id sid tid token lemma pos cord-289901-xb1wg3xv 1 1 key key NN cord-289901-xb1wg3xv 1 2 : : : cord-289901-xb1wg3xv 2 1 cord-289901-xb1wg3xv cord-289901-xb1wg3xv NNP cord-289901-xb1wg3xv 2 2 authors author NNS cord-289901-xb1wg3xv 2 3 : : : cord-289901-xb1wg3xv 2 4 Krantz Krantz NNP cord-289901-xb1wg3xv 2 5 , , , cord-289901-xb1wg3xv 2 6 Steven Steven NNP cord-289901-xb1wg3xv 2 7 G. G. NNP cord-289901-xb1wg3xv 2 8 ; ; : cord-289901-xb1wg3xv 2 9 Rao Rao NNP cord-289901-xb1wg3xv 2 10 , , , cord-289901-xb1wg3xv 2 11 Arni Arni NNP cord-289901-xb1wg3xv 2 12 S.R. S.R. NNP cord-289901-xb1wg3xv 2 13 Srinivasa Srinivasa NNP cord-289901-xb1wg3xv 2 14 title title NN cord-289901-xb1wg3xv 2 15 : : : cord-289901-xb1wg3xv 2 16 Level level NN cord-289901-xb1wg3xv 2 17 of of IN cord-289901-xb1wg3xv 2 18 underreporting underreporte VBG cord-289901-xb1wg3xv 2 19 including include VBG cord-289901-xb1wg3xv 2 20 underdiagnosis underdiagnosis NN cord-289901-xb1wg3xv 2 21 before before IN cord-289901-xb1wg3xv 2 22 the the DT cord-289901-xb1wg3xv 2 23 first first JJ cord-289901-xb1wg3xv 2 24 peak peak NN cord-289901-xb1wg3xv 2 25 of of IN cord-289901-xb1wg3xv 2 26 COVID-19 COVID-19 NNP cord-289901-xb1wg3xv 2 27 in in IN cord-289901-xb1wg3xv 2 28 various various JJ cord-289901-xb1wg3xv 2 29 countries country NNS cord-289901-xb1wg3xv 2 30 : : : cord-289901-xb1wg3xv 2 31 Preliminary preliminary JJ cord-289901-xb1wg3xv 2 32 retrospective retrospective JJ cord-289901-xb1wg3xv 2 33 results result NNS cord-289901-xb1wg3xv 2 34 based base VBN cord-289901-xb1wg3xv 2 35 on on IN cord-289901-xb1wg3xv 2 36 wavelets wavelet NNS cord-289901-xb1wg3xv 2 37 and and CC cord-289901-xb1wg3xv 2 38 deterministic deterministic JJ cord-289901-xb1wg3xv 2 39 modeling modeling NN cord-289901-xb1wg3xv 2 40 date date NN cord-289901-xb1wg3xv 2 41 : : : cord-289901-xb1wg3xv 2 42 2020 2020 CD cord-289901-xb1wg3xv 2 43 - - HYPH cord-289901-xb1wg3xv 2 44 04 04 CD cord-289901-xb1wg3xv 2 45 - - HYPH cord-289901-xb1wg3xv 2 46 09 09 CD cord-289901-xb1wg3xv 2 47 journal journal NN cord-289901-xb1wg3xv 2 48 : : : cord-289901-xb1wg3xv 3 1 Infection infection NN cord-289901-xb1wg3xv 3 2 control control NN cord-289901-xb1wg3xv 3 3 and and CC cord-289901-xb1wg3xv 3 4 hospital hospital NN cord-289901-xb1wg3xv 3 5 epidemiology epidemiology NN cord-289901-xb1wg3xv 3 6 DOI doi NN cord-289901-xb1wg3xv 3 7 : : : cord-289901-xb1wg3xv 3 8 10.1017 10.1017 CD cord-289901-xb1wg3xv 3 9 / / SYM cord-289901-xb1wg3xv 3 10 ice.2020.116 ice.2020.116 NN cord-289901-xb1wg3xv 3 11 sha sha NNP cord-289901-xb1wg3xv 3 12 : : : cord-289901-xb1wg3xv 3 13 cd8291cdb671455e3b366c6adecd2824fc81cc26 cd8291cdb671455e3b366c6adecd2824fc81cc26 NNP cord-289901-xb1wg3xv 3 14 doc_id doc_id CD cord-289901-xb1wg3xv 3 15 : : : cord-289901-xb1wg3xv 3 16 289901 289901 CD cord-289901-xb1wg3xv 3 17 cord_uid cord_uid NNS cord-289901-xb1wg3xv 3 18 : : : cord-289901-xb1wg3xv 4 1 xb1wg3xv xb1wg3xv NNP cord-289901-xb1wg3xv 4 2 nan nan NNP cord-289901-xb1wg3xv 4 3 New new JJ cord-289901-xb1wg3xv 4 4 methods method NNS cord-289901-xb1wg3xv 4 5 using use VBG cord-289901-xb1wg3xv 4 6 harmonic harmonic JJ cord-289901-xb1wg3xv 4 7 analysis analysis NN cord-289901-xb1wg3xv 4 8 and and CC cord-289901-xb1wg3xv 4 9 wavelets wavelet NNS cord-289901-xb1wg3xv 4 10 that that IN cord-289901-xb1wg3xv 4 11 we -PRON- PRP cord-289901-xb1wg3xv 4 12 are be VBP cord-289901-xb1wg3xv 4 13 developing develop VBG cord-289901-xb1wg3xv 4 14 - - : cord-289901-xb1wg3xv 4 15 some some DT cord-289901-xb1wg3xv 4 16 of of IN cord-289901-xb1wg3xv 4 17 them -PRON- PRP cord-289901-xb1wg3xv 4 18 recently recently RB cord-289901-xb1wg3xv 4 19 accepted accept VBN cord-289901-xb1wg3xv 4 20 - - : cord-289901-xb1wg3xv 4 21 will will MD cord-289901-xb1wg3xv 4 22 be be VB cord-289901-xb1wg3xv 4 23 of of IN cord-289901-xb1wg3xv 4 24 timely timely JJ cord-289901-xb1wg3xv 4 25 use use NN cord-289901-xb1wg3xv 4 26 . . . cord-289901-xb1wg3xv 5 1 5 5 LS cord-289901-xb1wg3xv 6 1 We -PRON- PRP cord-289901-xb1wg3xv 6 2 propose propose VBP cord-289901-xb1wg3xv 6 3 a a DT cord-289901-xb1wg3xv 6 4 model model NN cord-289901-xb1wg3xv 6 5 - - HYPH cord-289901-xb1wg3xv 6 6 based base VBN cord-289901-xb1wg3xv 6 7 evaluation evaluation NN cord-289901-xb1wg3xv 6 8 of of IN cord-289901-xb1wg3xv 6 9 underreporting underreporting NN cord-289901-xb1wg3xv 6 10 of of IN cord-289901-xb1wg3xv 6 11 coronavirus coronavirus NN cord-289901-xb1wg3xv 6 12 in in IN cord-289901-xb1wg3xv 6 13 various various JJ cord-289901-xb1wg3xv 6 14 countries country NNS cord-289901-xb1wg3xv 6 15 using use VBG cord-289901-xb1wg3xv 6 16 the the DT cord-289901-xb1wg3xv 6 17 methods method NNS cord-289901-xb1wg3xv 6 18 we -PRON- PRP cord-289901-xb1wg3xv 6 19 recently recently RB cord-289901-xb1wg3xv 6 20 developed develop VBD cord-289901-xb1wg3xv 6 21 using use VBG cord-289901-xb1wg3xv 6 22 harmonic harmonic JJ cord-289901-xb1wg3xv 6 23 analysis analysis NN cord-289901-xb1wg3xv 6 24 , , , cord-289901-xb1wg3xv 6 25 5 5 CD cord-289901-xb1wg3xv 6 26 that that WDT cord-289901-xb1wg3xv 6 27 is is RB cord-289901-xb1wg3xv 6 28 , , , cord-289901-xb1wg3xv 6 29 to to TO cord-289901-xb1wg3xv 6 30 develop develop VB cord-289901-xb1wg3xv 6 31 full full JJ cord-289901-xb1wg3xv 6 32 epidemic epidemic NN cord-289901-xb1wg3xv 6 33 data datum NNS cord-289901-xb1wg3xv 6 34 from from IN cord-289901-xb1wg3xv 6 35 partial partial JJ cord-289901-xb1wg3xv 6 36 data datum NNS cord-289901-xb1wg3xv 6 37 ( ( -LRB- cord-289901-xb1wg3xv 6 38 using use VBG cord-289901-xb1wg3xv 6 39 a a DT cord-289901-xb1wg3xv 6 40 wavelet wavelet JJ cord-289901-xb1wg3xv 6 41 approach approach NN cord-289901-xb1wg3xv 6 42 ) ) -RRB- cord-289901-xb1wg3xv 6 43 . . . cord-289901-xb1wg3xv 7 1 However however RB cord-289901-xb1wg3xv 7 2 , , , cord-289901-xb1wg3xv 7 3 the the DT cord-289901-xb1wg3xv 7 4 current current JJ cord-289901-xb1wg3xv 7 5 article article NN cord-289901-xb1wg3xv 7 6 is be VBZ cord-289901-xb1wg3xv 7 7 a a DT cord-289901-xb1wg3xv 7 8 preliminary preliminary JJ cord-289901-xb1wg3xv 7 9 analysis analysis NN cord-289901-xb1wg3xv 7 10 and and CC cord-289901-xb1wg3xv 7 11 modeling modeling NN cord-289901-xb1wg3xv 7 12 was be VBD cord-289901-xb1wg3xv 7 13 done do VBN cord-289901-xb1wg3xv 7 14 using use VBG cord-289901-xb1wg3xv 7 15 the the DT cord-289901-xb1wg3xv 7 16 data datum NNS cord-289901-xb1wg3xv 7 17 available available JJ cord-289901-xb1wg3xv 7 18 as as IN cord-289901-xb1wg3xv 7 19 of of IN cord-289901-xb1wg3xv 7 20 March March NNP cord-289901-xb1wg3xv 7 21 9 9 CD cord-289901-xb1wg3xv 7 22 , , , cord-289901-xb1wg3xv 7 23 2020 2020 CD cord-289901-xb1wg3xv 7 24 . . . cord-289901-xb1wg3xv 8 1 These these DT cord-289901-xb1wg3xv 8 2 data datum NNS cord-289901-xb1wg3xv 8 3 do do VBP cord-289901-xb1wg3xv 8 4 not not RB cord-289901-xb1wg3xv 8 5 represent represent VB cord-289901-xb1wg3xv 8 6 the the DT cord-289901-xb1wg3xv 8 7 pandemic pandemic NN cord-289901-xb1wg3xv 8 8 in in IN cord-289901-xb1wg3xv 8 9 its -PRON- PRP$ cord-289901-xb1wg3xv 8 10 entire entire JJ cord-289901-xb1wg3xv 8 11 scale scale NN cord-289901-xb1wg3xv 8 12 ; ; : cord-289901-xb1wg3xv 8 13 such such JJ cord-289901-xb1wg3xv 8 14 data datum NNS cord-289901-xb1wg3xv 8 15 will will MD cord-289901-xb1wg3xv 8 16 need need VB cord-289901-xb1wg3xv 8 17 to to TO cord-289901-xb1wg3xv 8 18 be be VB cord-289901-xb1wg3xv 8 19 reevaluated reevaluate VBN cord-289901-xb1wg3xv 8 20 when when WRB cord-289901-xb1wg3xv 8 21 the the DT cord-289901-xb1wg3xv 8 22 pandemic pandemic NN cord-289901-xb1wg3xv 8 23 is be VBZ cord-289901-xb1wg3xv 8 24 completely completely RB cord-289901-xb1wg3xv 8 25 controlled control VBN cord-289901-xb1wg3xv 8 26 . . . cord-289901-xb1wg3xv 9 1 However however RB cord-289901-xb1wg3xv 9 2 , , , cord-289901-xb1wg3xv 9 3 our -PRON- PRP$ cord-289901-xb1wg3xv 9 4 predictions prediction NNS cord-289901-xb1wg3xv 9 5 for for IN cord-289901-xb1wg3xv 9 6 underreporting underreporte VBG cord-289901-xb1wg3xv 9 7 as as IN cord-289901-xb1wg3xv 9 8 of of IN cord-289901-xb1wg3xv 9 9 March March NNP cord-289901-xb1wg3xv 9 10 9 9 CD cord-289901-xb1wg3xv 9 11 in in IN cord-289901-xb1wg3xv 9 12 a a DT cord-289901-xb1wg3xv 9 13 couple couple NN cord-289901-xb1wg3xv 9 14 of of IN cord-289901-xb1wg3xv 9 15 European european JJ cord-289901-xb1wg3xv 9 16 countries country NNS cord-289901-xb1wg3xv 9 17 were be VBD cord-289901-xb1wg3xv 9 18 close close JJ cord-289901-xb1wg3xv 9 19 to to IN cord-289901-xb1wg3xv 9 20 the the DT cord-289901-xb1wg3xv 9 21 reported report VBN cord-289901-xb1wg3xv 9 22 number number NN cord-289901-xb1wg3xv 9 23 of of IN cord-289901-xb1wg3xv 9 24 COVID-19 covid-19 JJ cord-289901-xb1wg3xv 9 25 cases case NNS cord-289901-xb1wg3xv 9 26 as as IN cord-289901-xb1wg3xv 9 27 more more JJR cord-289901-xb1wg3xv 9 28 cases case NNS cord-289901-xb1wg3xv 9 29 surfaced surface VBN cord-289901-xb1wg3xv 9 30 from from IN cord-289901-xb1wg3xv 9 31 March March NNP cord-289901-xb1wg3xv 9 32 9 9 CD cord-289901-xb1wg3xv 9 33 to to IN cord-289901-xb1wg3xv 9 34 March March NNP cord-289901-xb1wg3xv 9 35 16 16 CD cord-289901-xb1wg3xv 9 36 , , , cord-289901-xb1wg3xv 9 37 2020 2020 CD cord-289901-xb1wg3xv 9 38 . . . cord-289901-xb1wg3xv 10 1 Wavelets wavelet NNS cord-289901-xb1wg3xv 10 2 of of IN cord-289901-xb1wg3xv 10 3 reported report VBN cord-289901-xb1wg3xv 10 4 cases case NNS cord-289901-xb1wg3xv 10 5 and and CC cord-289901-xb1wg3xv 10 6 adjusted adjust VBN cord-289901-xb1wg3xv 10 7 estimates estimate NNS cord-289901-xb1wg3xv 10 8 with with IN cord-289901-xb1wg3xv 10 9 the the DT cord-289901-xb1wg3xv 10 10 underreported underreported JJ cord-289901-xb1wg3xv 10 11 cases case NNS cord-289901-xb1wg3xv 10 12 are be VBP cord-289901-xb1wg3xv 10 13 shown show VBN cord-289901-xb1wg3xv 10 14 in in IN cord-289901-xb1wg3xv 10 15 Figure figure NN cord-289901-xb1wg3xv 10 16 1 1 CD cord-289901-xb1wg3xv 10 17 . . . cord-289901-xb1wg3xv 11 1 We -PRON- PRP cord-289901-xb1wg3xv 11 2 also also RB cord-289901-xb1wg3xv 11 3 anticipate anticipate VBP cord-289901-xb1wg3xv 11 4 using use VBG cord-289901-xb1wg3xv 11 5 other other JJ cord-289901-xb1wg3xv 11 6 techniques technique NNS cord-289901-xb1wg3xv 11 7 [ [ -LRB- cord-289901-xb1wg3xv 11 8 5 5 CD cord-289901-xb1wg3xv 11 9 ] ] -RRB- cord-289901-xb1wg3xv 11 10 [ [ -LRB- cord-289901-xb1wg3xv 11 11 6 6 CD cord-289901-xb1wg3xv 11 12 ] ] -RRB- cord-289901-xb1wg3xv 11 13 [ [ -LRB- cord-289901-xb1wg3xv 11 14 7 7 CD cord-289901-xb1wg3xv 11 15 ] ] -RRB- cord-289901-xb1wg3xv 11 16 [ [ -LRB- cord-289901-xb1wg3xv 11 17 8 8 CD cord-289901-xb1wg3xv 11 18 ] ] -RRB- cord-289901-xb1wg3xv 11 19 [ [ -LRB- cord-289901-xb1wg3xv 11 20 9 9 CD cord-289901-xb1wg3xv 11 21 ] ] -RRB- cord-289901-xb1wg3xv 12 1 to to TO cord-289901-xb1wg3xv 12 2 further further RB cord-289901-xb1wg3xv 12 3 understand understand VB cord-289901-xb1wg3xv 12 4 the the DT cord-289901-xb1wg3xv 12 5 reporting reporting NN cord-289901-xb1wg3xv 12 6 once once RB cord-289901-xb1wg3xv 12 7 more more JJR cord-289901-xb1wg3xv 12 8 data datum NNS cord-289901-xb1wg3xv 12 9 become become VBP cord-289901-xb1wg3xv 12 10 available available JJ cord-289901-xb1wg3xv 12 11 . . . cord-289901-xb1wg3xv 13 1 We -PRON- PRP cord-289901-xb1wg3xv 13 2 collected collect VBD cord-289901-xb1wg3xv 13 3 COVID-19 covid-19 CD cord-289901-xb1wg3xv 13 4 and and CC cord-289901-xb1wg3xv 13 5 population population NN cord-289901-xb1wg3xv 13 6 data datum NNS cord-289901-xb1wg3xv 13 7 for for IN cord-289901-xb1wg3xv 13 8 each each DT cord-289901-xb1wg3xv 13 9 country country NN cord-289901-xb1wg3xv 13 10 from from IN cord-289901-xb1wg3xv 13 11 the the DT cord-289901-xb1wg3xv 13 12 World World NNP cord-289901-xb1wg3xv 13 13 Health Health NNP cord-289901-xb1wg3xv 13 14 Organization Organization NNP cord-289901-xb1wg3xv 13 15 ( ( -LRB- cord-289901-xb1wg3xv 13 16 WHO who WP cord-289901-xb1wg3xv 13 17 ) ) -RRB- cord-289901-xb1wg3xv 13 18 , , , cord-289901-xb1wg3xv 13 19 1 1 CD cord-289901-xb1wg3xv 13 20 Worldometer Worldometer NNP cord-289901-xb1wg3xv 13 21 , , , cord-289901-xb1wg3xv 13 22 2 2 CD cord-289901-xb1wg3xv 13 23 and and CC cord-289901-xb1wg3xv 13 24 World World NNP cord-289901-xb1wg3xv 13 25 Bank Bank NNP cord-289901-xb1wg3xv 13 26 10 10 CD cord-289901-xb1wg3xv 13 27 sources source NNS cord-289901-xb1wg3xv 13 28 . . . cord-289901-xb1wg3xv 14 1 We -PRON- PRP cord-289901-xb1wg3xv 14 2 used use VBD cord-289901-xb1wg3xv 14 3 population population NN cord-289901-xb1wg3xv 14 4 densities density NNS cord-289901-xb1wg3xv 14 5 , , , cord-289901-xb1wg3xv 14 6 proportion proportion NN cord-289901-xb1wg3xv 14 7 of of IN cord-289901-xb1wg3xv 14 8 the the DT cord-289901-xb1wg3xv 14 9 population population NN cord-289901-xb1wg3xv 14 10 living live VBG cord-289901-xb1wg3xv 14 11 in in IN cord-289901-xb1wg3xv 14 12 urban urban JJ cord-289901-xb1wg3xv 14 13 areas area NNS cord-289901-xb1wg3xv 14 14 , , , cord-289901-xb1wg3xv 14 15 and and CC cord-289901-xb1wg3xv 14 16 populations population NNS cord-289901-xb1wg3xv 14 17 delineated delineate VBN cord-289901-xb1wg3xv 14 18 by by IN cord-289901-xb1wg3xv 14 19 3 3 CD cord-289901-xb1wg3xv 14 20 age age NN cord-289901-xb1wg3xv 14 21 groups group NNS cord-289901-xb1wg3xv 14 22 : : : cord-289901-xb1wg3xv 14 23 0 0 CD cord-289901-xb1wg3xv 14 24 - - SYM cord-289901-xb1wg3xv 14 25 14 14 CD cord-289901-xb1wg3xv 14 26 years year NNS cord-289901-xb1wg3xv 14 27 , , , cord-289901-xb1wg3xv 14 28 15 15 CD cord-289901-xb1wg3xv 14 29 - - SYM cord-289901-xb1wg3xv 14 30 64 64 CD cord-289901-xb1wg3xv 14 31 years year NNS cord-289901-xb1wg3xv 14 32 , , , cord-289901-xb1wg3xv 14 33 and and CC cord-289901-xb1wg3xv 14 34 ≥65 ≥65 NNP cord-289901-xb1wg3xv 14 35 years year NNS cord-289901-xb1wg3xv 14 36 . . . cord-289901-xb1wg3xv 15 1 Furthermore furthermore RB cord-289901-xb1wg3xv 15 2 , , , cord-289901-xb1wg3xv 15 3 we -PRON- PRP cord-289901-xb1wg3xv 15 4 considered consider VBD cord-289901-xb1wg3xv 15 5 daily daily JJ cord-289901-xb1wg3xv 15 6 new new JJ cord-289901-xb1wg3xv 15 7 cases case NNS cord-289901-xb1wg3xv 15 8 ( ( -LRB- cord-289901-xb1wg3xv 15 9 > > NFP cord-289901-xb1wg3xv 15 10 10 10 CD cord-289901-xb1wg3xv 15 11 ) ) -RRB- cord-289901-xb1wg3xv 15 12 up up IN cord-289901-xb1wg3xv 15 13 to to IN cord-289901-xb1wg3xv 15 14 the the DT cord-289901-xb1wg3xv 15 15 first first JJ cord-289901-xb1wg3xv 15 16 reported report VBN cord-289901-xb1wg3xv 15 17 peak peak NN cord-289901-xb1wg3xv 15 18 of of IN cord-289901-xb1wg3xv 15 19 COVID-19 covid-19 JJ cord-289901-xb1wg3xv 15 20 cases case NNS cord-289901-xb1wg3xv 15 21 and and CC cord-289901-xb1wg3xv 15 22 the the DT cord-289901-xb1wg3xv 15 23 corresponding corresponding JJ cord-289901-xb1wg3xv 15 24 date date NN cord-289901-xb1wg3xv 15 25 ranges range VBZ cord-289901-xb1wg3xv 15 26 for for IN cord-289901-xb1wg3xv 15 27 all all PDT cord-289901-xb1wg3xv 15 28 the the DT cord-289901-xb1wg3xv 15 29 countries country NNS cord-289901-xb1wg3xv 15 30 for for IN cord-289901-xb1wg3xv 15 31 which which WDT cord-289901-xb1wg3xv 15 32 such such JJ cord-289901-xb1wg3xv 15 33 data datum NNS cord-289901-xb1wg3xv 15 34 were be VBD cord-289901-xb1wg3xv 15 35 available available JJ cord-289901-xb1wg3xv 15 36 . . . cord-289901-xb1wg3xv 16 1 This this DT cord-289901-xb1wg3xv 16 2 range range NN cord-289901-xb1wg3xv 16 3 of of IN cord-289901-xb1wg3xv 16 4 days day NNS cord-289901-xb1wg3xv 16 5 varied vary VBN cord-289901-xb1wg3xv 16 6 between between IN cord-289901-xb1wg3xv 16 7 8 8 CD cord-289901-xb1wg3xv 16 8 and and CC cord-289901-xb1wg3xv 16 9 16 16 CD cord-289901-xb1wg3xv 16 10 days day NNS cord-289901-xb1wg3xv 16 11 ( ( -LRB- cord-289901-xb1wg3xv 16 12 Table table NN cord-289901-xb1wg3xv 16 13 1 1 CD cord-289901-xb1wg3xv 16 14 ) ) -RRB- cord-289901-xb1wg3xv 16 15 . . . cord-289901-xb1wg3xv 17 1 We -PRON- PRP cord-289901-xb1wg3xv 17 2 use use VBP cord-289901-xb1wg3xv 17 3 2 2 CD cord-289901-xb1wg3xv 17 4 coupled couple VBN cord-289901-xb1wg3xv 17 5 differential differential NN cord-289901-xb1wg3xv 17 6 equations equation NNS cord-289901-xb1wg3xv 17 7 and and CC cord-289901-xb1wg3xv 17 8 the the DT cord-289901-xb1wg3xv 17 9 United United NNP cord-289901-xb1wg3xv 17 10 States States NNP cord-289901-xb1wg3xv 17 11 : : : cord-289901-xb1wg3xv 17 12 0.75 0.75 CD cord-289901-xb1wg3xv 17 13 and and CC cord-289901-xb1wg3xv 17 14 1.5 1.5 CD cord-289901-xb1wg3xv 17 15 . . . cord-289901-xb1wg3xv 18 1 The the DT cord-289901-xb1wg3xv 18 2 difference difference NN cord-289901-xb1wg3xv 18 3 between between IN cord-289901-xb1wg3xv 18 4 model model NN cord-289901-xb1wg3xv 18 5 - - HYPH cord-289901-xb1wg3xv 18 6 predicted predict VBN cord-289901-xb1wg3xv 18 7 numbers number NNS cord-289901-xb1wg3xv 18 8 and and CC cord-289901-xb1wg3xv 18 9 the the DT cord-289901-xb1wg3xv 18 10 actual actual JJ cord-289901-xb1wg3xv 18 11 numbers number NNS cord-289901-xb1wg3xv 18 12 reported report VBN cord-289901-xb1wg3xv 18 13 within within IN cord-289901-xb1wg3xv 18 14 the the DT cord-289901-xb1wg3xv 18 15 range range NN cord-289901-xb1wg3xv 18 16 were be VBD cord-289901-xb1wg3xv 18 17 treated treat VBN cord-289901-xb1wg3xv 18 18 as as IN cord-289901-xb1wg3xv 18 19 underreported underreporte VBN cord-289901-xb1wg3xv 18 20 , , , cord-289901-xb1wg3xv 18 21 which which WDT cord-289901-xb1wg3xv 18 22 includes include VBZ cord-289901-xb1wg3xv 18 23 underdiagnosed underdiagnosed JJ cord-289901-xb1wg3xv 18 24 cases case NNS cord-289901-xb1wg3xv 18 25 . . . cord-289901-xb1wg3xv 19 1 We -PRON- PRP cord-289901-xb1wg3xv 19 2 constructed construct VBD cord-289901-xb1wg3xv 19 3 the the DT cord-289901-xb1wg3xv 19 4 Meyer Meyer NNP cord-289901-xb1wg3xv 19 5 wavelets wavelet NNS cord-289901-xb1wg3xv 19 6 for for IN cord-289901-xb1wg3xv 19 7 the the DT cord-289901-xb1wg3xv 19 8 reported report VBN cord-289901-xb1wg3xv 19 9 and and CC cord-289901-xb1wg3xv 19 10 adjusted adjust VBN cord-289901-xb1wg3xv 19 11 data datum NNS cord-289901-xb1wg3xv 19 12 after after IN cord-289901-xb1wg3xv 19 13 adjusting adjust VBG cord-289901-xb1wg3xv 19 14 the the DT cord-289901-xb1wg3xv 19 15 infected infected JJ cord-289901-xb1wg3xv 19 16 number number NN cord-289901-xb1wg3xv 19 17 in in IN cord-289901-xb1wg3xv 19 18 the the DT cord-289901-xb1wg3xv 19 19 population population NN cord-289901-xb1wg3xv 19 20 for for IN cord-289901-xb1wg3xv 19 21 underreporting underreporte VBG cord-289901-xb1wg3xv 19 22 . . . cord-289901-xb1wg3xv 20 1 The the DT cord-289901-xb1wg3xv 20 2 Meyer Meyer NNP cord-289901-xb1wg3xv 20 3 wavelet wavelet NN cord-289901-xb1wg3xv 20 4 is be VBZ cord-289901-xb1wg3xv 20 5 a a DT cord-289901-xb1wg3xv 20 6 differentiable differentiable JJ cord-289901-xb1wg3xv 20 7 function function NN cord-289901-xb1wg3xv 20 8 , , , cord-289901-xb1wg3xv 20 9 ! ! . cord-289901-xb1wg3xv 21 1 ð ð NNP cord-289901-xb1wg3xv 21 2 Þ Þ NNP cord-289901-xb1wg3xv 21 3 , , , cord-289901-xb1wg3xv 21 4 which which WDT cord-289901-xb1wg3xv 21 5 is be VBZ cord-289901-xb1wg3xv 21 6 infinitely infinitely RB cord-289901-xb1wg3xv 21 7 differentiable differentiable JJ cord-289901-xb1wg3xv 21 8 in in IN cord-289901-xb1wg3xv 21 9 the the DT cord-289901-xb1wg3xv 21 10 domain domain NN cord-289901-xb1wg3xv 21 11 with with IN cord-289901-xb1wg3xv 21 12 a a DT cord-289901-xb1wg3xv 21 13 function function NN cord-289901-xb1wg3xv 21 14 u u NN cord-289901-xb1wg3xv 21 15 as as IN cord-289901-xb1wg3xv 21 16 follows follow VBZ cord-289901-xb1wg3xv 21 17 : : : cord-289901-xb1wg3xv 21 18 Table table NN cord-289901-xb1wg3xv 21 19 1 1 CD cord-289901-xb1wg3xv 21 20 . . . cord-289901-xb1wg3xv 22 1 Here here RB cord-289901-xb1wg3xv 22 2 , , , cord-289901-xb1wg3xv 22 3 u u NN cord-289901-xb1wg3xv 22 4 x x NN cord-289901-xb1wg3xv 22 5 ð ð NN cord-289901-xb1wg3xv 22 6 Þ þ NN cord-289901-xb1wg3xv 22 7 ¼ ¼ CD cord-289901-xb1wg3xv 22 8 0 0 NFP cord-289901-xb1wg3xv 22 9 for for IN cord-289901-xb1wg3xv 22 10 x<0 x<0 NNP cord-289901-xb1wg3xv 22 11 , , , cord-289901-xb1wg3xv 22 12 u u NN cord-289901-xb1wg3xv 22 13 x x NN cord-289901-xb1wg3xv 22 14 ð ð NN cord-289901-xb1wg3xv 22 15 Þ þ NN cord-289901-xb1wg3xv 23 1 ¼ ¼ NNP cord-289901-xb1wg3xv 23 2 x x NNP cord-289901-xb1wg3xv 23 3 for for IN cord-289901-xb1wg3xv 23 4 x x SYM cord-289901-xb1wg3xv 23 5 2 2 CD cord-289901-xb1wg3xv 23 6 0 0 CD cord-289901-xb1wg3xv 23 7 ; ; : cord-289901-xb1wg3xv 23 8 1 1 CD cord-289901-xb1wg3xv 23 9 ð ð NN cord-289901-xb1wg3xv 23 10 Þ þ NN cord-289901-xb1wg3xv 23 11 , , , cord-289901-xb1wg3xv 23 12 and and CC cord-289901-xb1wg3xv 23 13 u u NN cord-289901-xb1wg3xv 23 14 x x NN cord-289901-xb1wg3xv 23 15 ð ð NN cord-289901-xb1wg3xv 23 16 Þ Þ NNP cord-289901-xb1wg3xv 23 17 ¼ ¼ NN cord-289901-xb1wg3xv 23 18 1 1 CD cord-289901-xb1wg3xv 23 19 for for IN cord-289901-xb1wg3xv 23 20 x1 x1 NN cord-289901-xb1wg3xv 24 1 For for IN cord-289901-xb1wg3xv 24 2 further further JJ cord-289901-xb1wg3xv 24 3 details detail NNS cord-289901-xb1wg3xv 24 4 , , , cord-289901-xb1wg3xv 24 5 please please UH cord-289901-xb1wg3xv 24 6 refer refer VB cord-289901-xb1wg3xv 24 7 to to IN cord-289901-xb1wg3xv 24 8 Krantz Krantz NNP cord-289901-xb1wg3xv 24 9 et et NNP cord-289901-xb1wg3xv 24 10 al al NNP cord-289901-xb1wg3xv 24 11 5 5 CD cord-289901-xb1wg3xv 24 12 and and CC cord-289901-xb1wg3xv 24 13 Krantz Krantz NNP cord-289901-xb1wg3xv 24 14 . . . cord-289901-xb1wg3xv 25 1 9 9 CD cord-289901-xb1wg3xv 26 1 As as IN cord-289901-xb1wg3xv 26 2 of of IN cord-289901-xb1wg3xv 26 3 March March NNP cord-289901-xb1wg3xv 26 4 16 16 CD cord-289901-xb1wg3xv 26 5 , , , cord-289901-xb1wg3xv 26 6 2020 2020 CD cord-289901-xb1wg3xv 26 7 , , , cord-289901-xb1wg3xv 26 8 we -PRON- PRP cord-289901-xb1wg3xv 26 9 did do VBD cord-289901-xb1wg3xv 26 10 not not RB cord-289901-xb1wg3xv 26 11 have have VB cord-289901-xb1wg3xv 26 12 enough enough JJ cord-289901-xb1wg3xv 26 13 data datum NNS cord-289901-xb1wg3xv 26 14 on on IN cord-289901-xb1wg3xv 26 15 COVID-19 covid-19 JJ cord-289901-xb1wg3xv 26 16 transmissibility transmissibility NN cord-289901-xb1wg3xv 26 17 rates rate NNS cord-289901-xb1wg3xv 26 18 from from IN cord-289901-xb1wg3xv 26 19 infected infect VBN cord-289901-xb1wg3xv 26 20 to to IN cord-289901-xb1wg3xv 26 21 uninfected uninfected JJ cord-289901-xb1wg3xv 26 22 persons person NNS cord-289901-xb1wg3xv 26 23 based base VBN cord-289901-xb1wg3xv 26 24 on on IN cord-289901-xb1wg3xv 26 25 migration migration NN cord-289901-xb1wg3xv 26 26 of of IN cord-289901-xb1wg3xv 26 27 populations population NNS cord-289901-xb1wg3xv 26 28 to to TO cord-289901-xb1wg3xv 26 29 construct construct VB cord-289901-xb1wg3xv 26 30 countrywide countrywide JJ cord-289901-xb1wg3xv 26 31 networks network NNS cord-289901-xb1wg3xv 26 32 . . . cord-289901-xb1wg3xv 27 1 We -PRON- PRP cord-289901-xb1wg3xv 27 2 also also RB cord-289901-xb1wg3xv 27 3 had have VBD cord-289901-xb1wg3xv 27 4 no no DT cord-289901-xb1wg3xv 27 5 clear clear JJ cord-289901-xb1wg3xv 27 6 idea idea NN cord-289901-xb1wg3xv 27 7 of of IN cord-289901-xb1wg3xv 27 8 the the DT cord-289901-xb1wg3xv 27 9 duration duration NN cord-289901-xb1wg3xv 27 10 that that WDT cord-289901-xb1wg3xv 27 11 SARS SARS NNP cord-289901-xb1wg3xv 27 12 - - HYPH cord-289901-xb1wg3xv 27 13 CoV-2 CoV-2 NNP cord-289901-xb1wg3xv 27 14 virus virus NN cord-289901-xb1wg3xv 27 15 remains remain VBZ cord-289901-xb1wg3xv 27 16 active active JJ cord-289901-xb1wg3xv 27 17 on on IN cord-289901-xb1wg3xv 27 18 nonliving nonlive VBG cord-289901-xb1wg3xv 27 19 surfaces surface NNS cord-289901-xb1wg3xv 27 20 such such JJ cord-289901-xb1wg3xv 27 21 as as IN cord-289901-xb1wg3xv 27 22 plastics plastic NNS cord-289901-xb1wg3xv 27 23 , , , cord-289901-xb1wg3xv 27 24 metals metal NNS cord-289901-xb1wg3xv 27 25 , , , cord-289901-xb1wg3xv 27 26 paper paper NN cord-289901-xb1wg3xv 27 27 , , , cord-289901-xb1wg3xv 27 28 etc etc FW cord-289901-xb1wg3xv 27 29 ; ; : cord-289901-xb1wg3xv 27 30 thus thus RB cord-289901-xb1wg3xv 27 31 , , , cord-289901-xb1wg3xv 27 32 we -PRON- PRP cord-289901-xb1wg3xv 27 33 did do VBD cord-289901-xb1wg3xv 27 34 not not RB cord-289901-xb1wg3xv 27 35 consider consider VB cord-289901-xb1wg3xv 27 36 the the DT cord-289901-xb1wg3xv 27 37 interaction interaction NN cord-289901-xb1wg3xv 27 38 between between IN cord-289901-xb1wg3xv 27 39 humans human NNS cord-289901-xb1wg3xv 27 40 and and CC cord-289901-xb1wg3xv 27 41 nonliving nonlive VBG cord-289901-xb1wg3xv 27 42 surfaces surface NNS cord-289901-xb1wg3xv 27 43 . . . cord-289901-xb1wg3xv 28 1 Mathematical mathematical JJ cord-289901-xb1wg3xv 28 2 modeling modeling NN cord-289901-xb1wg3xv 28 3 can can MD cord-289901-xb1wg3xv 28 4 be be VB cord-289901-xb1wg3xv 28 5 made make VBN cord-289901-xb1wg3xv 28 6 more more RBR cord-289901-xb1wg3xv 28 7 complex complex JJ cord-289901-xb1wg3xv 28 8 by by IN cord-289901-xb1wg3xv 28 9 adding add VBG cord-289901-xb1wg3xv 28 10 more more JJR cord-289901-xb1wg3xv 28 11 parameters parameter NNS cord-289901-xb1wg3xv 28 12 , , , cord-289901-xb1wg3xv 28 13 but but CC cord-289901-xb1wg3xv 28 14 caution caution NN cord-289901-xb1wg3xv 28 15 is be VBZ cord-289901-xb1wg3xv 28 16 necessary necessary JJ cord-289901-xb1wg3xv 28 17 to to TO cord-289901-xb1wg3xv 28 18 ensure ensure VB cord-289901-xb1wg3xv 28 19 that that IN cord-289901-xb1wg3xv 28 20 these these DT cord-289901-xb1wg3xv 28 21 studies study NNS cord-289901-xb1wg3xv 28 22 are be VBP cord-289901-xb1wg3xv 28 23 well well RB cord-289901-xb1wg3xv 28 24 designed design VBN cord-289901-xb1wg3xv 28 25 and and CC cord-289901-xb1wg3xv 28 26 that that IN cord-289901-xb1wg3xv 28 27 these these DT cord-289901-xb1wg3xv 28 28 parameters parameter NNS cord-289901-xb1wg3xv 28 29 use use VBP cord-289901-xb1wg3xv 28 30 readily readily RB cord-289901-xb1wg3xv 28 31 available available JJ cord-289901-xb1wg3xv 28 32 , , , cord-289901-xb1wg3xv 28 33 scientifically scientifically RB cord-289901-xb1wg3xv 28 34 collected collect VBN cord-289901-xb1wg3xv 28 35 data datum NNS cord-289901-xb1wg3xv 28 36 . . . cord-289901-xb1wg3xv 29 1 Once once IN cord-289901-xb1wg3xv 29 2 we -PRON- PRP cord-289901-xb1wg3xv 29 3 obtain obtain VBP cord-289901-xb1wg3xv 29 4 more more JJR cord-289901-xb1wg3xv 29 5 data datum NNS cord-289901-xb1wg3xv 29 6 on on IN cord-289901-xb1wg3xv 29 7 the the DT cord-289901-xb1wg3xv 29 8 duration duration NN cord-289901-xb1wg3xv 29 9 of of IN cord-289901-xb1wg3xv 29 10 COVID-19 COVID-19 NNP cord-289901-xb1wg3xv 29 11 living live VBG cord-289901-xb1wg3xv 29 12 on on IN cord-289901-xb1wg3xv 29 13 nonliving nonlive VBG cord-289901-xb1wg3xv 29 14 surfaces surface NNS cord-289901-xb1wg3xv 29 15 , , , cord-289901-xb1wg3xv 29 16 we -PRON- PRP cord-289901-xb1wg3xv 29 17 can can MD cord-289901-xb1wg3xv 29 18 build build VB cord-289901-xb1wg3xv 29 19 more more JJR cord-289901-xb1wg3xv 29 20 complex complex JJ cord-289901-xb1wg3xv 29 21 models model NNS cord-289901-xb1wg3xv 29 22 with with IN cord-289901-xb1wg3xv 29 23 more more JJR cord-289901-xb1wg3xv 29 24 parameters parameter NNS cord-289901-xb1wg3xv 29 25 . . . cord-289901-xb1wg3xv 30 1 WHO who WP cord-289901-xb1wg3xv 30 2 situational situational JJ cord-289901-xb1wg3xv 30 3 report-49 report-49 . cord-289901-xb1wg3xv 31 1 Identification identification NN cord-289901-xb1wg3xv 31 2 of of IN cord-289901-xb1wg3xv 31 3 COVID-19 COVID-19 NNP cord-289901-xb1wg3xv 31 4 can can MD cord-289901-xb1wg3xv 31 5 be be VB cord-289901-xb1wg3xv 31 6 quicker quick JJR cord-289901-xb1wg3xv 31 7 through through IN cord-289901-xb1wg3xv 31 8 artificial artificial JJ cord-289901-xb1wg3xv 31 9 intelligence intelligence NN cord-289901-xb1wg3xv 31 10 framework framework NN cord-289901-xb1wg3xv 31 11 using use VBG cord-289901-xb1wg3xv 31 12 a a DT cord-289901-xb1wg3xv 31 13 mobile mobile JJ cord-289901-xb1wg3xv 31 14 phone phone NN cord-289901-xb1wg3xv 31 15 - - HYPH cord-289901-xb1wg3xv 31 16 based base VBN cord-289901-xb1wg3xv 31 17 survey survey NN cord-289901-xb1wg3xv 31 18 in in IN cord-289901-xb1wg3xv 31 19 the the DT cord-289901-xb1wg3xv 31 20 populations population NNS cord-289901-xb1wg3xv 31 21 when when WRB cord-289901-xb1wg3xv 31 22 cities city NNS cord-289901-xb1wg3xv 31 23 and and CC cord-289901-xb1wg3xv 31 24 towns town NNS cord-289901-xb1wg3xv 31 25 are be VBP cord-289901-xb1wg3xv 31 26 under under IN cord-289901-xb1wg3xv 31 27 quarantine quarantine NN cord-289901-xb1wg3xv 31 28 Nowcasting Nowcasting NNP cord-289901-xb1wg3xv 31 29 and and CC cord-289901-xb1wg3xv 31 30 forecasting forecast VBG cord-289901-xb1wg3xv 31 31 the the DT cord-289901-xb1wg3xv 31 32 potential potential JJ cord-289901-xb1wg3xv 31 33 domestic domestic JJ cord-289901-xb1wg3xv 31 34 and and CC cord-289901-xb1wg3xv 31 35 international international JJ cord-289901-xb1wg3xv 31 36 spread spread NN cord-289901-xb1wg3xv 31 37 of of IN cord-289901-xb1wg3xv 31 38 the the DT cord-289901-xb1wg3xv 31 39 2019-nCoV 2019-ncov CD cord-289901-xb1wg3xv 31 40 outbreak outbreak NN cord-289901-xb1wg3xv 31 41 originating originate VBG cord-289901-xb1wg3xv 31 42 in in IN cord-289901-xb1wg3xv 31 43 Wuhan Wuhan NNP cord-289901-xb1wg3xv 31 44 , , , cord-289901-xb1wg3xv 31 45 China China NNP cord-289901-xb1wg3xv 31 46 : : : cord-289901-xb1wg3xv 31 47 a a DT cord-289901-xb1wg3xv 31 48 modelling modelling NN cord-289901-xb1wg3xv 31 49 study study NN cord-289901-xb1wg3xv 32 1 True true JJ cord-289901-xb1wg3xv 32 2 epidemic epidemic JJ cord-289901-xb1wg3xv 32 3 growth growth NN cord-289901-xb1wg3xv 32 4 construction construction NN cord-289901-xb1wg3xv 32 5 through through IN cord-289901-xb1wg3xv 32 6 harmonic harmonic JJ cord-289901-xb1wg3xv 32 7 analysis analysis NN cord-289901-xb1wg3xv 33 1 Understanding understand VBG cord-289901-xb1wg3xv 33 2 theoretically theoretically RB cord-289901-xb1wg3xv 33 3 the the DT cord-289901-xb1wg3xv 33 4 impact impact NN cord-289901-xb1wg3xv 33 5 of of IN cord-289901-xb1wg3xv 33 6 reporting reporting NN cord-289901-xb1wg3xv 33 7 of of IN cord-289901-xb1wg3xv 33 8 disease disease NN cord-289901-xb1wg3xv 33 9 cases case NNS cord-289901-xb1wg3xv 33 10 in in IN cord-289901-xb1wg3xv 33 11 epidemiology epidemiology NN cord-289901-xb1wg3xv 33 12 Underreporting underreporting NN cord-289901-xb1wg3xv 33 13 and and CC cord-289901-xb1wg3xv 33 14 case case NN cord-289901-xb1wg3xv 33 15 fatality fatality NN cord-289901-xb1wg3xv 33 16 estimates estimate NNS cord-289901-xb1wg3xv 33 17 for for IN cord-289901-xb1wg3xv 33 18 emerging emerge VBG cord-289901-xb1wg3xv 33 19 epidemics epidemic NNS cord-289901-xb1wg3xv 33 20 Modelling model VBG cord-289901-xb1wg3xv 33 21 underreporting underreporte VBG cord-289901-xb1wg3xv 33 22 in in IN cord-289901-xb1wg3xv 33 23 epidemics epidemic NNS cord-289901-xb1wg3xv 34 1 A a DT cord-289901-xb1wg3xv 34 2 Panorama Panorama NNP cord-289901-xb1wg3xv 34 3 of of IN cord-289901-xb1wg3xv 34 4 Harmonic Harmonic NNP cord-289901-xb1wg3xv 34 5 Analysis Analysis NNP cord-289901-xb1wg3xv 34 6 . . . cord-289901-xb1wg3xv 35 1 The the DT cord-289901-xb1wg3xv 35 2 Carus Carus NNP cord-289901-xb1wg3xv 35 3 Mathematical Mathematical NNP cord-289901-xb1wg3xv 35 4 Monographs Monographs NNPS cord-289901-xb1wg3xv 36 1 The the DT cord-289901-xb1wg3xv 36 2 World World NNP cord-289901-xb1wg3xv 36 3 Bank Bank NNP cord-289901-xb1wg3xv 36 4 Open Open NNP cord-289901-xb1wg3xv 36 5 Data Data NNP cord-289901-xb1wg3xv 36 6 website website NN cord-289901-xb1wg3xv 36 7 Acknowledgments acknowledgment NNS cord-289901-xb1wg3xv 36 8 . . . cord-289901-xb1wg3xv 37 1 We -PRON- PRP cord-289901-xb1wg3xv 37 2 thank thank VBP cord-289901-xb1wg3xv 37 3 the the DT cord-289901-xb1wg3xv 37 4 journal journal NN cord-289901-xb1wg3xv 37 5 's 's POS cord-289901-xb1wg3xv 37 6 Editor Editor NNP cord-289901-xb1wg3xv 37 7 - - HYPH cord-289901-xb1wg3xv 37 8 in in IN cord-289901-xb1wg3xv 37 9 - - HYPH cord-289901-xb1wg3xv 37 10 Chief Chief NNP cord-289901-xb1wg3xv 37 11 , , , cord-289901-xb1wg3xv 37 12 Associate Associate NNP cord-289901-xb1wg3xv 37 13 Editor Editor NNP cord-289901-xb1wg3xv 37 14 ( ( -LRB- cord-289901-xb1wg3xv 37 15 Handling handling NN cord-289901-xb1wg3xv 37 16 ) ) -RRB- cord-289901-xb1wg3xv 37 17 , , , cord-289901-xb1wg3xv 37 18 and and CC cord-289901-xb1wg3xv 37 19 the the DT cord-289901-xb1wg3xv 37 20 Statistical Statistical NNP cord-289901-xb1wg3xv 37 21 Consultant Consultant NNP cord-289901-xb1wg3xv 37 22 for for IN cord-289901-xb1wg3xv 37 23 their -PRON- PRP$ cord-289901-xb1wg3xv 37 24 constructive constructive JJ cord-289901-xb1wg3xv 37 25 comments comment NNS cord-289901-xb1wg3xv 37 26 . . . cord-289901-xb1wg3xv 38 1 Financial financial JJ cord-289901-xb1wg3xv 38 2 support support NN cord-289901-xb1wg3xv 38 3 . . . cord-289901-xb1wg3xv 39 1 No no DT cord-289901-xb1wg3xv 39 2 financial financial JJ cord-289901-xb1wg3xv 39 3 support support NN cord-289901-xb1wg3xv 39 4 was be VBD cord-289901-xb1wg3xv 39 5 provided provide VBN cord-289901-xb1wg3xv 39 6 relevant relevant JJ cord-289901-xb1wg3xv 39 7 to to IN cord-289901-xb1wg3xv 39 8 this this DT cord-289901-xb1wg3xv 39 9 article article NN cord-289901-xb1wg3xv 39 10 . . . cord-289901-xb1wg3xv 40 1 Authors author NNS cord-289901-xb1wg3xv 40 2 contributions contribution NNS cord-289901-xb1wg3xv 40 3 . . . cord-289901-xb1wg3xv 41 1 Both both DT cord-289901-xb1wg3xv 41 2 the the DT cord-289901-xb1wg3xv 41 3 authors author NNS cord-289901-xb1wg3xv 41 4 contributed contribute VBD cord-289901-xb1wg3xv 41 5 in in IN cord-289901-xb1wg3xv 41 6 writing writing NN cord-289901-xb1wg3xv 41 7 . . . cord-289901-xb1wg3xv 42 1 ASRS ASRS NNP cord-289901-xb1wg3xv 42 2 Rao Rao NNP cord-289901-xb1wg3xv 42 3 designed design VBD cord-289901-xb1wg3xv 42 4 the the DT cord-289901-xb1wg3xv 42 5 study study NN cord-289901-xb1wg3xv 42 6 , , , cord-289901-xb1wg3xv 42 7 developed develop VBD cord-289901-xb1wg3xv 42 8 the the DT cord-289901-xb1wg3xv 42 9 methods method NNS cord-289901-xb1wg3xv 42 10 , , , cord-289901-xb1wg3xv 42 11 collected collect VBD cord-289901-xb1wg3xv 42 12 data datum NNS cord-289901-xb1wg3xv 42 13 , , , cord-289901-xb1wg3xv 42 14 performed perform VBN cord-289901-xb1wg3xv 42 15 analysis analysis NN cord-289901-xb1wg3xv 42 16 , , , cord-289901-xb1wg3xv 42 17 computing computing NN cord-289901-xb1wg3xv 42 18 , , , cord-289901-xb1wg3xv 42 19 wrote write VBD cord-289901-xb1wg3xv 42 20 the the DT cord-289901-xb1wg3xv 42 21 first first JJ cord-289901-xb1wg3xv 42 22 draft draft NN cord-289901-xb1wg3xv 42 23 . . . cord-289901-xb1wg3xv 43 1 SG SG NNP cord-289901-xb1wg3xv 43 2 Krantz Krantz NNP cord-289901-xb1wg3xv 43 3 designed design VBD cord-289901-xb1wg3xv 43 4 the the DT cord-289901-xb1wg3xv 43 5 study study NN cord-289901-xb1wg3xv 43 6 , , , cord-289901-xb1wg3xv 43 7 contributed contribute VBD cord-289901-xb1wg3xv 43 8 in in IN cord-289901-xb1wg3xv 43 9 writing writing NN cord-289901-xb1wg3xv 43 10 , , , cord-289901-xb1wg3xv 43 11 performed perform VBD cord-289901-xb1wg3xv 43 12 analysis analysis NN cord-289901-xb1wg3xv 43 13 , , , cord-289901-xb1wg3xv 43 14 editing edit VBG cord-289901-xb1wg3xv 43 15 the the DT cord-289901-xb1wg3xv 43 16 draft draft NN cord-289901-xb1wg3xv 43 17 . . .