 very very ADV crl-24370 244 30 much much ADV crl-24370 244 31 ” " PUNCT crl-24370 244 32 to to ADP crl-24370 244 33 their their PRON crl-24370 244 34 success success NOUN crl-24370 244 35 , , PUNCT crl-24370 244 36 and and CCONJ crl-24370 244 37 they they PRON crl-24370 244 38 also also ADV crl-24370 244 39 reported report VERB crl-24370 244 40 higher high ADJ crl-24370 244 41 lru lru PROPN crl-24370 244 42 . . PUNCT crl-24370 244 43 instruction instruction NOUN crl-24370 244 44 ( ( PUNCT crl-24370 244 45 cri cri PROPN crl-24370 244 46 ) ) PUNCT crl-24370 244 47 contributed contribute VERB crl-24370 244 48 to to ADP crl-24370 244 49 success success NOUN crl-24370 244 50 ( ( PUNCT crl-24370 244 51 lcs lcs NOUN crl-24370 244 52 ) ) PUNCT crl-24370 244 53 and and CCONJ crl-24370 244 54 library library NOUN crl-24370 244 55 resource resource NOUN crl-24370 244 56 use use NOUN crl-24370 244 57 ( ( PUNCT crl-24370 244 58 lru lru ADV crl-24370 244 59 ) ) PUNCT crl-24370 244 60 many many ADJ crl-24370 244 61 library library NOUN crl-24370 244 62 value value NOUN crl-24370 244 63 studies study NOUN crl-24370 244 64 have have AUX crl-24370 244 65 sought seek VERB crl-24370 244 66 to to PART crl-24370 244 67 examine examine VERB crl-24370 244 68 the the DET crl-24370 244 69 impact impact NOUN crl-24370 244 70 of of ADP crl-24370 244 71 library library NOUN crl-24370 244 72 instruction instruction NOUN crl-24370 244 73 on on ADP crl-24370 244 74 student student NOUN crl-24370 244 75 gpa gpa PROPN crl-24370 244 76 and and CCONJ crl-24370 244 77 other other ADJ crl-24370 244 78 success success NOUN crl-24370 244 79 measures measure NOUN crl-24370 244 80 . . PUNCT crl-24370 245 1 again again ADV crl-24370 245 2 , , PUNCT crl-24370 245 3 our our PRON crl-24370 245 4 study study NOUN crl-24370 245 5 defined define VERB crl-24370 245 6 library library NOUN crl-24370 245 7 instruction instruction NOUN crl-24370 245 8 as as ADP crl-24370 245 9 course course NOUN crl-24370 245 10 - - PUNCT crl-24370 245 11 related relate VERB crl-24370 245 12 instruction instruction NOUN crl-24370 245 13 ( ( PUNCT crl-24370 245 14 cri cri PROPN crl-24370 245 15 ) ) PUNCT crl-24370 245 16 or or CCONJ crl-24370 245 17 , , PUNCT crl-24370 245 18 as as SCONJ crl-24370 245 19 the the DET crl-24370 245 20 survey survey NOUN crl-24370 245 21 put put VERB crl-24370 245 22 it it PRON crl-24370 245 23 , , PUNCT crl-24370 245 24 a a DET crl-24370 245 25 librarian librarian NOUN crl-24370 245 26 coming come VERB crl-24370 245 27 to to ADP crl-24370 245 28 one one NUM crl-24370 245 29 of of ADP crl-24370 245 30 their their PRON crl-24370 245 31 classes.43 classes.43 NOUN crl-24370 245 32 the the DET crl-24370 245 33 results result NOUN crl-24370 245 34 of of ADP crl-24370 245 35 this this DET crl-24370 245 36 study study NOUN crl-24370 245 37 are be AUX crl-24370 245 38 similar similar ADJ crl-24370 245 39 to to ADP crl-24370 245 40 others other NOUN crl-24370 245 41 in in SCONJ crl-24370 245 42 that that SCONJ crl-24370 245 43 they they PRON crl-24370 245 44 show show VERB crl-24370 245 45 modest modest ADJ crl-24370 245 46 , , PUNCT crl-24370 245 47 if if SCONJ crl-24370 245 48 hard hard ADJ crl-24370 245 49 to to PART crl-24370 245 50 explain explain VERB crl-24370 245 51 , , PUNCT crl-24370 245 52 positive positive ADJ crl-24370 245 53 correlations correlation NOUN crl-24370 245 54 after after ADP crl-24370 245 55 adjusting adjust VERB crl-24370 245 56 for for ADP crl-24370 245 57 lru lru NOUN crl-24370 245 58 between between ADP crl-24370 245 59 library library NOUN crl-24370 245 60 instruction instruction NOUN crl-24370 245 61 and and CCONJ crl-24370 245 62 student student NOUN crl-24370 245 63 success success NOUN crl-24370 245 64 , , PUNCT crl-24370 245 65 defined define VERB crl-24370 245 66 as as ADP crl-24370 245 67 student student NOUN crl-24370 245 68 beliefs belief NOUN crl-24370 245 69 in in ADP crl-24370 245 70 whether whether SCONJ crl-24370 245 71 they they PRON crl-24370 245 72 felt feel VERB crl-24370 245 73 the the DET crl-24370 245 74 library library NOUN crl-24370 245 75 contributed contribute VERB crl-24370 245 76 very very ADV crl-24370 245 77 much much ADV crl-24370 245 78 to to ADP crl-24370 245 79 their their PRON crl-24370 245 80 success success NOUN crl-24370 245 81 ( ( PUNCT crl-24370 245 82 lcs lcs NOUN crl-24370 245 83 ) ) PUNCT crl-24370 245 84 , , PUNCT crl-24370 245 85 and and CCONJ crl-24370 245 86 negative negative ADJ crl-24370 245 87 correlations correlation NOUN crl-24370 245 88 with with ADP crl-24370 245 89 gpa gpa PROPN crl-24370 245 90 , , PUNCT crl-24370 245 91 again again ADV crl-24370 245 92 after after ADP crl-24370 245 93 adjusting adjust VERB crl-24370 245 94 for for ADP crl-24370 245 95 lru lru PROPN crl-24370 245 96 . . PUNCT crl-24370 246 1 in in ADP crl-24370 246 2 other other ADJ crl-24370 246 3 words word NOUN crl-24370 246 4 , , PUNCT crl-24370 246 5 students student NOUN crl-24370 246 6 who who PRON crl-24370 246 7 had have AUX crl-24370 246 8 attended attend VERB crl-24370 246 9 a a DET crl-24370 246 10 cri cri NOUN crl-24370 246 11 session session NOUN crl-24370 246 12 were be AUX crl-24370 246 13 more more ADV crl-24370 246 14 likely likely ADJ crl-24370 246 15 to to PART crl-24370 246 16 have have VERB crl-24370 246 17 a a DET crl-24370 246 18 favorable favorable ADJ crl-24370 246 19 attitude attitude NOUN crl-24370 246 20 about about ADP crl-24370 246 21 the the DET crl-24370 246 22 library library PROPN crl-24370 246 23 ’s ’s PART crl-24370 246 24 role role NOUN crl-24370 246 25 in in ADP crl-24370 246 26 their their PRON crl-24370 246 27 success success NOUN crl-24370 246 28 , , PUNCT crl-24370 246 29 even even ADV crl-24370 246 30 though though SCONJ crl-24370 246 31 their their PRON crl-24370 246 32 gpa gpa NOUN crl-24370 246 33 may may AUX crl-24370 246 34 not not PART crl-24370 246 35 have have AUX crl-24370 246 36 been be AUX crl-24370 246 37 similarly similarly ADV crl-24370 246 38 impacted impact VERB crl-24370 246 39 , , PUNCT crl-24370 246 40 although although SCONJ crl-24370 246 41 this this PRON crl-24370 246 42 was be AUX crl-24370 246 43 only only ADV crl-24370 246 44 true true ADJ crl-24370 246 45 for for ADP crl-24370 246 46 u.s u.s PROPN crl-24370 246 47 . . PROPN crl-24370 246 48 residents resident NOUN crl-24370 246 49 . . PUNCT crl-24370 247 1 are be AUX crl-24370 247 2 classes class NOUN crl-24370 247 3 that that PRON crl-24370 247 4 receive receive VERB crl-24370 247 5 library library NOUN crl-24370 247 6 instruction instruction NOUN crl-24370 247 7 more more ADV crl-24370 247 8 likely likely ADJ crl-24370 247 9 to to PART crl-24370 247 10 be be AUX crl-24370 247 11 harder hard ADJ crl-24370 247 12 or or CCONJ crl-24370 247 13 easier easy ADJ crl-24370 247 14 for for SCONJ crl-24370 247 15 students student NOUN crl-24370 247 16 to to PART crl-24370 247 17 receive receive VERB crl-24370 247 18 a a DET crl-24370 247 19 good good ADJ crl-24370 247 20 grade grade NOUN crl-24370 247 21 ? ? PUNCT crl-24370 248 1 most most ADJ crl-24370 248 2 disciplines discipline NOUN crl-24370 248 3 showed show VERB crl-24370 248 4 a a DET crl-24370 248 5 slightly slightly ADV crl-24370 248 6 negative negative ADJ crl-24370 248 7 or or CCONJ crl-24370 248 8 neutral neutral ADJ crl-24370 248 9 result result NOUN crl-24370 248 10 ; ; PUNCT crl-24370 248 11 however however ADV crl-24370 248 12 , , PUNCT crl-24370 248 13 if if SCONJ crl-24370 248 14 there there PRON crl-24370 248 15 was be VERB crl-24370 248 16 a a DET crl-24370 248 17 positive positive ADJ crl-24370 248 18 effect effect NOUN crl-24370 248 19 of of ADP crl-24370 248 20 library library NOUN crl-24370 248 21 instruction instruction NOUN crl-24370 248 22 on on ADP crl-24370 248 23 gpa gpa PROPN crl-24370 248 24 , , PUNCT crl-24370 248 25 it it PRON crl-24370 248 26 may may AUX crl-24370 248 27 be be AUX crl-24370 248 28 diluted dilute VERB crl-24370 248 29 by by ADP crl-24370 248 30 the the DET crl-24370 248 31 effect effect NOUN crl-24370 248 32 of of ADP crl-24370 248 33 all all DET crl-24370 248 34 other other ADJ crl-24370 248 35 college college NOUN crl-24370 248 36 experiences experience VERB crl-24370 248 37 the the DET crl-24370 248 38 student student NOUN crl-24370 248 39 receives receive VERB crl-24370 248 40 . . PUNCT crl-24370 249 1 receiving receive VERB crl-24370 249 2 cri cri PROPN crl-24370 249 3 did do AUX crl-24370 249 4 strongly strongly ADV crl-24370 249 5 predict predict VERB crl-24370 249 6 higher high ADJ crl-24370 249 7 lru lru NOUN crl-24370 249 8 for for ADP crl-24370 249 9 many many ADJ crl-24370 249 10 student student NOUN crl-24370 249 11 groups group NOUN crl-24370 249 12 , , PUNCT crl-24370 249 13 especially especially ADV crl-24370 249 14 international international ADJ crl-24370 249 15 students student NOUN crl-24370 249 16 . . PUNCT crl-24370 250 1 these these DET crl-24370 250 2 results result NOUN crl-24370 250 3 may may AUX crl-24370 250 4 be be AUX crl-24370 250 5 explained explain VERB crl-24370 250 6 by by ADP crl-24370 250 7 a a DET crl-24370 250 8 strong strong ADJ crl-24370 250 9 likelihood likelihood NOUN crl-24370 250 10 for for ADP crl-24370 250 11 courses course NOUN crl-24370 250 12 receiving receive VERB crl-24370 250 13 cri cri NOUN crl-24370 250 14 to to PART crl-24370 250 15 have have VERB crl-24370 250 16 assignments assignment NOUN crl-24370 250 17 or or CCONJ crl-24370 250 18 expectations expectation NOUN crl-24370 250 19 that that PRON crl-24370 250 20 require require VERB crl-24370 250 21 lru lru ADV crl-24370 250 22 for for ADP crl-24370 250 23 student student NOUN crl-24370 250 24 assignments assignment NOUN crl-24370 250 25 or or CCONJ crl-24370 250 26 papers paper NOUN crl-24370 250 27 . . PUNCT crl-24370 251 1 this this PRON crl-24370 251 2 may may AUX crl-24370 251 3 also also ADV crl-24370 251 4 suggest suggest VERB crl-24370 251 5 that that SCONJ crl-24370 251 6 students student NOUN crl-24370 251 7 learn learn VERB crl-24370 251 8 through through ADP crl-24370 251 9 cri cri PROPN crl-24370 251 10 about about ADP crl-24370 251 11 relevant relevant ADJ crl-24370 251 12 resources resource NOUN crl-24370 251 13 as as ADV crl-24370 251 14 well well ADV crl-24370 251 15 as as ADP crl-24370 251 16 the the DET crl-24370 251 17 databases database NOUN crl-24370 251 18 and and CCONJ crl-24370 251 19 strategies strategy NOUN crl-24370 251 20 to to PART crl-24370 251 21 explore explore VERB crl-24370 251 22 for for ADP crl-24370 251 23 finding find VERB crl-24370 251 24 additional additional ADJ crl-24370 251 25 resources resource NOUN crl-24370 251 26 on on ADP crl-24370 251 27 their their PRON crl-24370 251 28 own own ADJ crl-24370 251 29 . . PUNCT crl-24370 252 1 while while SCONJ crl-24370 252 2 these these DET crl-24370 252 3 results result NOUN crl-24370 252 4 are be AUX crl-24370 252 5 intriguing intriguing ADJ crl-24370 252 6 and and CCONJ crl-24370 252 7 open open ADJ crl-24370 252 8 to to ADP crl-24370 252 9 interpretation interpretation NOUN crl-24370 252 10 , , PUNCT crl-24370 252 11 are be AUX crl-24370 252 12 these these DET crl-24370 252 13 types type NOUN crl-24370 252 14 of of ADP crl-24370 252 15 library library NOUN crl-24370 252 16 value value NOUN crl-24370 252 17 studies study NOUN crl-24370 252 18 that that PRON crl-24370 252 19 emphasize emphasize VERB crl-24370 252 20 big big ADJ crl-24370 252 21 - - PUNCT crl-24370 252 22 picture picture NOUN crl-24370 252 23 quantitative quantitative ADJ crl-24370 252 24 data datum NOUN crl-24370 252 25 the the DET crl-24370 252 26 most most ADV crl-24370 252 27 productive productive ADJ crl-24370 252 28 ways way NOUN crl-24370 252 29 of of ADP crl-24370 252 30 looking look VERB crl-24370 252 31 at at ADP crl-24370 252 32 the the DET crl-24370 252 33 value value NOUN crl-24370 252 34 of of ADP crl-24370 252 35 library library NOUN crl-24370 252 36 instruction instruction NOUN crl-24370 252 37 ? ? PUNCT crl-24370 253 1 for for ADP crl-24370 253 2 example example NOUN crl-24370 253 3 , , PUNCT crl-24370 253 4 it it PRON crl-24370 253 5 is be AUX crl-24370 253 6 difficult difficult ADJ crl-24370 253 7 for for SCONJ crl-24370 253 8 quantitative quantitative ADJ crl-24370 253 9 studies study NOUN crl-24370 253 10 to to PART crl-24370 253 11 get get VERB crl-24370 253 12 at at ADP crl-24370 253 13 the the DET crl-24370 253 14 quality quality NOUN crl-24370 253 15 issues issue NOUN crl-24370 253 16 that that PRON crl-24370 253 17 matter matter VERB crl-24370 253 18 in in ADP crl-24370 253 19 learning learning NOUN crl-24370 253 20 and and CCONJ crl-24370 253 21 teaching teaching NOUN crl-24370 253 22 , , PUNCT crl-24370 253 23 such such ADJ crl-24370 253 24 as as ADP crl-24370 253 25 the the DET crl-24370 253 26 quality quality NOUN crl-24370 253 27 of of ADP crl-24370 253 28 the the DET crl-24370 253 29 collaboration collaboration NOUN crl-24370 253 30 between between ADP crl-24370 253 31 librarian librarian NOUN crl-24370 253 32 and and CCONJ crl-24370 253 33 course course NOUN crl-24370 253 34 instructor instructor NOUN crl-24370 253 35 ; ; PUNCT crl-24370 253 36 the the DET crl-24370 253 37 type type NOUN crl-24370 253 38 of of ADP crl-24370 253 39 learning learn VERB crl-24370 253 40 strategies strategy NOUN crl-24370 253 41 employed employ VERB crl-24370 253 42 ; ; PUNCT crl-24370 253 43 the the DET crl-24370 253 44 level level NOUN crl-24370 253 45 of of ADP crl-24370 253 46 instruction instruction NOUN crl-24370 253 47 offered offer VERB crl-24370 253 48 and and CCONJ crl-24370 253 49 how how SCONJ crl-24370 253 50 well well ADV crl-24370 253 51 it it PRON crl-24370 253 52 aligns align VERB crl-24370 253 53 with with ADP crl-24370 253 54 student student NOUN crl-24370 253 55 and and CCONJ crl-24370 253 56 course course NOUN crl-24370 253 57 needs need NOUN crl-24370 253 58 ; ; PUNCT crl-24370 253 59 the the DET crl-24370 253 60 expertise expertise NOUN crl-24370 253 61 of of ADP crl-24370 253 62 the the DET crl-24370 253 63 librarian librarian NOUN crl-24370 253 64 as as ADP crl-24370 253 65 teacher teacher NOUN crl-24370 253 66 ; ; PUNCT crl-24370 253 67 and and CCONJ crl-24370 253 68 so so ADV crl-24370 253 69 on on ADV crl-24370 253 70 . . PUNCT crl-24370 254 1 recommendations recommendation NOUN crl-24370 254 2 it it PRON crl-24370 254 3 must must AUX crl-24370 254 4 be be AUX crl-24370 254 5 recognized recognize VERB crl-24370 254 6 that that SCONJ crl-24370 254 7 cumulative cumulative ADJ crl-24370 254 8 gpa gpa PROPN crl-24370 254 9 may may AUX crl-24370 254 10 be be AUX crl-24370 254 11 a a DET crl-24370 254 12 blunt blunt ADJ crl-24370 254 13 instrument instrument NOUN crl-24370 254 14 to to PART crl-24370 254 15 measure measure VERB crl-24370 254 16 the the DET crl-24370 254 17 effect effect NOUN crl-24370 254 18 of of ADP crl-24370 254 19 library library NOUN crl-24370 254 20 usage usage NOUN crl-24370 254 21 or or CCONJ crl-24370 254 22 instruction instruction NOUN crl-24370 254 23 on on ADP crl-24370 254 24 student student NOUN crl-24370 254 25 success success NOUN crl-24370 254 26 . . PUNCT crl-24370 255 1 in in ADP crl-24370 255 2 what what PRON crl-24370 255 3 proportion proportion NOUN crl-24370 255 4 of of ADP crl-24370 255 5 classes class NOUN crl-24370 255 6 is be AUX crl-24370 255 7 it it PRON crl-24370 255 8 plausible plausible ADJ crl-24370 255 9 that that SCONJ crl-24370 255 10 library library NOUN crl-24370 255 11 usage usage NOUN crl-24370 255 12 or or CCONJ crl-24370 255 13 instruction instruction NOUN crl-24370 255 14 would would AUX crl-24370 255 15 help help VERB crl-24370 255 16 to to PART crl-24370 255 17 increase increase VERB crl-24370 255 18 the the DET crl-24370 255 19 student student NOUN crl-24370 255 20 ’s ’s NOUN crl-24370 255 21 grade grade NOUN crl-24370 255 22 ? ? PUNCT crl-24370 256 1 the the DET crl-24370 256 2 effect effect NOUN crl-24370 256 3 could could AUX crl-24370 256 4 be be AUX crl-24370 256 5 a a DET crl-24370 256 6 drop drop NOUN crl-24370 256 7 in in ADP crl-24370 256 8 the the DET crl-24370 256 9 pond pond NOUN crl-24370 256 10 in in ADP crl-24370 256 11 a a DET crl-24370 256 12 cumulative cumulative ADJ crl-24370 256 13 gpa gpa NOUN crl-24370 256 14 . . PUNCT crl-24370 257 1 to to AUX crl-24370 257 2 more more ADV crl-24370 257 3 fully fully ADV crl-24370 257 4 understand understand VERB crl-24370 257 5 and and CCONJ crl-24370 257 6 measure measure VERB crl-24370 257 7 the the DET crl-24370 257 8 relationship relationship NOUN crl-24370 257 9 between between ADP crl-24370 257 10 library library NOUN crl-24370 257 11 building building NOUN crl-24370 257 12 and and CCONJ crl-24370 257 13 resource resource NOUN crl-24370 257 14 use use NOUN crl-24370 257 15 and and CCONJ crl-24370 257 16 student student NOUN crl-24370 257 17 success success NOUN crl-24370 257 18 , , PUNCT crl-24370 257 19 it it PRON crl-24370 257 20 would would AUX crl-24370 257 21 be be AUX crl-24370 257 22 helpful helpful ADJ crl-24370 257 23 to to PART crl-24370 257 24 examine examine VERB crl-24370 257 25 how how SCONJ crl-24370 257 26 students student NOUN crl-24370 257 27 define define VERB crl-24370 257 28 success success NOUN crl-24370 257 29 and and CCONJ crl-24370 257 30 how how SCONJ crl-24370 257 31 the the DET crl-24370 257 32 library library NOUN crl-24370 257 33 assists assist VERB crl-24370 257 34 them they PRON crl-24370 257 35 to to PART crl-24370 257 36 achieve achieve VERB crl-24370 257 37 it it PRON crl-24370 257 38 . . PUNCT crl-24370 258 1 a a DET crl-24370 258 2 longitudinal longitudinal ADJ crl-24370 258 3 study study NOUN crl-24370 258 4 such such ADJ crl-24370 258 5 as as ADP crl-24370 258 6 a a DET crl-24370 258 7 diary diary ADJ crl-24370 258 8 study study NOUN crl-24370 258 9 or or CCONJ crl-24370 258 10 panel panel NOUN crl-24370 258 11 survey survey NOUN crl-24370 258 12 could could AUX crl-24370 258 13 gather gather VERB crl-24370 258 14 such such ADJ crl-24370 258 15 qualitative qualitative ADJ crl-24370 258 16 information information NOUN crl-24370 258 17 , , PUNCT crl-24370 258 18 while while SCONJ crl-24370 258 19 allowing allow VERB crl-24370 258 20 students student NOUN crl-24370 258 21 to to PART crl-24370 258 22 be be AUX crl-24370 258 23 their their PRON crl-24370 258 24 own own ADJ crl-24370 258 25 controls control NOUN crl-24370 258 26 , , PUNCT crl-24370 258 27 using use VERB crl-24370 258 28 multilevel multilevel ADJ crl-24370 258 29 models model NOUN crl-24370 258 30 with with ADP crl-24370 258 31 multiple multiple ADJ crl-24370 258 32 observations observation NOUN crl-24370 258 33 nested nest VERB crl-24370 258 34 in in ADP crl-24370 258 35 each each DET crl-24370 258 36 student student NOUN crl-24370 258 37 . . PUNCT crl-24370 259 1 478 478 NUM crl-24370 259 2 college college PROPN crl-24370 259 3 & & CCONJ crl-24370 259 4 research research PROPN crl-24370 259 5 libraries library NOUN crl-24370 259 6 april april PROPN crl-24370 259 7 2020 2020 NUM crl-24370 259 8 gpas gpa NOUN crl-24370 259 9 could could AUX crl-24370 259 10 also also ADV crl-24370 259 11 be be AUX crl-24370 259 12 collected collect VERB crl-24370 259 13 for for ADP crl-24370 259 14 a a DET crl-24370 259 15 more more ADV crl-24370 259 16 standardized standardized ADJ crl-24370 259 17 and and CCONJ crl-24370 259 18 objective objective ADJ crl-24370 259 19 measure measure NOUN crl-24370 259 20 to to PART crl-24370 259 21 go go VERB crl-24370 259 22 along along ADV crl-24370 259 23 with with ADP crl-24370 259 24 the the DET crl-24370 259 25 students student NOUN crl-24370 259 26 ’ ’ PART crl-24370 259 27 goals goal NOUN crl-24370 259 28 . . PUNCT crl-24370 260 1 the the DET crl-24370 260 2 study study NOUN crl-24370 260 3 from from ADP crl-24370 260 4 whitmire44 whitmire44 PROPN crl-24370 260 5 of of ADP crl-24370 260 6 library library NOUN crl-24370 260 7 usage usage NOUN crl-24370 260 8 is be AUX crl-24370 260 9 an an DET crl-24370 260 10 excellent excellent ADJ crl-24370 260 11 example example NOUN crl-24370 260 12 of of ADP crl-24370 260 13 a a DET crl-24370 260 14 much much ADJ crl-24370 260 15 fuller fuller NOUN crl-24370 260 16 data datum NOUN crl-24370 260 17 set set VERB crl-24370 260 18 than than ADP crl-24370 260 19 ours our NOUN crl-24370 260 20 . . PUNCT crl-24370 261 1 it it PRON crl-24370 261 2 has have VERB crl-24370 261 3 a a DET crl-24370 261 4 range range NOUN crl-24370 261 5 of of ADP crl-24370 261 6 variables variable NOUN crl-24370 261 7 , , PUNCT crl-24370 261 8 including include VERB crl-24370 261 9 background background NOUN crl-24370 261 10 characteristics characteristic NOUN crl-24370 261 11 , , PUNCT crl-24370 261 12 college college NOUN crl-24370 261 13 experiences experience NOUN crl-24370 261 14 , , PUNCT crl-24370 261 15 and and CCONJ crl-24370 261 16 library library NOUN crl-24370 261 17 activities activity NOUN crl-24370 261 18 ; ; PUNCT crl-24370 261 19 one one NUM crl-24370 261 20 point point NOUN crl-24370 261 21 that that PRON crl-24370 261 22 is be AUX crl-24370 261 23 important important ADJ crl-24370 261 24 to to PART crl-24370 261 25 note note VERB crl-24370 261 26 is be AUX crl-24370 261 27 that that SCONJ crl-24370 261 28 it it PRON crl-24370 261 29 covered cover VERB crl-24370 261 30 three three NUM crl-24370 261 31 years year NOUN crl-24370 261 32 with with ADP crl-24370 261 33 the the DET crl-24370 261 34 same same ADJ crl-24370 261 35 students student NOUN crl-24370 261 36 . . PUNCT crl-24370 262 1 a a DET crl-24370 262 2 multilevel multilevel ADJ crl-24370 262 3 model model NOUN crl-24370 262 4 could could AUX crl-24370 262 5 combine combine VERB crl-24370 262 6 all all DET crl-24370 262 7 the the DET crl-24370 262 8 data datum NOUN crl-24370 262 9 with with ADP crl-24370 262 10 the the DET crl-24370 262 11 three three NUM crl-24370 262 12 years year NOUN crl-24370 262 13 ’ ’ PART crl-24370 262 14 observations observation NOUN crl-24370 262 15 nested nest VERB crl-24370 262 16 within within ADP crl-24370 262 17 each each DET crl-24370 262 18 student student NOUN crl-24370 262 19 and and CCONJ crl-24370 262 20 students student NOUN crl-24370 262 21 nested nest VERB crl-24370 262 22 within within ADP crl-24370 262 23 institutions institution NOUN crl-24370 262 24 . . PUNCT crl-24370 263 1 normand45 normand45 PROPN crl-24370 263 2 recommends recommend VERB crl-24370 263 3 increasing increase VERB crl-24370 263 4 the the DET crl-24370 263 5 number number NOUN crl-24370 263 6 of of ADP crl-24370 263 7 observations observation NOUN crl-24370 263 8 per per ADP crl-24370 263 9 person person NOUN crl-24370 263 10 over over ADP crl-24370 263 11 increasing increase VERB crl-24370 263 12 the the DET crl-24370 263 13 number number NOUN crl-24370 263 14 of of ADP crl-24370 263 15 people people NOUN crl-24370 263 16 in in ADP crl-24370 263 17 the the DET crl-24370 263 18 study study NOUN crl-24370 263 19 . . PUNCT crl-24370 264 1 with with ADP crl-24370 264 2 students student NOUN crl-24370 264 3 as as ADP crl-24370 264 4 their their PRON crl-24370 264 5 own own ADJ crl-24370 264 6 control control NOUN crl-24370 264 7 , , PUNCT crl-24370 264 8 all all DET crl-24370 264 9 aspects aspect NOUN crl-24370 264 10 of of ADP crl-24370 264 11 their their PRON crl-24370 264 12 background background NOUN crl-24370 264 13 , , PUNCT crl-24370 264 14 personality personality NOUN crl-24370 264 15 , , PUNCT crl-24370 264 16 social social ADJ crl-24370 264 17 / / SYM crl-24370 264 18 job job NOUN crl-24370 264 19 life life NOUN crl-24370 264 20 , , PUNCT crl-24370 264 21 study study NOUN crl-24370 264 22 habits habit NOUN crl-24370 264 23 , , PUNCT crl-24370 264 24 and and CCONJ crl-24370 264 25 abilities ability NOUN crl-24370 264 26 can can AUX crl-24370 264 27 be be AUX crl-24370 264 28 controlled control VERB crl-24370 264 29 for for ADP crl-24370 264 30 . . PUNCT crl-24370 265 1 using use VERB crl-24370 265 2 outcomes outcome NOUN crl-24370 265 3 linked link VERB crl-24370 265 4 more more ADV crl-24370 265 5 tightly tightly ADV crl-24370 265 6 to to ADP crl-24370 265 7 the the DET crl-24370 265 8 treatments treatment NOUN crl-24370 265 9 and and CCONJ crl-24370 265 10 focusing focus VERB crl-24370 265 11 on on ADP crl-24370 265 12 variations variation NOUN crl-24370 265 13 over over ADP crl-24370 265 14 time time NOUN crl-24370 265 15 in in ADP crl-24370 265 16 individual individual ADJ crl-24370 265 17 performance performance NOUN crl-24370 265 18 rather rather ADV crl-24370 265 19 than than ADP crl-24370 265 20 averages average NOUN crl-24370 265 21 , , PUNCT crl-24370 265 22 such such DET crl-24370 265 23 a a DET crl-24370 265 24 study study NOUN crl-24370 265 25 could could AUX crl-24370 265 26 provide provide VERB crl-24370 265 27 much much ADV crl-24370 265 28 richer rich ADJ crl-24370 265 29 information information NOUN crl-24370 265 30 about about ADP crl-24370 265 31 how how SCONJ crl-24370 265 32 and and CCONJ crl-24370 265 33 why why SCONJ crl-24370 265 34 the the DET crl-24370 265 35 library library NOUN crl-24370 265 36 can can AUX crl-24370 265 37 help help VERB crl-24370 265 38 student student NOUN crl-24370 265 39 success success NOUN crl-24370 265 40 . . PUNCT crl-24370 266 1 conclusion conclusion NOUN crl-24370 266 2 student student NOUN crl-24370 266 3 attitudes attitude NOUN crl-24370 266 4 and and CCONJ crl-24370 266 5 beliefs belief NOUN crl-24370 266 6 about about ADP crl-24370 266 7 their their PRON crl-24370 266 8 own own ADJ crl-24370 266 9 library library NOUN crl-24370 266 10 use use NOUN crl-24370 266 11 matter matter NOUN crl-24370 266 12 , , PUNCT crl-24370 266 13 whether whether SCONJ crl-24370 266 14 or or CCONJ crl-24370 266 15 not not PART crl-24370 266 16 their their PRON crl-24370 266 17 use use NOUN crl-24370 266 18 can can AUX crl-24370 266 19 objectively objectively ADV crl-24370 266 20 be be AUX crl-24370 266 21 shown show VERB crl-24370 266 22 to to PART crl-24370 266 23 have have AUX crl-24370 266 24 been be AUX crl-24370 266 25 positively positively ADV crl-24370 266 26 linked link VERB crl-24370 266 27 to to ADP crl-24370 266 28 success success NOUN crl-24370 266 29 outcomes outcome NOUN crl-24370 266 30 such such ADJ crl-24370 266 31 as as ADP crl-24370 266 32 higher high ADJ crl-24370 266 33 gpa gpa NOUN crl-24370 266 34 . . PUNCT crl-24370 267 1 this this PRON crl-24370 267 2 is be AUX crl-24370 267 3 particularly particularly ADV crl-24370 267 4 so so ADV crl-24370 267 5 with with ADP crl-24370 267 6 undergraduates undergraduate NOUN crl-24370 267 7 in in ADP crl-24370 267 8 our our PRON crl-24370 267 9 study study NOUN crl-24370 267 10 . . PUNCT crl-24370 268 1 gpa gpa PROPN crl-24370 268 2 may may AUX crl-24370 268 3 not not PART crl-24370 268 4 be be AUX crl-24370 268 5 the the DET crl-24370 268 6 best good ADJ crl-24370 268 7 measure measure NOUN crl-24370 268 8 of of ADP crl-24370 268 9 whether whether SCONJ crl-24370 268 10 the the DET crl-24370 268 11 library library NOUN crl-24370 268 12 is be AUX crl-24370 268 13 an an DET crl-24370 268 14 aid aid NOUN crl-24370 268 15 to to ADP crl-24370 268 16 student student NOUN crl-24370 268 17 success success NOUN crl-24370 268 18 , , PUNCT crl-24370 268 19 although although SCONJ crl-24370 268 20 there there PRON crl-24370 268 21 is be VERB crl-24370 268 22 a a DET crl-24370 268 23 correlation correlation NOUN crl-24370 268 24 between between ADP crl-24370 268 25 lru lru PROPN crl-24370 268 26 and and CCONJ crl-24370 268 27 gpa gpa PROPN crl-24370 268 28 . . PUNCT crl-24370 269 1 higher high ADJ crl-24370 269 2 lru lru PROPN crl-24370 269 3 , , PUNCT crl-24370 269 4 building building NOUN crl-24370 269 5 use use NOUN crl-24370 269 6 , , PUNCT crl-24370 269 7 and and CCONJ crl-24370 269 8 cri cri PROPN crl-24370 269 9 does do AUX crl-24370 269 10 predict predict VERB crl-24370 269 11 student student NOUN crl-24370 269 12 attribution attribution NOUN crl-24370 269 13 of of ADP crl-24370 269 14 academic academic ADJ crl-24370 269 15 success success NOUN crl-24370 269 16 to to ADP crl-24370 269 17 the the DET crl-24370 269 18 library library NOUN crl-24370 269 19 ; ; PUNCT crl-24370 269 20 by by ADP crl-24370 269 21 self self NOUN crl-24370 269 22 - - PUNCT crl-24370 269 23 report report NOUN crl-24370 269 24 , , PUNCT crl-24370 269 25 it it PRON crl-24370 269 26 helps help VERB crl-24370 269 27 some some DET crl-24370 269 28 students student NOUN crl-24370 269 29 . . PUNCT crl-24370 270 1 it it PRON crl-24370 270 2 may may AUX crl-24370 270 3 be be AUX crl-24370 270 4 of of ADP crl-24370 270 5 more more ADJ crl-24370 270 6 help help NOUN crl-24370 270 7 to to ADP crl-24370 270 8 some some DET crl-24370 270 9 students student NOUN crl-24370 270 10 than than ADP crl-24370 270 11 to to ADP crl-24370 270 12 others other NOUN crl-24370 270 13 either either CCONJ crl-24370 270 14 because because SCONJ crl-24370 270 15 it it PRON crl-24370 270 16 is be AUX crl-24370 270 17 discipline discipline NOUN crl-24370 270 18 - - PUNCT crl-24370 270 19 dependent dependent ADJ crl-24370 270 20 or or CCONJ crl-24370 270 21 because because SCONJ crl-24370 270 22 availability availability NOUN crl-24370 270 23 of of ADP crl-24370 270 24 alternatives alternative NOUN crl-24370 270 25 varies varie NOUN crl-24370 270 26 . . PUNCT crl-24370 271 1 it it PRON crl-24370 271 2 ’s ’ VERB crl-24370 271 3 important important ADJ crl-24370 271 4 also also ADV crl-24370 271 5 to to PART crl-24370 271 6 recognize recognize VERB crl-24370 271 7 that that SCONJ crl-24370 271 8 students student NOUN crl-24370 271 9 are be AUX crl-24370 271 10 diverse diverse ADJ crl-24370 271 11 and and CCONJ crl-24370 271 12 do do AUX crl-24370 271 13 not not PART crl-24370 271 14 represent represent VERB crl-24370 271 15 a a DET crl-24370 271 16 homogeneous homogeneous ADJ crl-24370 271 17 block block NOUN crl-24370 271 18 , , PUNCT crl-24370 271 19 as as SCONJ crl-24370 271 20 seen see VERB crl-24370 271 21 with with ADP crl-24370 271 22 the the DET crl-24370 271 23 differences difference NOUN crl-24370 271 24 between between ADP crl-24370 271 25 us us PROPN crl-24370 271 26 residents resident NOUN crl-24370 271 27 and and CCONJ crl-24370 271 28 international international ADJ crl-24370 271 29 students student NOUN crl-24370 271 30 in in ADP crl-24370 271 31 this this DET crl-24370 271 32 study study NOUN crl-24370 271 33 . . PUNCT crl-24370 271 34 including include VERB crl-24370 271 35 more more ADJ crl-24370 271 36 student student NOUN crl-24370 271 37 - - PUNCT crl-24370 271 38 centered center VERB crl-24370 271 39 measures measure NOUN crl-24370 271 40 of of ADP crl-24370 271 41 specific specific ADJ crl-24370 271 42 ways way NOUN crl-24370 271 43 the the DET crl-24370 271 44 library library NOUN crl-24370 271 45 can can AUX crl-24370 271 46 aid aid VERB crl-24370 271 47 the the DET crl-24370 271 48 student student NOUN crl-24370 271 49 , , PUNCT crl-24370 271 50 including include VERB crl-24370 271 51 student student NOUN crl-24370 271 52 - - PUNCT crl-24370 271 53 defined define VERB crl-24370 271 54 measures measure NOUN crl-24370 271 55 of of ADP crl-24370 271 56 success success NOUN crl-24370 271 57 , , PUNCT crl-24370 271 58 and and CCONJ crl-24370 271 59 including include VERB crl-24370 271 60 more more ADJ crl-24370 271 61 observations observation NOUN crl-24370 271 62 per per ADP crl-24370 271 63 student student NOUN crl-24370 271 64 might might AUX crl-24370 271 65 bring bring VERB crl-24370 271 66 the the DET crl-24370 271 67 issue issue NOUN crl-24370 271 68 of of ADP crl-24370 271 69 library library NOUN crl-24370 271 70 impact impact NOUN crl-24370 271 71 on on ADP crl-24370 271 72 student student NOUN crl-24370 271 73 success success NOUN crl-24370 271 74 into into ADP crl-24370 271 75 sharper sharp ADJ crl-24370 271 76 focus focus NOUN crl-24370 271 77 . . PUNCT crl-24370 272 1 library library NOUN crl-24370 272 2 usage usage NOUN crl-24370 272 3 , , PUNCT crl-24370 272 4 instruction instruction NOUN crl-24370 272 5 , , PUNCT crl-24370 272 6 and and CCONJ crl-24370 272 7 student student NOUN crl-24370 272 8 success success NOUN crl-24370 272 9 across across ADP crl-24370 272 10 disciplines discipline NOUN crl-24370 272 11 479 479 NUM crl-24370 272 12 appendix appendix PROPN crl-24370 272 13 a. a. NOUN crl-24370 272 14 statistical statistical ADJ crl-24370 272 15 analysis analysis NOUN crl-24370 272 16 library library NOUN crl-24370 272 17 resource resource NOUN crl-24370 272 18 usage usage NOUN crl-24370 272 19 index index NOUN crl-24370 272 20 ( ( PUNCT crl-24370 272 21 lru lru PROPN crl-24370 272 22 ) ) PUNCT crl-24370 272 23 the the DET crl-24370 272 24 library library NOUN crl-24370 272 25 resource resource NOUN crl-24370 272 26 usage usage NOUN crl-24370 272 27 index index NOUN crl-24370 272 28 ( ( PUNCT crl-24370 272 29 lru lru ADJ crl-24370 272 30 ) ) PUNCT crl-24370 272 31 emulates emulate NOUN crl-24370 272 32 count count VERB crl-24370 272 33 data datum NOUN crl-24370 272 34 ( ( PUNCT crl-24370 272 35 non non ADJ crl-24370 272 36 - - ADJ crl-24370 272 37 negative negative ADJ crl-24370 272 38 integers integer NOUN crl-24370 272 39 ) ) PUNCT crl-24370 272 40 . . PUNCT crl-24370 273 1 either either CCONJ crl-24370 273 2 poisson poisson PROPN crl-24370 273 3 regression regression NOUN crl-24370 273 4 or or CCONJ crl-24370 273 5 negative negative ADJ crl-24370 273 6 binomial binomial ADJ crl-24370 273 7 regression regression NOUN crl-24370 273 8 is be AUX crl-24370 273 9 usually usually ADV crl-24370 273 10 used use VERB crl-24370 273 11 to to PART crl-24370 273 12 model model VERB crl-24370 273 13 count count NOUN crl-24370 273 14 data datum NOUN crl-24370 273 15 . . PUNCT crl-24370 274 1 since since SCONJ crl-24370 274 2 the the DET crl-24370 274 3 variance variance NOUN crl-24370 274 4 of of ADP crl-24370 274 5 the the DET crl-24370 274 6 lru lru NOUN crl-24370 274 7 was be AUX crl-24370 274 8 much much ADV crl-24370 274 9 larger large ADJ crl-24370 274 10 than than ADP crl-24370 274 11 the the DET crl-24370 274 12 mean mean NOUN crl-24370 274 13 , , PUNCT crl-24370 274 14 a a DET crl-24370 274 15 multilevel multilevel ADJ crl-24370 274 16 negative negative ADJ crl-24370 274 17 binomial binomial ADJ crl-24370 274 18 regression regression NOUN crl-24370 274 19 was be AUX crl-24370 274 20 used use VERB crl-24370 274 21 . . PUNCT crl-24370 275 1 variable variable ADJ crl-24370 275 2 name name NOUN crl-24370 275 3 : : PUNCT crl-24370 275 4 sumnobldg2 sumnobldg2 NOUN crl-24370 275 5 perception perception NOUN crl-24370 275 6 of of ADP crl-24370 275 7 library library NOUN crl-24370 275 8 contribution contribution NOUN crl-24370 275 9 to to ADP crl-24370 275 10 success success NOUN crl-24370 275 11 ( ( PUNCT crl-24370 275 12 lcs lcs NOUN crl-24370 275 13 ) ) PUNCT crl-24370 275 14 the the DET crl-24370 275 15 lcs lcs PROPN crl-24370 275 16 variable variable PROPN crl-24370 275 17 is be AUX crl-24370 275 18 the the DET crl-24370 275 19 binary binary ADJ crl-24370 275 20 outcome outcome NOUN crl-24370 275 21 variable variable NOUN crl-24370 275 22 constructed construct VERB crl-24370 275 23 from from ADP crl-24370 275 24 the the DET crl-24370 275 25 response response NOUN crl-24370 275 26 to to ADP crl-24370 275 27 the the DET crl-24370 275 28 question question NOUN crl-24370 275 29 of of ADP crl-24370 275 30 “ " PUNCT crl-24370 275 31 to to ADP crl-24370 275 32 what what DET crl-24370 275 33 extent extent NOUN crl-24370 275 34 have have AUX crl-24370 275 35 the the DET crl-24370 275 36 library library PROPN crl-24370 275 37 ’s ’s PART crl-24370 275 38 resources resource NOUN crl-24370 275 39 and and CCONJ crl-24370 275 40 services service NOUN crl-24370 275 41 contributed contribute VERB crl-24370 275 42 to to ADP crl-24370 275 43 your your PRON crl-24370 275 44 academic academic ADJ crl-24370 275 45 success success NOUN crl-24370 275 46 ? ? PUNCT crl-24370 275 47 ” " PUNCT crl-24370 276 1 a a DET crl-24370 276 2 response response NOUN crl-24370 276 3 of of ADP crl-24370 276 4 “ " PUNCT crl-24370 276 5 very very ADV crl-24370 276 6 much much ADJ crl-24370 276 7 ” " PUNCT crl-24370 276 8 was be AUX crl-24370 276 9 set set VERB crl-24370 276 10 to to ADP crl-24370 276 11 1 1 NUM crl-24370 276 12 , , PUNCT crl-24370 276 13 and and CCONJ crl-24370 276 14 missing missing ADJ crl-24370 276 15 or or CCONJ crl-24370 276 16 other other ADJ crl-24370 276 17 responses response NOUN crl-24370 276 18 ( ( PUNCT crl-24370 276 19 “ " PUNCT crl-24370 276 20 some some PRON crl-24370 276 21 , , PUNCT crl-24370 276 22 ” " PUNCT crl-24370 276 23 “ " PUNCT crl-24370 276 24 very very ADV crl-24370 276 25 little little ADV crl-24370 276 26 , , PUNCT crl-24370 276 27 ” " PUNCT crl-24370 276 28 or or CCONJ crl-24370 276 29 “ " PUNCT crl-24370 276 30 not not PART crl-24370 276 31 at at ADV crl-24370 276 32 all all ADV crl-24370 276 33 ” " PUNCT crl-24370 276 34 ) ) PUNCT crl-24370 276 35 were be AUX crl-24370 276 36 set set VERB crl-24370 276 37 to to ADP crl-24370 276 38 0 0 NUM crl-24370 276 39 . . PUNCT crl-24370 277 1 it it PRON crl-24370 277 2 was be AUX crl-24370 277 3 modeled model VERB crl-24370 277 4 by by ADP crl-24370 277 5 a a DET crl-24370 277 6 multilevel multilevel ADJ crl-24370 277 7 logistic logistic ADJ crl-24370 277 8 regression regression NOUN crl-24370 277 9 . . PUNCT crl-24370 278 1 variable variable ADJ crl-24370 278 2 name name NOUN crl-24370 278 3 : : PUNCT crl-24370 278 4 succ2 succ2 PROPN crl-24370 278 5 cumulative cumulative PROPN crl-24370 278 6 gpa gpa VERB crl-24370 278 7 the the DET crl-24370 278 8 cumulative cumulative ADJ crl-24370 278 9 gpa gpa PROPN crl-24370 278 10 was be AUX crl-24370 278 11 modeled model VERB crl-24370 278 12 with with ADP crl-24370 278 13 the the DET crl-24370 278 14 lcu lcu NOUN crl-24370 278 15 as as ADP crl-24370 278 16 one one NUM crl-24370 278 17 of of ADP crl-24370 278 18 the the DET crl-24370 278 19 predictor predictor NOUN crl-24370 278 20 variables variable NOUN crl-24370 278 21 . . PUNCT crl-24370 279 1 for for ADP crl-24370 279 2 the the DET crl-24370 279 3 graduate graduate NOUN crl-24370 279 4 students student NOUN crl-24370 279 5 , , PUNCT crl-24370 279 6 the the DET crl-24370 279 7 cumulative cumulative ADJ crl-24370 279 8 gpa gpa PROPN crl-24370 279 9 did do AUX crl-24370 279 10 not not PART crl-24370 279 11 include include VERB crl-24370 279 12 spring spring NOUN crl-24370 279 13 2016 2016 NUM crl-24370 279 14 , , PUNCT crl-24370 279 15 while while SCONJ crl-24370 279 16 spring spring NOUN crl-24370 279 17 2016 2016 NUM crl-24370 279 18 was be AUX crl-24370 279 19 included include VERB crl-24370 279 20 for for ADP crl-24370 279 21 the the DET crl-24370 279 22 undergraduates undergraduate NOUN crl-24370 279 23 . . PUNCT crl-24370 280 1 because because SCONJ crl-24370 280 2 the the DET crl-24370 280 3 range range NOUN crl-24370 280 4 of of ADP crl-24370 280 5 the the DET crl-24370 280 6 gpas gpas NOUN crl-24370 280 7 is be AUX crl-24370 280 8 bounded bound VERB crl-24370 280 9 by by ADP crl-24370 280 10 0 0 NUM crl-24370 280 11 and and CCONJ crl-24370 280 12 4 4 NUM crl-24370 280 13 and and CCONJ crl-24370 280 14 the the DET crl-24370 280 15 distribution distribution NOUN crl-24370 280 16 is be AUX crl-24370 280 17 extremely extremely ADV crl-24370 280 18 left left ADV crl-24370 280 19 - - PUNCT crl-24370 280 20 skewed skewed ADJ crl-24370 280 21 , , PUNCT crl-24370 280 22 a a DET crl-24370 280 23 multilevel multilevel ADJ crl-24370 280 24 beta beta NOUN crl-24370 280 25 regression regression NOUN crl-24370 280 26 with with ADP crl-24370 280 27 a a DET crl-24370 280 28 logit logit ADJ crl-24370 280 29 link link NOUN crl-24370 280 30 was be AUX crl-24370 280 31 used use VERB crl-24370 280 32 to to PART crl-24370 280 33 model model VERB crl-24370 280 34 the the DET crl-24370 280 35 gpas gpas PROPN crl-24370 280 36 ( ( PUNCT crl-24370 280 37 smithson smithson NOUN crl-24370 280 38 and and CCONJ crl-24370 280 39 verkuilen).46 verkuilen).46 VERB crl-24370 280 40 a a DET crl-24370 280 41 beta beta ADJ crl-24370 280 42 distribution distribution NOUN crl-24370 280 43 is be AUX crl-24370 280 44 a a DET crl-24370 280 45 distribution distribution NOUN crl-24370 280 46 of of ADP crl-24370 280 47 probabilities probability NOUN crl-24370 280 48 between between ADP crl-24370 280 49 0 0 NUM crl-24370 280 50 and and CCONJ crl-24370 280 51 1 1 NUM crl-24370 280 52 and and CCONJ crl-24370 280 53 can can AUX crl-24370 280 54 take take VERB crl-24370 280 55 many many ADJ crl-24370 280 56 shapes shape NOUN crl-24370 280 57 , , PUNCT crl-24370 280 58 from from ADP crl-24370 280 59 symmetrical symmetrical ADJ crl-24370 280 60 to to AUX crl-24370 280 61 skewed skewed ADJ crl-24370 280 62 . . PUNCT crl-24370 281 1 the the DET crl-24370 281 2 cumulative cumulative ADJ crl-24370 281 3 gpa gpa PROPN crl-24370 281 4 variable variable PROPN crl-24370 281 5 was be AUX crl-24370 281 6 divided divide VERB crl-24370 281 7 by by ADP crl-24370 281 8 4 4 NUM crl-24370 281 9 and and CCONJ crl-24370 281 10 transformed transform VERB crl-24370 281 11 so so SCONJ crl-24370 281 12 that that SCONJ crl-24370 281 13 values value NOUN crl-24370 281 14 were be AUX crl-24370 281 15 between between ADP crl-24370 281 16 0 0 NUM crl-24370 281 17 and and CCONJ crl-24370 281 18 1 1 NUM crl-24370 281 19 and and CCONJ crl-24370 281 20 not not PART crl-24370 281 21 exactly exactly ADV crl-24370 281 22 0 0 NUM crl-24370 281 23 or or CCONJ crl-24370 281 24 1 1 NUM crl-24370 281 25 . . NUM crl-24370 281 26 variable variable ADJ crl-24370 281 27 name name NOUN crl-24370 281 28 : : PUNCT crl-24370 281 29 gpa.std.beta gpa.std.beta PROPN crl-24370 281 30 predictor predictor NOUN crl-24370 281 31 variables variable NOUN crl-24370 281 32 female female ADJ crl-24370 281 33 = = NOUN crl-24370 281 34 1 1 NUM crl-24370 281 35 if if SCONJ crl-24370 281 36 female female ADJ crl-24370 281 37 , , PUNCT crl-24370 281 38 0 0 NUM crl-24370 281 39 if if SCONJ crl-24370 281 40 male male ADJ crl-24370 281 41 international international ADJ crl-24370 281 42 = = PROPN crl-24370 281 43 1 1 NUM crl-24370 281 44 if if SCONJ crl-24370 281 45 international international ADJ crl-24370 281 46 student student NOUN crl-24370 281 47 , , PUNCT crl-24370 281 48 0 0 NUM crl-24370 281 49 if if SCONJ crl-24370 281 50 us us PROPN crl-24370 281 51 resident resident NOUN crl-24370 281 52 instruct instruct VERB crl-24370 281 53 = = NOUN crl-24370 281 54 1 1 NUM crl-24370 281 55 if if SCONJ crl-24370 281 56 “ " PUNCT crl-24370 281 57 yes yes INTJ crl-24370 281 58 ” " PUNCT crl-24370 281 59 to to ADP crl-24370 281 60 q18 q18 NOUN crl-24370 281 61 ( ( PUNCT crl-24370 281 62 in in ADP crl-24370 281 63 the the DET crl-24370 281 64 past past ADJ crl-24370 281 65 year year NOUN crl-24370 281 66 , , PUNCT crl-24370 281 67 have have AUX crl-24370 281 68 you you PRON crl-24370 281 69 … … PUNCT crl-24370 281 70 received receive VERB crl-24370 281 71 instruction instruction NOUN crl-24370 281 72 on on ADP crl-24370 281 73 using use VERB crl-24370 281 74 library library NOUN crl-24370 281 75 resources resource NOUN crl-24370 281 76 from from ADP crl-24370 281 77 a a DET crl-24370 281 78 librarian librarian NOUN crl-24370 281 79 in in ADP crl-24370 281 80 one one NUM crl-24370 281 81 of of ADP crl-24370 281 82 your your PRON crl-24370 281 83 classes class NOUN crl-24370 281 84 ) ) PUNCT crl-24370 281 85 , , PUNCT crl-24370 281 86 0 0 X crl-24370 282 1 otherwise otherwise ADV crl-24370 282 2 log2.sumnobldg log2.sumnobldg X crl-24370 282 3 : : PUNCT crl-24370 282 4 base base NOUN crl-24370 282 5 2 2 NUM crl-24370 282 6 logarithm logarithm NOUN crl-24370 282 7 of of ADP crl-24370 282 8 lru lru ADJ crl-24370 282 9 log2.bldguse log2.bldguse NOUN crl-24370 282 10 : : PUNCT crl-24370 282 11 base base NOUN crl-24370 282 12 2 2 NUM crl-24370 282 13 logarithm logarithm NOUN crl-24370 282 14 of of ADP crl-24370 282 15 estimate estimate NOUN crl-24370 282 16 of of ADP crl-24370 282 17 count count NOUN crl-24370 282 18 of of ADP crl-24370 282 19 building building NOUN crl-24370 282 20 uses use NOUN crl-24370 282 21 per per ADP crl-24370 282 22 month month NOUN crl-24370 282 23 group group NOUN crl-24370 282 24 - - PUNCT crl-24370 282 25 level level NOUN crl-24370 282 26 variables variable NOUN crl-24370 282 27 college.type college.type NOUN crl-24370 282 28 : : PUNCT crl-24370 282 29 combination combination NOUN crl-24370 282 30 of of ADP crl-24370 282 31 college college NOUN crl-24370 282 32 and and CCONJ crl-24370 282 33 undergraduate undergraduate NOUN crl-24370 282 34 or or CCONJ crl-24370 282 35 graduate graduate NOUN crl-24370 282 36 student student NOUN crl-24370 282 37 type type NOUN crl-24370 282 38 . . PUNCT crl-24370 283 1 these these PRON crl-24370 283 2 were be AUX crl-24370 283 3 the the DET crl-24370 283 4 sampling sample VERB crl-24370 283 5 strata strata NOUN crl-24370 283 6 . . PUNCT crl-24370 284 1 discipline.type discipline.type NOUN crl-24370 284 2 : : PUNCT crl-24370 284 3 combination combination NOUN crl-24370 284 4 of of ADP crl-24370 284 5 discipline discipline NOUN crl-24370 284 6 and and CCONJ crl-24370 284 7 undergraduate undergraduate ADJ crl-24370 284 8 or or CCONJ crl-24370 284 9 graduate graduate NOUN crl-24370 284 10 student student NOUN crl-24370 284 11 type type NOUN crl-24370 284 12 . . PUNCT crl-24370 285 1 discipline discipline NOUN crl-24370 285 2 groups group NOUN crl-24370 285 3 could could AUX crl-24370 285 4 be be AUX crl-24370 285 5 found find VERB crl-24370 285 6 in in ADP crl-24370 285 7 multiple multiple ADJ crl-24370 285 8 colleges college NOUN crl-24370 285 9 or or CCONJ crl-24370 285 10 only only ADV crl-24370 285 11 one one NUM crl-24370 285 12 college college NOUN crl-24370 285 13 . . PUNCT crl-24370 286 1 some some DET crl-24370 286 2 colleges college NOUN crl-24370 286 3 contained contain VERB crl-24370 286 4 multiple multiple ADJ crl-24370 286 5 disciplines discipline NOUN crl-24370 286 6 . . PUNCT crl-24370 287 1 typelev typelev X crl-24370 287 2 : : PUNCT crl-24370 287 3 if if SCONJ crl-24370 287 4 the the DET crl-24370 287 5 type type NOUN crl-24370 287 6 is be AUX crl-24370 287 7 “ " PUNCT crl-24370 287 8 undergraduate undergraduate NOUN crl-24370 287 9 ” " PUNCT crl-24370 287 10 then then ADV crl-24370 287 11 typelev typelev NOUN crl-24370 287 12 is be AUX crl-24370 287 13 the the DET crl-24370 287 14 undergraduate undergraduate ADJ crl-24370 287 15 classification classification NOUN crl-24370 287 16 ( ( PUNCT crl-24370 287 17 1 1 NUM crl-24370 287 18 , , PUNCT crl-24370 287 19 2 2 NUM crl-24370 287 20 , , PUNCT crl-24370 287 21 3 3 NUM crl-24370 287 22 , , PUNCT crl-24370 287 23 or or CCONJ crl-24370 287 24 4 4 NUM crl-24370 287 25 ) ) PUNCT crl-24370 287 26 ; ; PUNCT crl-24370 287 27 if if SCONJ crl-24370 287 28 the the DET crl-24370 287 29 type type NOUN crl-24370 287 30 is be AUX crl-24370 287 31 “ " PUNCT crl-24370 287 32 graduate graduate NOUN crl-24370 287 33 ” " PUNCT crl-24370 287 34 then then ADV crl-24370 287 35 for for ADP crl-24370 287 36 a a DET crl-24370 287 37 no no DET crl-24370 287 38 - - PUNCT crl-24370 287 39 thesis thesis NOUN crl-24370 287 40 master master NOUN crl-24370 287 41 ’s ’s PART crl-24370 287 42 student student NOUN crl-24370 287 43 it it PRON crl-24370 287 44 is be AUX crl-24370 287 45 5 5 NUM crl-24370 287 46 ; ; PUNCT crl-24370 287 47 for for ADP crl-24370 287 48 master master NOUN crl-24370 287 49 ’s ’s NOUN crl-24370 287 50 with with ADP crl-24370 287 51 thesis thesis NOUN crl-24370 287 52 it it PRON crl-24370 287 53 is be AUX crl-24370 287 54 6 6 NUM crl-24370 287 55 , , PUNCT crl-24370 287 56 and and CCONJ crl-24370 287 57 for for ADP crl-24370 287 58 a a DET crl-24370 287 59 phd phd NOUN crl-24370 287 60 student student NOUN crl-24370 287 61 it it PRON crl-24370 287 62 is be AUX crl-24370 287 63 7 7 NUM crl-24370 287 64 . . NUM crl-24370 287 65 480 480 NUM crl-24370 287 66 college college PROPN crl-24370 287 67 & & CCONJ crl-24370 287 68 research research PROPN crl-24370 287 69 libraries library NOUN crl-24370 287 70 april april PROPN crl-24370 287 71 2020 2020 NUM crl-24370 287 72 auxiliary auxiliary ADJ crl-24370 287 73 variables variable NOUN crl-24370 287 74 auxiliary auxiliary ADJ crl-24370 287 75 information information NOUN crl-24370 287 76 at at ADP crl-24370 287 77 the the DET crl-24370 287 78 group group NOUN crl-24370 287 79 level level NOUN crl-24370 287 80 can can AUX crl-24370 287 81 be be AUX crl-24370 287 82 added add VERB crl-24370 287 83 to to PART crl-24370 287 84 increase increase VERB crl-24370 287 85 the the DET crl-24370 287 86 precision precision NOUN crl-24370 287 87 of of ADP crl-24370 287 88 the the DET crl-24370 287 89 estimates estimate NOUN crl-24370 287 90 . . PUNCT crl-24370 288 1 this this PRON crl-24370 288 2 is be AUX crl-24370 288 3 something something PRON crl-24370 288 4 that that PRON crl-24370 288 5 can can AUX crl-24370 288 6 be be AUX crl-24370 288 7 done do VERB crl-24370 288 8 with with ADP crl-24370 288 9 multilevel multilevel ADJ crl-24370 288 10 modeling modeling NOUN crl-24370 288 11 but but CCONJ crl-24370 288 12 not not PART crl-24370 288 13 with with ADP crl-24370 288 14 a a DET crl-24370 288 15 model model NOUN crl-24370 288 16 that that PRON crl-24370 288 17 uses use VERB crl-24370 288 18 dummy dummy ADJ crl-24370 288 19 variables variable NOUN crl-24370 288 20 . . PUNCT crl-24370 289 1 the the DET crl-24370 289 2 average average ADJ crl-24370 289 3 cumulative cumulative ADJ crl-24370 289 4 gpa gpa NOUN crl-24370 289 5 for for ADP crl-24370 289 6 all all DET crl-24370 289 7 students student NOUN crl-24370 289 8 in in ADP crl-24370 289 9 that that DET crl-24370 289 10 college college NOUN crl-24370 289 11 and and CCONJ crl-24370 289 12 classification classification NOUN crl-24370 289 13 ( ( PUNCT crl-24370 289 14 obtained obtain VERB crl-24370 289 15 from from ADP crl-24370 289 16 the the DET crl-24370 289 17 university university NOUN crl-24370 289 18 ): ): PUNCT crl-24370 289 19 collavg_gpa.std collavg_gpa.std PROPN crl-24370 289 20 or or CCONJ crl-24370 289 21 grpavg_gpa.std grpavg_gpa.std X crl-24370 289 22 ( ( PUNCT crl-24370 289 23 averages average NOUN crl-24370 289 24 at at ADP crl-24370 289 25 the the DET crl-24370 289 26 class class NOUN crl-24370 289 27 level level NOUN crl-24370 289 28 for for ADP crl-24370 289 29 undergraduates undergraduate NOUN crl-24370 289 30 ) ) PUNCT crl-24370 289 31 . . PUNCT crl-24370 289 32 transformed transform VERB crl-24370 289 33 to to PART crl-24370 289 34 range range VERB crl-24370 289 35 from from ADP crl-24370 289 36 0 0 NUM crl-24370 289 37 to to ADP crl-24370 289 38 1 1 NUM crl-24370 289 39 . . PUNCT crl-24370 290 1 the the DET crl-24370 290 2 average average ADJ crl-24370 290 3 library library PROPN crl-24370 290 4 book book NOUN crl-24370 290 5 / / SYM crl-24370 290 6 material material NOUN crl-24370 290 7 checkout checkout NOUN crl-24370 290 8 per per ADP crl-24370 290 9 student student NOUN crl-24370 290 10 in in ADP crl-24370 290 11 that that DET crl-24370 290 12 discipline discipline NOUN crl-24370 290 13 : : PUNCT crl-24370 290 14 circper circper NOUN crl-24370 290 15 ( ( PUNCT crl-24370 290 16 values value NOUN crl-24370 290 17 in in ADP crl-24370 290 18 table table NOUN crl-24370 290 19 a1 a1 PROPN crl-24370 290 20 ) ) PUNCT crl-24370 290 21 . . PUNCT crl-24370 291 1 percentage percentage NOUN crl-24370 291 2 of of ADP crl-24370 291 3 course course NOUN crl-24370 291 4 - - PUNCT crl-24370 291 5 related relate VERB crl-24370 291 6 instruction instruction NOUN crl-24370 291 7 sessions session NOUN crl-24370 291 8 in in ADP crl-24370 291 9 courses course NOUN crl-24370 291 10 in in ADP crl-24370 291 11 a a DET crl-24370 291 12 discipline discipline NOUN crl-24370 291 13 : : PUNCT crl-24370 291 14 cripct cripct NOUN crl-24370 291 15 ( ( PUNCT crl-24370 291 16 values value NOUN crl-24370 291 17 in in ADP crl-24370 291 18 table table NOUN crl-24370 291 19 a2 a2 PROPN crl-24370 291 20 ) ) PUNCT crl-24370 291 21 . . PUNCT crl-24370 292 1 table table NOUN crl-24370 292 2 a1 a1 NUM crl-24370 292 3 values value NOUN crl-24370 292 4 of of ADP crl-24370 292 5 auxiliary auxiliary ADJ crl-24370 292 6 variable variable ADJ crl-24370 292 7 circper circper NOUN crl-24370 292 8 ( ( PUNCT crl-24370 292 9 number number NOUN crl-24370 292 10 of of ADP crl-24370 292 11 items item NOUN crl-24370 292 12 checked check VERB crl-24370 292 13 out out ADP crl-24370 292 14 per per ADP crl-24370 292 15 student student NOUN crl-24370 292 16 by by ADP crl-24370 292 17 discipline discipline NOUN crl-24370 292 18 and and CCONJ crl-24370 292 19 type type NOUN crl-24370 292 20 for for ADP crl-24370 292 21 fy17 fy17 PROPN crl-24370 292 22 ) ) PUNCT crl-24370 292 23 type type NOUN crl-24370 292 24 discipline discipline NOUN crl-24370 292 25 count count NOUN crl-24370 292 26 of of ADP crl-24370 292 27 items item NOUN crl-24370 292 28 checked check VERB crl-24370 292 29 out out ADP crl-24370 292 30 enrollment enrollment ADJ crl-24370 292 31 average average ADJ crl-24370 292 32 circulation circulation NOUN crl-24370 292 33 per per ADP crl-24370 292 34 student student NOUN crl-24370 292 35 ( ( PUNCT crl-24370 292 36 circper circper NOUN crl-24370 292 37 ) ) PUNCT crl-24370 292 38 graduate graduate PROPN crl-24370 292 39 ag ag PROPN crl-24370 292 40 & & CCONJ crl-24370 292 41 life life PROPN crl-24370 292 42 sciences science VERB crl-24370 292 43 933 933 NUM crl-24370 292 44 801 801 NUM crl-24370 292 45 1.16 1.16 NUM crl-24370 292 46 graduate graduate NOUN crl-24370 292 47 arts art NOUN crl-24370 292 48 & & CCONJ crl-24370 292 49 design design VERB crl-24370 292 50 1,082 1,082 NUM crl-24370 292 51 162 162 NUM crl-24370 292 52 6.68 6.68 NUM crl-24370 292 53 graduate graduate NOUN crl-24370 292 54 business business NOUN crl-24370 292 55 & & CCONJ crl-24370 292 56 econ econ PROPN crl-24370 292 57 575 575 NUM crl-24370 292 58 467 467 NUM crl-24370 292 59 1.23 1.23 NUM crl-24370 292 60 graduate graduate NOUN crl-24370 292 61 humanities humanity NOUN crl-24370 292 62 1,777 1,777 NUM crl-24370 292 63 182 182 NUM crl-24370 292 64 9.76 9.76 NUM crl-24370 292 65 graduate graduate NOUN crl-24370 292 66 interdisciplinary interdisciplinary NOUN crl-24370 292 67 59 59 NUM crl-24370 292 68 238 238 NUM crl-24370 292 69 0.25 0.25 NUM crl-24370 292 70 graduate graduate NOUN crl-24370 292 71 math math NOUN crl-24370 292 72 & & CCONJ crl-24370 292 73 comp comp PROPN crl-24370 292 74 sci sci PROPN crl-24370 292 75 867 867 NUM crl-24370 292 76 478.5 478.5 NUM crl-24370 292 77 1.81 1.81 NUM crl-24370 292 78 graduate graduate NOUN crl-24370 292 79 phys phy NOUN crl-24370 292 80 sci sci PROPN crl-24370 292 81 & & CCONJ crl-24370 292 82 engineering engineer VERB crl-24370 292 83 3,385 3,385 NUM crl-24370 292 84 1656 1656 NUM crl-24370 292 85 2.04 2.04 NUM crl-24370 292 86 graduate graduate NOUN crl-24370 292 87 social social ADJ crl-24370 292 88 sciences science VERB crl-24370 292 89 1,392 1,392 NUM crl-24370 292 90 844 844 NUM crl-24370 292 91 1.65 1.65 NUM crl-24370 292 92 graduate graduate NOUN crl-24370 292 93 vet vet NOUN crl-24370 292 94 med me VERB crl-24370 292 95 889 889 NUM crl-24370 292 96 747 747 NUM crl-24370 292 97 1.19 1.19 NUM crl-24370 292 98 undergraduate undergraduate PROPN crl-24370 292 99 ag ag PROPN crl-24370 292 100 & & CCONJ crl-24370 292 101 life life PROPN crl-24370 292 102 sciences science NOUN crl-24370 292 103 3261 3261 NUM crl-24370 292 104 5,536.5 5,536.5 NUM crl-24370 292 105 0.59 0.59 NUM crl-24370 292 106 undergraduate undergraduate ADJ crl-24370 292 107 arts art NOUN crl-24370 292 108 & & CCONJ crl-24370 292 109 design design VERB crl-24370 292 110 3,243 3,243 NUM crl-24370 292 111 1,946.5 1,946.5 NUM crl-24370 292 112 1.67 1.67 NUM crl-24370 292 113 undergraduate undergraduate NOUN crl-24370 292 114 business business NOUN crl-24370 292 115 & & CCONJ crl-24370 292 116 econ econ NOUN crl-24370 292 117 2,058 2,058 NUM crl-24370 292 118 4964 4964 NUM crl-24370 292 119 0.41 0.41 NUM crl-24370 292 120 undergraduate undergraduate ADJ crl-24370 292 121 humanities humanity NOUN crl-24370 292 122 2,988 2,988 NUM crl-24370 292 123 1,828.5 1,828.5 NUM crl-24370 292 124 1.63 1.63 NUM crl-24370 292 125 undergraduate undergraduate NOUN crl-24370 292 126 interdisciplinary interdisciplinary NOUN crl-24370 292 127 402 402 NUM crl-24370 292 128 1,299.5 1,299.5 NUM crl-24370 292 129 0.31 0.31 NUM crl-24370 292 130 undergraduate undergraduate NOUN crl-24370 292 131 math math PROPN crl-24370 292 132 & & CCONJ crl-24370 292 133 comp comp PROPN crl-24370 292 134 sci sci PROPN crl-24370 292 135 908 908 NUM crl-24370 292 136 1,398.5 1,398.5 NUM crl-24370 292 137 0.65 0.65 NUM crl-24370 292 138 undergraduate undergraduate NOUN crl-24370 292 139 phys phy NOUN crl-24370 292 140 sci sci PROPN crl-24370 292 141 & & CCONJ crl-24370 292 142 engineering engineer VERB crl-24370 292 143 4,577 4,577 NUM crl-24370 292 144 8,404.5 8,404.5 NUM crl-24370 292 145 0.54 0.54 NUM crl-24370 292 146 undergraduate undergraduate NOUN crl-24370 292 147 social social ADJ crl-24370 292 148 sciences science NOUN crl-24370 292 149 2,484 2,484 NUM crl-24370 292 150 4,124.5 4,124.5 NUM crl-24370 292 151 0.60 0.60 NUM crl-24370 292 152 library library NOUN crl-24370 292 153 usage usage NOUN crl-24370 292 154 , , PUNCT crl-24370 292 155 instruction instruction NOUN crl-24370 292 156 , , PUNCT crl-24370 292 157 and and CCONJ crl-24370 292 158 student student NOUN crl-24370 292 159 success success NOUN crl-24370 292 160 across across ADP crl-24370 292 161 disciplines discipline NOUN crl-24370 292 162 481 481 NUM crl-24370 292 163 table table NOUN crl-24370 292 164 a2 a2 PROPN crl-24370 292 165 values value NOUN crl-24370 292 166 of of ADP crl-24370 292 167 auxiliary auxiliary ADJ crl-24370 292 168 variable variable ADJ crl-24370 292 169 cripct cripct NOUN crl-24370 292 170 ( ( PUNCT crl-24370 292 171 percentage percentage NOUN crl-24370 292 172 of of ADP crl-24370 292 173 course course NOUN crl-24370 292 174 sections section NOUN crl-24370 292 175 with with ADP crl-24370 292 176 cri cri PROPN crl-24370 292 177 by by ADP crl-24370 292 178 type type NOUN crl-24370 292 179 and and CCONJ crl-24370 292 180 discipline discipline NOUN crl-24370 292 181 for for ADP crl-24370 292 182 fy16 fy16 PROPN crl-24370 292 183 ) ) PUNCT crl-24370 292 184 type type NOUN crl-24370 292 185 discipline discipline NOUN crl-24370 292 186 cri cri PROPN crl-24370 292 187 sessions sessions PROPN crl-24370 292 188 course course NOUN crl-24370 292 189 section section NOUN crl-24370 292 190 count count NOUN crl-24370 292 191 percentage percentage NOUN crl-24370 292 192 of of ADP crl-24370 292 193 course course NOUN crl-24370 292 194 sections section NOUN crl-24370 292 195 with with ADP crl-24370 292 196 cri cri PROPN crl-24370 292 197 ( ( PUNCT crl-24370 292 198 cripct cripct NOUN crl-24370 292 199 ) ) PUNCT crl-24370 292 200 graduate graduate PROPN crl-24370 292 201 ag ag PROPN crl-24370 292 202 & & CCONJ crl-24370 292 203 life life PROPN crl-24370 292 204 sciences science VERB crl-24370 292 205 3 3 NUM crl-24370 292 206 1,153 1,153 NUM crl-24370 292 207 0.26 0.26 NUM crl-24370 292 208 graduate graduate NOUN crl-24370 292 209 arts art NOUN crl-24370 292 210 & & CCONJ crl-24370 292 211 design design VERB crl-24370 292 212 1 1 NUM crl-24370 292 213 303 303 NUM crl-24370 292 214 0.33 0.33 NUM crl-24370 292 215 graduate graduate NOUN crl-24370 292 216 business business NOUN crl-24370 292 217 & & CCONJ crl-24370 292 218 econ econ NOUN crl-24370 292 219 1 1 NUM crl-24370 292 220 272 272 NUM crl-24370 292 221 0.37 0.37 NUM crl-24370 292 222 graduate graduate NOUN crl-24370 292 223 humanities humanity NOUN crl-24370 292 224 2 2 NUM crl-24370 292 225 181 181 NUM crl-24370 292 226 1.10 1.10 NUM crl-24370 292 227 graduate graduate NOUN crl-24370 292 228 interdisciplinary interdisciplinary NOUN crl-24370 292 229 13 13 NUM crl-24370 292 230 176 176 NUM crl-24370 292 231 7.39 7.39 NUM crl-24370 292 232 graduate graduate NOUN crl-24370 292 233 math math NOUN crl-24370 292 234 & & CCONJ crl-24370 292 235 comp comp PROPN crl-24370 292 236 sci sci PROPN crl-24370 292 237 2 2 NUM crl-24370 292 238 342 342 NUM crl-24370 292 239 0.58 0.58 NUM crl-24370 292 240 graduate graduate NOUN crl-24370 292 241 phys phy NOUN crl-24370 292 242 sci sci PROPN crl-24370 292 243 & & CCONJ crl-24370 292 244 engineering engineer VERB crl-24370 292 245 8 8 NUM crl-24370 292 246 1,055 1,055 NUM crl-24370 292 247 0.76 0.76 NUM crl-24370 292 248 graduate graduate ADJ crl-24370 292 249 social social ADJ crl-24370 292 250 sciences science NOUN crl-24370 292 251 5 5 NUM crl-24370 292 252 668 668 NUM crl-24370 292 253 0.75 0.75 NUM crl-24370 292 254 graduate graduate NOUN crl-24370 292 255 vet vet NOUN crl-24370 292 256 med me VERB crl-24370 292 257 0 0 NUM crl-24370 292 258 83 83 NUM crl-24370 292 259 0.00 0.00 NUM crl-24370 292 260 undergraduate undergraduate PROPN crl-24370 292 261 ag ag PROPN crl-24370 292 262 & & CCONJ crl-24370 292 263 life life PROPN crl-24370 292 264 sciences science VERB crl-24370 292 265 30 30 NUM crl-24370 292 266 1,773 1,773 NUM crl-24370 292 267 1.69 1.69 NUM crl-24370 292 268 undergraduate undergraduate NOUN crl-24370 292 269 arts art NOUN crl-24370 292 270 & & CCONJ crl-24370 292 271 design design VERB crl-24370 292 272 1 1 NUM crl-24370 292 273 1,126 1,126 NUM crl-24370 292 274 0.09 0.09 NUM crl-24370 292 275 undergraduate undergraduate NOUN crl-24370 292 276 business business NOUN crl-24370 292 277 & & CCONJ crl-24370 292 278 econ econ PROPN crl-24370 292 279 6 6 NUM crl-24370 292 280 952 952 NUM crl-24370 292 281 0.63 0.63 NUM crl-24370 292 282 undergraduate undergraduate NOUN crl-24370 292 283 humanities humanity NOUN crl-24370 292 284 24 24 NUM crl-24370 292 285 1,448 1,448 NUM crl-24370 292 286 1.66 1.66 NUM crl-24370 292 287 undergraduate undergraduate NOUN crl-24370 292 288 interdisciplinary interdisciplinary NOUN crl-24370 292 289 2 2 NUM crl-24370 292 290 939 939 NUM crl-24370 292 291 0.21 0.21 NUM crl-24370 292 292 undergraduate undergraduate NOUN crl-24370 292 293 math math PROPN crl-24370 292 294 & & CCONJ crl-24370 292 295 comp comp PROPN crl-24370 292 296 sci sci PROPN crl-24370 292 297 0 0 NUM crl-24370 292 298 921 921 NUM crl-24370 292 299 0.00 0.00 NUM crl-24370 292 300 undergraduate undergraduate NOUN crl-24370 292 301 phys phys PROPN crl-24370 292 302 sci sci PROPN crl-24370 292 303 & & CCONJ crl-24370 292 304 engineering engineer VERB crl-24370 292 305 1 1 NUM crl-24370 292 306 2,752 2,752 NUM crl-24370 292 307 0.04 0.04 NUM crl-24370 292 308 undergraduate undergraduate NOUN crl-24370 292 309 social social ADJ crl-24370 292 310 sciences science NOUN crl-24370 292 311 29 29 NUM crl-24370 292 312 1,583 1,583 NUM crl-24370 292 313 1.83 1.83 NUM crl-24370 292 314 undergraduate undergraduate NOUN crl-24370 292 315 vet vet PROPN crl-24370 292 316 med med PROPN crl-24370 292 317 0 0 NUM crl-24370 292 318 135 135 NUM crl-24370 292 319 0.00 0.00 NUM crl-24370 292 320 482 482 NUM crl-24370 292 321 college college PROPN crl-24370 292 322 & & CCONJ crl-24370 292 323 research research PROPN crl-24370 292 324 libraries library NOUN crl-24370 292 325 april april PROPN crl-24370 292 326 2020 2020 NUM crl-24370 292 327 appendix appendix PROPN crl-24370 292 328 b b PROPN crl-24370 292 329 : : PUNCT crl-24370 292 330 survey survey NOUN crl-24370 292 331 instrument instrument NOUN crl-24370 292 332 . . PUNCT crl-24370 293 1 isu isu PROPN crl-24370 293 2 library library PROPN crl-24370 293 3 user user NOUN crl-24370 293 4 survey survey NOUN crl-24370 293 5 2016 2016 NUM crl-24370 293 6 variable variable ADJ crl-24370 293 7 sample sample NOUN crl-24370 293 8 information information NOUN crl-24370 293 9 caseid caseid PROPN crl-24370 293 10 respondent respondent NOUN crl-24370 293 11 ’s ’s PART crl-24370 293 12 case case NOUN crl-24370 293 13 i i NOUN crl-24370 293 14 d d NOUN crl-24370 293 15 # # NOUN crl-24370 293 16 date date NOUN crl-24370 293 17 survey survey NOUN crl-24370 293 18 completion completion NOUN crl-24370 293 19 date date NOUN crl-24370 293 20 status status NOUN crl-24370 293 21 survey survey NOUN crl-24370 293 22 completion completion NOUN crl-24370 293 23 status status NOUN crl-24370 293 24 type type NOUN crl-24370 293 25 graduate graduate NOUN crl-24370 293 26 student student NOUN crl-24370 293 27 , , PUNCT crl-24370 293 28 undergraduate undergraduate ADJ crl-24370 293 29 student student NOUN crl-24370 293 30 , , PUNCT crl-24370 293 31 or or CCONJ crl-24370 293 32 postdoc postdoc ADV crl-24370 293 33 g g NOUN crl-24370 293 34 = = PUNCT crl-24370 293 35 graduate graduate NOUN crl-24370 293 36 student student NOUN crl-24370 293 37 ug ug ADP crl-24370 293 38 = = NOUN crl-24370 293 39 undergraduate undergraduate NOUN crl-24370 293 40 student student NOUN crl-24370 293 41 pd pd PROPN crl-24370 293 42 = = PROPN crl-24370 293 43 postdoc postdoc PROPN crl-24370 293 44 college college NOUN crl-24370 293 45 respondent respondent NOUN crl-24370 293 46 ’s ’s PART crl-24370 293 47 college college NOUN crl-24370 293 48 a a DET crl-24370 293 49 = = PUNCT crl-24370 293 50 agriculture agriculture NOUN crl-24370 294 1 admin admin NOUN crl-24370 294 2 = = PUNCT crl-24370 294 3 administration administration NOUN crl-24370 294 4 c c X crl-24370 294 5 = = PUNCT crl-24370 294 6 design design NOUN crl-24370 294 7 e e NOUN crl-24370 294 8 = = PUNCT crl-24370 294 9 engineering engineering NOUN crl-24370 294 10 h h NOUN crl-24370 294 11 = = X crl-24370 294 12 human human PROPN crl-24370 294 13 sciences sciences PROPN crl-24370 294 14 m m PROPN crl-24370 294 15 = = PROPN crl-24370 294 16 business business NOUN crl-24370 294 17 s s PART crl-24370 294 18 = = X crl-24370 294 19 liberal liberal ADJ crl-24370 294 20 arts art NOUN crl-24370 294 21 and and CCONJ crl-24370 294 22 sciences science NOUN crl-24370 294 23 u u PROPN crl-24370 294 24 = = PUNCT crl-24370 295 1 graduate graduate NOUN crl-24370 295 2 v v NOUN crl-24370 295 3 = = PUNCT crl-24370 295 4 veterinary veterinary ADJ crl-24370 295 5 medicine medicine NOUN crl-24370 295 6 department department PROPN crl-24370 295 7 respondent respondent NOUN crl-24370 295 8 ’s ’s PART crl-24370 295 9 department department NOUN crl-24370 295 10 gender gender NOUN crl-24370 295 11 respondent respondent NOUN crl-24370 295 12 ’s ’s PART crl-24370 295 13 gender gender NOUN crl-24370 295 14 f f NOUN crl-24370 295 15 = = PUNCT crl-24370 295 16 female female NOUN crl-24370 295 17 m m NOUN crl-24370 295 18 = = NOUN crl-24370 295 19 male male ADJ crl-24370 295 20 residency residency NOUN crl-24370 295 21 respondent respondent NOUN crl-24370 295 22 ’s ’s PART crl-24370 295 23 residency residency NOUN crl-24370 295 24 status status NOUN crl-24370 295 25 age age NOUN crl-24370 295 26 respondent respondent NOUN crl-24370 295 27 ’s ’s PART crl-24370 295 28 age age NOUN crl-24370 295 29 ( ( PUNCT crl-24370 295 30 not not PART crl-24370 295 31 available available ADJ crl-24370 295 32 for for ADP crl-24370 295 33 postdocs postdoc NOUN crl-24370 295 34 ) ) PUNCT crl-24370 295 35 raceethnicity raceethnicity NOUN crl-24370 295 36 respondent respondent NOUN crl-24370 295 37 ’s ’s PART crl-24370 295 38 race race NOUN crl-24370 295 39 / / SYM crl-24370 295 40 ethnicity ethnicity NOUN crl-24370 295 41 ( ( PUNCT crl-24370 295 42 not not PART crl-24370 295 43 available available ADJ crl-24370 295 44 for for ADP crl-24370 295 45 postdocs postdoc NOUN crl-24370 295 46 ) ) PUNCT crl-24370 295 47 fullpart fullpart PROPN crl-24370 295 48 respondent respondent NOUN crl-24370 295 49 ’s ’s VERB crl-24370 295 50 full full ADJ crl-24370 295 51 or or CCONJ crl-24370 295 52 part part ADJ crl-24370 295 53 - - PUNCT crl-24370 295 54 time time NOUN crl-24370 295 55 status status NOUN crl-24370 295 56 ( ( PUNCT crl-24370 295 57 students student NOUN crl-24370 295 58 only only ADV crl-24370 295 59 ) ) PUNCT crl-24370 295 60 degree degree NOUN crl-24370 295 61 respondent respondent NOUN crl-24370 295 62 ’s ’s PART crl-24370 295 63 degree degree NOUN crl-24370 295 64 program program NOUN crl-24370 295 65 ( ( PUNCT crl-24370 295 66 graduate graduate NOUN crl-24370 295 67 students student NOUN crl-24370 295 68 only only ADV crl-24370 295 69 ) ) PUNCT crl-24370 295 70 classification classification NOUN crl-24370 295 71 respondent respondent NOUN crl-24370 295 72 ’s ’s PART crl-24370 295 73 classification classification NOUN crl-24370 295 74 year year NOUN crl-24370 295 75 ( ( PUNCT crl-24370 295 76 undergraduate undergraduate ADJ crl-24370 295 77 students student NOUN crl-24370 295 78 only only ADV crl-24370 295 79 ) ) PUNCT crl-24370 295 80 1 1 NUM crl-24370 295 81 = = NOUN crl-24370 295 82 freshman freshman NOUN crl-24370 295 83 2 2 NUM crl-24370 295 84 = = NOUN crl-24370 295 85 sophomore sophomore NOUN crl-24370 295 86 3 3 NUM crl-24370 295 87 = = SYM crl-24370 295 88 junior junior NOUN crl-24370 295 89 4 4 NUM crl-24370 295 90 = = PROPN crl-24370 295 91 senior senior ADJ crl-24370 295 92 admittype admittype PROPN crl-24370 295 93 respondent respondent NOUN crl-24370 295 94 ’s ’s PART crl-24370 295 95 admission admission NOUN crl-24370 295 96 type type NOUN crl-24370 295 97 ( ( PUNCT crl-24370 295 98 undergraduate undergraduate ADJ crl-24370 295 99 students student NOUN crl-24370 295 100 only only ADV crl-24370 295 101 ) ) PUNCT crl-24370 295 102 1 1 X crl-24370 296 1 = = PUNCT crl-24370 296 2 direct direct ADJ crl-24370 296 3 from from ADP crl-24370 296 4 high high ADJ crl-24370 296 5 school school NOUN crl-24370 296 6 2 2 NUM crl-24370 296 7 = = NOUN crl-24370 296 8 transfer transfer NOUN crl-24370 296 9 variable variable ADJ crl-24370 296 10 survey survey NOUN crl-24370 296 11 q1 q1 PROPN crl-24370 296 12 . . PUNCT crl-24370 297 1 which which DET crl-24370 297 2 library library NOUN crl-24370 297 3 or or CCONJ crl-24370 297 4 reading reading NOUN crl-24370 297 5 room room NOUN crl-24370 297 6 do do AUX crl-24370 297 7 you you PRON crl-24370 297 8 use use VERB crl-24370 297 9 most most ADV crl-24370 297 10 ? ? PUNCT crl-24370 298 1 1 1 NUM crl-24370 298 2 = = SYM crl-24370 298 3 parks park NOUN crl-24370 298 4 library library NOUN crl-24370 298 5 2 2 NUM crl-24370 299 1 = = SYM crl-24370 299 2 veterinary veterinary ADJ crl-24370 299 3 medical medical ADJ crl-24370 299 4 library library NOUN crl-24370 299 5 3 3 NUM crl-24370 299 6 = = NOUN crl-24370 299 7 design design NOUN crl-24370 299 8 reading reading NOUN crl-24370 299 9 room room NOUN crl-24370 300 1 4 4 NUM crl-24370 300 2 = = INTJ crl-24370 300 3 i i PRON crl-24370 300 4 do do AUX crl-24370 300 5 n’t not PART crl-24370 300 6 use use VERB crl-24370 300 7 any any DET crl-24370 300 8 library library NOUN crl-24370 300 9 spaces space NOUN crl-24370 300 10 or or CCONJ crl-24370 300 11 reading read VERB crl-24370 300 12 rooms room NOUN crl-24370 300 13 q2 q2 PROPN crl-24370 300 14 – – PUNCT crl-24370 300 15 q4 q4 PROPN crl-24370 300 16 . . PUNCT crl-24370 301 1 please please INTJ crl-24370 301 2 indicate indicate VERB crl-24370 301 3 how how SCONJ crl-24370 301 4 often often ADV crl-24370 301 5 you you PRON crl-24370 301 6 do do VERB crl-24370 301 7 the the DET crl-24370 301 8 following follow VERB crl-24370 301 9 activities activity NOUN crl-24370 301 10 . . PUNCT crl-24370 302 1 library library NOUN crl-24370 302 2 usage usage NOUN crl-24370 302 3 , , PUNCT crl-24370 302 4 instruction instruction NOUN crl-24370 302 5 , , PUNCT crl-24370 302 6 and and CCONJ crl-24370 302 7 student student NOUN crl-24370 302 8 success success NOUN crl-24370 302 9 across across ADP crl-24370 302 10 disciplines discipline NOUN crl-24370 302 11 483 483 NUM crl-24370 302 12 1 1 NUM crl-24370 302 13 = = SYM crl-24370 302 14 daily daily ADV crl-24370 302 15 2 2 NUM crl-24370 302 16 = = SYM crl-24370 302 17 weekly weekly NOUN crl-24370 302 18 3 3 NUM crl-24370 302 19 = = SYM crl-24370 302 20 monthly monthly ADV crl-24370 302 21 4 4 NUM crl-24370 302 22 = = SYM crl-24370 302 23 once once ADV crl-24370 302 24 a a DET crl-24370 302 25 semester semester NOUN crl-24370 302 26 5 5 NUM crl-24370 302 27 = = SYM crl-24370 302 28 less less ADV crl-24370 302 29 often often ADV crl-24370 302 30 6 6 NUM crl-24370 302 31 = = PUNCT crl-24370 302 32 never never ADV crl-24370 302 33 q2 q2 VERB crl-24370 302 34 . . PUNCT crl-24370 302 35 go go VERB crl-24370 302 36 to to ADP crl-24370 302 37 the the DET crl-24370 302 38 library library NOUN crl-24370 302 39 building building NOUN crl-24370 302 40 or or CCONJ crl-24370 302 41 reading read VERB crl-24370 302 42 room room NOUN crl-24370 302 43 that that PRON crl-24370 302 44 you you PRON crl-24370 302 45 use use VERB crl-24370 302 46 most most ADJ crl-24370 302 47 q3 q3 PROPN crl-24370 302 48 . . PUNCT crl-24370 303 1 use use VERB crl-24370 303 2 the the DET crl-24370 303 3 library library NOUN crl-24370 303 4 website website NOUN crl-24370 303 5 q4 q4 PROPN crl-24370 303 6 . . PUNCT crl-24370 304 1 use use VERB crl-24370 304 2 an an DET crl-24370 304 3 external external ADJ crl-24370 304 4 website website NOUN crl-24370 304 5 ( ( PUNCT crl-24370 304 6 e.g. e.g. ADV crl-24370 304 7 , , PUNCT crl-24370 304 8 google google PROPN crl-24370 304 9 , , PUNCT crl-24370 304 10 google google PROPN crl-24370 304 11 scholar scholar NOUN crl-24370 304 12 , , PUNCT crl-24370 304 13 bing bing NOUN crl-24370 304 14 , , PUNCT crl-24370 304 15 youtube youtube NOUN crl-24370 304 16 , , PUNCT crl-24370 304 17 etc etc X crl-24370 304 18 . . X crl-24370 304 19 ) ) PUNCT crl-24370 305 1 for for ADP crl-24370 305 2 your your PRON crl-24370 305 3 work work NOUN crl-24370 305 4 q5 q5 PROPN crl-24370 305 5 – – PUNCT crl-24370 305 6 q7 q7 PROPN crl-24370 305 7 . . PUNCT crl-24370 306 1 please please INTJ crl-24370 306 2 indicate indicate VERB crl-24370 306 3 how how SCONJ crl-24370 306 4 often often ADV crl-24370 306 5 you you PRON crl-24370 306 6 use use VERB crl-24370 306 7 the the DET crl-24370 306 8 following follow VERB crl-24370 306 9 types type NOUN crl-24370 306 10 of of ADP crl-24370 306 11 materials material NOUN crl-24370 306 12 in in ADP crl-24370 306 13 your your PRON crl-24370 306 14 coursework coursework NOUN crl-24370 306 15 or or CCONJ crl-24370 306 16 research research NOUN crl-24370 306 17 . . PUNCT crl-24370 307 1 1 1 NUM crl-24370 308 1 = = SYM crl-24370 308 2 frequently frequently ADV crl-24370 308 3 2 2 NUM crl-24370 308 4 = = NUM crl-24370 308 5 occasionally occasionally ADV crl-24370 308 6 3 3 NUM crl-24370 308 7 = = SYM crl-24370 308 8 never never ADV crl-24370 308 9 4 4 NUM crl-24370 308 10 = = SYM crl-24370 308 11 no no DET crl-24370 308 12 coursework coursework NOUN crl-24370 308 13 q5 q5 NOUN crl-24370 308 14 . . PUNCT crl-24370 309 1 if if SCONJ crl-24370 309 2 ug ug ADP crl-24370 309 3 or or CCONJ crl-24370 309 4 g g PROPN crl-24370 309 5 / / SYM crl-24370 309 6 p p NOUN crl-24370 309 7 ( ( PUNCT crl-24370 309 8 not not PART crl-24370 309 9 pd pd PROPN crl-24370 309 10 ): ): PUNCT crl-24370 309 11 online online ADJ crl-24370 309 12 materials material NOUN crl-24370 309 13 provided provide VERB crl-24370 309 14 by by ADP crl-24370 309 15 your your PRON crl-24370 309 16 instructor instructor NOUN crl-24370 309 17 q6 q6 NOUN crl-24370 309 18 . . PUNCT crl-24370 310 1 online online ADJ crl-24370 310 2 materials material NOUN crl-24370 310 3 discovered discover VERB crl-24370 310 4 by by ADP crl-24370 310 5 yourself yourself PRON crl-24370 310 6 q7 q7 PROPN crl-24370 310 7 . . PUNCT crl-24370 311 1 physical physical ADJ crl-24370 311 2 items item NOUN crl-24370 311 3 ( ( PUNCT crl-24370 311 4 books book NOUN crl-24370 311 5 , , PUNCT crl-24370 311 6 dvds dvds NOUN crl-24370 311 7 , , PUNCT crl-24370 311 8 print print NOUN crl-24370 311 9 journals journal NOUN crl-24370 311 10 ) ) PUNCT crl-24370 311 11 provided provide VERB crl-24370 311 12 by by ADP crl-24370 311 13 the the DET crl-24370 311 14 isu isu NOUN crl-24370 311 15 library library NOUN crl-24370 311 16 if if SCONJ crl-24370 311 17 undergraduate undergraduate NOUN crl-24370 311 18 student student NOUN crl-24370 311 19 ( ( PUNCT crl-24370 311 20 ug ug NOUN crl-24370 311 21 ) ) PUNCT crl-24370 311 22 , , PUNCT crl-24370 311 23 skip skip PROPN crl-24370 311 24 q8 q8 PROPN crl-24370 311 25 - - PUNCT crl-24370 311 26 12 12 NUM crl-24370 311 27 , , PUNCT crl-24370 311 28 go go VERB crl-24370 311 29 to to ADP crl-24370 311 30 q13 q13 NUM crl-24370 311 31 . . PUNCT crl-24370 312 1 if if SCONJ crl-24370 312 2 grad grad PROPN crl-24370 312 3 / / SYM crl-24370 312 4 professional professional ADJ crl-24370 312 5 students student NOUN crl-24370 312 6 / / SYM crl-24370 312 7 postdocs postdoc NOUN crl-24370 312 8 ( ( PUNCT crl-24370 312 9 g g PROPN crl-24370 312 10 / / SYM crl-24370 312 11 p p NOUN crl-24370 312 12 / / SYM crl-24370 312 13 pd pd NOUN crl-24370 312 14 ) ) PUNCT crl-24370 312 15 , , PUNCT crl-24370 312 16 ask ask VERB crl-24370 312 17 q8 q8 PROPN crl-24370 312 18 - - SYM crl-24370 312 19 12 12 NUM crl-24370 312 20 . . PUNCT crl-24370 313 1 q8 q8 PROPN crl-24370 313 2 . . PUNCT crl-24370 314 1 do do AUX crl-24370 314 2 you you PRON crl-24370 314 3 teach teach VERB crl-24370 314 4 undergraduate undergraduate ADJ crl-24370 314 5 students student NOUN crl-24370 314 6 ? ? PUNCT crl-24370 315 1 1 1 NUM crl-24370 315 2 = = SYM crl-24370 315 3 yes yes INTJ crl-24370 315 4 ( ( PUNCT crl-24370 315 5 go go VERB crl-24370 315 6 to to ADP crl-24370 315 7 q9 q9 PROPN crl-24370 315 8 - - PUNCT crl-24370 315 9 12 12 NUM crl-24370 315 10 ) ) PUNCT crl-24370 315 11 2 2 NUM crl-24370 315 12 = = SYM crl-24370 316 1 no no INTJ crl-24370 316 2 ( ( PUNCT crl-24370 316 3 go go VERB crl-24370 316 4 to to ADP crl-24370 316 5 q13 q13 NUM crl-24370 316 6 ) ) PUNCT crl-24370 316 7 if if SCONJ crl-24370 316 8 q8 q8 PROPN crl-24370 316 9 = = INTJ crl-24370 317 1 yes yes INTJ crl-24370 317 2 : : PUNCT crl-24370 317 3 q9 q9 PROPN crl-24370 317 4 – – PUNCT crl-24370 317 5 q11 q11 NOUN crl-24370 317 6 . . PUNCT crl-24370 318 1 please please INTJ crl-24370 318 2 indicate indicate VERB crl-24370 318 3 your your PRON crl-24370 318 4 overall overall ADJ crl-24370 318 5 satisfaction satisfaction NOUN crl-24370 318 6 with with ADP crl-24370 318 7 your your PRON crl-24370 318 8 students student NOUN crl-24370 318 9 ’ ’ PART crl-24370 318 10 performance performance NOUN crl-24370 318 11 in in ADP crl-24370 318 12 the the DET crl-24370 318 13 following follow VERB crl-24370 318 14 areas area NOUN crl-24370 318 15 . . PUNCT crl-24370 319 1 1 1 NUM crl-24370 319 2 = = SYM crl-24370 319 3 low low ADJ crl-24370 319 4 2 2 NUM crl-24370 319 5 = = NOUN crl-24370 319 6 medium medium NOUN crl-24370 319 7 3 3 NUM crl-24370 319 8 = = SYM crl-24370 319 9 high high ADJ crl-24370 319 10 4 4 NUM crl-24370 319 11 = = SYM crl-24370 319 12 not not PART crl-24370 319 13 sure sure ADJ crl-24370 319 14 q9 q9 PROPN crl-24370 319 15 . . PUNCT crl-24370 320 1 undergraduate undergraduate PROPN crl-24370 320 2 students student NOUN crl-24370 320 3 ’ ’ PART crl-24370 320 4 ability ability NOUN crl-24370 320 5 to to PART crl-24370 320 6 find find VERB crl-24370 320 7 and and CCONJ crl-24370 320 8 use use VERB crl-24370 320 9 appropriate appropriate ADJ crl-24370 320 10 information information NOUN crl-24370 320 11 for for ADP crl-24370 320 12 assigned assign VERB crl-24370 320 13 activities activity NOUN crl-24370 320 14 q10 q10 NUM crl-24370 320 15 . . PUNCT crl-24370 321 1 undergraduate undergraduate PROPN crl-24370 321 2 students student NOUN crl-24370 321 3 ’ ’ PART crl-24370 321 4 ability ability NOUN crl-24370 321 5 to to PART crl-24370 321 6 ethically ethically ADV crl-24370 321 7 use use VERB crl-24370 321 8 information information NOUN crl-24370 321 9 for for ADP crl-24370 321 10 assigned assign VERB crl-24370 321 11 activities activity NOUN crl-24370 321 12 q11 q11 VERB crl-24370 321 13 . . PUNCT crl-24370 322 1 undergraduate undergraduate PROPN crl-24370 322 2 students student NOUN crl-24370 322 3 ’ ’ PART crl-24370 322 4 ability ability NOUN crl-24370 322 5 to to PART crl-24370 322 6 create create VERB crl-24370 322 7 a a DET crl-24370 322 8 standard standard ADJ crl-24370 322 9 citation citation NOUN crl-24370 322 10 or or CCONJ crl-24370 322 11 bibliography bibliography NOUN crl-24370 322 12 q12 q12 NOUN crl-24370 322 13 – – PUNCT crl-24370 322 14 q16 q16 ADV crl-24370 322 15 . . PUNCT crl-24370 323 1 please please INTJ crl-24370 323 2 indicate indicate VERB crl-24370 323 3 your your PRON crl-24370 323 4 satisfaction satisfaction NOUN crl-24370 323 5 with with ADP crl-24370 323 6 your your PRON crl-24370 323 7 own own ADJ crl-24370 323 8 skills skill NOUN crl-24370 323 9 listed list VERB crl-24370 323 10 below below ADV crl-24370 323 11 . . PUNCT crl-24370 324 1 1 1 NUM crl-24370 324 2 = = SYM crl-24370 324 3 low low ADJ crl-24370 324 4 2 2 NUM crl-24370 324 5 = = NOUN crl-24370 324 6 medium medium NOUN crl-24370 324 7 3 3 NUM crl-24370 324 8 = = SYM crl-24370 324 9 high high ADJ crl-24370 324 10 4 4 NUM crl-24370 324 11 = = SYM crl-24370 324 12 not not PART crl-24370 324 13 sure sure ADJ crl-24370 324 14 q12 q12 NOUN crl-24370 324 15 . . PUNCT crl-24370 325 1 if if SCONJ crl-24370 325 2 g g PROPN crl-24370 325 3 / / SYM crl-24370 325 4 p p NOUN crl-24370 325 5 / / SYM crl-24370 325 6 pd pd PROPN crl-24370 325 7 & & CCONJ crl-24370 325 8 q4 q4 PROPN crl-24370 325 9 = = INTJ crl-24370 325 10 yes yes INTJ crl-24370 325 11 ( ( PUNCT crl-24370 325 12 teach teach VERB crl-24370 325 13 ): ): PUNCT crl-24370 325 14 your your PRON crl-24370 325 15 ability ability NOUN crl-24370 325 16 to to PART crl-24370 325 17 find find VERB crl-24370 325 18 and and CCONJ crl-24370 325 19 use use VERB crl-24370 325 20 appropriate appropriate ADJ crl-24370 325 21 information information NOUN crl-24370 325 22 for for ADP crl-24370 325 23 your your PRON crl-24370 325 24 teaching teaching NOUN crl-24370 325 25 q13 q13 NOUN crl-24370 325 26 . . PUNCT crl-24370 326 1 if if SCONJ crl-24370 326 2 g g PROPN crl-24370 326 3 / / SYM crl-24370 326 4 p p NOUN crl-24370 326 5 / / SYM crl-24370 326 6 pd pd NOUN crl-24370 326 7 : : PUNCT crl-24370 326 8 your your PRON crl-24370 326 9 ability ability NOUN crl-24370 326 10 to to PART crl-24370 326 11 find find VERB crl-24370 326 12 and and CCONJ crl-24370 326 13 use use VERB crl-24370 326 14 appropriate appropriate ADJ crl-24370 326 15 information information NOUN crl-24370 326 16 for for ADP crl-24370 326 17 your your PRON crl-24370 326 18 research research NOUN crl-24370 326 19 q14 q14 NOUN crl-24370 326 20 . . PUNCT crl-24370 327 1 if if SCONJ crl-24370 327 2 ug ug ADP crl-24370 327 3 or or CCONJ crl-24370 327 4 g g PROPN crl-24370 327 5 / / SYM crl-24370 327 6 p p NOUN crl-24370 327 7 ( ( PUNCT crl-24370 327 8 not not PART crl-24370 327 9 pd pd PROPN crl-24370 327 10 ): ): PUNCT crl-24370 327 11 your your PRON crl-24370 327 12 ability ability NOUN crl-24370 327 13 to to PART crl-24370 327 14 identify identify VERB crl-24370 327 15 and and CCONJ crl-24370 327 16 find find VERB crl-24370 327 17 appropriate appropriate ADJ crl-24370 327 18 information information NOUN crl-24370 327 19 for for ADP crl-24370 327 20 assigned assign VERB crl-24370 327 21 activities activity NOUN crl-24370 327 22 or or CCONJ crl-24370 327 23 coursework coursework NOUN crl-24370 327 24 484 484 NUM crl-24370 327 25 college college PROPN crl-24370 327 26 & & CCONJ crl-24370 327 27 research research PROPN crl-24370 327 28 libraries library NOUN crl-24370 327 29 april april PROPN crl-24370 327 30 2020 2020 NUM crl-24370 327 31 q15 q15 NOUN crl-24370 327 32 . . PUNCT crl-24370 328 1 ask ask VERB crl-24370 328 2 all all PRON crl-24370 328 3 : : PUNCT crl-24370 328 4 your your PRON crl-24370 328 5 understanding understanding NOUN crl-24370 328 6 of of ADP crl-24370 328 7 plagiarism plagiarism NOUN crl-24370 328 8 q16 q16 NOUN crl-24370 328 9 . . PUNCT crl-24370 329 1 ask ask VERB crl-24370 329 2 all all PRON crl-24370 329 3 : : PUNCT crl-24370 329 4 your your PRON crl-24370 329 5 ability ability NOUN crl-24370 329 6 to to PART crl-24370 329 7 create create VERB crl-24370 329 8 a a DET crl-24370 329 9 standard standard ADJ crl-24370 329 10 citation citation NOUN crl-24370 329 11 or or CCONJ crl-24370 329 12 bibliography bibliography NOUN crl-24370 329 13 q17 q17 NOUN crl-24370 329 14 – – PUNCT crl-24370 329 15 q19 q19 NOUN crl-24370 329 16 . . PUNCT crl-24370 330 1 in in ADP crl-24370 330 2 the the DET crl-24370 330 3 past past ADJ crl-24370 330 4 year year NOUN crl-24370 330 5 , , PUNCT crl-24370 330 6 have have AUX crl-24370 330 7 you you PRON crl-24370 330 8 participated participate VERB crl-24370 330 9 in in ADP crl-24370 330 10 the the DET crl-24370 330 11 following follow VERB crl-24370 330 12 tasks task NOUN crl-24370 330 13 related relate VERB crl-24370 330 14 to to ADP crl-24370 330 15 your your PRON crl-24370 330 16 isu isu NOUN crl-24370 330 17 coursework coursework NOUN crl-24370 330 18 or or CCONJ crl-24370 330 19 research research NOUN crl-24370 330 20 ? ? PUNCT crl-24370 331 1 1 1 NUM crl-24370 332 1 = = SYM crl-24370 332 2 yes yes INTJ crl-24370 333 1 2 2 NUM crl-24370 333 2 = = SYM crl-24370 333 3 no no DET crl-24370 333 4 3 3 NUM crl-24370 333 5 = = PUNCT crl-24370 333 6 not not PART crl-24370 333 7 sure sure ADJ crl-24370 333 8 q17 q17 NOUN crl-24370 333 9 . . PUNCT crl-24370 334 1 ask ask VERB crl-24370 334 2 all all PRON crl-24370 334 3 : : PUNCT crl-24370 334 4 asked ask VERB crl-24370 334 5 a a DET crl-24370 334 6 library library NOUN crl-24370 334 7 staff staff NOUN crl-24370 334 8 member member NOUN crl-24370 334 9 for for ADP crl-24370 334 10 assistance assistance NOUN crl-24370 334 11 q18 q18 NOUN crl-24370 334 12 . . PUNCT crl-24370 335 1 if if SCONJ crl-24370 335 2 ug ug ADP crl-24370 335 3 or or CCONJ crl-24370 335 4 g g PROPN crl-24370 335 5 / / SYM crl-24370 335 6 p p NOUN crl-24370 335 7 ( ( PUNCT crl-24370 335 8 not not PART crl-24370 335 9 pd pd PROPN crl-24370 335 10 ): ): PUNCT crl-24370 335 11 received receive VERB crl-24370 335 12 instruction instruction NOUN crl-24370 335 13 on on ADP crl-24370 335 14 using use VERB crl-24370 335 15 library library NOUN crl-24370 335 16 resources resource NOUN crl-24370 335 17 from from ADP crl-24370 335 18 a a DET crl-24370 335 19 librarian librarian NOUN crl-24370 335 20 in in ADP crl-24370 335 21 one one NUM crl-24370 335 22 of of ADP crl-24370 335 23 your your PRON crl-24370 335 24 classes class NOUN crl-24370 335 25 q19 q19 ADV crl-24370 335 26 . . PUNCT crl-24370 336 1 if if SCONJ crl-24370 336 2 g g PROPN crl-24370 336 3 / / SYM crl-24370 336 4 p p NOUN crl-24370 336 5 / / SYM crl-24370 336 6 pd pd NOUN crl-24370 336 7 : : PUNCT crl-24370 336 8 used use VERB crl-24370 336 9 bibliographic bibliographic ADJ crl-24370 336 10 management management NOUN crl-24370 336 11 software software NOUN crl-24370 336 12 provided provide VERB crl-24370 336 13 by by ADP crl-24370 336 14 the the DET crl-24370 336 15 library library NOUN crl-24370 336 16 or or CCONJ crl-24370 336 17 other other ADJ crl-24370 336 18 resources resource NOUN crl-24370 336 19 to to PART crl-24370 336 20 manage manage VERB crl-24370 336 21 your your PRON crl-24370 336 22 sources source NOUN crl-24370 336 23 ( ( PUNCT crl-24370 336 24 e.g. e.g. ADV crl-24370 336 25 , , PUNCT crl-24370 336 26 endnote endnote VERB crl-24370 336 27 web web NOUN crl-24370 336 28 , , PUNCT crl-24370 336 29 cite cite VERB crl-24370 336 30 features feature NOUN crl-24370 336 31 in in ADP crl-24370 336 32 databases database NOUN crl-24370 336 33 , , PUNCT crl-24370 336 34 zotero zotero NUM crl-24370 336 35 , , PUNCT crl-24370 336 36 etc etc X crl-24370 336 37 . . PUNCT crl-24370 336 38 ) ) PUNCT crl-24370 337 1 q20 q20 NOUN crl-24370 337 2 . . PUNCT crl-24370 338 1 how how SCONJ crl-24370 338 2 often often ADV crl-24370 338 3 have have AUX crl-24370 338 4 you you PRON crl-24370 338 5 used use VERB crl-24370 338 6 quick quick ADJ crl-24370 338 7 search search NOUN crl-24370 338 8 , , PUNCT crl-24370 338 9 the the DET crl-24370 338 10 main main ADJ crl-24370 338 11 search search NOUN crl-24370 338 12 bar bar NOUN crl-24370 338 13 on on ADP crl-24370 338 14 the the DET crl-24370 338 15 library library NOUN crl-24370 338 16 website website NOUN crl-24370 338 17 home home NOUN crl-24370 338 18 page page NOUN crl-24370 338 19 , , PUNCT crl-24370 338 20 to to PART crl-24370 338 21 find find VERB crl-24370 338 22 library library NOUN crl-24370 338 23 materials material NOUN crl-24370 338 24 ? ? PUNCT crl-24370 339 1 1 1 NUM crl-24370 339 2 = = SYM crl-24370 340 1 daily daily ADV crl-24370 340 2 2 2 NUM crl-24370 340 3 = = SYM crl-24370 340 4 weekly weekly NOUN crl-24370 340 5 3 3 NUM crl-24370 340 6 = = SYM crl-24370 340 7 monthly monthly ADV crl-24370 340 8 4 4 NUM crl-24370 340 9 = = SYM crl-24370 340 10 once once ADV crl-24370 340 11 a a DET crl-24370 340 12 semester semester NOUN crl-24370 340 13 5 5 NUM crl-24370 340 14 = = SYM crl-24370 340 15 less less ADV crl-24370 340 16 often often ADV crl-24370 340 17 6 6 NUM crl-24370 340 18 = = PUNCT crl-24370 340 19 never never ADV crl-24370 340 20 if if SCONJ crl-24370 340 21 q20 q20 NOUN crl-24370 340 22 = = PUNCT crl-24370 340 23 1 1 NUM crl-24370 340 24 - - SYM crl-24370 340 25 5 5 NUM crl-24370 340 26 , , PUNCT crl-24370 340 27 go go VERB crl-24370 340 28 to to ADP crl-24370 340 29 q22 q22 NOUN crl-24370 340 30 if if SCONJ crl-24370 340 31 q20 q20 NOUN crl-24370 340 32 = = SYM crl-24370 340 33 6 6 NUM crl-24370 340 34 ( ( PUNCT crl-24370 340 35 never never ADV crl-24370 340 36 ) ) PUNCT crl-24370 340 37 , , PUNCT crl-24370 340 38 go go VERB crl-24370 340 39 to to ADP crl-24370 340 40 q21 q21 NUM crl-24370 340 41 , , PUNCT crl-24370 340 42 skip skip PROPN crl-24370 340 43 q22 q22 NOUN crl-24370 340 44 - - PUNCT crl-24370 340 45 24 24 NUM crl-24370 340 46 , , PUNCT crl-24370 340 47 and and CCONJ crl-24370 340 48 go go VERB crl-24370 340 49 to to ADP crl-24370 340 50 q25 q25 NOUN crl-24370 340 51 . . PUNCT crl-24370 341 1 q21 q21 PROPN crl-24370 341 2 . . PUNCT crl-24370 342 1 if if SCONJ crl-24370 342 2 q20 q20 NOUN crl-24370 342 3 = = PUNCT crl-24370 342 4 never never ADV crl-24370 342 5 : : PUNCT crl-24370 342 6 how how SCONJ crl-24370 342 7 do do AUX crl-24370 342 8 you you PRON crl-24370 342 9 usually usually ADV crl-24370 342 10 find find VERB crl-24370 342 11 the the DET crl-24370 342 12 information information NOUN crl-24370 342 13 that that PRON crl-24370 342 14 you you PRON crl-24370 342 15 need need VERB crl-24370 342 16 ? ? PUNCT crl-24370 343 1 [ [ X crl-24370 343 2 open open ADJ crl-24370 343 3 text text NOUN crl-24370 343 4 response response NOUN crl-24370 343 5 ] ] PUNCT crl-24370 343 6 q22 q22 NOUN crl-24370 343 7 . . PUNCT crl-24370 344 1 if if SCONJ crl-24370 344 2 q20 q20 NOUN crl-24370 344 3 = = PROPN crl-24370 344 4 1 1 NUM crl-24370 344 5 , , PUNCT crl-24370 344 6 2 2 NUM crl-24370 344 7 , , PUNCT crl-24370 344 8 3 3 NUM crl-24370 344 9 , , PUNCT crl-24370 344 10 4 4 NUM crl-24370 344 11 , , PUNCT crl-24370 344 12 or or CCONJ crl-24370 344 13 5 5 NUM crl-24370 344 14 : : PUNCT crl-24370 344 15 what what PRON crl-24370 344 16 is be AUX crl-24370 344 17 your your PRON crl-24370 344 18 primary primary ADJ crl-24370 344 19 reason reason NOUN crl-24370 344 20 for for ADP crl-24370 344 21 using use VERB crl-24370 344 22 quick quick ADJ crl-24370 344 23 search search NOUN crl-24370 344 24 ? ? PUNCT crl-24370 345 1 1 1 NUM crl-24370 346 1 = = NOUN crl-24370 346 2 search search NOUN crl-24370 346 3 for for ADP crl-24370 346 4 a a DET crl-24370 346 5 specific specific ADJ crl-24370 346 6 title title NOUN crl-24370 346 7 or or CCONJ crl-24370 346 8 author author NOUN crl-24370 346 9 2 2 NUM crl-24370 346 10 = = NOUN crl-24370 346 11 search search NOUN crl-24370 346 12 for for ADP crl-24370 346 13 topics topic NOUN crl-24370 347 1 3 3 NUM crl-24370 347 2 = = NUM crl-24370 347 3 both both PRON crl-24370 347 4 of of ADP crl-24370 347 5 these these PRON crl-24370 347 6 equally equally ADV crl-24370 347 7 q23 q23 ADJ crl-24370 347 8 . . PUNCT crl-24370 348 1 if if SCONJ crl-24370 348 2 q20 q20 NOUN crl-24370 348 3 = = PROPN crl-24370 348 4 1 1 NUM crl-24370 348 5 , , PUNCT crl-24370 348 6 2 2 NUM crl-24370 348 7 , , PUNCT crl-24370 348 8 3 3 NUM crl-24370 348 9 , , PUNCT crl-24370 348 10 4 4 NUM crl-24370 348 11 , , PUNCT crl-24370 348 12 or or CCONJ crl-24370 348 13 5 5 NUM crl-24370 348 14 : : PUNCT crl-24370 348 15 overall overall ADJ crl-24370 348 16 , , PUNCT crl-24370 348 17 how how SCONJ crl-24370 348 18 satisfied satisfied ADJ crl-24370 348 19 are be AUX crl-24370 348 20 you you PRON crl-24370 348 21 with with ADP crl-24370 348 22 quick quick ADJ crl-24370 348 23 search search NOUN crl-24370 348 24 results result NOUN crl-24370 348 25 when when SCONJ crl-24370 348 26 you you PRON crl-24370 348 27 look look VERB crl-24370 348 28 for for ADP crl-24370 348 29 a a DET crl-24370 348 30 specific specific ADJ crl-24370 348 31 title title NOUN crl-24370 348 32 or or CCONJ crl-24370 348 33 author author NOUN crl-24370 348 34 ? ? PUNCT crl-24370 349 1 1 1 NUM crl-24370 349 2 = = SYM crl-24370 349 3 low low ADJ crl-24370 349 4 satisfaction satisfaction NOUN crl-24370 349 5 2 2 NUM crl-24370 349 6 = = NOUN crl-24370 349 7 medium medium NOUN crl-24370 349 8 satisfaction satisfaction NOUN crl-24370 349 9 3 3 NUM crl-24370 349 10 = = SYM crl-24370 349 11 high high ADJ crl-24370 349 12 satisfaction satisfaction NOUN crl-24370 349 13 q24 q24 NOUN crl-24370 349 14 . . PUNCT crl-24370 350 1 if if SCONJ crl-24370 350 2 q20 q20 NOUN crl-24370 350 3 = = PROPN crl-24370 350 4 1 1 NUM crl-24370 350 5 , , PUNCT crl-24370 350 6 2 2 NUM crl-24370 350 7 , , PUNCT crl-24370 350 8 3 3 NUM crl-24370 350 9 , , PUNCT crl-24370 350 10 4 4 NUM crl-24370 350 11 , , PUNCT crl-24370 350 12 or or CCONJ crl-24370 350 13 5 5 NUM crl-24370 350 14 : : PUNCT crl-24370 350 15 overall overall ADJ crl-24370 350 16 , , PUNCT crl-24370 350 17 how how SCONJ crl-24370 350 18 satisfied satisfied ADJ crl-24370 350 19 are be AUX crl-24370 350 20 you you PRON crl-24370 350 21 with with ADP crl-24370 350 22 quick quick ADJ crl-24370 350 23 search search NOUN crl-24370 350 24 results result NOUN crl-24370 350 25 when when SCONJ crl-24370 350 26 you you PRON crl-24370 350 27 are be AUX crl-24370 350 28 exploring explore VERB crl-24370 350 29 general general ADJ crl-24370 350 30 topics topic NOUN crl-24370 350 31 or or CCONJ crl-24370 350 32 subjects subject NOUN crl-24370 350 33 ? ? PUNCT crl-24370 351 1 1 1 NUM crl-24370 351 2 = = NOUN crl-24370 351 3 low low ADJ crl-24370 351 4 satisfaction satisfaction NOUN crl-24370 351 5 2 2 NUM crl-24370 351 6 = = NOUN crl-24370 351 7 medium medium NOUN crl-24370 351 8 satisfaction satisfaction NOUN crl-24370 351 9 3 3 NUM crl-24370 351 10 = = SYM crl-24370 351 11 high high ADJ crl-24370 351 12 satisfaction satisfaction NOUN crl-24370 351 13 q25 q25 NOUN crl-24370 351 14 – – PUNCT crl-24370 351 15 q29 q29 NOUN crl-24370 351 16 . . PUNCT crl-24370 352 1 how how SCONJ crl-24370 352 2 often often ADV crl-24370 352 3 do do AUX crl-24370 352 4 you you PRON crl-24370 352 5 use use VERB crl-24370 352 6 the the DET crl-24370 352 7 library library NOUN crl-24370 352 8 website website NOUN crl-24370 352 9 for for ADP crl-24370 352 10 the the DET crl-24370 352 11 following follow VERB crl-24370 352 12 purposes purpose NOUN crl-24370 352 13 ? ? PUNCT crl-24370 353 1 1 1 NUM crl-24370 353 2 = = SYM crl-24370 354 1 daily daily ADV crl-24370 354 2 2 2 NUM crl-24370 354 3 = = SYM crl-24370 354 4 weekly weekly NOUN crl-24370 354 5 3 3 NUM crl-24370 354 6 = = SYM crl-24370 354 7 monthly monthly ADV crl-24370 354 8 4 4 NUM crl-24370 354 9 = = SYM crl-24370 354 10 once once ADV crl-24370 354 11 a a DET crl-24370 354 12 semester semester NOUN crl-24370 354 13 5 5 NUM crl-24370 354 14 = = SYM crl-24370 354 15 less less ADV crl-24370 354 16 often often ADV crl-24370 354 17 6 6 NUM crl-24370 354 18 = = SYM crl-24370 354 19 never never ADV crl-24370 354 20 library library NOUN crl-24370 354 21 usage usage NOUN crl-24370 354 22 , , PUNCT crl-24370 354 23 instruction instruction NOUN crl-24370 354 24 , , PUNCT crl-24370 354 25 and and CCONJ crl-24370 354 26 student student NOUN crl-24370 354 27 success success NOUN crl-24370 354 28 across across ADP crl-24370 354 29 disciplines discipline NOUN crl-24370 354 30 485 485 NUM crl-24370 354 31 q25 q25 NOUN crl-24370 354 32 . . PUNCT crl-24370 355 1 use use VERB crl-24370 355 2 article article NOUN crl-24370 355 3 indexes index NOUN crl-24370 355 4 and and CCONJ crl-24370 355 5 databases database NOUN crl-24370 355 6 ( ( PUNCT crl-24370 355 7 e.g. e.g. ADV crl-24370 355 8 , , PUNCT crl-24370 355 9 academic academic ADJ crl-24370 355 10 search search NOUN crl-24370 355 11 premier premier NOUN crl-24370 355 12 ( ( PUNCT crl-24370 355 13 ebsco ebsco PROPN crl-24370 355 14 ) ) PUNCT crl-24370 355 15 , , PUNCT crl-24370 355 16 web web NOUN crl-24370 355 17 of of ADP crl-24370 355 18 science science NOUN crl-24370 355 19 , , PUNCT crl-24370 355 20 jstor jstor NOUN crl-24370 355 21 , , PUNCT crl-24370 355 22 etc etc X crl-24370 355 23 . . PUNCT crl-24370 355 24 ) ) PUNCT crl-24370 355 25 q26 q26 PROPN crl-24370 355 26 . . PUNCT crl-24370 356 1 find find VERB crl-24370 356 2 and and CCONJ crl-24370 356 3 use use VERB crl-24370 356 4 electronic electronic ADJ crl-24370 356 5 journals journal NOUN crl-24370 356 6 and/or and/or CCONJ crl-24370 356 7 articles article VERB crl-24370 356 8 q27 q27 NOUN crl-24370 356 9 . . PUNCT crl-24370 357 1 find find VERB crl-24370 357 2 and and CCONJ crl-24370 357 3 use use VERB crl-24370 357 4 e e NOUN crl-24370 357 5 - - NOUN crl-24370 357 6 books book NOUN crl-24370 357 7 q28 q28 NOUN crl-24370 357 8 . . PUNCT crl-24370 358 1 find find VERB crl-24370 358 2 physical physical ADJ crl-24370 358 3 items item NOUN crl-24370 358 4 ( ( PUNCT crl-24370 358 5 e.g. e.g. ADV crl-24370 358 6 , , PUNCT crl-24370 358 7 books book NOUN crl-24370 358 8 , , PUNCT crl-24370 358 9 dvds dvds NOUN crl-24370 358 10 , , PUNCT crl-24370 358 11 cds cd NOUN crl-24370 358 12 , , PUNCT crl-24370 358 13 maps map NOUN crl-24370 358 14 , , PUNCT crl-24370 358 15 microforms microform NOUN crl-24370 358 16 , , PUNCT crl-24370 358 17 etc etc X crl-24370 358 18 . . PUNCT crl-24370 358 19 ) ) PUNCT crl-24370 358 20 q29 q29 NOUN crl-24370 358 21 . . PUNCT crl-24370 359 1 find find VERB crl-24370 359 2 materials material NOUN crl-24370 359 3 in in ADP crl-24370 359 4 special special ADJ crl-24370 359 5 collections collection NOUN crl-24370 359 6 and and CCONJ crl-24370 359 7 university university NOUN crl-24370 359 8 archives archive NOUN crl-24370 359 9 ( ( PUNCT crl-24370 359 10 e.g. e.g. ADV crl-24370 359 11 , , PUNCT crl-24370 359 12 manuscripts manuscript NOUN crl-24370 359 13 , , PUNCT crl-24370 359 14 rare rare ADJ crl-24370 359 15 books book NOUN crl-24370 359 16 , , PUNCT crl-24370 359 17 etc etc X crl-24370 359 18 . . X crl-24370 359 19 ) ) PUNCT crl-24370 359 20 q30 q30 PROPN crl-24370 359 21 – – PUNCT crl-24370 359 22 q36 q36 NOUN crl-24370 359 23 . . PUNCT crl-24370 360 1 how how SCONJ crl-24370 360 2 satisfied satisfied ADJ crl-24370 360 3 are be AUX crl-24370 360 4 you you PRON crl-24370 360 5 with with ADP crl-24370 360 6 the the DET crl-24370 360 7 following follow VERB crl-24370 360 8 isu isu NOUN crl-24370 360 9 library library NOUN crl-24370 360 10 resources resource NOUN crl-24370 360 11 and and CCONJ crl-24370 360 12 services service NOUN crl-24370 360 13 ? ? PUNCT crl-24370 361 1 1 1 NUM crl-24370 362 1 = = SYM crl-24370 362 2 low low ADJ crl-24370 362 3 2 2 NUM crl-24370 362 4 = = NOUN crl-24370 362 5 medium medium NOUN crl-24370 362 6 3 3 NUM crl-24370 362 7 = = SYM crl-24370 362 8 high high ADJ crl-24370 362 9 4 4 NUM crl-24370 362 10 = = SYM crl-24370 362 11 do do AUX crl-24370 362 12 n’t not PART crl-24370 362 13 use use VERB crl-24370 362 14 q30 q30 NOUN crl-24370 362 15 . . PUNCT crl-24370 363 1 remote remote PROPN crl-24370 363 2 ( ( PUNCT crl-24370 363 3 off off ADP crl-24370 363 4 - - PUNCT crl-24370 363 5 campus campus NOUN crl-24370 363 6 ) ) PUNCT crl-24370 363 7 access access NOUN crl-24370 363 8 to to ADP crl-24370 363 9 library library NOUN crl-24370 363 10 materials material NOUN crl-24370 363 11 and and CCONJ crl-24370 363 12 services service NOUN crl-24370 363 13 through through ADP crl-24370 363 14 the the DET crl-24370 363 15 library library NOUN crl-24370 363 16 website website NOUN crl-24370 363 17 q31 q31 NOUN crl-24370 363 18 . . PUNCT crl-24370 364 1 assistance assistance NOUN crl-24370 364 2 or or CCONJ crl-24370 364 3 help help NOUN crl-24370 364 4 from from ADP crl-24370 364 5 library library NOUN crl-24370 364 6 staff staff NOUN crl-24370 364 7 through through ADP crl-24370 364 8 chat chat NOUN crl-24370 364 9 or or CCONJ crl-24370 364 10 email email NOUN crl-24370 364 11 q32 q32 NOUN crl-24370 364 12 . . PUNCT crl-24370 365 1 reserve reserve VERB crl-24370 365 2 a a DET crl-24370 365 3 library library NOUN crl-24370 365 4 space space NOUN crl-24370 365 5 ( ( PUNCT crl-24370 365 6 e.g. e.g. ADV crl-24370 365 7 , , PUNCT crl-24370 365 8 group group NOUN crl-24370 365 9 study study NOUN crl-24370 365 10 room room NOUN crl-24370 365 11 , , PUNCT crl-24370 365 12 multimedia multimedia NOUN crl-24370 365 13 production production NOUN crl-24370 365 14 studio studio NOUN crl-24370 365 15 , , PUNCT crl-24370 365 16 or or CCONJ crl-24370 365 17 to to PART crl-24370 365 18 practice practice VERB crl-24370 365 19 a a DET crl-24370 365 20 presentation presentation NOUN crl-24370 365 21 ) ) PUNCT crl-24370 365 22 q33 q33 NOUN crl-24370 365 23 . . PUNCT crl-24370 366 1 research research NOUN crl-24370 366 2 and and CCONJ crl-24370 366 3 course course NOUN crl-24370 366 4 guides guide VERB crl-24370 366 5 q34 q34 PROPN crl-24370 366 6 . . PUNCT crl-24370 367 1 interlibrary interlibrary ADJ crl-24370 367 2 loan loan NOUN crl-24370 367 3 and and CCONJ crl-24370 367 4 document document NOUN crl-24370 367 5 delivery delivery NOUN crl-24370 367 6 q35 q35 NOUN crl-24370 367 7 . . PUNCT crl-24370 368 1 if if SCONJ crl-24370 368 2 g g PROPN crl-24370 368 3 / / SYM crl-24370 368 4 p p NOUN crl-24370 368 5 / / SYM crl-24370 368 6 ug ug NOUN crl-24370 368 7 : : PUNCT crl-24370 368 8 course course NOUN crl-24370 368 9 reserves reserve NOUN crl-24370 368 10 q36 q36 VERB crl-24370 368 11 . . PUNCT crl-24370 369 1 if if SCONJ crl-24370 369 2 g g PROPN crl-24370 369 3 / / SYM crl-24370 369 4 p p NOUN crl-24370 369 5 / / SYM crl-24370 369 6 pd pd NOUN crl-24370 369 7 : : PUNCT crl-24370 369 8 library library NOUN crl-24370 369 9 workshops workshop NOUN crl-24370 369 10 and and CCONJ crl-24370 369 11 seminars seminar NOUN crl-24370 369 12 supporting support VERB crl-24370 369 13 your your PRON crl-24370 369 14 research research NOUN crl-24370 369 15 ( ( PUNCT crl-24370 369 16 e.g. e.g. ADV crl-24370 369 17 , , PUNCT crl-24370 369 18 bibliographic bibliographic ADJ crl-24370 369 19 management management NOUN crl-24370 369 20 tools tool NOUN crl-24370 369 21 such such ADJ crl-24370 369 22 as as ADP crl-24370 369 23 endnote endnote NOUN crl-24370 369 24 , , PUNCT crl-24370 369 25 funding funding NOUN crl-24370 369 26 resources resource NOUN crl-24370 369 27 , , PUNCT crl-24370 369 28 using use VERB crl-24370 369 29 the the DET crl-24370 369 30 digital digital ADJ crl-24370 369 31 repository repository NOUN crl-24370 369 32 , , PUNCT crl-24370 369 33 etc etc X crl-24370 369 34 . . X crl-24370 369 35 ) ) PUNCT crl-24370 370 1 if if SCONJ crl-24370 370 2 ug ug ADV crl-24370 370 3 , , PUNCT crl-24370 370 4 go go VERB crl-24370 370 5 to to ADP crl-24370 370 6 q40 q40 NOUN crl-24370 370 7 . . PUNCT crl-24370 371 1 if if SCONJ crl-24370 371 2 g g PROPN crl-24370 371 3 / / SYM crl-24370 371 4 p p NOUN crl-24370 371 5 / / SYM crl-24370 371 6 pd pd PROPN crl-24370 371 7 , , PUNCT crl-24370 371 8 ask ask VERB crl-24370 371 9 q37 q37 NUM crl-24370 371 10 - - PUNCT crl-24370 371 11 39 39 NUM crl-24370 371 12 : : PUNCT crl-24370 371 13 q37 q37 PROPN crl-24370 371 14 . . PUNCT crl-24370 372 1 digital digital ADJ crl-24370 372 2 repository repository NOUN crl-24370 372 3 @ @ ADP crl-24370 372 4 iowa iowa PROPN crl-24370 372 5 state state PROPN crl-24370 372 6 university university PROPN crl-24370 372 7 provides provide VERB crl-24370 372 8 free free ADJ crl-24370 372 9 and and CCONJ crl-24370 372 10 open open ADJ crl-24370 372 11 access access NOUN crl-24370 372 12 to to ADP crl-24370 372 13 scholarly scholarly ADJ crl-24370 372 14 and and CCONJ crl-24370 372 15 creative creative ADJ crl-24370 372 16 works work NOUN crl-24370 372 17 , , PUNCT crl-24370 372 18 research research NOUN crl-24370 372 19 , , PUNCT crl-24370 372 20 publication publication NOUN crl-24370 372 21 , , PUNCT crl-24370 372 22 and and CCONJ crl-24370 372 23 reports report NOUN crl-24370 372 24 by by ADP crl-24370 372 25 iowa iowa PROPN crl-24370 372 26 state state PROPN crl-24370 372 27 ’s ’s PROPN crl-24370 372 28 faculty faculty NOUN crl-24370 372 29 , , PUNCT crl-24370 372 30 students student NOUN crl-24370 372 31 , , PUNCT crl-24370 372 32 staff staff NOUN crl-24370 372 33 and and CCONJ crl-24370 372 34 administrative administrative ADJ crl-24370 372 35 units unit NOUN crl-24370 372 36 . . PUNCT crl-24370 373 1 are be AUX crl-24370 373 2 you you PRON crl-24370 373 3 familiar familiar ADJ crl-24370 373 4 with with ADP crl-24370 373 5 the the DET crl-24370 373 6 library library PROPN crl-24370 373 7 ’s ’s PART crl-24370 373 8 digital digital ADJ crl-24370 373 9 repository repository NOUN crl-24370 373 10 ? ? PUNCT crl-24370 374 1 1 1 NUM crl-24370 374 2 = = SYM crl-24370 375 1 yes yes INTJ crl-24370 375 2 2 2 NUM crl-24370 375 3 = = SYM crl-24370 375 4 no no DET crl-24370 375 5 q38 q38 NOUN crl-24370 375 6 . . PUNCT crl-24370 376 1 if if SCONJ crl-24370 376 2 q37 q37 NUM crl-24370 376 3 = = INTJ crl-24370 376 4 yes yes INTJ crl-24370 376 5 : : PUNCT crl-24370 376 6 have have AUX crl-24370 376 7 you you PRON crl-24370 376 8 used use VERB crl-24370 376 9 the the DET crl-24370 376 10 digital digital ADJ crl-24370 376 11 repository repository NOUN crl-24370 376 12 to to PART crl-24370 376 13 search search VERB crl-24370 376 14 ? ? PUNCT crl-24370 377 1 1 1 NUM crl-24370 378 1 = = SYM crl-24370 378 2 yes yes INTJ crl-24370 379 1 2 2 NUM crl-24370 379 2 = = SYM crl-24370 379 3 no no DET crl-24370 379 4 q39 q39 NOUN crl-24370 379 5 . . PUNCT crl-24370 380 1 if if SCONJ crl-24370 380 2 q37 q37 NUM crl-24370 380 3 = = INTJ crl-24370 380 4 yes yes INTJ crl-24370 380 5 : : PUNCT crl-24370 380 6 have have AUX crl-24370 380 7 you you PRON crl-24370 380 8 added add VERB crl-24370 380 9 your your PRON crl-24370 380 10 publications publication NOUN crl-24370 380 11 , , PUNCT crl-24370 380 12 presentations presentation NOUN crl-24370 380 13 , , PUNCT crl-24370 380 14 research research NOUN crl-24370 380 15 , , PUNCT crl-24370 380 16 or or CCONJ crl-24370 380 17 thesis thesis NOUN crl-24370 380 18 to to ADP crl-24370 380 19 the the DET crl-24370 380 20 digital digital ADJ crl-24370 380 21 repository repository NOUN crl-24370 380 22 ? ? PUNCT crl-24370 381 1 1 1 NUM crl-24370 381 2 = = SYM crl-24370 382 1 yes yes INTJ crl-24370 382 2 2 2 NUM crl-24370 382 3 = = SYM crl-24370 382 4 no no DET crl-24370 382 5 q40 q40 NOUN crl-24370 382 6 . . PUNCT crl-24370 383 1 what what PRON crl-24370 383 2 suggestions suggestion NOUN crl-24370 383 3 do do AUX crl-24370 383 4 you you PRON crl-24370 383 5 have have VERB crl-24370 383 6 to to PART crl-24370 383 7 improve improve VERB crl-24370 383 8 the the DET crl-24370 383 9 library library NOUN crl-24370 383 10 ’s ’s PART crl-24370 383 11 website website NOUN crl-24370 383 12 , , PUNCT crl-24370 383 13 including include VERB crl-24370 383 14 quick quick ADJ crl-24370 383 15 search search NOUN crl-24370 383 16 , , PUNCT crl-24370 383 17 functionality functionality NOUN crl-24370 383 18 , , PUNCT crl-24370 383 19 ease ease NOUN crl-24370 383 20 of of ADP crl-24370 383 21 use use NOUN crl-24370 383 22 , , PUNCT crl-24370 383 23 services service NOUN crl-24370 383 24 , , PUNCT crl-24370 383 25 online online ADJ crl-24370 383 26 collections collection NOUN crl-24370 383 27 , , PUNCT crl-24370 383 28 etc etc X crl-24370 383 29 . . X crl-24370 383 30 ? ? PUNCT crl-24370 384 1 [ [ X crl-24370 384 2 open open ADJ crl-24370 384 3 text text NOUN crl-24370 384 4 response response NOUN crl-24370 384 5 ] ] PUNCT crl-24370 384 6 if if SCONJ crl-24370 384 7 p p NOUN crl-24370 384 8 ( ( PUNCT crl-24370 384 9 vet vet PROPN crl-24370 384 10 med med PROPN crl-24370 384 11 ) ) PUNCT crl-24370 384 12 , , PUNCT crl-24370 384 13 skip skip VERB crl-24370 384 14 q41 q41 NOUN crl-24370 384 15 - - PUNCT crl-24370 384 16 61 61 NUM crl-24370 384 17 and and CCONJ crl-24370 384 18 go go VERB crl-24370 384 19 to to ADP crl-24370 384 20 q62 q62 NOUN crl-24370 384 21 - - PUNCT crl-24370 384 22 68 68 NUM crl-24370 384 23 . . PUNCT crl-24370 385 1 if if SCONJ crl-24370 385 2 ug ug NOUN crl-24370 385 3 / / SYM crl-24370 385 4 g g PROPN crl-24370 385 5 / / SYM crl-24370 385 6 pd pd PROPN crl-24370 385 7 , , PUNCT crl-24370 385 8 ask ask VERB crl-24370 385 9 q41 q41 NOUN crl-24370 385 10 - - PUNCT crl-24370 385 11 54 54 NUM crl-24370 385 12 : : PUNCT crl-24370 385 13 486 486 NUM crl-24370 385 14 college college PROPN crl-24370 385 15 & & CCONJ crl-24370 385 16 research research PROPN crl-24370 385 17 libraries library NOUN crl-24370 385 18 april april PROPN crl-24370 385 19 2020 2020 NUM crl-24370 385 20 q41 q41 NOUN crl-24370 385 21 – – PUNCT crl-24370 385 22 q54 q54 NOUN crl-24370 385 23 . . PUNCT crl-24370 386 1 please please INTJ crl-24370 386 2 indicate indicate VERB crl-24370 386 3 your your PRON crl-24370 386 4 overall overall ADJ crl-24370 386 5 satisfaction satisfaction NOUN crl-24370 386 6 with with ADP crl-24370 386 7 each each PRON crl-24370 386 8 of of ADP crl-24370 386 9 the the DET crl-24370 386 10 following follow VERB crl-24370 386 11 resources resource NOUN crl-24370 386 12 provided provide VERB crl-24370 386 13 by by ADP crl-24370 386 14 parks park NOUN crl-24370 386 15 library library PROPN crl-24370 386 16 . . PUNCT crl-24370 387 1 1 1 NUM crl-24370 387 2 = = SYM crl-24370 387 3 low low ADJ crl-24370 387 4 2 2 NUM crl-24370 387 5 = = NOUN crl-24370 387 6 medium medium NOUN crl-24370 387 7 3 3 NUM crl-24370 387 8 = = SYM crl-24370 387 9 high high ADJ crl-24370 387 10 4 4 NUM crl-24370 387 11 = = SYM crl-24370 387 12 do do AUX crl-24370 387 13 n’t not PART crl-24370 387 14 use use VERB crl-24370 387 15 q41 q41 NOUN crl-24370 387 16 . . PUNCT crl-24370 388 1 library library NOUN crl-24370 388 2 staff staff NOUN crl-24370 388 3 assistance assistance NOUN crl-24370 388 4 at at ADP crl-24370 388 5 the the DET crl-24370 388 6 circulation circulation NOUN crl-24370 388 7 / / SYM crl-24370 388 8 research research NOUN crl-24370 388 9 help help NOUN crl-24370 388 10 desk desk NOUN crl-24370 388 11 q42 q42 NOUN crl-24370 388 12 . . PUNCT crl-24370 389 1 computers computer NOUN crl-24370 389 2 and and CCONJ crl-24370 389 3 printers printer NOUN crl-24370 389 4 available available ADJ crl-24370 389 5 for for ADP crl-24370 389 6 public public ADJ crl-24370 389 7 use use NOUN crl-24370 389 8 q43 q43 NOUN crl-24370 389 9 . . PUNCT crl-24370 390 1 scanners scanner NOUN crl-24370 390 2 available available ADJ crl-24370 390 3 for for ADP crl-24370 390 4 public public ADJ crl-24370 390 5 use use NOUN crl-24370 390 6 q44 q44 NOUN crl-24370 390 7 . . PUNCT crl-24370 391 1 quality quality NOUN crl-24370 391 2 of of ADP crl-24370 391 3 lighting light VERB crl-24370 391 4 q45 q45 NOUN crl-24370 391 5 . . PUNCT crl-24370 392 1 access access NOUN crl-24370 392 2 to to ADP crl-24370 392 3 electrical electrical ADJ crl-24370 392 4 outlets outlet NOUN crl-24370 392 5 and and CCONJ crl-24370 392 6 chargers charger NOUN crl-24370 392 7 q46 q46 VERB crl-24370 392 8 . . PUNCT crl-24370 393 1 availability availability NOUN crl-24370 393 2 of of ADP crl-24370 393 3 space space NOUN crl-24370 393 4 to to PART crl-24370 393 5 work work VERB crl-24370 393 6 collaboratively collaboratively ADV crl-24370 393 7 q47 q47 ADJ crl-24370 393 8 . . PUNCT crl-24370 394 1 if if SCONJ crl-24370 394 2 ug ug ADV crl-24370 394 3 : : PUNCT crl-24370 394 4 reserved reserved ADJ crl-24370 394 5 group group NOUN crl-24370 394 6 study study NOUN crl-24370 394 7 rooms room NOUN crl-24370 394 8 on on ADP crl-24370 394 9 third third ADJ crl-24370 394 10 floor floor NOUN crl-24370 394 11 q48 q48 NOUN crl-24370 394 12 . . PUNCT crl-24370 395 1 availability availability NOUN crl-24370 395 2 of of ADP crl-24370 395 3 space space NOUN crl-24370 395 4 to to PART crl-24370 395 5 work work VERB crl-24370 395 6 individually individually ADV crl-24370 395 7 q49 q49 NOUN crl-24370 395 8 . . PUNCT crl-24370 396 1 if if SCONJ crl-24370 396 2 g g ADV crl-24370 396 3 : : PUNCT crl-24370 396 4 assigned assign VERB crl-24370 396 5 library library PROPN crl-24370 396 6 research research NOUN crl-24370 396 7 study study NOUN crl-24370 396 8 rooms room NOUN crl-24370 396 9 for for ADP crl-24370 396 10 private private ADJ crl-24370 396 11 research research NOUN crl-24370 396 12 q50 q50 NOUN crl-24370 396 13 . . PUNCT crl-24370 397 1 multimedia multimedia NOUN crl-24370 397 2 production production NOUN crl-24370 397 3 studios studio NOUN crl-24370 397 4 and and CCONJ crl-24370 397 5 equipment equipment NOUN crl-24370 397 6 ( ( PUNCT crl-24370 397 7 learning learning NOUN crl-24370 397 8 connections connection NOUN crl-24370 397 9 center center NOUN crl-24370 397 10 ) ) PUNCT crl-24370 397 11 q51 q51 NOUN crl-24370 397 12 . . PUNCT crl-24370 398 1 learning learning NOUN crl-24370 398 2 connections connection NOUN crl-24370 398 3 center center PROPN crl-24370 398 4 help help VERB crl-24370 398 5 desk desk NOUN crl-24370 398 6 for for ADP crl-24370 398 7 technology technology NOUN crl-24370 398 8 assistance assistance NOUN crl-24370 398 9 q52 q52 NOUN crl-24370 398 10 . . PUNCT crl-24370 399 1 parks parks PROPN crl-24370 399 2 library library PROPN crl-24370 399 3 bookends bookends PROPN crl-24370 399 4 café café NOUN crl-24370 399 5 and and CCONJ crl-24370 399 6 fireplace fireplace NOUN crl-24370 399 7 reading read VERB crl-24370 399 8 room room NOUN crl-24370 399 9 q53 q53 PROPN crl-24370 399 10 . . PUNCT crl-24370 400 1 special special ADJ crl-24370 400 2 collections collection NOUN crl-24370 400 3 and and CCONJ crl-24370 400 4 archives archive NOUN crl-24370 400 5 q54 q54 NOUN crl-24370 400 6 . . PUNCT crl-24370 401 1 media medium NOUN crl-24370 401 2 center center NOUN crl-24370 401 3 if if SCONJ crl-24370 401 4 design design NOUN crl-24370 401 5 college college NOUN crl-24370 401 6 , , PUNCT crl-24370 401 7 ask ask VERB crl-24370 401 8 q55 q55 NOUN crl-24370 401 9 - - PUNCT crl-24370 401 10 61 61 NUM crl-24370 401 11 : : PUNCT crl-24370 401 12 q55 q55 NOUN crl-24370 401 13 – – PUNCT crl-24370 401 14 q61 q61 NOUN crl-24370 401 15 . . PUNCT crl-24370 402 1 please please INTJ crl-24370 402 2 indicate indicate VERB crl-24370 402 3 your your PRON crl-24370 402 4 overall overall ADJ crl-24370 402 5 satisfaction satisfaction NOUN crl-24370 402 6 with with ADP crl-24370 402 7 each each PRON crl-24370 402 8 of of ADP crl-24370 402 9 the the DET crl-24370 402 10 following follow VERB crl-24370 402 11 resources resource NOUN crl-24370 402 12 provided provide VERB crl-24370 402 13 by by ADP crl-24370 402 14 the the DET crl-24370 402 15 design design NOUN crl-24370 402 16 reading reading NOUN crl-24370 402 17 room room NOUN crl-24370 402 18 . . PUNCT crl-24370 403 1 1 1 NUM crl-24370 403 2 = = SYM crl-24370 403 3 low low ADJ crl-24370 403 4 2 2 NUM crl-24370 403 5 = = NOUN crl-24370 403 6 medium medium NOUN crl-24370 403 7 3 3 NUM crl-24370 403 8 = = SYM crl-24370 403 9 high high ADJ crl-24370 403 10 4 4 NUM crl-24370 403 11 = = SYM crl-24370 403 12 do do AUX crl-24370 403 13 n’t not PART crl-24370 403 14 use use VERB crl-24370 403 15 q55 q55 NOUN crl-24370 403 16 . . PUNCT crl-24370 404 1 library library PROPN crl-24370 404 2 staff staff NOUN crl-24370 404 3 assistance assistance NOUN crl-24370 404 4 at at ADP crl-24370 404 5 the the DET crl-24370 404 6 front front ADJ crl-24370 404 7 desk desk NOUN crl-24370 404 8 q56 q56 NOUN crl-24370 404 9 . . PUNCT crl-24370 405 1 computers computer NOUN crl-24370 405 2 and and CCONJ crl-24370 405 3 printers printer NOUN crl-24370 405 4 available available ADJ crl-24370 405 5 for for ADP crl-24370 405 6 public public ADJ crl-24370 405 7 use use NOUN crl-24370 405 8 q57 q57 NOUN crl-24370 405 9 . . PUNCT crl-24370 406 1 scanners scanner NOUN crl-24370 406 2 available available ADJ crl-24370 406 3 for for ADP crl-24370 406 4 public public ADJ crl-24370 406 5 use use NOUN crl-24370 406 6 q58 q58 NOUN crl-24370 406 7 . . PUNCT crl-24370 407 1 quality quality NOUN crl-24370 407 2 of of ADP crl-24370 407 3 lighting lighting NOUN crl-24370 407 4 q59 q59 PROPN crl-24370 407 5 . . PUNCT crl-24370 408 1 access access NOUN crl-24370 408 2 to to ADP crl-24370 408 3 electrical electrical ADJ crl-24370 408 4 outlets outlet NOUN crl-24370 408 5 and and CCONJ crl-24370 408 6 chargers charger NOUN crl-24370 408 7 q60 q60 VERB crl-24370 408 8 . . PUNCT crl-24370 409 1 availability availability NOUN crl-24370 409 2 of of ADP crl-24370 409 3 space space NOUN crl-24370 409 4 to to PART crl-24370 409 5 work work VERB crl-24370 409 6 collaboratively collaboratively ADV crl-24370 409 7 q61 q61 NOUN crl-24370 409 8 . . PUNCT crl-24370 410 1 availability availability NOUN crl-24370 410 2 of of ADP crl-24370 410 3 space space NOUN crl-24370 410 4 to to PART crl-24370 410 5 work work VERB crl-24370 410 6 individually individually ADV crl-24370 410 7 if if SCONJ crl-24370 410 8 vet vet PROPN crl-24370 410 9 med me VERB crl-24370 410 10 , , PUNCT crl-24370 410 11 ask ask VERB crl-24370 410 12 q62 q62 NOUN crl-24370 410 13 - - PUNCT crl-24370 410 14 68 68 NUM crl-24370 410 15 : : PUNCT crl-24370 410 16 q62 q62 NOUN crl-24370 410 17 – – PUNCT crl-24370 410 18 q68 q68 NOUN crl-24370 410 19 . . PUNCT crl-24370 411 1 please please INTJ crl-24370 411 2 indicate indicate VERB crl-24370 411 3 your your PRON crl-24370 411 4 overall overall ADJ crl-24370 411 5 satisfaction satisfaction NOUN crl-24370 411 6 with with ADP crl-24370 411 7 each each PRON crl-24370 411 8 of of ADP crl-24370 411 9 the the DET crl-24370 411 10 following follow VERB crl-24370 411 11 resources resource NOUN crl-24370 411 12 provided provide VERB crl-24370 411 13 by by ADP crl-24370 411 14 the the DET crl-24370 411 15 veterinary veterinary ADJ crl-24370 411 16 medical medical ADJ crl-24370 411 17 library library NOUN crl-24370 411 18 . . PUNCT crl-24370 412 1 1 1 NUM crl-24370 412 2 = = SYM crl-24370 412 3 low low ADJ crl-24370 412 4 2 2 NUM crl-24370 412 5 = = NOUN crl-24370 412 6 medium medium NOUN crl-24370 412 7 3 3 NUM crl-24370 412 8 = = SYM crl-24370 412 9 high high ADJ crl-24370 412 10 4 4 NUM crl-24370 412 11 = = SYM crl-24370 412 12 do do AUX crl-24370 412 13 n’t not PART crl-24370 412 14 use use VERB crl-24370 412 15 q62 q62 NOUN crl-24370 412 16 . . PUNCT crl-24370 413 1 library library PROPN crl-24370 413 2 staff staff NOUN crl-24370 413 3 assistance assistance NOUN crl-24370 413 4 at at ADP crl-24370 413 5 the the DET crl-24370 413 6 front front ADJ crl-24370 413 7 desk desk NOUN crl-24370 413 8 q63 q63 NOUN crl-24370 413 9 . . PUNCT crl-24370 414 1 computers computer NOUN crl-24370 414 2 and and CCONJ crl-24370 414 3 printers printer NOUN crl-24370 414 4 available available ADJ crl-24370 414 5 for for ADP crl-24370 414 6 public public ADJ crl-24370 414 7 use use NOUN crl-24370 414 8 library library NOUN crl-24370 414 9 usage usage NOUN crl-24370 414 10 , , PUNCT crl-24370 414 11 instruction instruction NOUN crl-24370 414 12 , , PUNCT crl-24370 414 13 and and CCONJ crl-24370 414 14 student student NOUN crl-24370 414 15 success success NOUN crl-24370 414 16 across across ADP crl-24370 414 17 disciplines discipline NOUN crl-24370 414 18 487 487 NUM crl-24370 414 19 q64 q64 NOUN crl-24370 414 20 . . PUNCT crl-24370 415 1 scanners scanner NOUN crl-24370 415 2 available available ADJ crl-24370 415 3 for for ADP crl-24370 415 4 public public ADJ crl-24370 415 5 use use NOUN crl-24370 415 6 q65 q65 NOUN crl-24370 415 7 . . PUNCT crl-24370 416 1 quality quality NOUN crl-24370 416 2 of of ADP crl-24370 416 3 lighting lighting NOUN crl-24370 416 4 q66 q66 NOUN crl-24370 416 5 . . PUNCT crl-24370 417 1 access access NOUN crl-24370 417 2 to to ADP crl-24370 417 3 electrical electrical ADJ crl-24370 417 4 outlets outlet NOUN crl-24370 417 5 and and CCONJ crl-24370 417 6 chargers charger NOUN crl-24370 417 7 q67 q67 NOUN crl-24370 417 8 . . PUNCT crl-24370 418 1 availability availability NOUN crl-24370 418 2 of of ADP crl-24370 418 3 space space NOUN crl-24370 418 4 to to PART crl-24370 418 5 work work VERB crl-24370 418 6 collaboratively collaboratively ADV crl-24370 418 7 q68 q68 ADJ crl-24370 418 8 . . PUNCT crl-24370 419 1 availability availability NOUN crl-24370 419 2 of of ADP crl-24370 419 3 space space NOUN crl-24370 419 4 to to PART crl-24370 419 5 work work VERB crl-24370 419 6 individually individually ADV crl-24370 419 7 q69 q69 NOUN crl-24370 419 8 . . PUNCT crl-24370 420 1 what what PRON crl-24370 420 2 suggestions suggestion NOUN crl-24370 420 3 do do AUX crl-24370 420 4 you you PRON crl-24370 420 5 have have VERB crl-24370 420 6 to to PART crl-24370 420 7 improve improve VERB crl-24370 420 8 library library NOUN crl-24370 420 9 services service NOUN crl-24370 420 10 , , PUNCT crl-24370 420 11 spaces space NOUN crl-24370 420 12 , , PUNCT crl-24370 420 13 or or CCONJ crl-24370 420 14 resources resource NOUN crl-24370 420 15 ? ? PUNCT crl-24370 421 1 [ [ X crl-24370 421 2 open open ADJ crl-24370 421 3 text text NOUN crl-24370 421 4 response response NOUN crl-24370 421 5 ] ] X crl-24370 421 6 if if SCONJ crl-24370 421 7 g g PROPN crl-24370 421 8 / / SYM crl-24370 421 9 p p NOUN crl-24370 421 10 / / SYM crl-24370 421 11 pd pd PROPN crl-24370 421 12 , , PUNCT crl-24370 421 13 ask ask VERB crl-24370 421 14 q70 q70 NOUN crl-24370 421 15 & & CCONJ crl-24370 421 16 71 71 NUM crl-24370 421 17 : : PUNCT crl-24370 421 18 q70 q70 NOUN crl-24370 421 19 – – PUNCT crl-24370 421 20 q71 q71 NOUN crl-24370 421 21 . . PUNCT crl-24370 422 1 the the DET crl-24370 422 2 library library NOUN crl-24370 422 3 wants want VERB crl-24370 422 4 to to PART crl-24370 422 5 ensure ensure VERB crl-24370 422 6 that that SCONJ crl-24370 422 7 its its PRON crl-24370 422 8 services service NOUN crl-24370 422 9 support support VERB crl-24370 422 10 graduate graduate NOUN crl-24370 422 11 / / SYM crl-24370 422 12 professional professional ADJ crl-24370 422 13 student student NOUN crl-24370 422 14 and and CCONJ crl-24370 422 15 postdoc postdoc ADJ crl-24370 422 16 success success NOUN crl-24370 422 17 . . PUNCT crl-24370 423 1 how how SCONJ crl-24370 423 2 would would AUX crl-24370 423 3 you you PRON crl-24370 423 4 rate rate VERB crl-24370 423 5 the the DET crl-24370 423 6 importance importance NOUN crl-24370 423 7 of of ADP crl-24370 423 8 the the DET crl-24370 423 9 following follow VERB crl-24370 423 10 future future ADJ crl-24370 423 11 initiatives initiative NOUN crl-24370 423 12 for for ADP crl-24370 423 13 graduate graduate NOUN crl-24370 423 14 students student NOUN crl-24370 423 15 , , PUNCT crl-24370 423 16 professional professional ADJ crl-24370 423 17 students student NOUN crl-24370 423 18 , , PUNCT crl-24370 423 19 and and CCONJ crl-24370 423 20 postdocs postdoc NOUN crl-24370 423 21 ? ? PUNCT crl-24370 424 1 1 1 NUM crl-24370 424 2 = = SYM crl-24370 424 3 low low ADJ crl-24370 424 4 importance importance NOUN crl-24370 424 5 2 2 NUM crl-24370 424 6 = = NOUN crl-24370 424 7 medium medium NOUN crl-24370 424 8 importance importance NOUN crl-24370 424 9 3 3 NUM crl-24370 424 10 = = SYM crl-24370 424 11 high high ADJ crl-24370 424 12 importance importance NOUN crl-24370 424 13 4 4 NUM crl-24370 424 14 = = SYM crl-24370 424 15 need need VERB crl-24370 424 16 more more ADJ crl-24370 424 17 information information NOUN crl-24370 424 18 q70 q70 NOUN crl-24370 424 19 . . PUNCT crl-24370 425 1 develop develop VERB crl-24370 425 2 a a DET crl-24370 425 3 trusted trust VERB crl-24370 425 4 online online NOUN crl-24370 425 5 repository repository NOUN crl-24370 425 6 to to PART crl-24370 425 7 store store VERB crl-24370 425 8 and and CCONJ crl-24370 425 9 provide provide VERB crl-24370 425 10 continuing continue VERB crl-24370 425 11 access access NOUN crl-24370 425 12 to to ADP crl-24370 425 13 data datum NOUN crl-24370 425 14 created create VERB crl-24370 425 15 by by ADP crl-24370 425 16 graduate graduate ADJ crl-24370 425 17 and and CCONJ crl-24370 425 18 professional professional ADJ crl-24370 425 19 students student NOUN crl-24370 425 20 and and CCONJ crl-24370 425 21 postdocs postdoc VERB crl-24370 425 22 q71 q71 PROPN crl-24370 425 23 . . PUNCT crl-24370 426 1 provide provide VERB crl-24370 426 2 advisory advisory ADJ crl-24370 426 3 services service NOUN crl-24370 426 4 for for ADP crl-24370 426 5 research research NOUN crl-24370 426 6 data data PROPN crl-24370 426 7 management management NOUN crl-24370 426 8 q72 q72 PROPN crl-24370 426 9 . . PUNCT crl-24370 427 1 to to ADP crl-24370 427 2 what what DET crl-24370 427 3 extent extent NOUN crl-24370 427 4 have have AUX crl-24370 427 5 the the DET crl-24370 427 6 library library PROPN crl-24370 427 7 ’s ’s PART crl-24370 427 8 resources resource NOUN crl-24370 427 9 and and CCONJ crl-24370 427 10 services service NOUN crl-24370 427 11 contributed contribute VERB crl-24370 427 12 to to ADP crl-24370 427 13 your your PRON crl-24370 427 14 academic academic ADJ crl-24370 427 15 success success NOUN crl-24370 427 16 ? ? PUNCT crl-24370 428 1 1 1 NUM crl-24370 428 2 = = X crl-24370 428 3 very very ADV crl-24370 428 4 much much ADV crl-24370 428 5 2 2 NUM crl-24370 428 6 = = SYM crl-24370 428 7 some some DET crl-24370 428 8 3 3 NUM crl-24370 428 9 = = SYM crl-24370 428 10 very very ADV crl-24370 428 11 little little ADJ crl-24370 428 12 4 4 NUM crl-24370 428 13 = = PUNCT crl-24370 428 14 not not PART crl-24370 428 15 at at ADV crl-24370 428 16 all all ADV crl-24370 428 17 if if SCONJ crl-24370 428 18 postdoc postdoc ADV crl-24370 428 19 , , PUNCT crl-24370 428 20 ask ask VERB crl-24370 428 21 q73 q73 ADJ crl-24370 428 22 - - PUNCT crl-24370 428 23 74 74 NUM crl-24370 428 24 : : PUNCT crl-24370 428 25 * * NOUN crl-24370 428 26 q73 q73 ADJ crl-24370 428 27 . . PUNCT crl-24370 429 1 what what PRON crl-24370 429 2 is be AUX crl-24370 429 3 your your PRON crl-24370 429 4 gender gender NOUN crl-24370 429 5 ? ? PUNCT crl-24370 430 1 1 1 NUM crl-24370 430 2 = = NUM crl-24370 430 3 male male NOUN crl-24370 430 4 2 2 NUM crl-24370 430 5 = = SYM crl-24370 430 6 female female NOUN crl-24370 430 7 * * PUNCT crl-24370 430 8 q74 q74 NOUN crl-24370 430 9 . . PUNCT crl-24370 431 1 are be AUX crl-24370 431 2 you you PRON crl-24370 431 3 from from ADP crl-24370 431 4 … … PUNCT crl-24370 431 5 1 1 NUM crl-24370 431 6 = = SYM crl-24370 431 7 iowa iowa NOUN crl-24370 431 8 2 2 NUM crl-24370 431 9 = = PUNCT crl-24370 431 10 another another DET crl-24370 431 11 u.s u.s PROPN crl-24370 431 12 . . PROPN crl-24370 431 13 state state NOUN crl-24370 431 14 3 3 NUM crl-24370 431 15 = = PUNCT crl-24370 431 16 another another DET crl-24370 431 17 country country NOUN crl-24370 431 18 ( ( PUNCT crl-24370 431 19 international international ADJ crl-24370 431 20 ) ) PUNCT crl-24370 431 21 q75 q75 NOUN crl-24370 431 22 . . PUNCT crl-24370 432 1 please please INTJ crl-24370 432 2 record record VERB crl-24370 432 3 any any DET crl-24370 432 4 additional additional ADJ crl-24370 432 5 comments comment NOUN crl-24370 432 6 or or CCONJ crl-24370 432 7 suggestions suggestion NOUN crl-24370 432 8 about about ADP crl-24370 432 9 isu isu NOUN crl-24370 432 10 library library NOUN crl-24370 432 11 resources resource NOUN crl-24370 432 12 or or CCONJ crl-24370 432 13 services service NOUN crl-24370 432 14 in in ADP crl-24370 432 15 the the DET crl-24370 432 16 space space NOUN crl-24370 432 17 below below ADV crl-24370 432 18 . . PUNCT crl-24370 433 1 [ [ X crl-24370 433 2 open open ADJ crl-24370 433 3 text text NOUN crl-24370 433 4 response response NOUN crl-24370 433 5 ] ] PUNCT crl-24370 433 6 q76 q76 PROPN crl-24370 433 7 . . PUNCT crl-24370 434 1 would would AUX crl-24370 434 2 you you PRON crl-24370 434 3 like like VERB crl-24370 434 4 to to PART crl-24370 434 5 be be AUX crl-24370 434 6 entered enter VERB crl-24370 434 7 into into ADP crl-24370 434 8 the the DET crl-24370 434 9 drawing drawing NOUN crl-24370 434 10 for for ADP crl-24370 434 11 a a DET crl-24370 434 12 $ $ SYM crl-24370 434 13 20 20 NUM crl-24370 434 14 gift gift NOUN crl-24370 434 15 card card NOUN crl-24370 434 16 for for ADP crl-24370 434 17 any any DET crl-24370 434 18 isu isu NOUN crl-24370 434 19 oncampus oncampus NOUN crl-24370 434 20 dining dining NOUN crl-24370 434 21 location location NOUN crl-24370 434 22 ? ? PUNCT crl-24370 435 1 ( ( PUNCT crl-24370 435 2 50 50 NUM crl-24370 435 3 gift gift NOUN crl-24370 435 4 cards card NOUN crl-24370 435 5 will will AUX crl-24370 435 6 be be AUX crl-24370 435 7 awarded award VERB crl-24370 435 8 . . PUNCT crl-24370 435 9 ) ) PUNCT crl-24370 436 1 1 1 NUM crl-24370 437 1 = = INTJ crl-24370 437 2 yes yes INTJ crl-24370 437 3 ( ( PUNCT crl-24370 437 4 go go VERB crl-24370 437 5 to to ADP crl-24370 437 6 q77 q77 NUM crl-24370 437 7 ) ) PUNCT crl-24370 438 1 2 2 NUM crl-24370 438 2 = = INTJ crl-24370 439 1 no no INTJ crl-24370 439 2 * * NOUN crl-24370 440 1 * * NOUN crl-24370 440 2 q77 q77 NUM crl-24370 440 3 if if SCONJ crl-24370 440 4 q76 q76 PROPN crl-24370 440 5 = = X crl-24370 440 6 yes yes INTJ crl-24370 440 7 : : PUNCT crl-24370 440 8 drawing draw VERB crl-24370 440 9 winners winner NOUN crl-24370 440 10 will will AUX crl-24370 440 11 be be AUX crl-24370 440 12 notified notify VERB crl-24370 440 13 electronically electronically ADV crl-24370 440 14 . . PUNCT crl-24370 441 1 please please INTJ crl-24370 441 2 enter enter VERB crl-24370 441 3 your your PRON crl-24370 441 4 preferred preferred ADJ crl-24370 441 5 email email NOUN crl-24370 441 6 address address NOUN crl-24370 441 7 : : PUNCT crl-24370 441 8 [ [ PUNCT crl-24370 441 9 open open ADJ crl-24370 441 10 text text NOUN crl-24370 441 11 response response NOUN crl-24370 441 12 ] ] X crl-24370 441 13 488 488 NUM crl-24370 441 14 college college PROPN crl-24370 441 15 & & CCONJ crl-24370 441 16 research research PROPN crl-24370 441 17 libraries library NOUN crl-24370 441 18 april april PROPN crl-24370 441 19 2020 2020 NUM crl-24370 441 20 notes note VERB crl-24370 441 21 the the DET crl-24370 441 22 data datum NOUN crl-24370 441 23 set set VERB crl-24370 441 24 “ " PUNCT crl-24370 441 25 use2016 use2016 PROPN crl-24370 441 26 ” " PUNCT crl-24370 441 27 contained contain VERB crl-24370 441 28 all all DET crl-24370 441 29 student student NOUN crl-24370 441 30 responses response NOUN crl-24370 441 31 from from ADP crl-24370 441 32 the the DET crl-24370 441 33 survey survey NOUN crl-24370 441 34 ( ( PUNCT crl-24370 441 35 1,595 1,595 NUM crl-24370 441 36 responses response NOUN crl-24370 441 37 ) ) PUNCT crl-24370 441 38 , , PUNCT crl-24370 441 39 except except SCONJ crl-24370 441 40 those those PRON crl-24370 441 41 with with ADP crl-24370 441 42 missing miss VERB crl-24370 441 43 values value NOUN crl-24370 441 44 for for ADP crl-24370 441 45 the the DET crl-24370 441 46 lru lru NOUN crl-24370 441 47 . . PUNCT crl-24370 442 1 the the DET crl-24370 442 2 data datum NOUN crl-24370 442 3 set set VERB crl-24370 442 4 “ " PUNCT crl-24370 442 5 gpause gpause NOUN crl-24370 442 6 ” " PUNCT crl-24370 442 7 was be AUX crl-24370 442 8 somewhat somewhat ADV crl-24370 442 9 smaller small ADJ crl-24370 442 10 ( ( PUNCT crl-24370 442 11 1,551 1,551 NUM crl-24370 442 12 responses response NOUN crl-24370 442 13 ) ) PUNCT crl-24370 442 14 , , PUNCT crl-24370 442 15 as as SCONJ crl-24370 442 16 not not PART crl-24370 442 17 all all DET crl-24370 442 18 respondents respondent NOUN crl-24370 442 19 could could AUX crl-24370 442 20 be be AUX crl-24370 442 21 matched match VERB crl-24370 442 22 with with ADP crl-24370 442 23 their their PRON crl-24370 442 24 cumulative cumulative ADJ crl-24370 442 25 gpa gpa PROPN crl-24370 442 26 . . PUNCT crl-24370 443 1 default default NOUN crl-24370 443 2 values value NOUN crl-24370 443 3 of of ADP crl-24370 443 4 priors prior NOUN crl-24370 443 5 in in ADP crl-24370 443 6 rstanarm rstanarm NOUN crl-24370 443 7 were be AUX crl-24370 443 8 used use VERB crl-24370 443 9 . . PUNCT crl-24370 444 1 the the DET crl-24370 444 2 notation notation NOUN crl-24370 444 3 ( ( PUNCT crl-24370 444 4 1|groupname 1|groupname NUM crl-24370 444 5 ) ) PUNCT crl-24370 444 6 indicates indicate VERB crl-24370 444 7 that that SCONJ crl-24370 444 8 varying vary VERB crl-24370 444 9 intercepts intercept NOUN crl-24370 444 10 were be AUX crl-24370 444 11 estimated estimate VERB crl-24370 444 12 for for ADP crl-24370 444 13 each each DET crl-24370 444 14 group group NOUN crl-24370 444 15 , , PUNCT crl-24370 444 16 while while SCONJ crl-24370 444 17 the the DET crl-24370 444 18 notation notation NOUN crl-24370 444 19 ( ( PUNCT crl-24370 444 20 variable|groupname variable|groupname X crl-24370 444 21 ) ) PUNCT crl-24370 444 22 indicates indicate VERB crl-24370 444 23 varying vary VERB crl-24370 444 24 intercepts intercept NOUN crl-24370 444 25 and and CCONJ crl-24370 444 26 varying vary VERB crl-24370 444 27 slopes slope NOUN crl-24370 444 28 for for ADP crl-24370 444 29 the the DET crl-24370 444 30 variable variable NOUN crl-24370 444 31 . . PUNCT crl-24370 445 1 r r NOUN crl-24370 445 2 code code NOUN crl-24370 445 3 for for ADP crl-24370 445 4 models model NOUN crl-24370 445 5 used use VERB crl-24370 445 6 for for ADP crl-24370 445 7 each each DET crl-24370 445 8 figure figure NOUN crl-24370 445 9 library(rstanarm library(rstanarm PROPN crl-24370 445 10 ) ) PUNCT crl-24370 445 11 figure figure NOUN crl-24370 445 12 2 2 NUM crl-24370 445 13 ( ( PUNCT crl-24370 445 14 left left ADJ crl-24370 445 15 ) ) PUNCT crl-24370 445 16 scoltype.sumno.disc.mrp.3 scoltype.sumno.disc.mrp.3 PROPN crl-24370 445 17 < < X crl-24370 445 18 stan_glmer(sumnobldg2 stan_glmer(sumnobldg2 X crl-24370 445 19 ~ ~ PUNCT crl-24370 445 20 female.international female.international NOUN crl-24370 445 21 + + CCONJ crl-24370 445 22 circper circper NOUN crl-24370 445 23 + + CCONJ crl-24370 445 24 cripct cripct NOUN crl-24370 445 25 + + PUNCT crl-24370 445 26 ( ( PUNCT crl-24370 445 27 1|college.type 1|college.type NOUN crl-24370 445 28 ) ) PUNCT crl-24370 445 29 + + CCONJ crl-24370 445 30 ( ( PUNCT crl-24370 445 31 1|discipline.type 1|discipline.type NUM crl-24370 445 32 ) ) PUNCT crl-24370 445 33 , , PUNCT crl-24370 445 34 family family NOUN crl-24370 445 35 = = PUNCT crl-24370 445 36 neg_binomial_2 neg_binomial_2 SPACE crl-24370 445 37 , , PUNCT crl-24370 445 38 adapt_delta=0.95 adapt_delta=0.95 PROPN crl-24370 445 39 , , PUNCT crl-24370 445 40 data datum NOUN crl-24370 445 41 = = NOUN crl-24370 445 42 use2016[,c(“sumnobldg2”,”femal use2016[,c(“sumnobldg2”,”femal NOUN crl-24370 445 43 e”,”international”,”female.international”,”circper”,”cripct”,”college e”,”international”,”female.international”,”circper”,”cripct”,”college NOUN crl-24370 445 44 . . PUNCT crl-24370 446 1 type”,”discipline.type type”,”discipline.type NOUN crl-24370 446 2 ” " PUNCT crl-24370 446 3 ) ) PUNCT crl-24370 446 4 ] ] PUNCT crl-24370 446 5 , , PUNCT crl-24370 446 6 seed seed NOUN crl-24370 446 7 = = NOUN crl-24370 446 8 seed seed NOUN crl-24370 446 9 , , PUNCT crl-24370 446 10 qr qr NOUN crl-24370 446 11 = = ADJ crl-24370 446 12 true true ADJ crl-24370 446 13 ) ) PUNCT crl-24370 446 14 figure figure NOUN crl-24370 446 15 2 2 NUM crl-24370 446 16 ( ( PUNCT crl-24370 446 17 right right NOUN crl-24370 446 18 ) ) PUNCT crl-24370 446 19 scoltype.succ.disc.mrp.2 scoltype.succ.disc.mrp.2 NOUN crl-24370 446 20 < < X crl-24370 446 21 -stan_glmer(succ2 -stan_glmer(succ2 NUM crl-24370 446 22 ~ ~ PUNCT crl-24370 446 23 female.international female.international NOUN crl-24370 446 24 + + CCONJ crl-24370 446 25 cripct cripct NOUN crl-24370 446 26 + + CCONJ crl-24370 446 27 circper circper NOUN crl-24370 446 28 + + NUM crl-24370 446 29 ( ( PUNCT crl-24370 446 30 1|college.type 1|college.type NUM crl-24370 446 31 ) ) PUNCT crl-24370 446 32 + + CCONJ crl-24370 446 33 ( ( PUNCT crl-24370 446 34 1|discipline.type 1|discipline.type NUM crl-24370 446 35 ) ) PUNCT crl-24370 446 36 , , PUNCT crl-24370 446 37 family family NOUN crl-24370 446 38 = = SYM crl-24370 446 39 binomial(link=“logit binomial(link=“logit NOUN crl-24370 446 40 ” " PUNCT crl-24370 446 41 ) ) PUNCT crl-24370 446 42 , , PUNCT crl-24370 446 43 adapt_delta=0.95 adapt_delta=0.95 PROPN crl-24370 446 44 , , PUNCT crl-24370 446 45 data datum NOUN crl-24370 446 46 = = NOUN crl-24370 446 47 use2016[,c(“succ2”,”fema use2016[,c(“succ2”,”fema X crl-24370 446 48 le”,”international”,”female.international”,”cripct”,”circper”,”college le”,”international”,”female.international”,”cripct”,”circper”,”college NOUN crl-24370 446 49 . . PUNCT crl-24370 447 1 type”,”discipline.type type”,”discipline.type NOUN crl-24370 447 2 ” " PUNCT crl-24370 447 3 ) ) PUNCT crl-24370 447 4 ] ] PUNCT crl-24370 447 5 , , PUNCT crl-24370 447 6 seed seed NOUN crl-24370 447 7 = = NOUN crl-24370 447 8 seed seed NOUN crl-24370 447 9 , , PUNCT crl-24370 447 10 qr qr NOUN crl-24370 447 11 = = ADJ crl-24370 447 12 true true ADJ crl-24370 447 13 ) ) PUNCT crl-24370 447 14 figure figure NOUN crl-24370 447 15 3 3 NUM crl-24370 447 16 average average ADJ crl-24370 447 17 predictive predictive ADJ crl-24370 447 18 comparisons comparison NOUN crl-24370 447 19 for for ADP crl-24370 447 20 lru lru PROPN crl-24370 447 21 scoltype.sumno.disc.simple.2 scoltype.sumno.disc.simple.2 PROPN crl-24370 447 22 < < PROPN crl-24370 447 23 stan_glmer(sumnobldg2 stan_glmer(sumnobldg2 PROPN crl-24370 447 24 ~ ~ PUNCT crl-24370 447 25 succ2*type succ2*type NOUN crl-24370 447 26 + + PUNCT crl-24370 447 27 female*type female*type NOUN crl-24370 447 28 + + CCONJ crl-24370 447 29 instruct*international*type instruct*international*type NOUN crl-24370 447 30 + + NUM crl-24370 447 31 ( ( PUNCT crl-24370 447 32 1|typelev 1|typelev NUM crl-24370 447 33 ) ) PUNCT crl-24370 447 34 + + NUM crl-24370 447 35 ( ( PUNCT crl-24370 447 36 1|college 1|college PROPN crl-24370 447 37 . . PUNCT crl-24370 447 38 type type NOUN crl-24370 447 39 ) ) PUNCT crl-24370 447 40 + + CCONJ crl-24370 447 41 ( ( PUNCT crl-24370 447 42 1|discipline.type 1|discipline.type NUM crl-24370 447 43 ) ) PUNCT crl-24370 447 44 , , PUNCT crl-24370 447 45 family family NOUN crl-24370 447 46 = = PUNCT crl-24370 447 47 neg_binomial_2 neg_binomial_2 SPACE crl-24370 447 48 , , PUNCT crl-24370 447 49 adapt_delta=0.95 adapt_delta=0.95 PROPN crl-24370 447 50 , , PUNCT crl-24370 447 51 data datum NOUN crl-24370 447 52 = = NOUN crl-24370 447 53 use2016[,c(“type”,”sumnob use2016[,c(“type”,”sumnob ADJ crl-24370 447 54 ldg2”,”succ2”,”female”,”instruct”,”international”,”circper”,”typelev”,”co ldg2”,”succ2”,”female”,”instruct”,”international”,”circper”,”typelev”,”co NUM crl-24370 447 55 llege.type”,”discipline.type llege.type”,”discipline.type NOUN crl-24370 447 56 ” " PUNCT crl-24370 447 57 ) ) PUNCT crl-24370 447 58 ] ] PUNCT crl-24370 447 59 , , PUNCT crl-24370 447 60 seed seed NOUN crl-24370 447 61 = = NOUN crl-24370 447 62 seed seed NOUN crl-24370 447 63 , , PUNCT crl-24370 447 64 qr qr NOUN crl-24370 447 65 = = ADJ crl-24370 447 66 true true ADJ crl-24370 447 67 ) ) PUNCT crl-24370 447 68 figure figure NOUN crl-24370 447 69 4 4 NUM crl-24370 447 70 lcs lcs NOUN crl-24370 447 71 and and CCONJ crl-24370 447 72 received receive VERB crl-24370 447 73 cri cri PROPN crl-24370 447 74 effect effect NOUN crl-24370 447 75 on on ADP crl-24370 447 76 library library NOUN crl-24370 447 77 resource resource NOUN crl-24370 447 78 usage usage NOUN crl-24370 448 1 scoltype.sumno.disc.simple.3 scoltype.sumno.disc.simple.3 NOUN crl-24370 448 2 < < X crl-24370 448 3 stan_glmer(sumnobldg2 stan_glmer(sumnobldg2 X crl-24370 448 4 ~ ~ PUNCT crl-24370 448 5 succ2 succ2 NOUN crl-24370 448 6 + + CCONJ crl-24370 448 7 female female ADJ crl-24370 448 8 + + CCONJ crl-24370 448 9 instruct*international instruct*international ADJ crl-24370 448 10 + + CCONJ crl-24370 448 11 circper circper NOUN crl-24370 448 12 + + NUM crl-24370 448 13 ( ( PUNCT crl-24370 448 14 1|typelev 1|typelev NUM crl-24370 448 15 ) ) PUNCT crl-24370 448 16 + + NUM crl-24370 448 17 ( ( PUNCT crl-24370 448 18 1|college.type 1|college.type NOUN crl-24370 448 19 ) ) PUNCT crl-24370 448 20 + + CCONJ crl-24370 448 21 ( ( PUNCT crl-24370 448 22 succ2 succ2 PROPN crl-24370 448 23 + + NUM crl-24370 448 24 instruct*internationa instruct*internationa PROPN crl-24370 448 25 l|discipline.type l|discipline.type PROPN crl-24370 448 26 ) ) PUNCT crl-24370 448 27 , , PUNCT crl-24370 448 28 family family NOUN crl-24370 448 29 = = PUNCT crl-24370 448 30 neg_binomial_2 neg_binomial_2 SPACE crl-24370 448 31 , , PUNCT crl-24370 448 32 adapt_delta=0.99 adapt_delta=0.99 PROPN crl-24370 448 33 , , PUNCT crl-24370 448 34 data datum NOUN crl-24370 448 35 = = PROPN crl-24370 448 36 use20 use20 PROPN crl-24370 448 37 16[,c(“sumnobldg2”,”succ2”,”female”,”instruct”,”international”,”circper 16[,c(“sumnobldg2”,”succ2”,”female”,”instruct”,”international”,”circper NUM crl-24370 448 38 ” " PUNCT crl-24370 448 39 , , PUNCT crl-24370 448 40 ” " PUNCT crl-24370 448 41 typelev”,”college.type”,”discipline.type typelev”,”college.type”,”discipline.type NUM crl-24370 448 42 ” " PUNCT crl-24370 448 43 ) ) PUNCT crl-24370 448 44 ] ] PUNCT crl-24370 448 45 , , PUNCT crl-24370 448 46 seed seed NOUN crl-24370 448 47 = = NOUN crl-24370 448 48 seed seed NOUN crl-24370 448 49 , , PUNCT crl-24370 448 50 qr qr NOUN crl-24370 448 51 = = ADJ crl-24370 448 52 true true ADJ crl-24370 448 53 ) ) PUNCT crl-24370 448 54 figure figure NOUN crl-24370 448 55 5 5 NUM crl-24370 448 56 and and CCONJ crl-24370 448 57 figure figure VERB crl-24370 448 58 6 6 NUM crl-24370 448 59 average average ADJ crl-24370 448 60 predictive predictive ADJ crl-24370 448 61 comparisons comparison NOUN crl-24370 448 62 for for ADP crl-24370 448 63 “ " PUNCT crl-24370 448 64 library library NOUN crl-24370 448 65 contributes contribute VERB crl-24370 448 66 very very ADV crl-24370 448 67 much much ADV crl-24370 448 68 to to ADP crl-24370 448 69 academic academic ADJ crl-24370 448 70 success success NOUN crl-24370 448 71 ” " PUNCT crl-24370 448 72 library library NOUN crl-24370 448 73 usage usage NOUN crl-24370 448 74 , , PUNCT crl-24370 448 75 instruction instruction NOUN crl-24370 448 76 , , PUNCT crl-24370 448 77 and and CCONJ crl-24370 448 78 student student NOUN crl-24370 448 79 success success NOUN crl-24370 448 80 across across ADP crl-24370 448 81 disciplines discipline NOUN crl-24370 448 82 489 489 NUM crl-24370 448 83 scoltype.succ.disc.intl.all.44 scoltype.succ.disc.intl.all.44 NOUN crl-24370 448 84 < < X crl-24370 448 85 -stan_glmer(succ2 -stan_glmer(succ2 X crl-24370 448 86 ~ ~ PUNCT crl-24370 448 87 log2 log2 NOUN crl-24370 448 88 . . PUNCT crl-24370 449 1 bldguse*international bldguse*international ADJ crl-24370 449 2 + + CCONJ crl-24370 449 3 female female ADJ crl-24370 449 4 + + CCONJ crl-24370 449 5 instruct*international instruct*international ADJ crl-24370 449 6 + + NOUN crl-24370 449 7 instruct*log2 instruct*log2 NOUN crl-24370 449 8 . . PUNCT crl-24370 449 9 sumnobldg sumnobldg PROPN crl-24370 449 10 + + CCONJ crl-24370 449 11 international*log2.sumnobldg international*log2.sumnobldg ADJ crl-24370 449 12 + + CCONJ crl-24370 449 13 cripct cripct VERB crl-24370 449 14 + + CCONJ crl-24370 449 15 circper circper NOUN crl-24370 449 16 + + NUM crl-24370 449 17 ( ( PUNCT crl-24370 449 18 log2 log2 NOUN crl-24370 449 19 . . PUNCT crl-24370 450 1 bldguse*international bldguse*international PROPN crl-24370 450 2 + + NOUN crl-24370 450 3 instruct*log2.sumnobldg|typelev instruct*log2.sumnobldg|typelev PROPN crl-24370 450 4 ) ) PUNCT crl-24370 450 5 + + NUM crl-24370 450 6 ( ( PUNCT crl-24370 450 7 1|college.type)+ 1|college.type)+ NUM crl-24370 450 8 ( ( PUNCT crl-24370 450 9 instruct*log2.sumnobldg instruct*log2.sumnobldg VERB crl-24370 450 10 + + NUM crl-24370 450 11 international*log2 international*log2 NOUN crl-24370 450 12 . . PUNCT crl-24370 450 13 sumnobldg|discipline.type sumnobldg|discipline.type NOUN crl-24370 450 14 ) ) PUNCT crl-24370 450 15 , , PUNCT crl-24370 450 16 family family NOUN crl-24370 450 17 = = SYM crl-24370 450 18 binomial(link=“logit binomial(link=“logit NOUN crl-24370 450 19 ” " PUNCT crl-24370 450 20 ) ) PUNCT crl-24370 450 21 , , PUNCT crl-24370 450 22 adapt_delta=0.999 adapt_delta=0.999 NOUN crl-24370 450 23 , , PUNCT crl-24370 450 24 data data NOUN crl-24370 450 25 = = PROPN crl-24370 450 26 use2016 use2016 PROPN crl-24370 450 27 , , PUNCT crl-24370 450 28 seed seed NOUN crl-24370 450 29 = = NOUN crl-24370 450 30 seed seed NOUN crl-24370 450 31 , , PUNCT crl-24370 450 32 qr qr NOUN crl-24370 450 33 = = ADJ crl-24370 450 34 true true ADJ crl-24370 450 35 ) ) PUNCT crl-24370 450 36 figure figure NOUN crl-24370 450 37 7 7 NUM crl-24370 450 38 and and CCONJ crl-24370 450 39 figure figure VERB crl-24370 450 40 8 8 NUM crl-24370 450 41 average average ADJ crl-24370 450 42 predictive predictive ADJ crl-24370 450 43 comparisons comparison NOUN crl-24370 450 44 for for ADP crl-24370 450 45 cumulative cumulative ADJ crl-24370 450 46 gpa gpa PROPN crl-24370 450 47 scoltype.gpa.beta.zero.type.34 scoltype.gpa.beta.zero.type.34 PROPN crl-24370 450 48 < < X crl-24370 450 49 stan_glmer(gpa.std.beta stan_glmer(gpa.std.beta NUM crl-24370 450 50 ~ ~ PUNCT crl-24370 450 51 sumnobldg.0 sumnobldg.0 PROPN crl-24370 451 1 + + CCONJ crl-24370 451 2 international*log2.bldguse international*log2.bldguse NOUN crl-24370 451 3 + + CCONJ crl-24370 451 4 female female ADJ crl-24370 451 5 + + CCONJ crl-24370 451 6 instruct*log2.sumnobldg instruct*log2.sumnobldg PROPN crl-24370 451 7 + + CCONJ crl-24370 451 8 instruct*international instruct*international PROPN crl-24370 451 9 + + CCONJ crl-24370 451 10 international*log2.sumnobldg international*log2.sumnobldg PROPN crl-24370 451 11 + + CCONJ crl-24370 451 12 grpavg_gpa grpavg_gpa NOUN crl-24370 451 13 . . PUNCT crl-24370 452 1 std std PROPN crl-24370 452 2 + + PROPN crl-24370 452 3 ( ( PUNCT crl-24370 452 4 1|typelev 1|typelev NUM crl-24370 452 5 ) ) PUNCT crl-24370 452 6 + + NUM crl-24370 452 7 ( ( PUNCT crl-24370 452 8 1|college.type 1|college.type NOUN crl-24370 452 9 ) ) PUNCT crl-24370 452 10 + + CCONJ crl-24370 452 11 ( ( PUNCT crl-24370 452 12 sumnobldg.0 sumnobldg.0 NOUN crl-24370 452 13 + + CCONJ crl-24370 452 14 international*log2 international*log2 NOUN crl-24370 452 15 . . PUNCT crl-24370 453 1 bldguse bldguse NOUN crl-24370 453 2 + + NUM crl-24370 453 3 instruct*international instruct*international PROPN crl-24370 453 4 + + CCONJ crl-24370 453 5 instruct*log2.sumnobldg instruct*log2.sumnobldg PROPN crl-24370 453 6 + + CCONJ crl-24370 453 7 international*log2.sumnobldg|discipline.type international*log2.sumnobldg|discipline.type PROPN crl-24370 453 8 ) ) PUNCT crl-24370 453 9 , , PUNCT crl-24370 453 10 family family NOUN crl-24370 453 11 = = PROPN crl-24370 453 12 mgcv::betar(link=“l mgcv::betar(link=“l NOUN crl-24370 453 13 ogit ogit VERB crl-24370 453 14 ” " PUNCT crl-24370 453 15 ) ) PUNCT crl-24370 453 16 , , PUNCT crl-24370 453 17 adapt_delta=0.99 adapt_delta=0.99 PROPN crl-24370 453 18 , , PUNCT crl-24370 453 19 data data NOUN crl-24370 453 20 = = NOUN crl-24370 453 21 gpause gpause NOUN crl-24370 453 22 , , PUNCT crl-24370 453 23 seed seed NOUN crl-24370 453 24 = = NOUN crl-24370 453 25 seed seed NOUN crl-24370 453 26 , , PUNCT crl-24370 453 27 qr qr NOUN crl-24370 453 28 = = ADJ crl-24370 453 29 true true ADJ crl-24370 453 30 ) ) PUNCT crl-24370 453 31 figure figure NOUN crl-24370 453 32 9 9 NUM crl-24370 453 33 model model NOUN crl-24370 453 34 for for ADP crl-24370 453 35 gpa gpa PROPN crl-24370 453 36 scatter scatter PROPN crl-24370 453 37 plot plot NOUN crl-24370 453 38 scoltype.gpa.beta.zero.disc.13 scoltype.gpa.beta.zero.disc.13 NOUN crl-24370 454 1 < < X crl-24370 454 2 stan_glmer(gpa.std.beta stan_glmer(gpa.std.beta NUM crl-24370 454 3 ~ ~ PUNCT crl-24370 454 4 sumnobldg.0 sumnobldg.0 PROPN crl-24370 455 1 + + NOUN crl-24370 455 2 log2.sumnobldg log2.sumnobldg NOUN crl-24370 455 3 + + CCONJ crl-24370 455 4 collavg_gpa.std collavg_gpa.std NOUN crl-24370 455 5 + + CCONJ crl-24370 455 6 ( ( PUNCT crl-24370 455 7 1|college.type 1|college.type NOUN crl-24370 455 8 ) ) PUNCT crl-24370 455 9 + + CCONJ crl-24370 455 10 ( ( PUNCT crl-24370 455 11 sumnobldg.0 sumnobldg.0 PROPN crl-24370 455 12 + + NUM crl-24370 455 13 log2.sumnobldg|discipline.type log2.sumnobldg|discipline.type NOUN crl-24370 455 14 ) ) PUNCT crl-24370 455 15 , , PUNCT crl-24370 455 16 family family NOUN crl-24370 455 17 = = SYM crl-24370 455 18 mgcv::betar(link=“logit mgcv::betar(link=“logit NUM crl-24370 455 19 ” " PUNCT crl-24370 455 20 ) ) PUNCT crl-24370 455 21 , , PUNCT crl-24370 455 22 adapt adapt VERB crl-24370 455 23 _ _ PRON crl-24370 455 24 delta=0.95 delta=0.95 NOUN crl-24370 455 25 , , PUNCT crl-24370 455 26 data datum NOUN crl-24370 455 27 = = NOUN crl-24370 455 28 gpause gpause NOUN crl-24370 455 29 , , PUNCT crl-24370 455 30 seed seed NOUN crl-24370 455 31 = = NOUN crl-24370 455 32 seed seed NOUN crl-24370 455 33 , , PUNCT crl-24370 455 34 qr qr NOUN crl-24370 455 35 = = ADJ crl-24370 455 36 true true ADJ crl-24370 455 37 ) ) PUNCT crl-24370 455 38 function function NOUN crl-24370 455 39 for for ADP crl-24370 455 40 creating create VERB crl-24370 455 41 average average ADJ crl-24370 455 42 predictive predictive ADJ crl-24370 455 43 comparisons comparison NOUN crl-24370 455 44 used use VERB crl-24370 455 45 for for ADP crl-24370 455 46 the the DET crl-24370 455 47 analyses analysis NOUN crl-24370 455 48 of of ADP crl-24370 455 49 the the DET crl-24370 455 50 lcs lcs PROPN crl-24370 455 51 and and CCONJ crl-24370 455 52 gpa gpa PROPN crl-24370 455 53 outcome outcome PROPN crl-24370 455 54 variables variable NOUN crl-24370 455 55 , , PUNCT crl-24370 455 56 both both PRON crl-24370 455 57 of of ADP crl-24370 455 58 which which PRON crl-24370 455 59 modeled model VERB crl-24370 455 60 a a DET crl-24370 455 61 logit logit ADJ crl-24370 455 62 function function NOUN crl-24370 455 63 of of ADP crl-24370 455 64 the the DET crl-24370 455 65 outcome outcome NOUN crl-24370 455 66 variable variable NOUN crl-24370 455 67 . . PUNCT crl-24370 456 1 the the DET crl-24370 456 2 rstanarm rstanarm NOUN crl-24370 456 3 function function NOUN crl-24370 456 4 posterior_linpred posterior_linpre VERB crl-24370 456 5 with with ADP crl-24370 456 6 transform transform NOUN crl-24370 456 7 = = NOUN crl-24370 456 8 true true ADJ crl-24370 456 9 transforms transform VERB crl-24370 456 10 the the DET crl-24370 456 11 outcome outcome NOUN crl-24370 456 12 variable variable ADJ crl-24370 456 13 back back ADV crl-24370 456 14 to to ADP crl-24370 456 15 probabilities probability NOUN crl-24370 456 16 for for ADP crl-24370 456 17 lcs lcs NOUN crl-24370 456 18 and and CCONJ crl-24370 456 19 for for ADP crl-24370 456 20 gpa gpa PROPN crl-24370 456 21 , , PUNCT crl-24370 456 22 back back ADV crl-24370 456 23 to to ADP crl-24370 456 24 a a DET crl-24370 456 25 0 0 NUM crl-24370 456 26 to to PART crl-24370 456 27 1 1 NUM crl-24370 456 28 scale scale NOUN crl-24370 456 29 ( ( PUNCT crl-24370 456 30 afterwards afterwards ADV crl-24370 456 31 multiplied multiply VERB crl-24370 456 32 by by ADP crl-24370 456 33 4 4 NUM crl-24370 456 34 ) ) PUNCT crl-24370 456 35 . . PUNCT crl-24370 457 1 the the DET crl-24370 457 2 function function NOUN crl-24370 457 3 compares compare VERB crl-24370 457 4 the the DET crl-24370 457 5 outcome outcome NOUN crl-24370 457 6 at at ADP crl-24370 457 7 two two NUM crl-24370 457 8 different different ADJ crl-24370 457 9 values value NOUN crl-24370 457 10 of of ADP crl-24370 457 11 one one NUM crl-24370 457 12 predictor predictor NOUN crl-24370 457 13 , , PUNCT crl-24370 457 14 resulting result VERB crl-24370 457 15 in in ADP crl-24370 457 16 two two NUM crl-24370 457 17 posterior posterior ADJ crl-24370 457 18 distributions distribution NOUN crl-24370 457 19 which which PRON crl-24370 457 20 are be AUX crl-24370 457 21 differenced difference VERB crl-24370 457 22 ( ( PUNCT crl-24370 457 23 me i PRON crl-24370 457 24 ) ) PUNCT crl-24370 457 25 . . PUNCT crl-24370 458 1 the the DET crl-24370 458 2 predicted predict VERB crl-24370 458 3 differences difference NOUN crl-24370 458 4 are be AUX crl-24370 458 5 averaged average VERB crl-24370 458 6 over over ADP crl-24370 458 7 the the DET crl-24370 458 8 values value NOUN crl-24370 458 9 of of ADP crl-24370 458 10 the the DET crl-24370 458 11 other other ADJ crl-24370 458 12 predictors predictor NOUN crl-24370 458 13 present present VERB crl-24370 458 14 in in ADP crl-24370 458 15 the the DET crl-24370 458 16 survey survey NOUN crl-24370 458 17 responses response NOUN crl-24370 458 18 ( ( PUNCT crl-24370 458 19 ame ame NOUN crl-24370 458 20 ) ) PUNCT crl-24370 458 21 . . PUNCT crl-24370 459 1 credible credible ADJ crl-24370 459 2 intervals interval NOUN crl-24370 459 3 are be AUX crl-24370 459 4 formed form VERB crl-24370 459 5 by by ADP crl-24370 459 6 taking take VERB crl-24370 459 7 the the DET crl-24370 459 8 quantiles quantile NOUN crl-24370 459 9 of of ADP crl-24370 459 10 the the DET crl-24370 459 11 posterior posterior ADJ crl-24370 459 12 distribution distribution NOUN crl-24370 459 13 ( ( PUNCT crl-24370 459 14 qme).47 qme).47 NUM crl-24370 459 15 • • NUM crl-24370 459 16 nd nd NOUN crl-24370 459 17 : : PUNCT crl-24370 459 18 data datum NOUN crl-24370 459 19 set set VERB crl-24370 459 20 used use VERB crl-24370 459 21 to to PART crl-24370 459 22 make make VERB crl-24370 459 23 predictions prediction NOUN crl-24370 459 24 • • VERB crl-24370 459 25 type type NOUN crl-24370 459 26 : : PUNCT crl-24370 459 27 graduate graduate NOUN crl-24370 459 28 or or CCONJ crl-24370 459 29 undergraduate undergraduate ADJ crl-24370 459 30 • • PROPN crl-24370 459 31 d d NOUN crl-24370 459 32 : : PUNCT crl-24370 459 33 a a DET crl-24370 459 34 group group NOUN crl-24370 459 35 such such ADJ crl-24370 459 36 as as ADP crl-24370 459 37 discipline discipline NOUN crl-24370 459 38 , , PUNCT crl-24370 459 39 or or CCONJ crl-24370 459 40 “ " PUNCT crl-24370 459 41 all all PRON crl-24370 459 42 ” " PUNCT crl-24370 459 43 • • ADJ crl-24370 459 44 mfit mfit ADJ crl-24370 459 45 : : PUNCT crl-24370 459 46 model model PROPN crl-24370 459 47 fit fit PROPN crl-24370 459 48 used use VERB crl-24370 459 49 to to PART crl-24370 459 50 predict predict VERB crl-24370 459 51 • • INTJ crl-24370 459 52 v v NOUN crl-24370 459 53 : : PUNCT crl-24370 459 54 variable variable ADJ crl-24370 459 55 for for ADP crl-24370 459 56 average average ADJ crl-24370 459 57 predictive predictive ADJ crl-24370 459 58 comparison comparison NOUN crl-24370 459 59 , , PUNCT crl-24370 459 60 such such ADJ crl-24370 459 61 as as ADP crl-24370 459 62 “ " PUNCT crl-24370 459 63 instruct instruct NOUN crl-24370 459 64 ” " PUNCT crl-24370 459 65 or or CCONJ crl-24370 459 66 “ " PUNCT crl-24370 459 67 lru lru PROPN crl-24370 459 68 ” " PUNCT crl-24370 459 69 • • PROPN crl-24370 459 70 lo lo PROPN crl-24370 459 71 and and CCONJ crl-24370 459 72 hi hi INTJ crl-24370 459 73 : : PUNCT crl-24370 459 74 comparison comparison NOUN crl-24370 459 75 levels level NOUN crl-24370 459 76 of of ADP crl-24370 459 77 variable variable ADJ crl-24370 459 78 • • NUM crl-24370 459 79 subgrp subgrp NOUN crl-24370 459 80 : : PUNCT crl-24370 459 81 to to PART crl-24370 459 82 compare compare VERB crl-24370 459 83 interactions interaction NOUN crl-24370 459 84 of of ADP crl-24370 459 85 two two NUM crl-24370 459 86 predictors predictor NOUN crl-24370 459 87 , , PUNCT crl-24370 459 88 first first ADV crl-24370 459 89 all all DET crl-24370 459 90 cases case NOUN crl-24370 459 91 are be AUX crl-24370 459 92 set set VERB crl-24370 459 93 to to ADP crl-24370 459 94 the the DET crl-24370 459 95 first first ADJ crl-24370 459 96 subgroup subgroup NOUN crl-24370 459 97 in in ADP crl-24370 459 98 a a DET crl-24370 459 99 set set NOUN crl-24370 459 100 , , PUNCT crl-24370 459 101 the the DET crl-24370 459 102 function function NOUN crl-24370 459 103 is be AUX crl-24370 459 104 applied apply VERB crl-24370 459 105 , , PUNCT crl-24370 459 106 then then ADV crl-24370 459 107 all all DET crl-24370 459 108 cases case NOUN crl-24370 459 109 are be AUX crl-24370 459 110 set set VERB crl-24370 459 111 to to ADP crl-24370 459 112 the the DET crl-24370 459 113 second second ADJ crl-24370 459 114 subgroup subgroup NOUN crl-24370 459 115 . . PUNCT crl-24370 460 1 subgroup subgroup NOUN crl-24370 460 2 sets set NOUN crl-24370 460 3 include include VERB crl-24370 460 4 “ " PUNCT crl-24370 460 5 international international ADJ crl-24370 460 6 ” " PUNCT crl-24370 460 7 and and CCONJ crl-24370 460 8 “ " PUNCT crl-24370 460 9 us us PROPN crl-24370 460 10 resident resident NOUN crl-24370 460 11 ” " PUNCT crl-24370 460 12 , , PUNCT crl-24370 460 13 or or CCONJ crl-24370 460 14 “ " PUNCT crl-24370 460 15 received receive VERB crl-24370 460 16 cri cri PROPN crl-24370 460 17 ” " PUNCT crl-24370 460 18 and and CCONJ crl-24370 460 19 “ " PUNCT crl-24370 460 20 no no DET crl-24370 460 21 cri cri NOUN crl-24370 460 22 ” " PUNCT crl-24370 460 23 . . PUNCT crl-24370 461 1 effconplot.fun effconplot.fun X crl-24370 461 2 < < X crl-24370 461 3 function(nd function(nd NUM crl-24370 461 4 , , PUNCT crl-24370 461 5 type type NOUN crl-24370 461 6 , , PUNCT crl-24370 461 7 grp grp NOUN crl-24370 461 8 , , PUNCT crl-24370 461 9 mfit mfit ADJ crl-24370 461 10 , , PUNCT crl-24370 461 11 v v NOUN crl-24370 461 12 , , PUNCT crl-24370 461 13 lo lo INTJ crl-24370 461 14 , , PUNCT crl-24370 461 15 hi hi INTJ crl-24370 461 16 , , PUNCT crl-24370 461 17 subgrp subgrp PROPN crl-24370 461 18 ) ) PUNCT crl-24370 461 19 { { PUNCT crl-24370 461 20 nd[,v nd[,v PROPN crl-24370 461 21 ] ] PUNCT crl-24370 461 22 < < AUX crl-24370 461 23 lo lo NOUN crl-24370 461 24 # # SYM crl-24370 461 25 # # NOUN crl-24370 461 26 # # NOUN crl-24370 461 27 transform transform VERB crl-24370 461 28 = = ADJ crl-24370 461 29 true true ADJ crl-24370 461 30 returns return NOUN crl-24370 461 31 probabilities probabilitie VERB crl-24370 461 32 490 490 NUM crl-24370 461 33 college college NOUN crl-24370 461 34 & & CCONJ crl-24370 461 35 research research PROPN crl-24370 461 36 libraries library NOUN crl-24370 461 37 april april PROPN crl-24370 461 38 2020 2020 NUM crl-24370 461 39 p0 p0 NOUN crl-24370 461 40 < < X crl-24370 461 41 posterior_linpred(mfit posterior_linpred(mfit NUM crl-24370 461 42 , , PUNCT crl-24370 461 43 newdata newdata NOUN crl-24370 461 44 = = NOUN crl-24370 461 45 nd nd NOUN crl-24370 461 46 , , PUNCT crl-24370 461 47 transform transform VERB crl-24370 461 48 = = NOUN crl-24370 461 49 true true ADJ crl-24370 461 50 ) ) PUNCT crl-24370 461 51 nd[,v nd[,v PROPN crl-24370 461 52 ] ] PUNCT crl-24370 462 1 < < X crl-24370 462 2 hi hi INTJ crl-24370 462 3 p1 p1 PROPN crl-24370 462 4 < < X crl-24370 462 5 posterior_linpred(mfit posterior_linpred(mfit NUM crl-24370 462 6 , , PUNCT crl-24370 462 7 newdata newdata NOUN crl-24370 462 8 = = NOUN crl-24370 462 9 nd nd NOUN crl-24370 462 10 , , PUNCT crl-24370 462 11 transform transform VERB crl-24370 462 12 = = NOUN crl-24370 462 13 true true ADJ crl-24370 462 14 ) ) PUNCT crl-24370 462 15 me i PRON crl-24370 462 16 < < X crl-24370 462 17 p1 p1 X crl-24370 463 1 p0 p0 NOUN crl-24370 463 2 ame ame NOUN crl-24370 463 3 < < X crl-24370 463 4 rowmeans(me rowmeans(me PROPN crl-24370 463 5 ) ) PUNCT crl-24370 463 6 qme qme NOUN crl-24370 464 1 < < X crl-24370 464 2 quantile(ame quantile(ame NOUN crl-24370 464 3 , , PUNCT crl-24370 464 4 c(.025,.25,.5,.75,.975 c(.025,.25,.5,.75,.975 PROPN crl-24370 464 5 ) ) PUNCT crl-24370 464 6 ) ) PUNCT crl-24370 465 1 madme madme NOUN crl-24370 465 2 < < X crl-24370 465 3 mad(me mad(me X crl-24370 465 4 ) ) PUNCT crl-24370 465 5 sdme sdme NOUN crl-24370 465 6 < < X crl-24370 465 7 sd(me sd(me NOUN crl-24370 465 8 ) ) PUNCT crl-24370 465 9 eff eff PROPN crl-24370 465 10 < < X crl-24370 465 11 data.frame(grp.label data.frame(grp.label PRON crl-24370 465 12 = = NOUN crl-24370 465 13 grp grp NOUN crl-24370 465 14 , , PUNCT crl-24370 465 15 grp.type grp.type NOUN crl-24370 465 16 = = NOUN crl-24370 465 17 type type NOUN crl-24370 465 18 , , PUNCT crl-24370 465 19 l95 l95 PROPN crl-24370 465 20 = = PROPN crl-24370 465 21 qme[1],l50 qme[1],l50 PROPN crl-24370 465 22 = = PROPN crl-24370 465 23 qme[2],m qme[2],m PROPN crl-24370 465 24 ed ed NOUN crl-24370 465 25 = = PRON crl-24370 465 26 qme[3],u50 qme[3],u50 NOUN crl-24370 465 27 = = NOUN crl-24370 465 28 qme[4],u95 qme[4],u95 NOUN crl-24370 465 29 = = NOUN crl-24370 465 30 qme[5],madme qme[5],madme PUNCT crl-24370 465 31 = = PRON crl-24370 465 32 madme madme NOUN crl-24370 465 33 , , PUNCT crl-24370 465 34 sdme sdme NOUN crl-24370 465 35 = = NOUN crl-24370 465 36 sdme sdme NOUN crl-24370 465 37 , , PUNCT crl-24370 465 38 treat treat VERB crl-24370 465 39 = = X crl-24370 465 40 v v NOUN crl-24370 465 41 , , PUNCT crl-24370 465 42 subgrp subgrp NOUN crl-24370 465 43 ) ) PUNCT crl-24370 465 44 return(eff return(eff NOUN crl-24370 465 45 ) ) PUNCT crl-24370 465 46 } } PUNCT crl-24370 465 47 notes note VERB crl-24370 465 48 1 1 NUM crl-24370 465 49 . . PROPN crl-24370 465 50 association association PROPN crl-24370 465 51 of of ADP crl-24370 465 52 college college NOUN crl-24370 465 53 and and CCONJ crl-24370 465 54 research research NOUN crl-24370 465 55 libraries library NOUN crl-24370 465 56 ( ( PUNCT crl-24370 465 57 acrl acrl ADV crl-24370 465 58 ) ) PUNCT crl-24370 465 59 , , PUNCT crl-24370 465 60 the the DET crl-24370 465 61 value value NOUN crl-24370 465 62 of of ADP crl-24370 465 63 academic academic ADJ crl-24370 465 64 libraries library NOUN crl-24370 465 65 : : PUNCT crl-24370 465 66 a a DET crl-24370 465 67 comprehensive comprehensive ADJ crl-24370 465 68 research research NOUN crl-24370 465 69 review review NOUN crl-24370 465 70 and and CCONJ crl-24370 465 71 report report NOUN crl-24370 465 72 , , PUNCT crl-24370 465 73 prepared prepare VERB crl-24370 465 74 by by ADP crl-24370 465 75 megan megan ADJ crl-24370 465 76 oakleaf oakleaf PROPN crl-24370 465 77 ( ( PUNCT crl-24370 465 78 chicago chicago PROPN crl-24370 465 79 , , PUNCT crl-24370 465 80 il il PROPN crl-24370 465 81 : : PUNCT crl-24370 465 82 acrl acrl PROPN crl-24370 465 83 , , PUNCT crl-24370 465 84 2010 2010 NUM crl-24370 465 85 ) ) PUNCT crl-24370 465 86 . . PUNCT crl-24370 466 1 2 2 X crl-24370 466 2 . . X crl-24370 466 3 acrl acrl PROPN crl-24370 466 4 , , PUNCT crl-24370 466 5 the the DET crl-24370 466 6 value value NOUN crl-24370 466 7 of of ADP crl-24370 466 8 academic academic ADJ crl-24370 466 9 libraries library NOUN crl-24370 466 10 , , PUNCT crl-24370 466 11 14 14 NUM crl-24370 466 12 . . NUM crl-24370 466 13 3 3 X crl-24370 466 14 . . X crl-24370 466 15 association association PROPN crl-24370 466 16 of of ADP crl-24370 466 17 college college NOUN crl-24370 466 18 and and CCONJ crl-24370 466 19 research research NOUN crl-24370 466 20 libraries library NOUN crl-24370 466 21 ( ( PUNCT crl-24370 466 22 acrl acrl ADV crl-24370 466 23 ) ) PUNCT crl-24370 466 24 , , PUNCT crl-24370 466 25 academic academic ADJ crl-24370 466 26 library library NOUN crl-24370 466 27 impact impact NOUN crl-24370 466 28 : : PUNCT crl-24370 466 29 improving improve VERB crl-24370 466 30 practice practice NOUN crl-24370 466 31 and and CCONJ crl-24370 466 32 essential essential ADJ crl-24370 466 33 areas area NOUN crl-24370 466 34 to to PART crl-24370 466 35 research research NOUN crl-24370 466 36 , , PUNCT crl-24370 466 37 prepared prepare VERB crl-24370 466 38 by by ADP crl-24370 466 39 lynn lynn PROPN crl-24370 466 40 silipigni silipigni PROPN crl-24370 466 41 connaway connaway PROPN crl-24370 466 42 , , PUNCT crl-24370 466 43 william william PROPN crl-24370 466 44 harvey harvey PROPN crl-24370 466 45 , , PUNCT crl-24370 466 46 vanessa vanessa ADJ crl-24370 466 47 kitzie kitzie NOUN crl-24370 466 48 , , PUNCT crl-24370 466 49 and and CCONJ crl-24370 466 50 stephanie stephanie NOUN crl-24370 466 51 mikitish mikitish NOUN crl-24370 466 52 of of ADP crl-24370 466 53 oclc oclc PROPN crl-24370 466 54 research research PROPN crl-24370 466 55 ( ( PUNCT crl-24370 466 56 chicago chicago PROPN crl-24370 466 57 , , PUNCT crl-24370 466 58 il il PROPN crl-24370 466 59 : : PUNCT crl-24370 466 60 acrl acrl ADJ crl-24370 466 61 , , PUNCT crl-24370 466 62 2017 2017 NUM crl-24370 466 63 ) ) PUNCT crl-24370 466 64 , , PUNCT crl-24370 466 65 1 1 NUM crl-24370 466 66 . . NUM crl-24370 466 67 4 4 NUM crl-24370 466 68 . . PROPN crl-24370 466 69 ronald ronald PROPN crl-24370 466 70 l. l. PROPN crl-24370 466 71 wasserstein wasserstein PROPN crl-24370 466 72 and and CCONJ crl-24370 466 73 nicole nicole PROPN crl-24370 466 74 a. a. PROPN crl-24370 466 75 lazar lazar PROPN crl-24370 466 76 , , PUNCT crl-24370 466 77 “ " PUNCT crl-24370 466 78 the the DET crl-24370 466 79 asa asa PROPN crl-24370 466 80 ’s ’s PART crl-24370 466 81 statement statement NOUN crl-24370 466 82 on on ADP crl-24370 466 83 p p NOUN crl-24370 466 84 - - PUNCT crl-24370 466 85 values value NOUN crl-24370 466 86 : : PUNCT crl-24370 466 87 context context NOUN crl-24370 466 88 , , PUNCT crl-24370 466 89 process process NOUN crl-24370 466 90 , , PUNCT crl-24370 466 91 and and CCONJ crl-24370 466 92 purpose purpose NOUN crl-24370 466 93 , , PUNCT crl-24370 466 94 ” " PUNCT crl-24370 466 95 american american ADJ crl-24370 466 96 statistician70 statistician70 PROPN crl-24370 466 97 , , PUNCT crl-24370 466 98 no no INTJ crl-24370 466 99 . . NOUN crl-24370 466 100 2 2 NUM crl-24370 466 101 ( ( PUNCT crl-24370 466 102 2016 2016 NUM crl-24370 466 103 ): ): PUNCT crl-24370 466 104 129–33 129–33 NUM crl-24370 466 105 . . PUNCT crl-24370 467 1 5 5 X crl-24370 467 2 . . X crl-24370 467 3 blakeley blakeley PROPN crl-24370 467 4 b. b. PROPN crl-24370 467 5 mcshane mcshane PROPN crl-24370 467 6 et et PROPN crl-24370 468 1 al al PROPN crl-24370 468 2 . . PROPN crl-24370 468 3 , , PUNCT crl-24370 468 4 “ " PUNCT crl-24370 468 5 abandon abandon VERB crl-24370 468 6 statistical statistical ADJ crl-24370 468 7 significance,”american significance,”american ADJ crl-24370 468 8 statistician73 statistician73 NOUN crl-24370 468 9 , , PUNCT crl-24370 468 10 no no NOUN crl-24370 468 11 . . PUNCT crl-24370 468 12 sup1 sup1 PROPN crl-24370 468 13 ( ( PUNCT crl-24370 468 14 2019 2019 NUM crl-24370 468 15 ): ): PUNCT crl-24370 468 16 235–45 235–45 NUM crl-24370 468 17 . . PUNCT crl-24370 469 1 6 6 X crl-24370 469 2 . . X crl-24370 469 3 shun shun PROPN crl-24370 469 4 han han PROPN crl-24370 469 5 rebekah rebekah PROPN crl-24370 469 6 wong wong PROPN crl-24370 469 7 and and CCONJ crl-24370 469 8 t.d t.d PROPN crl-24370 469 9 . . PROPN crl-24370 469 10 webb webb PROPN crl-24370 469 11 , , PUNCT crl-24370 469 12 “ " PUNCT crl-24370 469 13 uncovering uncover VERB crl-24370 469 14 meaningful meaningful ADJ crl-24370 469 15 correlation correlation NOUN crl-24370 469 16 between between ADP crl-24370 469 17 student student NOUN crl-24370 469 18 academic academic ADJ crl-24370 469 19 performance performance NOUN crl-24370 469 20 and and CCONJ crl-24370 469 21 library library PROPN crl-24370 469 22 material material PROPN crl-24370 469 23 usage,”college usage,”college PROPN crl-24370 469 24 & & CCONJ crl-24370 469 25 research research NOUN crl-24370 469 26 libraries72 libraries72 NOUN crl-24370 469 27 , , PUNCT crl-24370 469 28 no no NOUN crl-24370 469 29 . . NOUN crl-24370 469 30 4 4 NUM crl-24370 469 31 ( ( PUNCT crl-24370 469 32 2011 2011 NUM crl-24370 469 33 ): ): PUNCT crl-24370 469 34 361–70 361–70 NUM crl-24370 469 35 . . PUNCT crl-24370 470 1 7 7 X crl-24370 470 2 . . PROPN crl-24370 470 3 krista krista PROPN crl-24370 470 4 m. m. PROPN crl-24370 470 5 soria soria PROPN crl-24370 470 6 , , PUNCT crl-24370 470 7 jan jan PROPN crl-24370 470 8 fransen fransen PROPN crl-24370 470 9 , , PUNCT crl-24370 470 10 and and CCONJ crl-24370 470 11 shane shane ADJ crl-24370 470 12 nackerud nackerud NOUN crl-24370 470 13 , , PUNCT crl-24370 470 14 “ " PUNCT crl-24370 470 15 library library NOUN crl-24370 470 16 use use NOUN crl-24370 470 17 and and CCONJ crl-24370 470 18 undergraduate undergraduate ADJ crl-24370 470 19 student student NOUN crl-24370 470 20 outcomes outcome NOUN crl-24370 470 21 : : PUNCT crl-24370 470 22 new new ADJ crl-24370 470 23 evidence evidence NOUN crl-24370 470 24 for for ADP crl-24370 470 25 students student NOUN crl-24370 470 26 ’ ’ PART crl-24370 470 27 retention retention NOUN crl-24370 470 28 and and CCONJ crl-24370 470 29 academic academic ADJ crl-24370 470 30 success,”portal success,”portal NOUN crl-24370 470 31 : : PUNCT crl-24370 470 32 libraries library NOUN crl-24370 470 33 and and CCONJ crl-24370 470 34 the the DET crl-24370 470 35 academy13 academy13 NOUN crl-24370 470 36 , , PUNCT crl-24370 470 37 no no NOUN crl-24370 470 38 . . NOUN crl-24370 470 39 2 2 NUM crl-24370 470 40 ( ( PUNCT crl-24370 470 41 2013 2013 NUM crl-24370 470 42 ): ): PUNCT crl-24370 470 43 147–64 147–64 NUM crl-24370 470 44 ; ; PUNCT crl-24370 470 45 graham graham PROPN crl-24370 470 46 stone stone NOUN crl-24370 470 47 and and CCONJ crl-24370 470 48 bryony bryony NOUN crl-24370 470 49 ramsden ramsden ADJ crl-24370 470 50 , , PUNCT crl-24370 470 51 “ " PUNCT crl-24370 470 52 library library NOUN crl-24370 470 53 impact impact NOUN crl-24370 470 54 data datum NOUN crl-24370 470 55 project project NOUN crl-24370 470 56 : : PUNCT crl-24370 470 57 looking look VERB crl-24370 470 58 for for ADP crl-24370 470 59 the the DET crl-24370 470 60 link link NOUN crl-24370 470 61 between between ADP crl-24370 470 62 library library NOUN crl-24370 470 63 usage usage NOUN crl-24370 470 64 and and CCONJ crl-24370 470 65 student student NOUN crl-24370 470 66 attainment,”college attainment,”college PROPN crl-24370 470 67 & & CCONJ crl-24370 470 68 research research PROPN crl-24370 470 69 libraries74 libraries74 NOUN crl-24370 470 70 , , PUNCT crl-24370 470 71 no no NOUN crl-24370 470 72 . . NOUN crl-24370 470 73 6 6 NUM crl-24370 470 74 ( ( PUNCT crl-24370 470 75 2013 2013 NUM crl-24370 470 76 ): ): PUNCT crl-24370 470 77 546–59 546–59 PROPN crl-24370 470 78 . . PUNCT crl-24370 471 1 8 8 X crl-24370 471 2 . . X crl-24370 471 3 shun shun PROPN crl-24370 471 4 han han PROPN crl-24370 471 5 rebekah rebekah PROPN crl-24370 471 6 wong wong PROPN crl-24370 471 7 and and CCONJ crl-24370 471 8 dianne dianne PROPN crl-24370 471 9 cmor cmor NOUN crl-24370 471 10 , , PUNCT crl-24370 471 11 “ " PUNCT crl-24370 471 12 measuring measure VERB crl-24370 471 13 association association NOUN crl-24370 471 14 between between ADP crl-24370 471 15 library library NOUN crl-24370 471 16 instruction instruction NOUN crl-24370 471 17 and and CCONJ crl-24370 471 18 graduation graduation NOUN crl-24370 471 19 gpa,”college gpa,”college NOUN crl-24370 471 20 and and CCONJ crl-24370 471 21 research research NOUN crl-24370 471 22 libraries72 libraries72 NOUN crl-24370 471 23 , , PUNCT crl-24370 471 24 no no NOUN crl-24370 471 25 . . NOUN crl-24370 471 26 5 5 NUM crl-24370 471 27 ( ( PUNCT crl-24370 471 28 2011 2011 NUM crl-24370 471 29 ): ): PUNCT crl-24370 471 30 464 464 NUM crl-24370 471 31 . . NUM crl-24370 471 32 9 9 NUM crl-24370 471 33 . . X crl-24370 471 34 wong wong PROPN crl-24370 471 35 and and CCONJ crl-24370 471 36 webb webb PROPN crl-24370 471 37 , , PUNCT crl-24370 471 38 “ " PUNCT crl-24370 471 39 uncovering uncover VERB crl-24370 471 40 meaningful meaningful ADJ crl-24370 471 41 correlation correlation NOUN crl-24370 471 42 between between ADP crl-24370 471 43 student student NOUN crl-24370 471 44 academic academic ADJ crl-24370 471 45 performance performance NOUN crl-24370 471 46 and and CCONJ crl-24370 471 47 library library NOUN crl-24370 471 48 material material NOUN crl-24370 471 49 usage usage NOUN crl-24370 471 50 , , PUNCT crl-24370 471 51 ” " PUNCT crl-24370 471 52 361–70 361–70 NUM crl-24370 471 53 . . PUNCT crl-24370 472 1 10 10 NUM crl-24370 472 2 . . PUNCT crl-24370 473 1 melissa melissa PROPN crl-24370 473 2 bowles bowles PROPN crl-24370 473 3 - - PUNCT crl-24370 473 4 terry terry PROPN crl-24370 473 5 , , PUNCT crl-24370 473 6 “ " PUNCT crl-24370 473 7 library library NOUN crl-24370 473 8 instruction instruction NOUN crl-24370 473 9 and and CCONJ crl-24370 473 10 academic academic ADJ crl-24370 473 11 success success NOUN crl-24370 473 12 : : PUNCT crl-24370 473 13 a a DET crl-24370 473 14 mixed mix VERB crl-24370 473 15 - - PUNCT crl-24370 473 16 methods method NOUN crl-24370 473 17 assessment assessment NOUN crl-24370 473 18 of of ADP crl-24370 473 19 a a DET crl-24370 473 20 library library NOUN crl-24370 473 21 instruction instruction NOUN crl-24370 473 22 program,”evidence program,”evidence PROPN crl-24370 473 23 based base VERB crl-24370 473 24 library library NOUN crl-24370 473 25 and and CCONJ crl-24370 473 26 information information NOUN crl-24370 473 27 practice7 practice7 PROPN crl-24370 473 28 , , PUNCT crl-24370 473 29 no no NOUN crl-24370 473 30 . . NOUN crl-24370 473 31 1 1 NUM crl-24370 473 32 ( ( PUNCT crl-24370 473 33 2012 2012 NUM crl-24370 473 34 ): ): PUNCT crl-24370 473 35 82 82 NUM crl-24370 473 36 . . NUM crl-24370 473 37 11 11 NUM crl-24370 473 38 . . PUNCT crl-24370 473 39 soria soria PROPN crl-24370 473 40 , , PUNCT crl-24370 473 41 fransen fransen NOUN crl-24370 473 42 , , PUNCT crl-24370 473 43 and and CCONJ crl-24370 473 44 nackerud nackerud PROPN crl-24370 473 45 , , PUNCT crl-24370 473 46 “ " PUNCT crl-24370 473 47 library library NOUN crl-24370 473 48 use use NOUN crl-24370 473 49 and and CCONJ crl-24370 473 50 undergraduate undergraduate ADJ crl-24370 473 51 student student NOUN crl-24370 473 52 outcomes outcome NOUN crl-24370 473 53 . . PUNCT crl-24370 473 54 ” " PUNCT crl-24370 474 1 12 12 NUM crl-24370 474 2 . . PUNCT crl-24370 475 1 krista krista PROPN crl-24370 475 2 m. m. PROPN crl-24370 475 3 soria soria PROPN crl-24370 475 4 , , PUNCT crl-24370 475 5 jan jan PROPN crl-24370 475 6 fransen fransen PROPN crl-24370 475 7 , , PUNCT crl-24370 475 8 and and CCONJ crl-24370 475 9 shane shane ADJ crl-24370 475 10 nackerud nackerud NOUN crl-24370 475 11 , , PUNCT crl-24370 475 12 “ " PUNCT crl-24370 475 13 beyond beyond ADP crl-24370 475 14 books book NOUN crl-24370 475 15 : : PUNCT crl-24370 475 16 the the DET crl-24370 475 17 extended extend VERB crl-24370 475 18 academic academic ADJ crl-24370 475 19 benefits benefit NOUN crl-24370 475 20 of of ADP crl-24370 475 21 library library NOUN crl-24370 475 22 use use NOUN crl-24370 475 23 for for ADP crl-24370 475 24 first first ADJ crl-24370 475 25 - - PUNCT crl-24370 475 26 year year NOUN crl-24370 475 27 college college NOUN crl-24370 475 28 students,”college students,”college PROPN crl-24370 475 29 & & CCONJ crl-24370 475 30 research research PROPN crl-24370 475 31 libraries78 libraries78 PROPN crl-24370 475 32 , , PUNCT crl-24370 475 33 no no INTJ crl-24370 475 34 . . NOUN crl-24370 475 35 1 1 NUM crl-24370 475 36 ( ( PUNCT crl-24370 475 37 2017 2017 NUM crl-24370 475 38 ) ) PUNCT crl-24370 475 39 . . PUNCT crl-24370 476 1 13 13 NUM crl-24370 476 2 . . PROPN crl-24370 476 3 ula ula PROPN crl-24370 476 4 gaha gaha PROPN crl-24370 476 5 , , PUNCT crl-24370 476 6 suzanne suzanne PROPN crl-24370 476 7 hinnefeld hinnefeld PROPN crl-24370 476 8 , , PUNCT crl-24370 476 9 and and CCONJ crl-24370 476 10 catherine catherine PROPN crl-24370 476 11 pellegrino pellegrino PROPN crl-24370 476 12 , , PUNCT crl-24370 476 13 “ " PUNCT crl-24370 476 14 the the DET crl-24370 476 15 academic academic PROPN crl-24370 476 16 library library PROPN crl-24370 476 17 ’s ’s PART crl-24370 476 18 contribution contribution NOUN crl-24370 476 19 to to ADP crl-24370 476 20 student student NOUN crl-24370 476 21 success success NOUN crl-24370 476 22 : : PUNCT crl-24370 476 23 library library NOUN crl-24370 476 24 instruction instruction NOUN crl-24370 476 25 and and CCONJ crl-24370 476 26 gpa,”college gpa,”college NOUN crl-24370 476 27 & & CCONJ crl-24370 476 28 research research PROPN crl-24370 476 29 libraries79 libraries79 PROPN crl-24370 476 30 , , PUNCT crl-24370 476 31 no no NOUN crl-24370 476 32 . . NOUN crl-24370 476 33 6 6 NUM crl-24370 476 34 ( ( PUNCT crl-24370 476 35 2018 2018 NUM crl-24370 476 36 ): ): PUNCT crl-24370 476 37 737 737 NUM crl-24370 476 38 . . NUM crl-24370 476 39 14 14 NUM crl-24370 476 40 . . PUNCT crl-24370 477 1 dennis dennis PROPN crl-24370 477 2 krieb krieb PROPN crl-24370 477 3 , , PUNCT crl-24370 477 4 “ " PUNCT crl-24370 477 5 assessing assess VERB crl-24370 477 6 the the DET crl-24370 477 7 impact impact NOUN crl-24370 477 8 of of ADP crl-24370 477 9 reference reference NOUN crl-24370 477 10 assistance assistance NOUN crl-24370 477 11 and and CCONJ crl-24370 477 12 library library NOUN crl-24370 477 13 instruction instruction NOUN crl-24370 477 14 on on ADP crl-24370 477 15 retention retention NOUN crl-24370 477 16 and and CCONJ crl-24370 477 17 grades grade NOUN crl-24370 477 18 using use VERB crl-24370 477 19 student student NOUN crl-24370 477 20 tracking track VERB crl-24370 477 21 technology,”evidence technology,”evidence X crl-24370 477 22 based base VERB crl-24370 477 23 library library NOUN crl-24370 477 24 and and CCONJ crl-24370 477 25 information information NOUN crl-24370 477 26 practice13 practice13 NOUN crl-24370 477 27 , , PUNCT crl-24370 477 28 no no INTJ crl-24370 477 29 . . NOUN crl-24370 477 30 2 2 NUM crl-24370 477 31 ( ( PUNCT crl-24370 477 32 2018 2018 NUM crl-24370 477 33 ): ): PUNCT crl-24370 477 34 2–12 2–12 PROPN crl-24370 477 35 . . PROPN crl-24370 477 36 15 15 NUM crl-24370 477 37 . . PUNCT crl-24370 477 38 soria soria PROPN crl-24370 477 39 , , PUNCT crl-24370 477 40 fransen fransen NOUN crl-24370 477 41 , , PUNCT crl-24370 477 42 and and CCONJ crl-24370 477 43 nackerud nackerud PROPN crl-24370 477 44 , , PUNCT crl-24370 477 45 “ " PUNCT crl-24370 477 46 beyond beyond ADP crl-24370 477 47 books book NOUN crl-24370 477 48 , , PUNCT crl-24370 477 49 ” " PUNCT crl-24370 477 50 8–22 8–22 PROPN crl-24370 477 51 . . PUNCT crl-24370 477 52 16 16 NUM crl-24370 477 53 . . PUNCT crl-24370 477 54 wong wong PROPN crl-24370 477 55 and and CCONJ crl-24370 477 56 webb webb PROPN crl-24370 477 57 , , PUNCT crl-24370 477 58 “ " PUNCT crl-24370 477 59 uncovering uncover VERB crl-24370 477 60 meaningful meaningful ADJ crl-24370 477 61 correlation correlation NOUN crl-24370 477 62 between between ADP crl-24370 477 63 student student NOUN crl-24370 477 64 academic academic ADJ crl-24370 477 65 performance performance NOUN crl-24370 477 66 and and CCONJ crl-24370 477 67 library library NOUN crl-24370 477 68 material material NOUN crl-24370 477 69 usage usage NOUN crl-24370 477 70 , , PUNCT crl-24370 477 71 ” " PUNCT crl-24370 477 72 361–70 361–70 NUM crl-24370 477 73 ; ; PUNCT crl-24370 477 74 wong wong VERB crl-24370 477 75 and and CCONJ crl-24370 477 76 cmor cmor VERB crl-24370 477 77 , , PUNCT crl-24370 477 78 “ " PUNCT crl-24370 477 79 measuring measure VERB crl-24370 477 80 association association NOUN crl-24370 477 81 between between ADP crl-24370 477 82 library library NOUN crl-24370 477 83 instruction instruction NOUN crl-24370 477 84 and and CCONJ crl-24370 477 85 graduation graduation NOUN crl-24370 477 86 gpa,”464 gpa,”464 PROPN crl-24370 477 87 . . PUNCT crl-24370 477 88 17 17 NUM crl-24370 477 89 . . PUNCT crl-24370 478 1 bowles bowles PROPN crl-24370 478 2 - - PUNCT crl-24370 478 3 terry terry PROPN crl-24370 478 4 , , PUNCT crl-24370 478 5 “ " PUNCT crl-24370 478 6 library library NOUN crl-24370 478 7 instruction instruction NOUN crl-24370 478 8 and and CCONJ crl-24370 478 9 academic academic ADJ crl-24370 478 10 success,”82–95 success,”82–95 PROPN crl-24370 478 11 ; ; PUNCT crl-24370 478 12 gaha gaha PROPN crl-24370 478 13 , , PUNCT crl-24370 478 14 hinnefeld hinnefeld NOUN crl-24370 478 15 , , PUNCT crl-24370 478 16 and and CCONJ crl-24370 478 17 pellegrino pellegrino PROPN crl-24370 478 18 , , PUNCT crl-24370 478 19 “ " PUNCT crl-24370 478 20 the the DET crl-24370 478 21 academic academic PROPN crl-24370 478 22 library library PROPN crl-24370 478 23 ’s ’s PART crl-24370 478 24 contribution contribution NOUN crl-24370 478 25 to to ADP crl-24370 478 26 student student NOUN crl-24370 478 27 success,”737 success,”737 PROPN crl-24370 478 28 ; ; PUNCT crl-24370 478 29 soria soria PROPN crl-24370 478 30 , , PUNCT crl-24370 478 31 fransen fransen NOUN crl-24370 478 32 , , PUNCT crl-24370 478 33 and and CCONJ crl-24370 478 34 nackerud nackerud PROPN crl-24370 478 35 , , PUNCT crl-24370 478 36 “ " PUNCT crl-24370 478 37 library library NOUN crl-24370 478 38 use use NOUN crl-24370 478 39 and and CCONJ crl-24370 478 40 undergraduate undergraduate ADJ crl-24370 478 41 student student NOUN crl-24370 478 42 outcomes,”147–64 outcomes,”147–64 NUM crl-24370 478 43 . . PUNCT crl-24370 479 1 18 18 NUM crl-24370 479 2 . . X crl-24370 479 3 wong wong PROPN crl-24370 479 4 and and CCONJ crl-24370 479 5 cmor cmor VERB crl-24370 479 6 , , PUNCT crl-24370 479 7 “ " PUNCT crl-24370 479 8 measuring measure VERB crl-24370 479 9 association association NOUN crl-24370 479 10 between between ADP crl-24370 479 11 library library NOUN crl-24370 479 12 instruction instruction NOUN crl-24370 479 13 and and CCONJ crl-24370 479 14 graduation graduation NOUN crl-24370 479 15 gpa,”464 gpa,”464 PROPN crl-24370 479 16 . . PUNCT crl-24370 480 1 19 19 NUM crl-24370 480 2 . . PUNCT crl-24370 480 3 krieb krieb PROPN crl-24370 480 4 , , PUNCT crl-24370 480 5 “ " PUNCT crl-24370 480 6 assessing assess VERB crl-24370 480 7 the the DET crl-24370 480 8 impact impact NOUN crl-24370 480 9 of of ADP crl-24370 480 10 reference reference NOUN crl-24370 480 11 assistance assistance NOUN crl-24370 480 12 and and CCONJ crl-24370 480 13 library library NOUN crl-24370 480 14 instruction instruction NOUN crl-24370 480 15 on on ADP crl-24370 480 16 retention retention NOUN crl-24370 480 17 and and CCONJ crl-24370 480 18 grades grade NOUN crl-24370 480 19 using use VERB crl-24370 480 20 student student NOUN crl-24370 480 21 tracking tracking NOUN crl-24370 480 22 technology technology NOUN crl-24370 480 23 , , PUNCT crl-24370 480 24 ” " PUNCT crl-24370 480 25 2–12 2–12 PROPN crl-24370 480 26 . . PUNCT crl-24370 481 1 library library NOUN crl-24370 481 2 usage usage NOUN crl-24370 481 3 , , PUNCT crl-24370 481 4 instruction instruction NOUN crl-24370 481 5 , , PUNCT crl-24370 481 6 and and CCONJ crl-24370 481 7 student student NOUN crl-24370 481 8 success success NOUN crl-24370 481 9 across across ADP crl-24370 481 10 disciplines discipline NOUN crl-24370 481 11 491 491 NUM crl-24370 481 12 20 20 NUM crl-24370 481 13 . . PUNCT crl-24370 482 1 sarah sarah PROPN crl-24370 482 2 passoneau passoneau NOUN crl-24370 482 3 , , PUNCT crl-24370 482 4 2012 2012 NUM crl-24370 482 5 library library NOUN crl-24370 482 6 user user NOUN crl-24370 482 7 survey survey NOUN crl-24370 482 8 report report PROPN crl-24370 482 9 ( ( PUNCT crl-24370 482 10 ames ames PROPN crl-24370 482 11 : : PUNCT crl-24370 482 12 iowa iowa PROPN crl-24370 482 13 state state PROPN crl-24370 482 14 university university PROPN crl-24370 482 15 library library PROPN crl-24370 482 16 , , PUNCT crl-24370 482 17 2012 2012 NUM crl-24370 482 18 ) ) PUNCT crl-24370 482 19 , , PUNCT crl-24370 482 20 available available ADJ crl-24370 482 21 online online ADV crl-24370 482 22 at at ADP crl-24370 482 23 https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/final%202012%20library%20user%20 https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/final%202012%20library%20user%20 PROPN crl-24370 482 24 survey%20report.pdf survey%20report.pdf PROPN crl-24370 483 1 [ [ X crl-24370 483 2 accessed access VERB crl-24370 483 3 15 15 NUM crl-24370 483 4 january january NOUN crl-24370 483 5 2020 2020 NUM crl-24370 483 6 ] ] PUNCT crl-24370 483 7 ; ; PUNCT crl-24370 483 8 linda linda PROPN crl-24370 483 9 anderson anderson PROPN crl-24370 483 10 et et PROPN crl-24370 483 11 al al PROPN crl-24370 483 12 . . PROPN crl-24370 483 13 , , PUNCT crl-24370 483 14 2016 2016 NUM crl-24370 483 15 library library PROPN crl-24370 483 16 student student NOUN crl-24370 483 17 and and CCONJ crl-24370 483 18 postdoc postdoc ADJ crl-24370 483 19 user user NOUN crl-24370 483 20 survey survey NOUN crl-24370 483 21 ( ( PUNCT crl-24370 483 22 ames ames PROPN crl-24370 483 23 : : PUNCT crl-24370 483 24 iowa iowa PROPN crl-24370 483 25 state state PROPN crl-24370 483 26 university university PROPN crl-24370 483 27 library library PROPN crl-24370 483 28 , , PUNCT crl-24370 483 29 2016 2016 NUM crl-24370 483 30 ) ) PUNCT crl-24370 483 31 , , PUNCT crl-24370 483 32 available available ADJ crl-24370 483 33 online online ADV crl-24370 483 34 at at ADP crl-24370 483 35 https://assess.lib.iastate.edu/sites/default/ https://assess.lib.iastate.edu/sites/default/ PROPN crl-24370 483 36 files file NOUN crl-24370 483 37 / / SYM crl-24370 483 38 survey%20uploads/2016%20library%20student%20and%20postdoc%20user%20survey%20report%20-%20 survey%20uploads/2016%20library%20student%20and%20postdoc%20user%20survey%20report%20-%20 PROPN crl-24370 483 39 december%202016%20-%20final%20(4 december%202016%20-%20final%20(4 PROPN crl-24370 483 40 - - SYM crl-24370 483 41 5 5 NUM crl-24370 483 42 - - SYM crl-24370 483 43 17).pdf 17).pdf NUM crl-24370 483 44 [ [ X crl-24370 483 45 accessed access VERB crl-24370 483 46 15 15 NUM crl-24370 483 47 january january NOUN crl-24370 483 48 2020 2020 NUM crl-24370 483 49 ] ] PUNCT crl-24370 483 50 . . PUNCT crl-24370 484 1 21 21 NUM crl-24370 484 2 . . PUNCT crl-24370 485 1 linda linda PROPN crl-24370 485 2 anderson anderson PROPN crl-24370 485 3 , , PUNCT crl-24370 485 4 “ " PUNCT crl-24370 485 5 library library NOUN crl-24370 485 6 website website NOUN crl-24370 485 7 visits visit NOUN crl-24370 485 8 and and CCONJ crl-24370 485 9 enrollment enrollment NOUN crl-24370 485 10 trends,”evidence trends,”evidence PROPN crl-24370 485 11 based base VERB crl-24370 485 12 library library NOUN crl-24370 485 13 and and CCONJ crl-24370 485 14 information information NOUN crl-24370 485 15 practice11 practice11 NOUN crl-24370 485 16 , , PUNCT crl-24370 485 17 no no INTJ crl-24370 485 18 . . NOUN crl-24370 485 19 1 1 NUM crl-24370 485 20 ( ( PUNCT crl-24370 485 21 2016 2016 NUM crl-24370 485 22 ): ): PUNCT crl-24370 485 23 4 4 NUM crl-24370 485 24 . . NUM crl-24370 485 25 22 22 NUM crl-24370 485 26 . . PUNCT crl-24370 486 1 for for ADP crl-24370 486 2 the the DET crl-24370 486 3 graduate graduate NOUN crl-24370 486 4 student student NOUN crl-24370 486 5 respondents respondent NOUN crl-24370 486 6 , , PUNCT crl-24370 486 7 the the DET crl-24370 486 8 cumulative cumulative ADJ crl-24370 486 9 gpa gpa PROPN crl-24370 486 10 did do AUX crl-24370 486 11 not not PART crl-24370 486 12 include include VERB crl-24370 486 13 spring spring NOUN crl-24370 486 14 2016 2016 NUM crl-24370 486 15 , , PUNCT crl-24370 486 16 while while SCONJ crl-24370 486 17 spring spring NOUN crl-24370 486 18 2016 2016 NUM crl-24370 486 19 was be AUX crl-24370 486 20 included include VERB crl-24370 486 21 for for ADP crl-24370 486 22 the the DET crl-24370 486 23 undergraduates undergraduate NOUN crl-24370 486 24 . . PUNCT crl-24370 487 1 23 23 NUM crl-24370 487 2 . . PUNCT crl-24370 488 1 michael michael PROPN crl-24370 488 2 smithson smithson PROPN crl-24370 488 3 and and CCONJ crl-24370 488 4 jay jay PROPN crl-24370 488 5 verkuilen verkuilen PROPN crl-24370 488 6 , , PUNCT crl-24370 488 7 “ " PUNCT crl-24370 488 8 a a DET crl-24370 488 9 better well ADJ crl-24370 488 10 lemon lemon NOUN crl-24370 488 11 squeezer squeezer NOUN crl-24370 488 12 ? ? PUNCT crl-24370 489 1 maximum maximum ADJ crl-24370 489 2 - - PUNCT crl-24370 489 3 likelihood likelihood NOUN crl-24370 489 4 regression regression NOUN crl-24370 489 5 with with ADP crl-24370 489 6 beta beta NOUN crl-24370 489 7 - - PUNCT crl-24370 489 8 distributed distribute VERB crl-24370 489 9 dependent dependent ADJ crl-24370 489 10 variables,”psychological variables,”psychological ADJ crl-24370 489 11 methods11 methods11 NOUN crl-24370 489 12 , , PUNCT crl-24370 489 13 no no NOUN crl-24370 489 14 . . NOUN crl-24370 489 15 1 1 NUM crl-24370 489 16 ( ( PUNCT crl-24370 489 17 2006 2006 NUM crl-24370 489 18 ): ): PUNCT crl-24370 489 19 54 54 NUM crl-24370 489 20 . . NUM crl-24370 490 1 24 24 NUM crl-24370 490 2 . . PUNCT crl-24370 491 1 andrew andrew PROPN crl-24370 491 2 gelman gelman PROPN crl-24370 491 3 and and CCONJ crl-24370 491 4 jennifer jennifer PROPN crl-24370 491 5 hill hill PROPN crl-24370 491 6 , , PUNCT crl-24370 491 7 data datum NOUN crl-24370 491 8 analysis analysis NOUN crl-24370 491 9 using use VERB crl-24370 491 10 regression regression NOUN crl-24370 491 11 and and CCONJ crl-24370 491 12 multilevel multilevel ADJ crl-24370 491 13 / / SYM crl-24370 491 14 hierarchical hierarchical ADJ crl-24370 491 15 models model NOUN crl-24370 491 16 ( ( PUNCT crl-24370 491 17 cambridge cambridge PROPN crl-24370 491 18 , , PUNCT crl-24370 491 19 uk uk PROPN crl-24370 491 20 : : PUNCT crl-24370 491 21 cambridge cambridge PROPN crl-24370 491 22 university university PROPN crl-24370 491 23 press press NOUN crl-24370 491 24 , , PUNCT crl-24370 491 25 2006 2006 NUM crl-24370 491 26 ) ) PUNCT crl-24370 491 27 . . PUNCT crl-24370 492 1 25 25 NUM crl-24370 492 2 . . PUNCT crl-24370 493 1 richard richard PROPN crl-24370 493 2 mcelreath mcelreath PROPN crl-24370 493 3 , , PUNCT crl-24370 493 4 statistical statistical ADJ crl-24370 493 5 rethinking rethinking NOUN crl-24370 493 6 : : PUNCT crl-24370 493 7 a a DET crl-24370 493 8 bayesian bayesian ADJ crl-24370 493 9 course course NOUN crl-24370 493 10 with with ADP crl-24370 493 11 examples example NOUN crl-24370 493 12 in in ADP crl-24370 493 13 r r NOUN crl-24370 493 14 and and CCONJ crl-24370 493 15 stan stan PROPN crl-24370 493 16 ( ( PUNCT crl-24370 493 17 boca boca PROPN crl-24370 493 18 raton raton PROPN crl-24370 493 19 , , PUNCT crl-24370 493 20 fl fl NOUN crl-24370 493 21 : : PUNCT crl-24370 493 22 chapman chapman PROPN crl-24370 493 23 and and CCONJ crl-24370 493 24 hall hall PROPN crl-24370 493 25 / / SYM crl-24370 493 26 crc crc PROPN crl-24370 493 27 , , PUNCT crl-24370 493 28 2018 2018 NUM crl-24370 493 29 ) ) PUNCT crl-24370 493 30 . . PUNCT crl-24370 494 1 26 26 NUM crl-24370 494 2 . . PUNCT crl-24370 495 1 gelman gelman NOUN crl-24370 495 2 and and CCONJ crl-24370 495 3 hill hill PROPN crl-24370 495 4 , , PUNCT crl-24370 495 5 data datum NOUN crl-24370 495 6 analysis analysis NOUN crl-24370 495 7 using use VERB crl-24370 495 8 regression regression NOUN crl-24370 495 9 and and CCONJ crl-24370 495 10 multilevel multilevel ADJ crl-24370 495 11 / / SYM crl-24370 495 12 hierarchical hierarchical ADJ crl-24370 495 13 models model NOUN crl-24370 495 14 . . PUNCT crl-24370 496 1 27 27 NUM crl-24370 496 2 . . PUNCT crl-24370 497 1 mcelreath mcelreath NOUN crl-24370 497 2 , , PUNCT crl-24370 497 3 statistical statistical ADJ crl-24370 497 4 rethinking rethinking NOUN crl-24370 497 5 . . PUNCT crl-24370 498 1 28 28 NUM crl-24370 498 2 . . PROPN crl-24370 498 3 mcshane mcshane NOUN crl-24370 498 4 et et PROPN crl-24370 498 5 al al PROPN crl-24370 498 6 . . PROPN crl-24370 498 7 , , PUNCT crl-24370 498 8 “ " PUNCT crl-24370 498 9 abandon abandon VERB crl-24370 498 10 statistical statistical ADJ crl-24370 498 11 significance,”235–45 significance,”235–45 NOUN crl-24370 498 12 . . PUNCT crl-24370 499 1 29 29 NUM crl-24370 499 2 . . PUNCT crl-24370 500 1 wasserstein wasserstein NOUN crl-24370 500 2 and and CCONJ crl-24370 500 3 lazar lazar PROPN crl-24370 500 4 , , PUNCT crl-24370 500 5 “ " PUNCT crl-24370 500 6 the the DET crl-24370 500 7 asa asa PROPN crl-24370 500 8 ’s ’s PART crl-24370 500 9 statement statement NOUN crl-24370 500 10 on on ADP crl-24370 500 11 p p NOUN crl-24370 500 12 - - NOUN crl-24370 500 13 values,”129–33 values,”129–33 NOUN crl-24370 500 14 . . PUNCT crl-24370 501 1 30 30 NUM crl-24370 501 2 . . PUNCT crl-24370 502 1 gelman gelman NOUN crl-24370 502 2 and and CCONJ crl-24370 502 3 hill hill PROPN crl-24370 502 4 , , PUNCT crl-24370 502 5 data datum NOUN crl-24370 502 6 analysis analysis NOUN crl-24370 502 7 using use VERB crl-24370 502 8 regression regression NOUN crl-24370 502 9 and and CCONJ crl-24370 502 10 multilevel multilevel ADJ crl-24370 502 11 / / SYM crl-24370 502 12 hierarchical hierarchical ADJ crl-24370 502 13 models model NOUN crl-24370 502 14 . . PUNCT crl-24370 503 1 31 31 NUM crl-24370 503 2 . . PUNCT crl-24370 504 1 jonah jonah PROPN crl-24370 504 2 gabry gabry PROPN crl-24370 504 3 and and CCONJ crl-24370 504 4 ben ben PROPN crl-24370 504 5 goodrich goodrich PROPN crl-24370 504 6 , , PUNCT crl-24370 504 7 “ " PUNCT crl-24370 504 8 rstanarm rstanarm NOUN crl-24370 504 9 : : PUNCT crl-24370 504 10 bayesian bayesian PROPN crl-24370 504 11 applied apply VERB crl-24370 504 12 regression regression NOUN crl-24370 504 13 modeling model VERB crl-24370 504 14 via via ADP crl-24370 504 15 stan stan PROPN crl-24370 504 16 , , PUNCT crl-24370 504 17 r r NOUN crl-24370 504 18 package package NOUN crl-24370 504 19 version version NOUN crl-24370 504 20 2.18 2.18 NUM crl-24370 504 21 . . PUNCT crl-24370 505 1 2 2 NUM crl-24370 505 2 ” " PUNCT crl-24370 505 3 ( ( PUNCT crl-24370 505 4 2018 2018 NUM crl-24370 505 5 ) ) PUNCT crl-24370 505 6 , , PUNCT crl-24370 505 7 https://mc-stan.org/rstanarm https://mc-stan.org/rstanarm PROPN crl-24370 505 8 [ [ X crl-24370 505 9 accessed access VERB crl-24370 505 10 7 7 NUM crl-24370 505 11 march march NOUN crl-24370 505 12 2020 2020 NUM crl-24370 505 13 ] ] PUNCT crl-24370 505 14 . . PUNCT crl-24370 506 1 32 32 NUM crl-24370 506 2 . . PUNCT crl-24370 507 1 chelsea chelsea PROPN crl-24370 507 2 muth muth PROPN crl-24370 507 3 , , PUNCT crl-24370 507 4 zita zita PROPN crl-24370 507 5 oravecz oravecz ADJ crl-24370 507 6 , , PUNCT crl-24370 507 7 and and CCONJ crl-24370 507 8 jonah jonah PROPN crl-24370 507 9 gabry gabry PROPN crl-24370 507 10 , , PUNCT crl-24370 507 11 “ " PUNCT crl-24370 507 12 user user NOUN crl-24370 507 13 - - PUNCT crl-24370 507 14 friendly friendly ADJ crl-24370 507 15 bayesian bayesian ADJ crl-24370 507 16 regression regression NOUN crl-24370 507 17 modeling model VERB crl-24370 507 18 : : PUNCT crl-24370 507 19 a a DET crl-24370 507 20 tutorial tutorial NOUN crl-24370 507 21 with with ADP crl-24370 507 22 rstanarm rstanarm NOUN crl-24370 507 23 and and CCONJ crl-24370 507 24 shinystan shinystan PROPN crl-24370 507 25 , , PUNCT crl-24370 507 26 ” " PUNCT crl-24370 507 27 quantitative quantitative ADJ crl-24370 507 28 methods method NOUN crl-24370 507 29 for for ADP crl-24370 507 30 psychology psychology NOUN crl-24370 507 31 14 14 NUM crl-24370 507 32 , , PUNCT crl-24370 507 33 no no NOUN crl-24370 507 34 . . NOUN crl-24370 507 35 2 2 NUM crl-24370 507 36 ( ( PUNCT crl-24370 507 37 2018 2018 NUM crl-24370 507 38 ): ): PUNCT crl-24370 507 39 99–119 99–119 NUM crl-24370 507 40 . . PROPN crl-24370 508 1 33 33 NUM crl-24370 508 2 . . PUNCT crl-24370 509 1 gelman gelman PROPN crl-24370 509 2 and and CCONJ crl-24370 509 3 hill hill PROPN crl-24370 509 4 , , PUNCT crl-24370 509 5 data datum NOUN crl-24370 509 6 analysis analysis NOUN crl-24370 509 7 using use VERB crl-24370 509 8 regression regression NOUN crl-24370 509 9 and and CCONJ crl-24370 509 10 multilevel multilevel ADJ crl-24370 509 11 / / SYM crl-24370 509 12 hierarchical hierarchical ADJ crl-24370 509 13 models model NOUN crl-24370 509 14 . . PUNCT crl-24370 510 1 34 34 NUM crl-24370 510 2 . . PUNCT crl-24370 511 1 john john PROPN crl-24370 511 2 kruschke kruschke PROPN crl-24370 511 3 , , PUNCT crl-24370 511 4 doing do VERB crl-24370 511 5 bayesian bayesian ADJ crl-24370 511 6 data datum NOUN crl-24370 511 7 analysis analysis NOUN crl-24370 511 8 : : PUNCT crl-24370 511 9 a a DET crl-24370 511 10 tutorial tutorial NOUN crl-24370 511 11 with with ADP crl-24370 511 12 r r NOUN crl-24370 511 13 , , PUNCT crl-24370 511 14 jags jag NOUN crl-24370 511 15 , , PUNCT crl-24370 511 16 and and CCONJ crl-24370 511 17 stan stan PROPN crl-24370 511 18 ( ( PUNCT crl-24370 511 19 cambridge cambridge PROPN crl-24370 511 20 , , PUNCT crl-24370 511 21 ma ma PROPN crl-24370 511 22 : : PUNCT crl-24370 511 23 academic academic ADJ crl-24370 511 24 press press NOUN crl-24370 511 25 , , PUNCT crl-24370 511 26 2014 2014 NUM crl-24370 511 27 ) ) PUNCT crl-24370 511 28 . . PUNCT crl-24370 512 1 35 35 NUM crl-24370 512 2 . . X crl-24370 512 3 mcelreath mcelreath NOUN crl-24370 512 4 , , PUNCT crl-24370 512 5 statistical statistical ADJ crl-24370 512 6 rethinking rethinking NOUN crl-24370 512 7 . . PUNCT crl-24370 513 1 36 36 NUM crl-24370 513 2 . . PUNCT crl-24370 513 3 gelman gelman PROPN crl-24370 513 4 and and CCONJ crl-24370 513 5 hill hill PROPN crl-24370 513 6 , , PUNCT crl-24370 513 7 data datum NOUN crl-24370 513 8 analysis analysis NOUN crl-24370 513 9 using use VERB crl-24370 513 10 regression regression NOUN crl-24370 513 11 and and CCONJ crl-24370 513 12 multilevel multilevel ADJ crl-24370 513 13 / / SYM crl-24370 513 14 hierarchical hierarchical ADJ crl-24370 513 15 models model NOUN crl-24370 513 16 . . PUNCT crl-24370 514 1 37 37 NUM crl-24370 514 2 . . PUNCT crl-24370 515 1 gelman gelman NOUN crl-24370 515 2 and and CCONJ crl-24370 515 3 hill hill PROPN crl-24370 515 4 , , PUNCT crl-24370 515 5 data datum NOUN crl-24370 515 6 analysis analysis NOUN crl-24370 515 7 using use VERB crl-24370 515 8 regression regression NOUN crl-24370 515 9 and and CCONJ crl-24370 515 10 multilevel multilevel ADJ crl-24370 515 11 / / SYM crl-24370 515 12 hierarchical hierarchical ADJ crl-24370 515 13 models model NOUN crl-24370 515 14 . . PUNCT crl-24370 516 1 38 38 NUM crl-24370 516 2 . . PUNCT crl-24370 517 1 andrew andrew PROPN crl-24370 517 2 gelman gelman PROPN crl-24370 517 3 and and CCONJ crl-24370 517 4 iain iain NOUN crl-24370 517 5 pardoe pardoe NOUN crl-24370 517 6 , , PUNCT crl-24370 517 7 “ " PUNCT crl-24370 517 8 2 2 NUM crl-24370 517 9 . . NUM crl-24370 517 10 average average ADJ crl-24370 517 11 predictive predictive ADJ crl-24370 517 12 comparisons comparison NOUN crl-24370 517 13 for for ADP crl-24370 517 14 models model NOUN crl-24370 517 15 with with ADP crl-24370 517 16 nonlinearity nonlinearity NOUN crl-24370 517 17 , , PUNCT crl-24370 517 18 interactions interaction NOUN crl-24370 517 19 , , PUNCT crl-24370 517 20 and and CCONJ crl-24370 517 21 variance variance NOUN crl-24370 517 22 components,”sociological components,”sociological PROPN crl-24370 517 23 methodology methodology NOUN crl-24370 517 24 37 37 NUM crl-24370 517 25 , , PUNCT crl-24370 517 26 no no INTJ crl-24370 517 27 . . NOUN crl-24370 517 28 1 1 NUM crl-24370 517 29 ( ( PUNCT crl-24370 517 30 2007 2007 NUM crl-24370 517 31 ): ): PUNCT crl-24370 517 32 23–51 23–51 NUM crl-24370 517 33 . . NUM crl-24370 517 34 39 39 NUM crl-24370 517 35 . . PUNCT crl-24370 518 1 hadley hadley NOUN crl-24370 518 2 wickham wickham PROPN crl-24370 518 3 and and CCONJ crl-24370 518 4 winston winston PROPN crl-24370 518 5 chang chang PROPN crl-24370 518 6 , , PUNCT crl-24370 518 7 “ " PUNCT crl-24370 518 8 package package VERB crl-24370 518 9 ‘ ' PUNCT crl-24370 518 10 ggplot2 ggplot2 NOUN crl-24370 518 11 ’ ' PUNCT crl-24370 518 12 , , PUNCT crl-24370 518 13 ” " PUNCT crl-24370 518 14 create create VERB crl-24370 518 15 elegant elegant ADJ crl-24370 518 16 data datum NOUN crl-24370 518 17 visualisations visualisation NOUN crl-24370 518 18 using use VERB crl-24370 518 19 the the DET crl-24370 518 20 grammar grammar NOUN crl-24370 518 21 of of ADP crl-24370 518 22 graphics graphic NOUN crl-24370 518 23 , , PUNCT crl-24370 518 24 version version NOUN crl-24370 518 25 2 2 NUM crl-24370 518 26 , , PUNCT crl-24370 518 27 no no NOUN crl-24370 518 28 . . NOUN crl-24370 518 29 1 1 NUM crl-24370 518 30 ( ( PUNCT crl-24370 518 31 2016 2016 NUM crl-24370 518 32 ): ): PUNCT crl-24370 518 33 1–189 1–189 NUM crl-24370 518 34 . . PROPN crl-24370 519 1 40 40 NUM crl-24370 519 2 . . PUNCT crl-24370 520 1 soria soria PROPN crl-24370 520 2 , , PUNCT crl-24370 520 3 fransen fransen NOUN crl-24370 520 4 , , PUNCT crl-24370 520 5 and and CCONJ crl-24370 520 6 nackerud nackerud PROPN crl-24370 520 7 , , PUNCT crl-24370 520 8 “ " PUNCT crl-24370 520 9 beyond beyond ADP crl-24370 520 10 books,”8–22 books,”8–22 PRON crl-24370 520 11 . . PUNCT crl-24370 521 1 41 41 X crl-24370 521 2 . . PUNCT crl-24370 522 1 paul paul PROPN crl-24370 522 2 e. e. PROPN crl-24370 522 3 meehl meehl PROPN crl-24370 522 4 , , PUNCT crl-24370 522 5 “ " PUNCT crl-24370 522 6 why why SCONJ crl-24370 522 7 summaries summary NOUN crl-24370 522 8 of of ADP crl-24370 522 9 research research NOUN crl-24370 522 10 on on ADP crl-24370 522 11 psychological psychological ADJ crl-24370 522 12 theories theory NOUN crl-24370 522 13 are be AUX crl-24370 522 14 often often ADV crl-24370 522 15 uninterpretable,”psychological uninterpretable,”psychological ADJ crl-24370 522 16 reports report NOUN crl-24370 522 17 66 66 NUM crl-24370 522 18 , , PUNCT crl-24370 522 19 no no INTJ crl-24370 522 20 . . NOUN crl-24370 522 21 1 1 NUM crl-24370 522 22 ( ( PUNCT crl-24370 522 23 1990 1990 NUM crl-24370 522 24 ): ): PUNCT crl-24370 522 25 195–244 195–244 NUM crl-24370 522 26 . . PUNCT crl-24370 523 1 42 42 NUM crl-24370 523 2 . . PUNCT crl-24370 524 1 terrell terrell PROPN crl-24370 524 2 l. l. PROPN crl-24370 524 3 strayhorn strayhorn PROPN crl-24370 524 4 , , PUNCT crl-24370 524 5 college college NOUN crl-24370 524 6 students student NOUN crl-24370 524 7 ’ ’ PART crl-24370 524 8 sense sense NOUN crl-24370 524 9 of of ADP crl-24370 524 10 belonging belong VERB crl-24370 524 11 : : PUNCT crl-24370 524 12 a a DET crl-24370 524 13 key key NOUN crl-24370 524 14 to to ADP crl-24370 524 15 educational educational ADJ crl-24370 524 16 success success NOUN crl-24370 524 17 for for ADP crl-24370 524 18 all all DET crl-24370 524 19 students student NOUN crl-24370 524 20 ( ( PUNCT crl-24370 524 21 abingdon abingdon VERB crl-24370 524 22 - - PUNCT crl-24370 524 23 on on ADP crl-24370 524 24 - - PUNCT crl-24370 524 25 thames thame NOUN crl-24370 524 26 , , PUNCT crl-24370 524 27 uk uk PROPN crl-24370 524 28 : : PUNCT crl-24370 524 29 routledge routledge NOUN crl-24370 524 30 , , PUNCT crl-24370 524 31 2018 2018 NUM crl-24370 524 32 ) ) PUNCT crl-24370 524 33 ; ; PUNCT crl-24370 524 34 silas silas PROPN crl-24370 524 35 m. m. PROPN crl-24370 524 36 oliveira oliveira PROPN crl-24370 524 37 , , PUNCT crl-24370 524 38 “ " PUNCT crl-24370 524 39 the the DET crl-24370 524 40 academic academic PROPN crl-24370 524 41 library library PROPN crl-24370 524 42 ’s ’s PART crl-24370 524 43 role role NOUN crl-24370 524 44 in in ADP crl-24370 524 45 student student NOUN crl-24370 524 46 retention retention NOUN crl-24370 524 47 : : PUNCT crl-24370 524 48 a a DET crl-24370 524 49 review review NOUN crl-24370 524 50 of of ADP crl-24370 524 51 the the DET crl-24370 524 52 literature,”library literature,”library PROPN crl-24370 524 53 review review NOUN crl-24370 524 54 66 66 NUM crl-24370 524 55 , , PUNCT crl-24370 524 56 no no INTJ crl-24370 524 57 . . NOUN crl-24370 524 58 4/5 4/5 NUM crl-24370 524 59 ( ( PUNCT crl-24370 524 60 2017 2017 NUM crl-24370 524 61 ): ): PUNCT crl-24370 524 62 310–29 310–29 NUM crl-24370 524 63 . . PUNCT crl-24370 525 1 43 43 NUM crl-24370 525 2 . . PUNCT crl-24370 526 1 our our PRON crl-24370 526 2 study study NOUN crl-24370 526 3 asked ask VERB crl-24370 526 4 students student NOUN crl-24370 526 5 themselves themselves PRON crl-24370 526 6 to to PART crl-24370 526 7 indicate indicate VERB crl-24370 526 8 whether whether SCONJ crl-24370 526 9 they they PRON crl-24370 526 10 received receive VERB crl-24370 526 11 library library NOUN crl-24370 526 12 instruction instruction NOUN crl-24370 526 13 . . PUNCT crl-24370 527 1 while while SCONJ crl-24370 527 2 this this DET crl-24370 527 3 approach approach NOUN crl-24370 527 4 is be AUX crl-24370 527 5 not not PART crl-24370 527 6 problem problem NOUN crl-24370 527 7 - - PUNCT crl-24370 527 8 free free ADJ crl-24370 527 9 , , PUNCT crl-24370 527 10 as as SCONJ crl-24370 527 11 it it PRON crl-24370 527 12 does do AUX crl-24370 527 13 not not PART crl-24370 527 14 delve delve VERB crl-24370 527 15 into into ADP crl-24370 527 16 quality quality NOUN crl-24370 527 17 or or CCONJ crl-24370 527 18 level level NOUN crl-24370 527 19 of of ADP crl-24370 527 20 instruction instruction NOUN crl-24370 527 21 and and CCONJ crl-24370 527 22 relies rely VERB crl-24370 527 23 as as ADV crl-24370 527 24 well well ADV crl-24370 527 25 on on ADP crl-24370 527 26 student student NOUN crl-24370 527 27 memory memory NOUN crl-24370 527 28 , , PUNCT crl-24370 527 29 it it PRON crl-24370 527 30 avoids avoid VERB crl-24370 527 31 the the DET crl-24370 527 32 problems problem NOUN crl-24370 527 33 of of ADP crl-24370 527 34 inferred infer VERB crl-24370 527 35 cri cri PROPN crl-24370 527 36 attendance attendance NOUN crl-24370 527 37 . . PUNCT crl-24370 528 1 44 44 NUM crl-24370 528 2 . . PUNCT crl-24370 529 1 ethelene ethelene PROPN crl-24370 529 2 whitmire whitmire PROPN crl-24370 529 3 , , PUNCT crl-24370 529 4 “ " PUNCT crl-24370 529 5 the the DET crl-24370 529 6 relationship relationship NOUN crl-24370 529 7 between between ADP crl-24370 529 8 undergraduates undergraduate NOUN crl-24370 529 9 ’ ' PUNCT crl-24370 529 10 background background NOUN crl-24370 529 11 characteristics characteristic NOUN crl-24370 529 12 and and CCONJ crl-24370 529 13 college college NOUN crl-24370 529 14 experiences experience NOUN crl-24370 529 15 and and CCONJ crl-24370 529 16 their their PRON crl-24370 529 17 academic academic ADJ crl-24370 529 18 library library NOUN crl-24370 529 19 use,”college use,”college PROPN crl-24370 529 20 & & CCONJ crl-24370 529 21 research research PROPN crl-24370 529 22 libraries library NOUN crl-24370 529 23 62 62 NUM crl-24370 529 24 , , PUNCT crl-24370 529 25 no no NOUN crl-24370 529 26 . . NOUN crl-24370 529 27 6 6 NUM crl-24370 529 28 ( ( PUNCT crl-24370 529 29 2001 2001 NUM crl-24370 529 30 ): ): PUNCT crl-24370 529 31 528–40 528–40 NOUN crl-24370 529 32 . . PUNCT crl-24370 530 1 45 45 NUM crl-24370 530 2 . . PUNCT crl-24370 531 1 matthew matthew PROPN crl-24370 531 2 p. p. PROPN crl-24370 531 3 normand normand PROPN crl-24370 531 4 , , PUNCT crl-24370 531 5 “ " PUNCT crl-24370 531 6 less less ADJ crl-24370 531 7 is be AUX crl-24370 531 8 more more ADJ crl-24370 531 9 : : PUNCT crl-24370 531 10 psychologists psychologist NOUN crl-24370 531 11 can can AUX crl-24370 531 12 learn learn VERB crl-24370 531 13 more more ADJ crl-24370 531 14 by by ADP crl-24370 531 15 studying study VERB crl-24370 531 16 fewer few ADJ crl-24370 531 17 people,”frontiers people,”frontier NOUN crl-24370 531 18 in in ADP crl-24370 531 19 psychology psychology NOUN crl-24370 531 20 7 7 NUM crl-24370 531 21 ( ( PUNCT crl-24370 531 22 2016 2016 NUM crl-24370 531 23 ): ): PUNCT crl-24370 531 24 934 934 NUM crl-24370 531 25 . . PROPN crl-24370 531 26 46 46 NUM crl-24370 531 27 . . PUNCT crl-24370 532 1 michael michael PROPN crl-24370 532 2 smithson smithson PROPN crl-24370 532 3 and and CCONJ crl-24370 532 4 jay jay PROPN crl-24370 532 5 verkuilen verkuilen PROPN crl-24370 532 6 , , PUNCT crl-24370 532 7 “ " PUNCT crl-24370 532 8 a a DET crl-24370 532 9 better well ADJ crl-24370 532 10 lemon lemon NOUN crl-24370 532 11 squeezer squeezer NOUN crl-24370 532 12 ? ? PUNCT crl-24370 533 1 maximum maximum ADJ crl-24370 533 2 - - PUNCT crl-24370 533 3 likelihood likelihood NOUN crl-24370 533 4 regression regression NOUN crl-24370 533 5 with with ADP crl-24370 533 6 betadistributed betadistribute VERB crl-24370 533 7 dependent dependent ADJ crl-24370 533 8 variables,”psychological variables,”psychological ADJ crl-24370 533 9 methods method NOUN crl-24370 533 10 11 11 NUM crl-24370 533 11 , , PUNCT crl-24370 533 12 no no NOUN crl-24370 533 13 . . NOUN crl-24370 533 14 1 1 NUM crl-24370 533 15 ( ( PUNCT crl-24370 533 16 2006 2006 NUM crl-24370 533 17 ): ): PUNCT crl-24370 533 18 54 54 NUM crl-24370 533 19 , , PUNCT crl-24370 533 20 https://doi.org/10.1037/1082-989x.11.1.54 https://doi.org/10.1037/1082-989x.11.1.54 PROPN crl-24370 533 21 . . PUNCT crl-24370 534 1 47 47 NUM crl-24370 534 2 . . PUNCT crl-24370 535 1 ben ben PROPN crl-24370 535 2 goodrich goodrich PROPN crl-24370 535 3 , , PUNCT crl-24370 535 4 “ " PUNCT crl-24370 535 5 calculating calculate VERB crl-24370 535 6 marginal marginal ADJ crl-24370 535 7 effects effect NOUN crl-24370 535 8 in in ADP crl-24370 535 9 binomial binomial NOUN crl-24370 535 10 logit logit ADV crl-24370 535 11 using use VERB crl-24370 535 12 rstanarm rstanarm NOUN crl-24370 535 13 , , PUNCT crl-24370 535 14 ” " PUNCT crl-24370 535 15 stackoverflow.com stackoverflow.com PROPN crl-24370 535 16 , , PUNCT crl-24370 535 17 available available ADJ crl-24370 535 18 online online ADV crl-24370 535 19 at at ADP crl-24370 535 20 https://stackoverflow.com/questions/45037485/calculating-marginal-effects-in-binomial-logitusing-rstanarm/45042387 https://stackoverflow.com/questions/45037485/calculating-marginal-effects-in-binomial-logitusing-rstanarm/45042387 PROPN crl-24370 536 1 [ [ X crl-24370 536 2 accessed access VERB crl-24370 536 3 24 24 NUM crl-24370 536 4 october october PROPN crl-24370 536 5 2019 2019 NUM crl-24370 536 6 ] ] PUNCT crl-24370 536 7 ; ; PUNCT crl-24370 536 8 ben ben PROPN crl-24370 536 9 goodrich goodrich PROPN crl-24370 536 10 , , PUNCT crl-24370 536 11 “ " PUNCT crl-24370 536 12 calculating calculate VERB crl-24370 536 13 credible credible ADJ crl-24370 536 14 intervals interval NOUN crl-24370 536 15 for for ADP crl-24370 536 16 marginal marginal ADJ crl-24370 536 17 effects effect NOUN crl-24370 536 18 in in ADP crl-24370 536 19 binomial binomial NOUN crl-24370 536 20 logit logit ADV crl-24370 536 21 using use VERB crl-24370 536 22 rstanarm rstanarm NOUN crl-24370 536 23 , , PUNCT crl-24370 536 24 ” " PUNCT crl-24370 536 25 stackoverflow.com stackoverflow.com PROPN crl-24370 536 26 , , PUNCT crl-24370 536 27 available available ADJ crl-24370 536 28 online online ADV crl-24370 536 29 at at ADP crl-24370 536 30 https://stackoverflow.com/ https://stackoverflow.com/ PROPN crl-24370 536 31 questions/48431893 questions/48431893 ADV crl-24370 536 32 / / SYM crl-24370 536 33 calculating calculate VERB crl-24370 536 34 - - PUNCT crl-24370 536 35 credible credible ADJ crl-24370 536 36 - - PUNCT crl-24370 536 37 intervals interval NOUN crl-24370 536 38 - - PUNCT crl-24370 536 39 for for ADP crl-24370 536 40 - - PUNCT crl-24370 536 41 marginal marginal ADJ crl-24370 536 42 - - PUNCT crl-24370 536 43 effects effect NOUN crl-24370 536 44 - - PUNCT crl-24370 536 45 in in ADP crl-24370 536 46 - - PUNCT crl-24370 536 47 binomial binomial NOUN crl-24370 536 48 - - PUNCT crl-24370 536 49 logit logit ADV crl-24370 536 50 - - PUNCT crl-24370 536 51 using use VERB crl-24370 536 52 - - PUNCT crl-24370 536 53 rsta rsta NOUN crl-24370 536 54 [ [ X crl-24370 536 55 accessed access VERB crl-24370 536 56 24 24 NUM crl-24370 536 57 october october PROPN crl-24370 536 58 2019 2019 NUM crl-24370 536 59 ] ] PUNCT crl-24370 536 60 . . PUNCT crl-24370 537 1 https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/final%202012%20library%20user%20survey%20report.pdf https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/final%202012%20library%20user%20survey%20report.pdf VERB crl-24370 537 2 https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/final%202012%20library%20user%20survey%20report.pdf https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/final%202012%20library%20user%20survey%20report.pdf PROPN crl-24370 537 3 https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/2016%20library%20student%20and%20postdoc%20user%20survey%20report%20-%20december%202016%20-%20final%20(4-5-17).pdf https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/2016%20library%20student%20and%20postdoc%20user%20survey%20report%20-%20december%202016%20-%20final%20(4-5-17).pdf PROPN crl-24370 537 4 https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/2016%20library%20student%20and%20postdoc%20user%20survey%20report%20-%20december%202016%20-%20final%20(4-5-17).pdf https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/2016%20library%20student%20and%20postdoc%20user%20survey%20report%20-%20december%202016%20-%20final%20(4-5-17).pdf NOUN crl-24370 537 5 https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/2016%20library%20student%20and%20postdoc%20user%20survey%20report%20-%20december%202016%20-%20final%20(4-5-17).pdf https://assess.lib.iastate.edu/sites/default/files/survey%20uploads/2016%20library%20student%20and%20postdoc%20user%20survey%20report%20-%20december%202016%20-%20final%20(4-5-17).pdf PROPN crl-24370 537 6 https://mc-stan.org/rstanarm https://mc-stan.org/rstanarm PROPN crl-24370 537 7 https://doi.org/10.1037/1082-989x.11.1.54 https://doi.org/10.1037/1082-989x.11.1.54 PROPN crl-24370 537 8 http://stackoverflow.com http://stackoverflow.com X crl-24370 537 9 https://stackoverflow.com/questions/45037485/calculating-marginal-effects-in-binomial-logit-using-rstanarm/45042387 https://stackoverflow.com/questions/45037485/calculating-marginal-effects-in-binomial-logit-using-rstanarm/45042387 NOUN crl-24370 537 10 https://stackoverflow.com/questions/45037485/calculating-marginal-effects-in-binomial-logit-using-rstanarm/45042387 https://stackoverflow.com/questions/45037485/calculating-marginal-effects-in-binomial-logit-using-rstanarm/45042387 NOUN crl-24370 537 11 http://stackoverflow.com http://stackoverflow.com X crl-24370 537 12 https://stackoverflow.com/questions/48431893/calculating-credible-intervals-for-marginal-effects-in-binomial-logit-using-rsta https://stackoverflow.com/questions/48431893/calculating-credible-intervals-for-marginal-effects-in-binomial-logit-using-rsta NOUN crl-24370 537 13 https://stackoverflow.com/questions/48431893/calculating-credible-intervals-for-marginal-effects-in-binomial-logit-using-rsta https://stackoverflow.com/questions/48431893/calculating-credible-intervals-for-marginal-effects-in-binomial-logit-using-rsta NOUN