id sid tid token lemma pos cord-280942-ej8fx52u 1 1 key key NN cord-280942-ej8fx52u 1 2 : : : cord-280942-ej8fx52u 1 3 cord-280942-ej8fx52u cord-280942-ej8fx52u . cord-280942-ej8fx52u 2 1 authors author NNS cord-280942-ej8fx52u 2 2 : : : cord-280942-ej8fx52u 2 3 Daunizeau Daunizeau NNP cord-280942-ej8fx52u 2 4 , , , cord-280942-ej8fx52u 2 5 J. J. NNP cord-280942-ej8fx52u 2 6 ; ; : cord-280942-ej8fx52u 2 7 Moran Moran NNP cord-280942-ej8fx52u 2 8 , , , cord-280942-ej8fx52u 2 9 R. R. NNP cord-280942-ej8fx52u 2 10 J. J. NNP cord-280942-ej8fx52u 2 11 ; ; : cord-280942-ej8fx52u 2 12 Mattout Mattout NNP cord-280942-ej8fx52u 2 13 , , , cord-280942-ej8fx52u 2 14 J. J. NNP cord-280942-ej8fx52u 2 15 ; ; : cord-280942-ej8fx52u 2 16 Friston Friston NNP cord-280942-ej8fx52u 2 17 , , , cord-280942-ej8fx52u 2 18 K. K. NNP cord-280942-ej8fx52u 2 19 title title NN cord-280942-ej8fx52u 2 20 : : : cord-280942-ej8fx52u 3 1 On on IN cord-280942-ej8fx52u 3 2 the the DT cord-280942-ej8fx52u 3 3 reliability reliability NN cord-280942-ej8fx52u 3 4 of of IN cord-280942-ej8fx52u 3 5 model model NN cord-280942-ej8fx52u 3 6 - - HYPH cord-280942-ej8fx52u 3 7 based base VBN cord-280942-ej8fx52u 3 8 predictions prediction NNS cord-280942-ej8fx52u 3 9 in in IN cord-280942-ej8fx52u 3 10 the the DT cord-280942-ej8fx52u 3 11 context context NN cord-280942-ej8fx52u 3 12 of of IN cord-280942-ej8fx52u 3 13 the the DT cord-280942-ej8fx52u 3 14 current current JJ cord-280942-ej8fx52u 3 15 COVID covid JJ cord-280942-ej8fx52u 3 16 epidemic epidemic NN cord-280942-ej8fx52u 3 17 event event NN cord-280942-ej8fx52u 3 18 : : : cord-280942-ej8fx52u 3 19 impact impact NN cord-280942-ej8fx52u 3 20 of of IN cord-280942-ej8fx52u 3 21 outbreak outbreak NN cord-280942-ej8fx52u 3 22 peak peak NN cord-280942-ej8fx52u 3 23 phase phase NN cord-280942-ej8fx52u 3 24 and and CC cord-280942-ej8fx52u 3 25 data data NN cord-280942-ej8fx52u 3 26 paucity paucity NN cord-280942-ej8fx52u 3 27 date date NN cord-280942-ej8fx52u 3 28 : : : cord-280942-ej8fx52u 3 29 2020 2020 CD cord-280942-ej8fx52u 3 30 - - HYPH cord-280942-ej8fx52u 3 31 04 04 CD cord-280942-ej8fx52u 3 32 - - HYPH cord-280942-ej8fx52u 3 33 29 29 CD cord-280942-ej8fx52u 3 34 journal journal NN cord-280942-ej8fx52u 3 35 : : : cord-280942-ej8fx52u 4 1 nan nan NNP cord-280942-ej8fx52u 4 2 DOI DOI NNP cord-280942-ej8fx52u 4 3 : : : cord-280942-ej8fx52u 4 4 10.1101/2020.04.24.20078485 10.1101/2020.04.24.20078485 CD cord-280942-ej8fx52u 4 5 sha sha NNP cord-280942-ej8fx52u 4 6 : : : cord-280942-ej8fx52u 5 1 ebe2921e0a4e7a91076887a03a26e88805679ebb ebe2921e0a4e7a91076887a03a26e88805679ebb NNP cord-280942-ej8fx52u 5 2 doc_id doc_id CD cord-280942-ej8fx52u 5 3 : : : cord-280942-ej8fx52u 6 1 280942 280942 CD cord-280942-ej8fx52u 6 2 cord_uid cord_uid NNS cord-280942-ej8fx52u 6 3 : : : cord-280942-ej8fx52u 7 1 ej8fx52u ej8fx52u NNP cord-280942-ej8fx52u 8 1 The the DT cord-280942-ej8fx52u 8 2 pandemic pandemic NN cord-280942-ej8fx52u 8 3 spread spread VBD cord-280942-ej8fx52u 8 4 of of IN cord-280942-ej8fx52u 8 5 the the DT cord-280942-ej8fx52u 8 6 COVID-19 COVID-19 NNP cord-280942-ej8fx52u 8 7 virus virus NN cord-280942-ej8fx52u 8 8 has have VBZ cord-280942-ej8fx52u 8 9 , , , cord-280942-ej8fx52u 8 10 as as IN cord-280942-ej8fx52u 8 11 of of IN cord-280942-ej8fx52u 8 12 20th 20th NN cord-280942-ej8fx52u 8 13 of of IN cord-280942-ej8fx52u 8 14 April April NNP cord-280942-ej8fx52u 8 15 2020 2020 CD cord-280942-ej8fx52u 8 16 , , , cord-280942-ej8fx52u 8 17 reached reach VBD cord-280942-ej8fx52u 8 18 most most JJS cord-280942-ej8fx52u 8 19 countries country NNS cord-280942-ej8fx52u 8 20 of of IN cord-280942-ej8fx52u 8 21 the the DT cord-280942-ej8fx52u 8 22 world world NN cord-280942-ej8fx52u 8 23 . . . cord-280942-ej8fx52u 9 1 In in IN cord-280942-ej8fx52u 9 2 an an DT cord-280942-ej8fx52u 9 3 effort effort NN cord-280942-ej8fx52u 9 4 to to TO cord-280942-ej8fx52u 9 5 design design VB cord-280942-ej8fx52u 9 6 informed inform VBN cord-280942-ej8fx52u 9 7 public public JJ cord-280942-ej8fx52u 9 8 health health NN cord-280942-ej8fx52u 9 9 policies policy NNS cord-280942-ej8fx52u 9 10 , , , cord-280942-ej8fx52u 9 11 many many JJ cord-280942-ej8fx52u 9 12 modelling modelling NN cord-280942-ej8fx52u 9 13 studies study NNS cord-280942-ej8fx52u 9 14 have have VBP cord-280942-ej8fx52u 9 15 been be VBN cord-280942-ej8fx52u 9 16 performed perform VBN cord-280942-ej8fx52u 9 17 to to TO cord-280942-ej8fx52u 9 18 predict predict VB cord-280942-ej8fx52u 9 19 crucial crucial JJ cord-280942-ej8fx52u 9 20 outcomes outcome NNS cord-280942-ej8fx52u 9 21 of of IN cord-280942-ej8fx52u 9 22 interest interest NN cord-280942-ej8fx52u 9 23 , , , cord-280942-ej8fx52u 9 24 including include VBG cord-280942-ej8fx52u 9 25 ICU ICU NNP cord-280942-ej8fx52u 9 26 solicitation solicitation NN cord-280942-ej8fx52u 9 27 , , , cord-280942-ej8fx52u 9 28 cumulated cumulate VBN cord-280942-ej8fx52u 9 29 death death NN cord-280942-ej8fx52u 9 30 counts count NNS cord-280942-ej8fx52u 9 31 , , , cord-280942-ej8fx52u 9 32 etc etc FW cord-280942-ej8fx52u 9 33 ... ... : cord-280942-ej8fx52u 10 1 The the DT cord-280942-ej8fx52u 10 2 corresponding correspond VBG cord-280942-ej8fx52u 10 3 data data NN cord-280942-ej8fx52u 10 4 analyses analysis NNS cord-280942-ej8fx52u 10 5 however however RB cord-280942-ej8fx52u 10 6 , , , cord-280942-ej8fx52u 10 7 mostly mostly RB cord-280942-ej8fx52u 10 8 rely rely VB cord-280942-ej8fx52u 10 9 on on IN cord-280942-ej8fx52u 10 10 restricted restrict VBN cord-280942-ej8fx52u 10 11 ( ( -LRB- cord-280942-ej8fx52u 10 12 openly openly RB cord-280942-ej8fx52u 10 13 available available JJ cord-280942-ej8fx52u 10 14 ) ) -RRB- cord-280942-ej8fx52u 10 15 data datum NNS cord-280942-ej8fx52u 10 16 sources source NNS cord-280942-ej8fx52u 10 17 , , , cord-280942-ej8fx52u 10 18 which which WDT cord-280942-ej8fx52u 10 19 typically typically RB cord-280942-ej8fx52u 10 20 include include VBP cord-280942-ej8fx52u 10 21 daily daily JJ cord-280942-ej8fx52u 10 22 death death NN cord-280942-ej8fx52u 10 23 rates rate NNS cord-280942-ej8fx52u 10 24 and and CC cord-280942-ej8fx52u 10 25 confirmed confirm VBD cord-280942-ej8fx52u 10 26 COVID COVID NNP cord-280942-ej8fx52u 10 27 cases case NNS cord-280942-ej8fx52u 10 28 time time NN cord-280942-ej8fx52u 10 29 series series NN cord-280942-ej8fx52u 10 30 . . . cord-280942-ej8fx52u 11 1 In in IN cord-280942-ej8fx52u 11 2 addition addition NN cord-280942-ej8fx52u 11 3 , , , cord-280942-ej8fx52u 11 4 many many JJ cord-280942-ej8fx52u 11 5 of of IN cord-280942-ej8fx52u 11 6 these these DT cord-280942-ej8fx52u 11 7 predictions prediction NNS cord-280942-ej8fx52u 11 8 are be VBP cord-280942-ej8fx52u 11 9 derived derive VBN cord-280942-ej8fx52u 11 10 before before IN cord-280942-ej8fx52u 11 11 the the DT cord-280942-ej8fx52u 11 12 peak peak NN cord-280942-ej8fx52u 11 13 of of IN cord-280942-ej8fx52u 11 14 the the DT cord-280942-ej8fx52u 11 15 outbreak outbreak NN cord-280942-ej8fx52u 11 16 has have VBZ cord-280942-ej8fx52u 11 17 been be VBN cord-280942-ej8fx52u 11 18 observed observe VBN cord-280942-ej8fx52u 11 19 yet yet RB cord-280942-ej8fx52u 11 20 ( ( -LRB- cord-280942-ej8fx52u 11 21 as as IN cord-280942-ej8fx52u 11 22 is be VBZ cord-280942-ej8fx52u 11 23 still still RB cord-280942-ej8fx52u 11 24 currently currently RB cord-280942-ej8fx52u 11 25 the the DT cord-280942-ej8fx52u 11 26 case case NN cord-280942-ej8fx52u 11 27 for for IN cord-280942-ej8fx52u 11 28 many many JJ cord-280942-ej8fx52u 11 29 countries country NNS cord-280942-ej8fx52u 11 30 ) ) -RRB- cord-280942-ej8fx52u 11 31 . . . cord-280942-ej8fx52u 12 1 In in IN cord-280942-ej8fx52u 12 2 this this DT cord-280942-ej8fx52u 12 3 work work NN cord-280942-ej8fx52u 12 4 , , , cord-280942-ej8fx52u 12 5 we -PRON- PRP cord-280942-ej8fx52u 12 6 show show VBP cord-280942-ej8fx52u 12 7 that that IN cord-280942-ej8fx52u 12 8 peak peak NN cord-280942-ej8fx52u 12 9 phase phase NN cord-280942-ej8fx52u 12 10 and and CC cord-280942-ej8fx52u 12 11 data datum NNS cord-280942-ej8fx52u 12 12 paucity paucity NN cord-280942-ej8fx52u 12 13 have have VBP cord-280942-ej8fx52u 12 14 a a DT cord-280942-ej8fx52u 12 15 substantial substantial JJ cord-280942-ej8fx52u 12 16 impact impact NN cord-280942-ej8fx52u 12 17 on on IN cord-280942-ej8fx52u 12 18 the the DT cord-280942-ej8fx52u 12 19 reliability reliability NN cord-280942-ej8fx52u 12 20 of of IN cord-280942-ej8fx52u 12 21 model model NN cord-280942-ej8fx52u 12 22 predictions prediction NNS cord-280942-ej8fx52u 12 23 . . . cord-280942-ej8fx52u 13 1 Although although IN cord-280942-ej8fx52u 13 2 we -PRON- PRP cord-280942-ej8fx52u 13 3 focus focus VBP cord-280942-ej8fx52u 13 4 on on IN cord-280942-ej8fx52u 13 5 a a DT cord-280942-ej8fx52u 13 6 recent recent JJ cord-280942-ej8fx52u 13 7 model model NN cord-280942-ej8fx52u 13 8 of of IN cord-280942-ej8fx52u 13 9 the the DT cord-280942-ej8fx52u 13 10 COVID COVID NNP cord-280942-ej8fx52u 13 11 pandemics pandemic NNS cord-280942-ej8fx52u 13 12 , , , cord-280942-ej8fx52u 13 13 our -PRON- PRP$ cord-280942-ej8fx52u 13 14 conclusions conclusion NNS cord-280942-ej8fx52u 13 15 most most RBS cord-280942-ej8fx52u 13 16 likely likely RB cord-280942-ej8fx52u 13 17 apply apply VBP cord-280942-ej8fx52u 13 18 to to IN cord-280942-ej8fx52u 13 19 most most JJS cord-280942-ej8fx52u 13 20 existing existing JJ cord-280942-ej8fx52u 13 21 models model NNS cord-280942-ej8fx52u 13 22 , , , cord-280942-ej8fx52u 13 23 which which WDT cord-280942-ej8fx52u 13 24 are be VBP cord-280942-ej8fx52u 13 25 variants variant NNS cord-280942-ej8fx52u 13 26 of of IN cord-280942-ej8fx52u 13 27 the the DT cord-280942-ej8fx52u 13 28 so so RB cord-280942-ej8fx52u 13 29 - - HYPH cord-280942-ej8fx52u 13 30 called call VBN cord-280942-ej8fx52u 13 31 ' ' `` cord-280942-ej8fx52u 13 32 Susceptible susceptible JJ cord-280942-ej8fx52u 13 33 - - HYPH cord-280942-ej8fx52u 13 34 Infected Infected NNP cord-280942-ej8fx52u 13 35 - - HYPH cord-280942-ej8fx52u 13 36 Removed remove VBN cord-280942-ej8fx52u 13 37 ' ' '' cord-280942-ej8fx52u 13 38 or or CC cord-280942-ej8fx52u 13 39 SIR SIR NNP cord-280942-ej8fx52u 13 40 framework framework NN cord-280942-ej8fx52u 13 41 . . . cord-280942-ej8fx52u 14 1 Our -PRON- PRP$ cord-280942-ej8fx52u 14 2 results result NNS cord-280942-ej8fx52u 14 3 highlight highlight VBP cord-280942-ej8fx52u 14 4 the the DT cord-280942-ej8fx52u 14 5 need need NN cord-280942-ej8fx52u 14 6 for for IN cord-280942-ej8fx52u 14 7 performing perform VBG cord-280942-ej8fx52u 14 8 systematic systematic JJ cord-280942-ej8fx52u 14 9 reliability reliability NN cord-280942-ej8fx52u 14 10 evaluations evaluation NNS cord-280942-ej8fx52u 14 11 for for IN cord-280942-ej8fx52u 14 12 all all DT cord-280942-ej8fx52u 14 13 models model NNS cord-280942-ej8fx52u 14 14 that that WDT cord-280942-ej8fx52u 14 15 currently currently RB cord-280942-ej8fx52u 14 16 inform inform VBP cord-280942-ej8fx52u 14 17 public public JJ cord-280942-ej8fx52u 14 18 health health NN cord-280942-ej8fx52u 14 19 policies policy NNS cord-280942-ej8fx52u 14 20 . . . cord-280942-ej8fx52u 15 1 They -PRON- PRP cord-280942-ej8fx52u 15 2 also also RB cord-280942-ej8fx52u 15 3 motivate motivate VBP cord-280942-ej8fx52u 15 4 a a DT cord-280942-ej8fx52u 15 5 plea plea NN cord-280942-ej8fx52u 15 6 for for IN cord-280942-ej8fx52u 15 7 gathering gathering NN cord-280942-ej8fx52u 15 8 and and CC cord-280942-ej8fx52u 15 9 opening open VBG cord-280942-ej8fx52u 15 10 richer rich JJR cord-280942-ej8fx52u 15 11 and and CC cord-280942-ej8fx52u 15 12 more more RBR cord-280942-ej8fx52u 15 13 reliable reliable JJ cord-280942-ej8fx52u 15 14 data data NN cord-280942-ej8fx52u 15 15 time time NN cord-280942-ej8fx52u 15 16 series series NN cord-280942-ej8fx52u 15 17 ( ( -LRB- cord-280942-ej8fx52u 15 18 e.g. e.g. RB cord-280942-ej8fx52u 15 19 , , , cord-280942-ej8fx52u 15 20 ICU ICU NNP cord-280942-ej8fx52u 15 21 occupancy occupancy NN cord-280942-ej8fx52u 15 22 , , , cord-280942-ej8fx52u 15 23 negative negative JJ cord-280942-ej8fx52u 15 24 test test NN cord-280942-ej8fx52u 15 25 rates rate NNS cord-280942-ej8fx52u 15 26 , , , cord-280942-ej8fx52u 15 27 social social JJ cord-280942-ej8fx52u 15 28 distancing distance VBG cord-280942-ej8fx52u 15 29 commitment commitment NN cord-280942-ej8fx52u 15 30 reports report NNS cord-280942-ej8fx52u 15 31 , , , cord-280942-ej8fx52u 15 32 etc etc FW cord-280942-ej8fx52u 15 33 ) ) -RRB- cord-280942-ej8fx52u 15 34 . . . cord-280942-ej8fx52u 16 1 As as IN cord-280942-ej8fx52u 16 2 with with IN cord-280942-ej8fx52u 16 3 the the DT cord-280942-ej8fx52u 16 4 situation situation NN cord-280942-ej8fx52u 16 5 almost almost RB cord-280942-ej8fx52u 16 6 exactly exactly RB cord-280942-ej8fx52u 16 7 one one CD cord-280942-ej8fx52u 16 8 hundred hundred CD cord-280942-ej8fx52u 16 9 years year NNS cord-280942-ej8fx52u 16 10 ago ago RB cord-280942-ej8fx52u 16 11 -with -with VBG cord-280942-ej8fx52u 16 12 the the DT cord-280942-ej8fx52u 16 13 Spanish spanish JJ cord-280942-ej8fx52u 16 14 flu flu NN cord-280942-ej8fx52u 16 15 - - : cord-280942-ej8fx52u 16 16 the the DT cord-280942-ej8fx52u 16 17 pandemic pandemic NN cord-280942-ej8fx52u 16 18 spread spread NN cord-280942-ej8fx52u 16 19 of of IN cord-280942-ej8fx52u 16 20 the the DT cord-280942-ej8fx52u 16 21 COVID-19 COVID-19 NNP cord-280942-ej8fx52u 16 22 virus virus NN cord-280942-ej8fx52u 16 23 has have VBZ cord-280942-ej8fx52u 16 24 , , , cord-280942-ej8fx52u 16 25 as as IN cord-280942-ej8fx52u 16 26 of of IN cord-280942-ej8fx52u 16 27 20 20 CD cord-280942-ej8fx52u 16 28 th th CD cord-280942-ej8fx52u 16 29 of of IN cord-280942-ej8fx52u 16 30 April April NNP cord-280942-ej8fx52u 16 31 2020 2020 CD cord-280942-ej8fx52u 16 32 , , , cord-280942-ej8fx52u 16 33 reached reach VBD cord-280942-ej8fx52u 16 34 most most JJS cord-280942-ej8fx52u 16 35 countries country NNS cord-280942-ej8fx52u 16 36 around around IN cord-280942-ej8fx52u 16 37 the the DT cord-280942-ej8fx52u 16 38 world world NN cord-280942-ej8fx52u 16 39 ( ( -LRB- cord-280942-ej8fx52u 16 40 Johnson Johnson NNP cord-280942-ej8fx52u 16 41 and and CC cord-280942-ej8fx52u 16 42 Mueller Mueller NNP cord-280942-ej8fx52u 16 43 , , , cord-280942-ej8fx52u 16 44 2002 2002 CD cord-280942-ej8fx52u 16 45 ) ) -RRB- cord-280942-ej8fx52u 16 46 . . . cord-280942-ej8fx52u 17 1 The the DT cord-280942-ej8fx52u 17 2 entire entire JJ cord-280942-ej8fx52u 17 3 scientific scientific JJ cord-280942-ej8fx52u 17 4 community community NN cord-280942-ej8fx52u 17 5 is be VBZ cord-280942-ej8fx52u 17 6 now now RB cord-280942-ej8fx52u 17 7 addressing address VBG cord-280942-ej8fx52u 17 8 the the DT cord-280942-ej8fx52u 17 9 many many JJ cord-280942-ej8fx52u 17 10 issues issue NNS cord-280942-ej8fx52u 17 11 that that WDT cord-280942-ej8fx52u 17 12 the the DT cord-280942-ej8fx52u 17 13 virus virus NN cord-280942-ej8fx52u 17 14 poses pose VBZ cord-280942-ej8fx52u 17 15 , , , cord-280942-ej8fx52u 17 16 with with IN cord-280942-ej8fx52u 17 17 an an DT cord-280942-ej8fx52u 17 18 unprecedented unprecedented JJ cord-280942-ej8fx52u 17 19 collaborative collaborative JJ cord-280942-ej8fx52u 17 20 spirit spirit NN cord-280942-ej8fx52u 17 21 . . . cord-280942-ej8fx52u 18 1 One one CD cord-280942-ej8fx52u 18 2 of of IN cord-280942-ej8fx52u 18 3 these these DT cord-280942-ej8fx52u 18 4 issues issue NNS cord-280942-ej8fx52u 18 5 is be VBZ cord-280942-ej8fx52u 18 6 of of IN cord-280942-ej8fx52u 18 7 primary primary JJ cord-280942-ej8fx52u 18 8 importance importance NN cord-280942-ej8fx52u 18 9 for for IN cord-280942-ej8fx52u 18 10 guiding guide VBG cord-280942-ej8fx52u 18 11 national national JJ cord-280942-ej8fx52u 18 12 and and CC cord-280942-ej8fx52u 18 13 international international JJ cord-280942-ej8fx52u 18 14 decision decision NN cord-280942-ej8fx52u 18 15 makers maker NNS cord-280942-ej8fx52u 18 16 : : : cord-280942-ej8fx52u 18 17 namely namely RB cord-280942-ej8fx52u 18 18 , , , cord-280942-ej8fx52u 18 19 predicting predict VBG cord-280942-ej8fx52u 18 20 the the DT cord-280942-ej8fx52u 18 21 health health NN cord-280942-ej8fx52u 18 22 requirements requirement NNS cord-280942-ej8fx52u 18 23 and and CC cord-280942-ej8fx52u 18 24 outcomes outcome NNS cord-280942-ej8fx52u 18 25 of of IN cord-280942-ej8fx52u 18 26 the the DT cord-280942-ej8fx52u 18 27 current current JJ cord-280942-ej8fx52u 18 28 epidemiologic epidemiologic JJ cord-280942-ej8fx52u 18 29 event event NN cord-280942-ej8fx52u 19 1 ( ( -LRB- cord-280942-ej8fx52u 19 2 Siedner Siedner NNP cord-280942-ej8fx52u 19 3 et et NNP cord-280942-ej8fx52u 19 4 al al NNP cord-280942-ej8fx52u 19 5 . . NNP cord-280942-ej8fx52u 19 6 , , , cord-280942-ej8fx52u 19 7 2020 2020 CD cord-280942-ej8fx52u 19 8 ; ; : cord-280942-ej8fx52u 19 9 Wang Wang NNP cord-280942-ej8fx52u 19 10 , , , cord-280942-ej8fx52u 19 11 2020 2020 CD cord-280942-ej8fx52u 19 12 ) ) -RRB- cord-280942-ej8fx52u 19 13 . . . cord-280942-ej8fx52u 20 1 Over over IN cord-280942-ej8fx52u 20 2 the the DT cord-280942-ej8fx52u 20 3 past past JJ cord-280942-ej8fx52u 20 4 two two CD cord-280942-ej8fx52u 20 5 months month NNS cord-280942-ej8fx52u 20 6 , , , cord-280942-ej8fx52u 20 7 about about RB cord-280942-ej8fx52u 20 8 a a DT cord-280942-ej8fx52u 20 9 thousand thousand CD cord-280942-ej8fx52u 20 10 modelling modelling NN cord-280942-ej8fx52u 20 11 papers paper NNS cord-280942-ej8fx52u 20 12 have have VBP cord-280942-ej8fx52u 20 13 been be VBN cord-280942-ej8fx52u 20 14 deposited deposit VBN cord-280942-ej8fx52u 20 15 on on IN cord-280942-ej8fx52u 20 16 preprint preprint NN cord-280942-ej8fx52u 20 17 servers server NNS cord-280942-ej8fx52u 20 18 such such JJ cord-280942-ej8fx52u 20 19 as as IN cord-280942-ej8fx52u 20 20 ArXiv ArXiv NNP cord-280942-ej8fx52u 20 21 or or CC cord-280942-ej8fx52u 20 22 MedRXiv MedRXiv NNP cord-280942-ej8fx52u 21 1 ( ( -LRB- cord-280942-ej8fx52u 21 2 Nature nature NN cord-280942-ej8fx52u 21 3 , , , cord-280942-ej8fx52u 21 4 2020 2020 CD cord-280942-ej8fx52u 21 5 ) ) -RRB- cord-280942-ej8fx52u 21 6 . . . cord-280942-ej8fx52u 22 1 This this DT cord-280942-ej8fx52u 22 2 , , , cord-280942-ej8fx52u 22 3 if if IN cord-280942-ej8fx52u 22 4 anything anything NN cord-280942-ej8fx52u 22 5 , , , cord-280942-ej8fx52u 22 6 demonstrates demonstrate VBZ cord-280942-ej8fx52u 22 7 how how WRB cord-280942-ej8fx52u 22 8 fast fast JJ cord-280942-ej8fx52u 22 9 and and CC cord-280942-ej8fx52u 22 10 efficiently efficiently RB cord-280942-ej8fx52u 22 11 the the DT cord-280942-ej8fx52u 22 12 scientific scientific JJ cord-280942-ej8fx52u 22 13 community community NN cord-280942-ej8fx52u 22 14 can can MD cord-280942-ej8fx52u 22 15 be be VB cord-280942-ej8fx52u 22 16 set set VBN cord-280942-ej8fx52u 22 17 in in IN cord-280942-ej8fx52u 22 18 motion motion NN cord-280942-ej8fx52u 22 19 towards towards IN cord-280942-ej8fx52u 22 20 a a DT cord-280942-ej8fx52u 22 21 common common JJ cord-280942-ej8fx52u 22 22 goal goal NN cord-280942-ej8fx52u 22 23 . . . cord-280942-ej8fx52u 23 1 However however RB cord-280942-ej8fx52u 23 2 , , , cord-280942-ej8fx52u 23 3 it -PRON- PRP cord-280942-ej8fx52u 23 4 is be VBZ cord-280942-ej8fx52u 23 5 now now RB cord-280942-ej8fx52u 23 6 apparent apparent JJ cord-280942-ej8fx52u 23 7 that that IN cord-280942-ej8fx52u 23 8 models model NNS cord-280942-ej8fx52u 23 9 have have VBP cord-280942-ej8fx52u 23 10 not not RB cord-280942-ej8fx52u 23 11 reached reach VBN cord-280942-ej8fx52u 23 12 consensus consensus NN cord-280942-ej8fx52u 23 13 , , . cord-280942-ej8fx52u 24 1 e.g. e.g. RB cord-280942-ej8fx52u 24 2 , , , cord-280942-ej8fx52u 24 3 when when WRB cord-280942-ej8fx52u 24 4 it -PRON- PRP cord-280942-ej8fx52u 24 5 comes come VBZ cord-280942-ej8fx52u 24 6 to to IN cord-280942-ej8fx52u 24 7 predicting predict VBG cord-280942-ej8fx52u 24 8 the the DT cord-280942-ej8fx52u 24 9 population population NN cord-280942-ej8fx52u 24 10 levels level NNS cord-280942-ej8fx52u 24 11 acquired acquire VBD cord-280942-ej8fx52u 24 12 immunity immunity NN cord-280942-ej8fx52u 24 13 within within IN cord-280942-ej8fx52u 24 14 the the DT cord-280942-ej8fx52u 24 15 next next JJ cord-280942-ej8fx52u 24 16 months month NNS cord-280942-ej8fx52u 24 17 . . . cord-280942-ej8fx52u 25 1 This this DT cord-280942-ej8fx52u 25 2 is be VBZ cord-280942-ej8fx52u 25 3 unfortunate unfortunate JJ cord-280942-ej8fx52u 25 4 , , , cord-280942-ej8fx52u 25 5 since since IN cord-280942-ej8fx52u 25 6 thisand thisand NN cord-280942-ej8fx52u 25 7 related related JJ cord-280942-ej8fx52u 25 8 predictions prediction NNS cord-280942-ej8fx52u 25 9 - - , cord-280942-ej8fx52u 25 10 are be VBP cord-280942-ej8fx52u 25 11 critical critical JJ cord-280942-ej8fx52u 25 12 for for IN cord-280942-ej8fx52u 25 13 designing design VBG cord-280942-ej8fx52u 25 14 suppression suppression NN cord-280942-ej8fx52u 25 15 or or CC cord-280942-ej8fx52u 25 16 mitigation mitigation NN cord-280942-ej8fx52u 25 17 strategies strategy NNS cord-280942-ej8fx52u 25 18 that that WDT cord-280942-ej8fx52u 25 19 aim aim VBP cord-280942-ej8fx52u 25 20 at at IN cord-280942-ej8fx52u 25 21 limiting limit VBG cord-280942-ej8fx52u 25 22 the the DT cord-280942-ej8fx52u 25 23 human human JJ cord-280942-ej8fx52u 25 24 cost cost NN cord-280942-ej8fx52u 25 25 of of IN cord-280942-ej8fx52u 25 26 the the DT cord-280942-ej8fx52u 25 27 current current JJ cord-280942-ej8fx52u 25 28 pandemic pandemic NN cord-280942-ej8fx52u 26 1 ( ( -LRB- cord-280942-ej8fx52u 26 2 Canabarro Canabarro NNP cord-280942-ej8fx52u 26 3 et et FW cord-280942-ej8fx52u 26 4 al al NNP cord-280942-ej8fx52u 26 5 . . . cord-280942-ej8fx52u 27 1 , , , cord-280942-ej8fx52u 27 2 2020 2020 CD cord-280942-ej8fx52u 27 3 ; ; : cord-280942-ej8fx52u 27 4 James James NNP cord-280942-ej8fx52u 27 5 et et NNP cord-280942-ej8fx52u 27 6 al al NNP cord-280942-ej8fx52u 27 7 . . NNP cord-280942-ej8fx52u 27 8 , , , cord-280942-ej8fx52u 27 9 2020 2020 CD cord-280942-ej8fx52u 27 10 ; ; : cord-280942-ej8fx52u 27 11 Rodriguez Rodriguez NNP cord-280942-ej8fx52u 27 12 et et NNP cord-280942-ej8fx52u 27 13 al al NNP cord-280942-ej8fx52u 27 14 . . NNP cord-280942-ej8fx52u 27 15 , , , cord-280942-ej8fx52u 27 16 2020 2020 CD cord-280942-ej8fx52u 27 17 ) ) -RRB- cord-280942-ej8fx52u 27 18 . . . cord-280942-ej8fx52u 28 1 Most Most JJS cord-280942-ej8fx52u 28 2 models model NNS cord-280942-ej8fx52u 28 3 that that WDT cord-280942-ej8fx52u 28 4 attempt attempt VBP cord-280942-ej8fx52u 28 5 to to TO cord-280942-ej8fx52u 28 6 furnish furnish VB cord-280942-ej8fx52u 28 7 such such JJ cord-280942-ej8fx52u 28 8 predictions prediction NNS cord-280942-ej8fx52u 28 9 are be VBP cord-280942-ej8fx52u 28 10 variants variant NNS cord-280942-ej8fx52u 28 11 of of IN cord-280942-ej8fx52u 28 12 the the DT cord-280942-ej8fx52u 28 13 SIR SIR NNP cord-280942-ej8fx52u 28 14 framework framework NN cord-280942-ej8fx52u 28 15 ( ( -LRB- cord-280942-ej8fx52u 28 16 Kermack Kermack NNP cord-280942-ej8fx52u 28 17 et et NNP cord-280942-ej8fx52u 28 18 al al NNP cord-280942-ej8fx52u 28 19 . . NNP cord-280942-ej8fx52u 28 20 , , , cord-280942-ej8fx52u 28 21 1927 1927 CD cord-280942-ej8fx52u 28 22 ) ) -RRB- cord-280942-ej8fx52u 28 23 . . . cord-280942-ej8fx52u 29 1 In in IN cord-280942-ej8fx52u 29 2 brief brief NN cord-280942-ej8fx52u 29 3 , , , cord-280942-ej8fx52u 29 4 these these DT cord-280942-ej8fx52u 29 5 models model NNS cord-280942-ej8fx52u 29 6 assume assume VBP cord-280942-ej8fx52u 29 7 that that IN cord-280942-ej8fx52u 29 8 the the DT cord-280942-ej8fx52u 29 9 population population NN cord-280942-ej8fx52u 29 10 is be VBZ cord-280942-ej8fx52u 29 11 divided divide VBN cord-280942-ej8fx52u 29 12 into into IN cord-280942-ej8fx52u 29 13 , , , cord-280942-ej8fx52u 29 14 e.g. e.g. RB cord-280942-ej8fx52u 29 15 , , , cord-280942-ej8fx52u 29 16 ' ' '' cord-280942-ej8fx52u 29 17 Susceptible susceptible JJ cord-280942-ej8fx52u 29 18 ' ' '' cord-280942-ej8fx52u 29 19 , , , cord-280942-ej8fx52u 29 20 ' ' `` cord-280942-ej8fx52u 29 21 Infected infect VBN cord-280942-ej8fx52u 29 22 ' ' '' cord-280942-ej8fx52u 29 23 , , , cord-280942-ej8fx52u 29 24 and and CC cord-280942-ej8fx52u 29 25 ' ' '' cord-280942-ej8fx52u 29 26 Removed remove VBN cord-280942-ej8fx52u 29 27 1 1 CD cord-280942-ej8fx52u 29 28 ' ' '' cord-280942-ej8fx52u 29 29 compartments compartment NNS cord-280942-ej8fx52u 29 30 , , , cord-280942-ej8fx52u 29 31 through through IN cord-280942-ej8fx52u 29 32 which which WDT cord-280942-ej8fx52u 29 33 individuals individual NNS cord-280942-ej8fx52u 29 34 transit transit NN cord-280942-ej8fx52u 29 35 at at IN cord-280942-ej8fx52u 29 36 a a DT cord-280942-ej8fx52u 29 37 pace pace NN cord-280942-ej8fx52u 29 38 that that WDT cord-280942-ej8fx52u 29 39 is be VBZ cord-280942-ej8fx52u 29 40 characteristic characteristic JJ cord-280942-ej8fx52u 29 41 of of IN cord-280942-ej8fx52u 29 42 the the DT cord-280942-ej8fx52u 29 43 time time NN cord-280942-ej8fx52u 29 44 course course NN cord-280942-ej8fx52u 29 45 of of IN cord-280942-ej8fx52u 29 46 the the DT cord-280942-ej8fx52u 29 47 infection infection NN cord-280942-ej8fx52u 29 48 and and CC cord-280942-ej8fx52u 29 49 associated associated JJ cord-280942-ej8fx52u 29 50 socio socio JJ cord-280942-ej8fx52u 29 51 - - HYPH cord-280942-ej8fx52u 29 52 medical medical JJ cord-280942-ej8fx52u 29 53 measures measure NNS cord-280942-ej8fx52u 29 54 . . . cord-280942-ej8fx52u 30 1 Under under IN cord-280942-ej8fx52u 30 2 mild mild JJ cord-280942-ej8fx52u 30 3 assumptions assumption NNS cord-280942-ej8fx52u 30 4 , , , cord-280942-ej8fx52u 30 5 all all DT cord-280942-ej8fx52u 30 6 SIR SIR NNP cord-280942-ej8fx52u 30 7 models model NNS cord-280942-ej8fx52u 30 8 predict predict VBP cord-280942-ej8fx52u 30 9 that that IN cord-280942-ej8fx52u 30 10 the the DT cord-280942-ej8fx52u 30 11 population population NN cord-280942-ej8fx52u 30 12 dynamics dynamic NNS cord-280942-ej8fx52u 30 13 will will MD cord-280942-ej8fx52u 30 14 eventually eventually RB cord-280942-ej8fx52u 30 15 reach reach VB cord-280942-ej8fx52u 30 16 so so RB cord-280942-ej8fx52u 30 17 - - HYPH cord-280942-ej8fx52u 30 18 called call VBN cord-280942-ej8fx52u 30 19 ' ' `` cord-280942-ej8fx52u 30 20 disease disease NN cord-280942-ej8fx52u 30 21 - - HYPH cord-280942-ej8fx52u 30 22 free free JJ cord-280942-ej8fx52u 30 23 equilibria equilibrium NNS cord-280942-ej8fx52u 30 24 ' ' '' cord-280942-ej8fx52u 30 25 , , , cord-280942-ej8fx52u 30 26 which which WDT cord-280942-ej8fx52u 30 27 signal signal VBP cord-280942-ej8fx52u 30 28 the the DT cord-280942-ej8fx52u 30 29 end end NN cord-280942-ej8fx52u 30 30 of of IN cord-280942-ej8fx52u 30 31 the the DT cord-280942-ej8fx52u 30 32 epidemic epidemic JJ cord-280942-ej8fx52u 30 33 outbreak outbreak NN cord-280942-ej8fx52u 30 34 by by IN cord-280942-ej8fx52u 30 35 exhaustion exhaustion NN cord-280942-ej8fx52u 30 36 of of IN cord-280942-ej8fx52u 30 37 the the DT cord-280942-ej8fx52u 30 38 ' ' `` cord-280942-ej8fx52u 30 39 susceptible susceptible JJ cord-280942-ej8fx52u 30 40 ' ' '' cord-280942-ej8fx52u 30 41 compartment compartment NN cord-280942-ej8fx52u 30 42 . . . cord-280942-ej8fx52u 31 1 This this DT cord-280942-ej8fx52u 31 2 means mean VBZ cord-280942-ej8fx52u 31 3 that that IN cord-280942-ej8fx52u 31 4 the the DT cord-280942-ej8fx52u 31 5 signature signature NN cord-280942-ej8fx52u 31 6 of of IN cord-280942-ej8fx52u 31 7 an an DT cord-280942-ej8fx52u 31 8 epidemic epidemic NN cord-280942-ej8fx52u 31 9 lies lie VBZ cord-280942-ej8fx52u 31 10 in in IN cord-280942-ej8fx52u 31 11 the the DT cord-280942-ej8fx52u 31 12 transient transient JJ cord-280942-ej8fx52u 31 13 dynamics dynamic NNS cord-280942-ej8fx52u 31 14 of of IN cord-280942-ej8fx52u 31 15 observable observable JJ cord-280942-ej8fx52u 31 16 health health NN cord-280942-ej8fx52u 31 17 reports report NNS cord-280942-ej8fx52u 31 18 such such JJ cord-280942-ej8fx52u 31 19 as as IN cord-280942-ej8fx52u 31 20 confirmed confirm VBN cord-280942-ej8fx52u 31 21 case case NN cord-280942-ej8fx52u 31 22 numbers number NNS cord-280942-ej8fx52u 31 23 and and CC cord-280942-ej8fx52u 31 24 mortalities mortality NNS cord-280942-ej8fx52u 31 25 . . . cord-280942-ej8fx52u 32 1 These these DT cord-280942-ej8fx52u 32 2 models model NNS cord-280942-ej8fx52u 32 3 have have VBP cord-280942-ej8fx52u 32 4 proven prove VBN cord-280942-ej8fx52u 32 5 very very RB cord-280942-ej8fx52u 32 6 useful useful JJ cord-280942-ej8fx52u 32 7 in in IN cord-280942-ej8fx52u 32 8 predicting predict VBG cord-280942-ej8fx52u 32 9 , , , cord-280942-ej8fx52u 32 10 e.g. e.g. RB cord-280942-ej8fx52u 32 11 , , , cord-280942-ej8fx52u 32 12 the the DT cord-280942-ej8fx52u 32 13 prevalence prevalence NN cord-280942-ej8fx52u 32 14 or or CC cord-280942-ej8fx52u 32 15 the the DT cord-280942-ej8fx52u 32 16 duration duration NN cord-280942-ej8fx52u 32 17 of of IN cord-280942-ej8fx52u 32 18 an an DT cord-280942-ej8fx52u 32 19 epidemic epidemic NN cord-280942-ej8fx52u 32 20 . . . cord-280942-ej8fx52u 33 1 When when WRB cord-280942-ej8fx52u 33 2 properly properly RB cord-280942-ej8fx52u 33 3 adjusted adjust VBN cord-280942-ej8fx52u 33 4 to to IN cord-280942-ej8fx52u 33 5 observable observable JJ cord-280942-ej8fx52u 33 6 epidemiologic epidemiologic JJ cord-280942-ej8fx52u 33 7 data datum NNS cord-280942-ej8fx52u 33 8 , , , cord-280942-ej8fx52u 33 9 they -PRON- PRP cord-280942-ej8fx52u 33 10 also also RB cord-280942-ej8fx52u 33 11 can can MD cord-280942-ej8fx52u 33 12 serve serve VB cord-280942-ej8fx52u 33 13 to to TO cord-280942-ej8fx52u 33 14 predict predict VB cord-280942-ej8fx52u 33 15 the the DT cord-280942-ej8fx52u 33 16 impact impact NN cord-280942-ej8fx52u 33 17 of of IN cord-280942-ej8fx52u 33 18 candidate candidate NN cord-280942-ej8fx52u 33 19 health health NN cord-280942-ej8fx52u 33 20 policies policy NNS cord-280942-ej8fx52u 33 21 such such JJ cord-280942-ej8fx52u 33 22 as as IN cord-280942-ej8fx52u 33 23 vaccination vaccination NN cord-280942-ej8fx52u 33 24 or or CC cord-280942-ej8fx52u 33 25 social social JJ cord-280942-ej8fx52u 33 26 distancing distancing NN cord-280942-ej8fx52u 33 27 ( ( -LRB- cord-280942-ej8fx52u 33 28 Ganem Ganem NNP cord-280942-ej8fx52u 33 29 et et FW cord-280942-ej8fx52u 33 30 al al NNP cord-280942-ej8fx52u 33 31 . . . cord-280942-ej8fx52u 34 1 , , , cord-280942-ej8fx52u 34 2 2020 2020 CD cord-280942-ej8fx52u 34 3 ; ; : cord-280942-ej8fx52u 34 4 Jeria Jeria NNP cord-280942-ej8fx52u 34 5 et et NNP cord-280942-ej8fx52u 34 6 al al NNP cord-280942-ej8fx52u 34 7 . . NNP cord-280942-ej8fx52u 34 8 , , , cord-280942-ej8fx52u 34 9 2020 2020 CD cord-280942-ej8fx52u 34 10 ; ; : cord-280942-ej8fx52u 34 11 Kissler Kissler NNP cord-280942-ej8fx52u 34 12 et et NNP cord-280942-ej8fx52u 34 13 al al NNP cord-280942-ej8fx52u 34 14 . . NNP cord-280942-ej8fx52u 34 15 , , , cord-280942-ej8fx52u 34 16 2020 2020 CD cord-280942-ej8fx52u 35 1 ; ; : cord-280942-ej8fx52u 35 2 Moghadas Moghadas NNP cord-280942-ej8fx52u 35 3 et et NNP cord-280942-ej8fx52u 35 4 al al NNP cord-280942-ej8fx52u 35 5 . . NNP cord-280942-ej8fx52u 35 6 , , , cord-280942-ej8fx52u 35 7 2020 2020 CD cord-280942-ej8fx52u 35 8 ) ) -RRB- cord-280942-ej8fx52u 35 9 . . . cord-280942-ej8fx52u 36 1 Given give VBN cord-280942-ej8fx52u 36 2 the the DT cord-280942-ej8fx52u 36 3 past past JJ cord-280942-ej8fx52u 36 4 success success NN cord-280942-ej8fx52u 36 5 of of IN cord-280942-ej8fx52u 36 6 these these DT cord-280942-ej8fx52u 36 7 models model NNS cord-280942-ej8fx52u 36 8 , , , cord-280942-ej8fx52u 36 9 it -PRON- PRP cord-280942-ej8fx52u 36 10 may may MD cord-280942-ej8fx52u 36 11 then then RB cord-280942-ej8fx52u 36 12 come come VB cord-280942-ej8fx52u 36 13 as as IN cord-280942-ej8fx52u 36 14 a a DT cord-280942-ej8fx52u 36 15 surprise surprise NN cord-280942-ej8fx52u 36 16 that that IN cord-280942-ej8fx52u 36 17 , , , cord-280942-ej8fx52u 36 18 despite despite IN cord-280942-ej8fx52u 36 19 relying rely VBG cord-280942-ej8fx52u 36 20 on on IN cord-280942-ej8fx52u 36 21 the the DT cord-280942-ej8fx52u 36 22 same same JJ cord-280942-ej8fx52u 36 23 data datum NNS cord-280942-ej8fx52u 36 24 sources source NNS cord-280942-ej8fx52u 36 25 , , , cord-280942-ej8fx52u 36 26 these these DT cord-280942-ej8fx52u 36 27 models model NNS cord-280942-ej8fx52u 36 28 do do VBP cord-280942-ej8fx52u 36 29 not not RB cord-280942-ej8fx52u 36 30 make make VB cord-280942-ej8fx52u 36 31 the the DT cord-280942-ej8fx52u 36 32 same same JJ cord-280942-ej8fx52u 36 33 predictions prediction NNS cord-280942-ej8fx52u 36 34 . . . cord-280942-ej8fx52u 37 1 In in IN cord-280942-ej8fx52u 37 2 this this DT cord-280942-ej8fx52u 37 3 note note NN cord-280942-ej8fx52u 37 4 , , , cord-280942-ej8fx52u 37 5 we -PRON- PRP cord-280942-ej8fx52u 37 6 argue argue VBP cord-280942-ej8fx52u 37 7 that that IN cord-280942-ej8fx52u 37 8 this this DT cord-280942-ej8fx52u 37 9 lack lack NN cord-280942-ej8fx52u 37 10 of of IN cord-280942-ej8fx52u 37 11 consensus consensus NN cord-280942-ej8fx52u 37 12 arises arise VBZ cord-280942-ej8fx52u 37 13 because because IN cord-280942-ej8fx52u 37 14 modellers modeller NNS cord-280942-ej8fx52u 37 15 use use VBP cord-280942-ej8fx52u 37 16 the the DT cord-280942-ej8fx52u 37 17 same same JJ cord-280942-ej8fx52u 37 18 dataset dataset NN cord-280942-ej8fx52u 37 19 2 2 CD cord-280942-ej8fx52u 37 20 , , , cord-280942-ej8fx52u 37 21 which which WDT cord-280942-ej8fx52u 37 22 comprises comprise VBZ cord-280942-ej8fx52u 37 23 cumulative cumulative JJ cord-280942-ej8fx52u 37 24 counts count NNS cord-280942-ej8fx52u 37 25 of of IN cord-280942-ej8fx52u 37 26 death death NN cord-280942-ej8fx52u 37 27 and and CC cord-280942-ej8fx52u 37 28 positive positive JJ cord-280942-ej8fx52u 37 29 COVID COVID NNP cord-280942-ej8fx52u 37 30 testing testing NN cord-280942-ej8fx52u 37 31 . . . cord-280942-ej8fx52u 38 1 The the DT cord-280942-ej8fx52u 38 2 critical critical JJ cord-280942-ej8fx52u 38 3 question question NN cord-280942-ej8fx52u 38 4 here here RB cord-280942-ej8fx52u 38 5 is be VBZ cord-280942-ej8fx52u 38 6 : : : cord-280942-ej8fx52u 38 7 can can MD cord-280942-ej8fx52u 38 8 these these DT cord-280942-ej8fx52u 38 9 data datum NNS cord-280942-ej8fx52u 38 10 sufficiently sufficiently RB cord-280942-ej8fx52u 38 11 constrain constrain VBP cord-280942-ej8fx52u 38 12 estimates estimate NNS cord-280942-ej8fx52u 38 13 of of IN cord-280942-ej8fx52u 38 14 SIR SIR NNP cord-280942-ej8fx52u 38 15 cycles cycle NNS cord-280942-ej8fx52u 38 16 ? ? . cord-280942-ej8fx52u 39 1 If if IN cord-280942-ej8fx52u 39 2 not not RB cord-280942-ej8fx52u 39 3 , , , cord-280942-ej8fx52u 39 4 then then RB cord-280942-ej8fx52u 39 5 subtle subtle JJ cord-280942-ej8fx52u 39 6 variants variant NNS cord-280942-ej8fx52u 39 7 of of IN cord-280942-ej8fx52u 39 8 SIR SIR NNP cord-280942-ej8fx52u 39 9 models model NNS cord-280942-ej8fx52u 39 10 may may MD cord-280942-ej8fx52u 39 11 make make VB cord-280942-ej8fx52u 39 12 dramatically dramatically RB cord-280942-ej8fx52u 39 13 different different JJ cord-280942-ej8fx52u 39 14 predictions prediction NNS cord-280942-ej8fx52u 39 15 , , , cord-280942-ej8fx52u 39 16 despite despite IN cord-280942-ej8fx52u 39 17 showing show VBG cord-280942-ej8fx52u 39 18 almost almost RB cord-280942-ej8fx52u 39 19 no no DT cord-280942-ej8fx52u 39 20 difference difference NN cord-280942-ej8fx52u 39 21 in in IN cord-280942-ej8fx52u 39 22 terms term NNS cord-280942-ej8fx52u 39 23 of of IN cord-280942-ej8fx52u 39 24 the the DT cord-280942-ej8fx52u 39 25 fit fit JJ cord-280942-ej8fx52u 39 26 accuracy accuracy NN cord-280942-ej8fx52u 39 27 on on IN cord-280942-ej8fx52u 39 28 the the DT cord-280942-ej8fx52u 39 29 available available JJ cord-280942-ej8fx52u 39 30 data datum NNS cord-280942-ej8fx52u 39 31 so so RB cord-280942-ej8fx52u 39 32 far far RB cord-280942-ej8fx52u 39 33 ( ( -LRB- cord-280942-ej8fx52u 39 34 Salomon Salomon NNP cord-280942-ej8fx52u 39 35 , , , cord-280942-ej8fx52u 39 36 2020 2020 CD cord-280942-ej8fx52u 39 37 ) ) -RRB- cord-280942-ej8fx52u 39 38 . . . cord-280942-ej8fx52u 40 1 Also also RB cord-280942-ej8fx52u 40 2 , , , cord-280942-ej8fx52u 40 3 model model NN cord-280942-ej8fx52u 40 4 predictions prediction NNS cord-280942-ej8fx52u 40 5 may may MD cord-280942-ej8fx52u 40 6 depend depend VB cord-280942-ej8fx52u 40 7 sensitively sensitively RB cord-280942-ej8fx52u 40 8 upon upon IN cord-280942-ej8fx52u 40 9 the the DT cord-280942-ej8fx52u 40 10 current current JJ cord-280942-ej8fx52u 40 11 phase phase NN cord-280942-ej8fx52u 40 12 of of IN cord-280942-ej8fx52u 40 13 the the DT cord-280942-ej8fx52u 40 14 epidemic epidemic NN cord-280942-ej8fx52u 40 15 event event NN cord-280942-ej8fx52u 40 16 : : : cord-280942-ej8fx52u 40 17 more more RBR cord-280942-ej8fx52u 40 18 precisely precisely RB cord-280942-ej8fx52u 40 19 , , , cord-280942-ej8fx52u 40 20 whether whether IN cord-280942-ej8fx52u 40 21 the the DT cord-280942-ej8fx52u 40 22 outbreak outbreak NN cord-280942-ej8fx52u 40 23 peak peak NN cord-280942-ej8fx52u 40 24 has have VBZ cord-280942-ej8fx52u 40 25 been be VBN cord-280942-ej8fx52u 40 26 reached reach VBN cord-280942-ej8fx52u 40 27 or or CC cord-280942-ej8fx52u 40 28 not not RB cord-280942-ej8fx52u 41 1 ( ( -LRB- cord-280942-ej8fx52u 41 2 Lin Lin NNP cord-280942-ej8fx52u 41 3 et et NNP cord-280942-ej8fx52u 41 4 al al NNP cord-280942-ej8fx52u 41 5 . . NNP cord-280942-ej8fx52u 41 6 , , , cord-280942-ej8fx52u 41 7 2020 2020 CD cord-280942-ej8fx52u 41 8 ) ) -RRB- cord-280942-ej8fx52u 41 9 . . . cord-280942-ej8fx52u 42 1 This this DT cord-280942-ej8fx52u 42 2 is be VBZ cord-280942-ej8fx52u 42 3 because because IN cord-280942-ej8fx52u 42 4 the the DT cord-280942-ej8fx52u 42 5 ramping ramping NN cord-280942-ej8fx52u 42 6 phase phase NN cord-280942-ej8fx52u 42 7 of of IN cord-280942-ej8fx52u 42 8 the the DT cord-280942-ej8fx52u 42 9 epidemic epidemic NN cord-280942-ej8fx52u 42 10 transient transient JJ cord-280942-ej8fx52u 42 11 may may MD cord-280942-ej8fx52u 42 12 not not RB cord-280942-ej8fx52u 42 13 evince evince VB cord-280942-ej8fx52u 42 14 all all PDT cord-280942-ej8fx52u 42 15 the the DT cord-280942-ej8fx52u 42 16 processes process NNS cord-280942-ej8fx52u 42 17 that that WDT cord-280942-ej8fx52u 42 18 are be VBP cord-280942-ej8fx52u 42 19 relevant relevant JJ cord-280942-ej8fx52u 42 20 for for IN cord-280942-ej8fx52u 42 21 estimating estimate VBG cord-280942-ej8fx52u 42 22 unknown unknown JJ cord-280942-ej8fx52u 42 23 model model NN cord-280942-ej8fx52u 42 24 parameters parameter NNS cord-280942-ej8fx52u 42 25 ( ( -LRB- cord-280942-ej8fx52u 42 26 and and CC cord-280942-ej8fx52u 42 27 hence hence RB cord-280942-ej8fx52u 42 28 making make VBG cord-280942-ej8fx52u 42 29 reliable reliable JJ cord-280942-ej8fx52u 42 30 model model NN cord-280942-ej8fx52u 42 31 - - HYPH cord-280942-ej8fx52u 42 32 based base VBN cord-280942-ej8fx52u 42 33 predictions prediction NNS cord-280942-ej8fx52u 42 34 ) ) -RRB- cord-280942-ej8fx52u 42 35 . . . cord-280942-ej8fx52u 43 1 In in IN cord-280942-ej8fx52u 43 2 this this DT cord-280942-ej8fx52u 43 3 note note NN cord-280942-ej8fx52u 43 4 , , , cord-280942-ej8fx52u 43 5 we -PRON- PRP cord-280942-ej8fx52u 43 6 assess assess VBP cord-280942-ej8fx52u 43 7 the the DT cord-280942-ej8fx52u 43 8 impact impact NN cord-280942-ej8fx52u 43 9 of of IN cord-280942-ej8fx52u 43 10 outbreak outbreak NN cord-280942-ej8fx52u 43 11 peak peak NN cord-280942-ej8fx52u 43 12 phase phase NN cord-280942-ej8fx52u 43 13 and and CC cord-280942-ej8fx52u 43 14 data data NN cord-280942-ej8fx52u 43 15 paucity paucity NN cord-280942-ej8fx52u 43 16 on on IN cord-280942-ej8fx52u 43 17 the the DT cord-280942-ej8fx52u 43 18 reliability reliability NN cord-280942-ej8fx52u 43 19 of of IN cord-280942-ej8fx52u 43 20 predictions prediction NNS cord-280942-ej8fx52u 43 21 derived derive VBN cord-280942-ej8fx52u 43 22 from from IN cord-280942-ej8fx52u 43 23 SIR SIR NNP cord-280942-ej8fx52u 43 24 - - HYPH cord-280942-ej8fx52u 43 25 type type NN cord-280942-ej8fx52u 43 26 models model NNS cord-280942-ej8fx52u 43 27 . . . cord-280942-ej8fx52u 44 1 In in IN cord-280942-ej8fx52u 44 2 particular particular JJ cord-280942-ej8fx52u 44 3 , , , cord-280942-ej8fx52u 44 4 we -PRON- PRP cord-280942-ej8fx52u 44 5 evaluate evaluate VBP cord-280942-ej8fx52u 44 6 the the DT cord-280942-ej8fx52u 44 7 prediction prediction NN cord-280942-ej8fx52u 44 8 accuracy accuracy NN cord-280942-ej8fx52u 44 9 of of IN cord-280942-ej8fx52u 44 10 a a DT cord-280942-ej8fx52u 44 11 recent recent JJ cord-280942-ej8fx52u 44 12 SIR SIR NNP cord-280942-ej8fx52u 44 13 - - HYPH cord-280942-ej8fx52u 44 14 type type NN cord-280942-ej8fx52u 44 15 model model NN cord-280942-ej8fx52u 44 16 that that WDT cord-280942-ej8fx52u 44 17 follows follow VBZ cord-280942-ej8fx52u 44 18 from from IN cord-280942-ej8fx52u 44 19 augmenting augment VBG cord-280942-ej8fx52u 44 20 the the DT cord-280942-ej8fx52u 44 21 set set NN cord-280942-ej8fx52u 44 22 of of IN cord-280942-ej8fx52u 44 23 data datum NNS cord-280942-ej8fx52u 44 24 to to TO cord-280942-ej8fx52u 44 25 be be VB cord-280942-ej8fx52u 44 26 explained explain VBN cord-280942-ej8fx52u 44 27 ( ( -LRB- cord-280942-ej8fx52u 44 28 in in IN cord-280942-ej8fx52u 44 29 particular particular JJ cord-280942-ej8fx52u 44 30 , , , cord-280942-ej8fx52u 44 31 we -PRON- PRP cord-280942-ej8fx52u 44 32 focus focus VBP cord-280942-ej8fx52u 44 33 on on IN cord-280942-ej8fx52u 44 34 ICU ICU NNP cord-280942-ej8fx52u 44 35 occupancy occupancy NN cord-280942-ej8fx52u 44 36 and and CC cord-280942-ej8fx52u 44 37 negative negative JJ cord-280942-ej8fx52u 44 38 testing testing NN cord-280942-ej8fx52u 44 39 rates rate NNS cord-280942-ej8fx52u 44 40 3 3 CD cord-280942-ej8fx52u 44 41 , , , cord-280942-ej8fx52u 44 42 in in IN cord-280942-ej8fx52u 44 43 addition addition NN cord-280942-ej8fx52u 44 44 to to IN cord-280942-ej8fx52u 44 45 positive positive JJ cord-280942-ej8fx52u 44 46 test test NN cord-280942-ej8fx52u 44 47 results result NNS cord-280942-ej8fx52u 44 48 and and CC cord-280942-ej8fx52u 44 49 death death NN cord-280942-ej8fx52u 44 50 rates rate NNS cord-280942-ej8fx52u 44 51 records record NNS cord-280942-ej8fx52u 44 52 ) ) -RRB- cord-280942-ej8fx52u 44 53 , , , cord-280942-ej8fx52u 44 54 depending depend VBG cord-280942-ej8fx52u 44 55 on on IN cord-280942-ej8fx52u 44 56 whether whether IN cord-280942-ej8fx52u 44 57 the the DT cord-280942-ej8fx52u 44 58 outbreak outbreak NN cord-280942-ej8fx52u 44 59 has have VBZ cord-280942-ej8fx52u 44 60 already already RB cord-280942-ej8fx52u 44 61 been be VBN cord-280942-ej8fx52u 44 62 observed observe VBN cord-280942-ej8fx52u 44 63 or or CC cord-280942-ej8fx52u 44 64 not not RB cord-280942-ej8fx52u 44 65 . . . cord-280942-ej8fx52u 45 1 In in IN cord-280942-ej8fx52u 45 2 what what WP cord-280942-ej8fx52u 45 3 follows follow VBZ cord-280942-ej8fx52u 45 4 , , , cord-280942-ej8fx52u 45 5 we -PRON- PRP cord-280942-ej8fx52u 45 6 will will MD cord-280942-ej8fx52u 45 7 focus focus VB cord-280942-ej8fx52u 45 8 on on IN cord-280942-ej8fx52u 45 9 a a DT cord-280942-ej8fx52u 45 10 specific specific JJ cord-280942-ej8fx52u 45 11 SIR SIR NNP cord-280942-ej8fx52u 45 12 model model NN cord-280942-ej8fx52u 45 13 , , , cord-280942-ej8fx52u 45 14 namely namely RB cord-280942-ej8fx52u 45 15 : : : cord-280942-ej8fx52u 45 16 the the DT cord-280942-ej8fx52u 45 17 so so RB cord-280942-ej8fx52u 45 18 - - HYPH cord-280942-ej8fx52u 45 19 called call VBN cord-280942-ej8fx52u 45 20 dynamic dynamic JJ cord-280942-ej8fx52u 45 21 causal causal JJ cord-280942-ej8fx52u 45 22 model model NN cord-280942-ej8fx52u 45 23 of of IN cord-280942-ej8fx52u 45 24 COVID COVID NNP cord-280942-ej8fx52u 45 25 pandemics pandemic NNS cord-280942-ej8fx52u 45 26 or or CC cord-280942-ej8fx52u 45 27 DCM DCM NNP cord-280942-ej8fx52u 45 28 - - HYPH cord-280942-ej8fx52u 45 29 covid covid NNP cord-280942-ej8fx52u 45 30 Moran Moran NNP cord-280942-ej8fx52u 45 31 et et NNP cord-280942-ej8fx52u 45 32 al al NNP cord-280942-ej8fx52u 45 33 . . NNP cord-280942-ej8fx52u 45 34 , , , cord-280942-ej8fx52u 45 35 2020 2020 CD cord-280942-ej8fx52u 45 36 ) ) -RRB- cord-280942-ej8fx52u 45 37 . . . cord-280942-ej8fx52u 46 1 In in IN cord-280942-ej8fx52u 46 2 brief brief NN cord-280942-ej8fx52u 46 3 , , , cord-280942-ej8fx52u 46 4 the the DT cord-280942-ej8fx52u 46 5 model model NN cord-280942-ej8fx52u 46 6 considers consider VBZ cord-280942-ej8fx52u 46 7 four four CD cord-280942-ej8fx52u 46 8 interacting interact VBG cord-280942-ej8fx52u 46 9 factors factor NNS cord-280942-ej8fx52u 46 10 describing describe VBG cord-280942-ej8fx52u 46 11 location location NN cord-280942-ej8fx52u 46 12 , , , cord-280942-ej8fx52u 46 13 infection infection NN cord-280942-ej8fx52u 46 14 status status NN cord-280942-ej8fx52u 46 15 , , , cord-280942-ej8fx52u 46 16 test test NN cord-280942-ej8fx52u 46 17 status status NN cord-280942-ej8fx52u 46 18 and and CC cord-280942-ej8fx52u 46 19 clinical clinical JJ cord-280942-ej8fx52u 46 20 status status NN cord-280942-ej8fx52u 46 21 , , , cord-280942-ej8fx52u 46 22 respectively respectively RB cord-280942-ej8fx52u 46 23 . . . cord-280942-ej8fx52u 47 1 Within within IN cord-280942-ej8fx52u 47 2 each each DT cord-280942-ej8fx52u 47 3 factor factor NN cord-280942-ej8fx52u 47 4 people people NNS cord-280942-ej8fx52u 47 5 may may MD cord-280942-ej8fx52u 47 6 probabilistically probabilistically RB cord-280942-ej8fx52u 47 7 transition transition VB cord-280942-ej8fx52u 47 8 among among IN cord-280942-ej8fx52u 47 9 four four CD cord-280942-ej8fx52u 47 10 distinct distinct JJ cord-280942-ej8fx52u 47 11 states state NNS cord-280942-ej8fx52u 47 12 . . . cord-280942-ej8fx52u 48 1 Given give VBN cord-280942-ej8fx52u 48 2 a a DT cord-280942-ej8fx52u 48 3 set set NN cord-280942-ej8fx52u 48 4 of of IN cord-280942-ej8fx52u 48 5 21 21 CD cord-280942-ej8fx52u 48 6 model model NN cord-280942-ej8fx52u 48 7 parameters parameter NNS cord-280942-ej8fx52u 48 8 ( ( -LRB- cord-280942-ej8fx52u 48 9 see see VB cord-280942-ej8fx52u 48 10 below below RB cord-280942-ej8fx52u 48 11 ) ) -RRB- cord-280942-ej8fx52u 48 12 , , , cord-280942-ej8fx52u 48 13 the the DT cord-280942-ej8fx52u 48 14 model model NN cord-280942-ej8fx52u 48 15 describes describe VBZ cord-280942-ej8fx52u 48 16 the the DT cord-280942-ej8fx52u 48 17 temporal temporal JJ cord-280942-ej8fx52u 48 18 dynamics dynamic NNS cord-280942-ej8fx52u 48 19 of of IN cord-280942-ej8fx52u 48 20 the the DT cord-280942-ej8fx52u 48 21 marginal marginal JJ cord-280942-ej8fx52u 48 22 probabilities probability NNS cord-280942-ej8fx52u 48 23 of of IN cord-280942-ej8fx52u 48 24 belonging belong VBG cord-280942-ej8fx52u 48 25 to to IN cord-280942-ej8fx52u 48 26 each each DT cord-280942-ej8fx52u 48 27 state state NN cord-280942-ej8fx52u 48 28 within within IN cord-280942-ej8fx52u 48 29 each each DT cord-280942-ej8fx52u 48 30 factor factor NN cord-280942-ej8fx52u 48 31 . . . cord-280942-ej8fx52u 49 1 The the DT cord-280942-ej8fx52u 49 2 location location NN cord-280942-ej8fx52u 49 3 factor factor NN cord-280942-ej8fx52u 49 4 describes describe VBZ cord-280942-ej8fx52u 49 5 2 2 CD cord-280942-ej8fx52u 49 6 Most Most JJS cord-280942-ej8fx52u 49 7 modelling modelling NN cord-280942-ej8fx52u 49 8 studies study NNS cord-280942-ej8fx52u 49 9 actually actually RB cord-280942-ej8fx52u 49 10 use use VBP cord-280942-ej8fx52u 49 11 the the DT cord-280942-ej8fx52u 49 12 Johns Johns NNP cord-280942-ej8fx52u 49 13 Hopkins Hopkins NNP cord-280942-ej8fx52u 49 14 University University NNP cord-280942-ej8fx52u 49 15 Center Center NNP cord-280942-ej8fx52u 49 16 COVID COVID NNP cord-280942-ej8fx52u 49 17 database database NN cord-280942-ej8fx52u 49 18 , , , cord-280942-ej8fx52u 49 19 which which WDT cord-280942-ej8fx52u 49 20 gathers gather VBZ cord-280942-ej8fx52u 49 21 data datum NNS cord-280942-ej8fx52u 49 22 from from IN cord-280942-ej8fx52u 49 23 WHO WHO NNP cord-280942-ej8fx52u 49 24 and and CC cord-280942-ej8fx52u 49 25 other other JJ cord-280942-ej8fx52u 49 26 national national JJ cord-280942-ej8fx52u 49 27 and and CC cord-280942-ej8fx52u 49 28 international international JJ cord-280942-ej8fx52u 49 29 health health NN cord-280942-ej8fx52u 49 30 organizations organization NNS cord-280942-ej8fx52u 49 31 . . . cord-280942-ej8fx52u 50 1 It -PRON- PRP cord-280942-ej8fx52u 50 2 produces produce VBZ cord-280942-ej8fx52u 50 3 daily daily JJ cord-280942-ej8fx52u 50 4 reports report NNS cord-280942-ej8fx52u 50 5 of of IN cord-280942-ej8fx52u 50 6 deaths death NNS cord-280942-ej8fx52u 50 7 , , , cord-280942-ej8fx52u 50 8 positive positive JJ cord-280942-ej8fx52u 50 9 tests test NNS cord-280942-ej8fx52u 50 10 and and CC cord-280942-ej8fx52u 50 11 remission remission NN cord-280942-ej8fx52u 50 12 cases case NNS cord-280942-ej8fx52u 50 13 for for IN cord-280942-ej8fx52u 50 14 most most JJS cord-280942-ej8fx52u 50 15 countries country NNS cord-280942-ej8fx52u 50 16 in in IN cord-280942-ej8fx52u 50 17 the the DT cord-280942-ej8fx52u 50 18 world world NN cord-280942-ej8fx52u 50 19 ( ( -LRB- cord-280942-ej8fx52u 50 20 https://coronavirus.jhu.edu/map.html https://coronavirus.jhu.edu/map.html NNP cord-280942-ej8fx52u 50 21 ) ) -RRB- cord-280942-ej8fx52u 50 22 . . . cord-280942-ej8fx52u 51 1 3 3 LS cord-280942-ej8fx52u 52 1 These these DT cord-280942-ej8fx52u 52 2 kinds kind NNS cord-280942-ej8fx52u 52 3 of of IN cord-280942-ej8fx52u 52 4 data datum NNS cord-280942-ej8fx52u 52 5 are be VBP cord-280942-ej8fx52u 52 6 made make VBN cord-280942-ej8fx52u 52 7 openly openly RB cord-280942-ej8fx52u 52 8 available available JJ cord-280942-ej8fx52u 52 9 by by IN cord-280942-ej8fx52u 52 10 some some DT cord-280942-ej8fx52u 52 11 governmental governmental JJ cord-280942-ej8fx52u 52 12 organizations organization NNS cord-280942-ej8fx52u 52 13 ( ( -LRB- cord-280942-ej8fx52u 52 14 e.g. e.g. RB cord-280942-ej8fx52u 52 15 , , , cord-280942-ej8fx52u 52 16 Santé Santé NNP cord-280942-ej8fx52u 52 17 Publique Publique NNP cord-280942-ej8fx52u 52 18 France France NNP cord-280942-ej8fx52u 52 19 ) ) -RRB- cord-280942-ej8fx52u 52 20 . . . cord-280942-ej8fx52u 53 1 if if IN cord-280942-ej8fx52u 53 2 an an DT cord-280942-ej8fx52u 53 3 individual individual NN cord-280942-ej8fx52u 53 4 is be VBZ cord-280942-ej8fx52u 53 5 at at IN cord-280942-ej8fx52u 53 6 home home NN cord-280942-ej8fx52u 53 7 , , , cord-280942-ej8fx52u 53 8 at at IN cord-280942-ej8fx52u 53 9 work work NN cord-280942-ej8fx52u 53 10 4 4 CD cord-280942-ej8fx52u 53 11 , , , cord-280942-ej8fx52u 53 12 in in IN cord-280942-ej8fx52u 53 13 an an DT cord-280942-ej8fx52u 53 14 intensive intensive JJ cord-280942-ej8fx52u 53 15 care care NN cord-280942-ej8fx52u 53 16 unit unit NN cord-280942-ej8fx52u 53 17 ( ( -LRB- cord-280942-ej8fx52u 53 18 ICU ICU NNP cord-280942-ej8fx52u 53 19 ) ) -RRB- cord-280942-ej8fx52u 53 20 or or CC cord-280942-ej8fx52u 53 21 in in IN cord-280942-ej8fx52u 53 22 the the DT cord-280942-ej8fx52u 53 23 morgue morgue NN cord-280942-ej8fx52u 53 24 . . . cord-280942-ej8fx52u 54 1 The the DT cord-280942-ej8fx52u 54 2 infection infection NN cord-280942-ej8fx52u 54 3 status status NN cord-280942-ej8fx52u 54 4 is be VBZ cord-280942-ej8fx52u 54 5 the the DT cord-280942-ej8fx52u 54 6 closest close JJS cord-280942-ej8fx52u 54 7 to to IN cord-280942-ej8fx52u 54 8 native native JJ cord-280942-ej8fx52u 54 9 SIR SIR NNP cord-280942-ej8fx52u 54 10 models model NNS cord-280942-ej8fx52u 54 11 , , , cord-280942-ej8fx52u 54 12 and and CC cord-280942-ej8fx52u 54 13 includes include VBZ cord-280942-ej8fx52u 54 14 susceptible susceptible JJ cord-280942-ej8fx52u 54 15 , , , cord-280942-ej8fx52u 54 16 infected infected JJ cord-280942-ej8fx52u 54 17 , , , cord-280942-ej8fx52u 54 18 contagious contagious JJ cord-280942-ej8fx52u 54 19 or or CC cord-280942-ej8fx52u 54 20 immune immune JJ cord-280942-ej8fx52u 54 21 states state NNS cord-280942-ej8fx52u 54 22 . . . cord-280942-ej8fx52u 55 1 Note note VB cord-280942-ej8fx52u 55 2 that that IN cord-280942-ej8fx52u 55 3 , , , cord-280942-ej8fx52u 55 4 at at IN cord-280942-ej8fx52u 55 5 this this DT cord-280942-ej8fx52u 55 6 point point NN cord-280942-ej8fx52u 55 7 , , , cord-280942-ej8fx52u 55 8 the the DT cord-280942-ej8fx52u 55 9 model model NN cord-280942-ej8fx52u 55 10 assumes assume VBZ cord-280942-ej8fx52u 55 11 that that IN cord-280942-ej8fx52u 55 12 the the DT cord-280942-ej8fx52u 55 13 immune immune JJ cord-280942-ej8fx52u 55 14 state state NN cord-280942-ej8fx52u 55 15 is be VBZ cord-280942-ej8fx52u 55 16 absorbing absorb VBG cord-280942-ej8fx52u 55 17 , , , cord-280942-ej8fx52u 55 18 i.e. i.e. FW cord-280942-ej8fx52u 55 19 people people NNS cord-280942-ej8fx52u 55 20 can can MD cord-280942-ej8fx52u 55 21 not not RB cord-280942-ej8fx52u 55 22 get get VB cord-280942-ej8fx52u 55 23 the the DT cord-280942-ej8fx52u 55 24 disease disease NN cord-280942-ej8fx52u 55 25 twice twice RB cord-280942-ej8fx52u 55 26 . . . cord-280942-ej8fx52u 56 1 The the DT cord-280942-ej8fx52u 56 2 clinical clinical JJ cord-280942-ej8fx52u 56 3 status status NN cord-280942-ej8fx52u 56 4 factor factor NN cord-280942-ej8fx52u 56 5 comprises comprise VBZ cord-280942-ej8fx52u 56 6 asymptomatic asymptomatic JJ cord-280942-ej8fx52u 56 7 , , , cord-280942-ej8fx52u 56 8 symptomatic symptomatic JJ cord-280942-ej8fx52u 56 9 , , , cord-280942-ej8fx52u 56 10 acute acute JJ cord-280942-ej8fx52u 56 11 respiratory respiratory JJ cord-280942-ej8fx52u 56 12 distress distress NN cord-280942-ej8fx52u 56 13 syndrome syndrome NN cord-280942-ej8fx52u 56 14 ( ( -LRB- cord-280942-ej8fx52u 56 15 ARDS ARDS NNP cord-280942-ej8fx52u 56 16 ) ) -RRB- cord-280942-ej8fx52u 56 17 or or CC cord-280942-ej8fx52u 56 18 deceased decease VBN cord-280942-ej8fx52u 56 19 . . . cord-280942-ej8fx52u 57 1 Finally finally RB cord-280942-ej8fx52u 57 2 , , , cord-280942-ej8fx52u 57 3 the the DT cord-280942-ej8fx52u 57 4 diagnostic diagnostic JJ cord-280942-ej8fx52u 57 5 status status NN cord-280942-ej8fx52u 57 6 captures capture VBZ cord-280942-ej8fx52u 57 7 the the DT cord-280942-ej8fx52u 57 8 fact fact NN cord-280942-ej8fx52u 57 9 that that IN cord-280942-ej8fx52u 57 10 a a DT cord-280942-ej8fx52u 57 11 given give VBN cord-280942-ej8fx52u 57 12 individual individual NN cord-280942-ej8fx52u 57 13 can can MD cord-280942-ej8fx52u 57 14 be be VB cord-280942-ej8fx52u 57 15 untested untested JJ cord-280942-ej8fx52u 57 16 , , , cord-280942-ej8fx52u 57 17 waiting wait VBG cord-280942-ej8fx52u 57 18 for for IN cord-280942-ej8fx52u 57 19 the the DT cord-280942-ej8fx52u 57 20 results result NNS cord-280942-ej8fx52u 57 21 of of IN cord-280942-ej8fx52u 57 22 a a DT cord-280942-ej8fx52u 57 23 test test NN cord-280942-ej8fx52u 57 24 , , , cord-280942-ej8fx52u 57 25 or or CC cord-280942-ej8fx52u 57 26 declared declare VBD cord-280942-ej8fx52u 57 27 either either CC cord-280942-ej8fx52u 57 28 positive positive JJ cord-280942-ej8fx52u 57 29 or or CC cord-280942-ej8fx52u 57 30 negative negative JJ cord-280942-ej8fx52u 57 31 . . . cord-280942-ej8fx52u 58 1 Model model NN cord-280942-ej8fx52u 58 2 transitions transition NNS cord-280942-ej8fx52u 58 3 amongst amongst IN cord-280942-ej8fx52u 58 4 states state NNS cord-280942-ej8fx52u 58 5 are be VBP cord-280942-ej8fx52u 58 6 controlled control VBN cord-280942-ej8fx52u 58 7 by by IN cord-280942-ej8fx52u 58 8 rate rate NN cord-280942-ej8fx52u 58 9 constants constant NNS cord-280942-ej8fx52u 58 10 ( ( -LRB- cord-280942-ej8fx52u 58 11 inverse inverse JJ cord-280942-ej8fx52u 58 12 time time NN cord-280942-ej8fx52u 58 13 constants constant NNS cord-280942-ej8fx52u 58 14 ) ) -RRB- cord-280942-ej8fx52u 58 15 and and CC cord-280942-ej8fx52u 58 16 probability probability NN cord-280942-ej8fx52u 58 17 constants constant NNS cord-280942-ej8fx52u 58 18 ( ( -LRB- cord-280942-ej8fx52u 58 19 e.g. e.g. RB cord-280942-ej8fx52u 58 20 , , , cord-280942-ej8fx52u 58 21 the the DT cord-280942-ej8fx52u 58 22 probability probability NN cord-280942-ej8fx52u 58 23 of of IN cord-280942-ej8fx52u 58 24 dying die VBG cord-280942-ej8fx52u 58 25 when when WRB cord-280942-ej8fx52u 58 26 in in IN cord-280942-ej8fx52u 58 27 ICU ICU NNP cord-280942-ej8fx52u 58 28 ) ) -RRB- cord-280942-ej8fx52u 58 29 . . . cord-280942-ej8fx52u 59 1 The the DT cord-280942-ej8fx52u 59 2 ensuing ensue VBG cord-280942-ej8fx52u 59 3 set set NN cord-280942-ej8fx52u 59 4 of of IN cord-280942-ej8fx52u 59 5 state state NN cord-280942-ej8fx52u 59 6 probabilities probability NNS cord-280942-ej8fx52u 59 7 can can MD cord-280942-ej8fx52u 59 8 then then RB cord-280942-ej8fx52u 59 9 be be VB cord-280942-ej8fx52u 59 10 related relate VBN cord-280942-ej8fx52u 59 11 to to IN cord-280942-ej8fx52u 59 12 some some DT cord-280942-ej8fx52u 59 13 specific specific JJ cord-280942-ej8fx52u 59 14 observable observable JJ cord-280942-ej8fx52u 59 15 epidemiologic epidemiologic JJ cord-280942-ej8fx52u 59 16 outcomes outcome NNS cord-280942-ej8fx52u 59 17 , , , cord-280942-ej8fx52u 59 18 such such JJ cord-280942-ej8fx52u 59 19 as as IN cord-280942-ej8fx52u 59 20 the the DT cord-280942-ej8fx52u 59 21 number number NN cord-280942-ej8fx52u 59 22 of of IN cord-280942-ej8fx52u 59 23 deceased deceased JJ cord-280942-ej8fx52u 59 24 people people NNS cord-280942-ej8fx52u 59 25 per per IN cord-280942-ej8fx52u 59 26 day day NN cord-280942-ej8fx52u 59 27 or or CC cord-280942-ej8fx52u 59 28 the the DT cord-280942-ej8fx52u 59 29 number number NN cord-280942-ej8fx52u 59 30 of of IN cord-280942-ej8fx52u 59 31 people people NNS cord-280942-ej8fx52u 59 32 newly newly RB cord-280942-ej8fx52u 59 33 infected infect VBN cord-280942-ej8fx52u 59 34 who who WP cord-280942-ej8fx52u 59 35 have have VBP cord-280942-ej8fx52u 59 36 been be VBN cord-280942-ej8fx52u 59 37 tested test VBN cord-280942-ej8fx52u 59 38 positive positive JJ cord-280942-ej8fx52u 59 39 . . . cord-280942-ej8fx52u 60 1 Figure figure NN cord-280942-ej8fx52u 60 2 1 1 CD cord-280942-ej8fx52u 60 3 below below IN cord-280942-ej8fx52u 60 4 summarizes summarize VBZ cord-280942-ej8fx52u 60 5 the the DT cord-280942-ej8fx52u 60 6 causal causal JJ cord-280942-ej8fx52u 60 7 structure structure NN cord-280942-ej8fx52u 60 8 implicit implicit NN cord-280942-ej8fx52u 60 9 in in IN cord-280942-ej8fx52u 60 10 conditional conditional JJ cord-280942-ej8fx52u 60 11 transition transition NN cord-280942-ej8fx52u 60 12 probabilities probability NNS cord-280942-ej8fx52u 60 13 . . . cord-280942-ej8fx52u 61 1 We -PRON- PRP cord-280942-ej8fx52u 61 2 refer refer VBP cord-280942-ej8fx52u 61 3 the the DT cord-280942-ej8fx52u 61 4 reader reader NN cord-280942-ej8fx52u 61 5 to to IN cord-280942-ej8fx52u 61 6 Friston Friston NNP cord-280942-ej8fx52u 61 7 et et NNP cord-280942-ej8fx52u 61 8 al al NNP cord-280942-ej8fx52u 61 9 . . . cord-280942-ej8fx52u 62 1 ( ( -LRB- cord-280942-ej8fx52u 62 2 Friston Friston NNP cord-280942-ej8fx52u 62 3 et et NNP cord-280942-ej8fx52u 62 4 al al NNP cord-280942-ej8fx52u 62 5 . . NNP cord-280942-ej8fx52u 62 6 , , , cord-280942-ej8fx52u 62 7 2020 2020 CD cord-280942-ej8fx52u 62 8 ) ) -RRB- cord-280942-ej8fx52u 62 9 for for IN cord-280942-ej8fx52u 62 10 a a DT cord-280942-ej8fx52u 62 11 complete complete JJ cord-280942-ej8fx52u 62 12 mathematical mathematical JJ cord-280942-ej8fx52u 62 13 description description NN cord-280942-ej8fx52u 62 14 of of IN cord-280942-ej8fx52u 62 15 the the DT cord-280942-ej8fx52u 62 16 model model NN cord-280942-ej8fx52u 62 17 . . . cord-280942-ej8fx52u 63 1 In in IN cord-280942-ej8fx52u 63 2 brief brief NN cord-280942-ej8fx52u 63 3 , , , cord-280942-ej8fx52u 63 4 this this DT cord-280942-ej8fx52u 63 5 compartmental compartmental JJ cord-280942-ej8fx52u 63 6 model model NN cord-280942-ej8fx52u 63 7 generates generate VBZ cord-280942-ej8fx52u 63 8 timeseries timeseries NNP cord-280942-ej8fx52u 63 9 data datum NNS cord-280942-ej8fx52u 63 10 based base VBN cord-280942-ej8fx52u 63 11 on on IN cord-280942-ej8fx52u 63 12 a a DT cord-280942-ej8fx52u 63 13 mean mean JJ cord-280942-ej8fx52u 63 14 field field NN cord-280942-ej8fx52u 63 15 approximation approximation NN cord-280942-ej8fx52u 63 16 to to IN cord-280942-ej8fx52u 63 17 ensemble ensemble NN cord-280942-ej8fx52u 63 18 or or CC cord-280942-ej8fx52u 63 19 population population NN cord-280942-ej8fx52u 63 20 dynamics dynamic NNS cord-280942-ej8fx52u 63 21 . . . cord-280942-ej8fx52u 64 1 The the DT cord-280942-ej8fx52u 64 2 implicit implicit JJ cord-280942-ej8fx52u 64 3 probability probability NN cord-280942-ej8fx52u 64 4 distributions distribution NNS cord-280942-ej8fx52u 64 5 are be VBP cord-280942-ej8fx52u 64 6 over over IN cord-280942-ej8fx52u 64 7 four four CD cord-280942-ej8fx52u 64 8 latent latent JJ cord-280942-ej8fx52u 64 9 factors factor NNS cord-280942-ej8fx52u 64 10 , , , cord-280942-ej8fx52u 64 11 each each DT cord-280942-ej8fx52u 64 12 with with IN cord-280942-ej8fx52u 64 13 four four CD cord-280942-ej8fx52u 64 14 levels level NNS cord-280942-ej8fx52u 64 15 or or CC cord-280942-ej8fx52u 64 16 states state NNS cord-280942-ej8fx52u 64 17 ( ( -LRB- cord-280942-ej8fx52u 64 18 see see VB cord-280942-ej8fx52u 64 19 main main JJ cord-280942-ej8fx52u 64 20 text text NN cord-280942-ej8fx52u 64 21 ) ) -RRB- cord-280942-ej8fx52u 64 22 . . . cord-280942-ej8fx52u 65 1 In in IN cord-280942-ej8fx52u 65 2 particular particular JJ cord-280942-ej8fx52u 65 3 , , , cord-280942-ej8fx52u 65 4 this this DT cord-280942-ej8fx52u 65 5 model model NN cord-280942-ej8fx52u 65 6 assumes assume VBZ cord-280942-ej8fx52u 65 7 that that DT cord-280942-ej8fx52u 65 8 ( ( -LRB- cord-280942-ej8fx52u 65 9 i i NN cord-280942-ej8fx52u 65 10 ) ) -RRB- cord-280942-ej8fx52u 65 11 there there EX cord-280942-ej8fx52u 65 12 is be VBZ cord-280942-ej8fx52u 65 13 a a DT cord-280942-ej8fx52u 65 14 progression progression NN cord-280942-ej8fx52u 65 15 from from IN cord-280942-ej8fx52u 65 16 a a DT cord-280942-ej8fx52u 65 17 state state NN cord-280942-ej8fx52u 65 18 of of IN cord-280942-ej8fx52u 65 19 susceptibility susceptibility NN cord-280942-ej8fx52u 65 20 to to IN cord-280942-ej8fx52u 65 21 immunity immunity NN cord-280942-ej8fx52u 65 22 , , , cord-280942-ej8fx52u 65 23 through through IN cord-280942-ej8fx52u 65 24 a a DT cord-280942-ej8fx52u 65 25 period period NN cord-280942-ej8fx52u 65 26 of of IN cord-280942-ej8fx52u 65 27 ( ( -LRB- cord-280942-ej8fx52u 65 28 pre pre JJ cord-280942-ej8fx52u 65 29 - - JJ cord-280942-ej8fx52u 65 30 contagious contagious JJ cord-280942-ej8fx52u 65 31 ) ) -RRB- cord-280942-ej8fx52u 65 32 infection infection NN cord-280942-ej8fx52u 65 33 to to IN cord-280942-ej8fx52u 65 34 an an DT cord-280942-ej8fx52u 65 35 infectious infectious JJ cord-280942-ej8fx52u 65 36 ( ( -LRB- cord-280942-ej8fx52u 65 37 contagious contagious JJ cord-280942-ej8fx52u 65 38 ) ) -RRB- cord-280942-ej8fx52u 65 39 status status NN cord-280942-ej8fx52u 65 40 , , , cord-280942-ej8fx52u 65 41 ( ( -LRB- cord-280942-ej8fx52u 65 42 ii ii NN cord-280942-ej8fx52u 65 43 ) ) -RRB- cord-280942-ej8fx52u 65 44 there there EX cord-280942-ej8fx52u 65 45 is be VBZ cord-280942-ej8fx52u 65 46 a a DT cord-280942-ej8fx52u 65 47 progression progression NN cord-280942-ej8fx52u 65 48 from from IN cord-280942-ej8fx52u 65 49 asymptomatic asymptomatic JJ cord-280942-ej8fx52u 65 50 to to IN cord-280942-ej8fx52u 65 51 ARDS ARDS NNP cord-280942-ej8fx52u 65 52 , , , cord-280942-ej8fx52u 65 53 where where WRB cord-280942-ej8fx52u 65 54 people people NNS cord-280942-ej8fx52u 65 55 with with IN cord-280942-ej8fx52u 65 56 ARDS ARDS NNP cord-280942-ej8fx52u 65 57 can can MD cord-280942-ej8fx52u 65 58 either either CC cord-280942-ej8fx52u 65 59 recover recover VB cord-280942-ej8fx52u 65 60 to to IN cord-280942-ej8fx52u 65 61 an an DT cord-280942-ej8fx52u 65 62 asymptomatic asymptomatic JJ cord-280942-ej8fx52u 65 63 state state NN cord-280942-ej8fx52u 65 64 or or CC cord-280942-ej8fx52u 65 65 not not RB cord-280942-ej8fx52u 65 66 . . . cord-280942-ej8fx52u 66 1 With with IN cord-280942-ej8fx52u 66 2 this this DT cord-280942-ej8fx52u 66 3 setup setup NN cord-280942-ej8fx52u 66 4 , , , cord-280942-ej8fx52u 66 5 one one PRP cord-280942-ej8fx52u 66 6 can can MD cord-280942-ej8fx52u 66 7 be be VB cord-280942-ej8fx52u 66 8 in in IN cord-280942-ej8fx52u 66 9 one one CD cord-280942-ej8fx52u 66 10 of of IN cord-280942-ej8fx52u 66 11 four four CD cord-280942-ej8fx52u 66 12 places place NNS cord-280942-ej8fx52u 66 13 , , , cord-280942-ej8fx52u 66 14 with with IN cord-280942-ej8fx52u 66 15 any any DT cord-280942-ej8fx52u 66 16 infectious infectious JJ cord-280942-ej8fx52u 66 17 status status NN cord-280942-ej8fx52u 66 18 , , , cord-280942-ej8fx52u 66 19 expressing express VBG cord-280942-ej8fx52u 66 20 symptoms symptom NNS cord-280942-ej8fx52u 66 21 or or CC cord-280942-ej8fx52u 66 22 not not RB cord-280942-ej8fx52u 66 23 and and CC cord-280942-ej8fx52u 66 24 having have VBG cord-280942-ej8fx52u 66 25 test test NN cord-280942-ej8fx52u 66 26 results result NNS cord-280942-ej8fx52u 66 27 or or CC cord-280942-ej8fx52u 66 28 not not RB cord-280942-ej8fx52u 66 29 . . . cord-280942-ej8fx52u 67 1 Note note VB cord-280942-ej8fx52u 67 2 that that IN cord-280942-ej8fx52u 67 3 - - : cord-280942-ej8fx52u 67 4 in in IN cord-280942-ej8fx52u 67 5 this this DT cord-280942-ej8fx52u 67 6 construction construction NN cord-280942-ej8fx52u 67 7 - - : cord-280942-ej8fx52u 67 8 it -PRON- PRP cord-280942-ej8fx52u 67 9 is be VBZ cord-280942-ej8fx52u 67 10 possible possible JJ cord-280942-ej8fx52u 67 11 to to TO cord-280942-ej8fx52u 67 12 be be VB cord-280942-ej8fx52u 67 13 infected infect VBN cord-280942-ej8fx52u 67 14 and and CC cord-280942-ej8fx52u 67 15 yet yet RB cord-280942-ej8fx52u 67 16 be be VB cord-280942-ej8fx52u 67 17 asymptomatic asymptomatic JJ cord-280942-ej8fx52u 67 18 . . . cord-280942-ej8fx52u 68 1 Crucially crucially RB cord-280942-ej8fx52u 68 2 , , , cord-280942-ej8fx52u 68 3 the the DT cord-280942-ej8fx52u 68 4 transitions transition NNS cord-280942-ej8fx52u 68 5 within within IN cord-280942-ej8fx52u 68 6 any any DT cord-280942-ej8fx52u 68 7 factor factor NN cord-280942-ej8fx52u 68 8 depend depend VB cord-280942-ej8fx52u 68 9 upon upon IN cord-280942-ej8fx52u 68 10 the the DT cord-280942-ej8fx52u 68 11 marginal marginal JJ cord-280942-ej8fx52u 68 12 distribution distribution NN cord-280942-ej8fx52u 68 13 of of IN cord-280942-ej8fx52u 68 14 other other JJ cord-280942-ej8fx52u 68 15 factors factor NNS cord-280942-ej8fx52u 68 16 . . . cord-280942-ej8fx52u 69 1 For for IN cord-280942-ej8fx52u 69 2 example example NN cord-280942-ej8fx52u 69 3 , , , cord-280942-ej8fx52u 69 4 the the DT cord-280942-ej8fx52u 69 5 probability probability NN cord-280942-ej8fx52u 69 6 of of IN cord-280942-ej8fx52u 69 7 becoming become VBG cord-280942-ej8fx52u 69 8 infected infect VBN cord-280942-ej8fx52u 69 9 , , , cord-280942-ej8fx52u 69 10 given give VBN cord-280942-ej8fx52u 69 11 that that IN cord-280942-ej8fx52u 69 12 one one NN cord-280942-ej8fx52u 69 13 is be VBZ cord-280942-ej8fx52u 69 14 susceptible susceptible JJ cord-280942-ej8fx52u 69 15 to to IN cord-280942-ej8fx52u 69 16 infection infection NN cord-280942-ej8fx52u 69 17 , , , cord-280942-ej8fx52u 69 18 depends depend VBZ cord-280942-ej8fx52u 69 19 upon upon IN cord-280942-ej8fx52u 69 20 whether whether IN cord-280942-ej8fx52u 69 21 one one NN cord-280942-ej8fx52u 69 22 is be VBZ cord-280942-ej8fx52u 69 23 at at IN cord-280942-ej8fx52u 69 24 home home NN cord-280942-ej8fx52u 69 25 or or CC cord-280942-ej8fx52u 69 26 at at IN cord-280942-ej8fx52u 69 27 work work NN cord-280942-ej8fx52u 69 28 . . . cord-280942-ej8fx52u 70 1 Similarly similarly RB cord-280942-ej8fx52u 70 2 , , , cord-280942-ej8fx52u 70 3 the the DT cord-280942-ej8fx52u 70 4 probability probability NN cord-280942-ej8fx52u 70 5 of of IN cord-280942-ej8fx52u 70 6 developing develop VBG cord-280942-ej8fx52u 70 7 symptoms symptom NNS cord-280942-ej8fx52u 70 8 depends depend VBZ cord-280942-ej8fx52u 70 9 upon upon IN cord-280942-ej8fx52u 70 10 whether whether IN cord-280942-ej8fx52u 70 11 one one NN cord-280942-ej8fx52u 70 12 is be VBZ cord-280942-ej8fx52u 70 13 infected infect VBN cord-280942-ej8fx52u 70 14 or or CC cord-280942-ej8fx52u 70 15 not not RB cord-280942-ej8fx52u 70 16 . . . cord-280942-ej8fx52u 71 1 The the DT cord-280942-ej8fx52u 71 2 probability probability NN cord-280942-ej8fx52u 71 3 of of IN cord-280942-ej8fx52u 71 4 being be VBG cord-280942-ej8fx52u 71 5 testing test VBG cord-280942-ej8fx52u 71 6 negative negative JJ cord-280942-ej8fx52u 71 7 depends depend VBZ cord-280942-ej8fx52u 71 8 upon upon IN cord-280942-ej8fx52u 71 9 whether whether IN cord-280942-ej8fx52u 71 10 one one NN cord-280942-ej8fx52u 71 11 is be VBZ cord-280942-ej8fx52u 71 12 susceptible susceptible JJ cord-280942-ej8fx52u 71 13 ( ( -LRB- cord-280942-ej8fx52u 71 14 or or CC cord-280942-ej8fx52u 71 15 immune immune JJ cord-280942-ej8fx52u 71 16 ) ) -RRB- cord-280942-ej8fx52u 71 17 to to IN cord-280942-ej8fx52u 71 18 infection infection NN cord-280942-ej8fx52u 71 19 , , , cord-280942-ej8fx52u 71 20 and and CC cord-280942-ej8fx52u 71 21 so so RB cord-280942-ej8fx52u 71 22 on on RB cord-280942-ej8fx52u 71 23 . . . cord-280942-ej8fx52u 72 1 Finally finally RB cord-280942-ej8fx52u 72 2 , , , cord-280942-ej8fx52u 72 3 to to TO cord-280942-ej8fx52u 72 4 complete complete VB cord-280942-ej8fx52u 72 5 the the DT cord-280942-ej8fx52u 72 6 circular circular JJ cord-280942-ej8fx52u 72 7 dependency dependency NN cord-280942-ej8fx52u 72 8 , , , cord-280942-ej8fx52u 72 9 the the DT cord-280942-ej8fx52u 72 10 probability probability NN cord-280942-ej8fx52u 72 11 of of IN cord-280942-ej8fx52u 72 12 leaving leave VBG cord-280942-ej8fx52u 72 13 home home NN cord-280942-ej8fx52u 72 14 to to TO cord-280942-ej8fx52u 72 15 go go VB cord-280942-ej8fx52u 72 16 to to IN cord-280942-ej8fx52u 72 17 work work NN cord-280942-ej8fx52u 72 18 depends depend VBZ cord-280942-ej8fx52u 72 19 upon upon IN cord-280942-ej8fx52u 72 20 the the DT cord-280942-ej8fx52u 72 21 number number NN cord-280942-ej8fx52u 72 22 of of IN cord-280942-ej8fx52u 72 23 infected infected JJ cord-280942-ej8fx52u 72 24 people people NNS cord-280942-ej8fx52u 72 25 in in IN cord-280942-ej8fx52u 72 26 the the DT cord-280942-ej8fx52u 72 27 population population NN cord-280942-ej8fx52u 72 28 , , , cord-280942-ej8fx52u 72 29 mediated mediate VBN cord-280942-ej8fx52u 72 30 by by IN cord-280942-ej8fx52u 72 31 social social JJ cord-280942-ej8fx52u 72 32 distancing distancing NN cord-280942-ej8fx52u 72 33 . . . cord-280942-ej8fx52u 73 1 At at IN cord-280942-ej8fx52u 73 2 any any DT cord-280942-ej8fx52u 73 3 point point NN cord-280942-ej8fx52u 73 4 in in IN cord-280942-ej8fx52u 73 5 time time NN cord-280942-ej8fx52u 73 6 , , , cord-280942-ej8fx52u 73 7 the the DT cord-280942-ej8fx52u 73 8 probability probability NN cord-280942-ej8fx52u 73 9 of of IN cord-280942-ej8fx52u 73 10 being be VBG cord-280942-ej8fx52u 73 11 in in IN cord-280942-ej8fx52u 73 12 any any DT cord-280942-ej8fx52u 73 13 combination combination NN cord-280942-ej8fx52u 73 14 of of IN cord-280942-ej8fx52u 73 15 the the DT cord-280942-ej8fx52u 73 16 four four CD cord-280942-ej8fx52u 73 17 states state NNS cord-280942-ej8fx52u 73 18 determines determine VBZ cord-280942-ej8fx52u 73 19 what what WP cord-280942-ej8fx52u 73 20 would would MD cord-280942-ej8fx52u 73 21 be be VB cord-280942-ej8fx52u 73 22 observed observe VBN cord-280942-ej8fx52u 73 23 at at IN cord-280942-ej8fx52u 73 24 the the DT cord-280942-ej8fx52u 73 25 population population NN cord-280942-ej8fx52u 73 26 level level NN cord-280942-ej8fx52u 73 27 . . . cord-280942-ej8fx52u 74 1 For for IN cord-280942-ej8fx52u 74 2 example example NN cord-280942-ej8fx52u 74 3 , , , cord-280942-ej8fx52u 74 4 the the DT cord-280942-ej8fx52u 74 5 occupancy occupancy NN cord-280942-ej8fx52u 74 6 of of IN cord-280942-ej8fx52u 74 7 the the DT cord-280942-ej8fx52u 74 8 deceased deceased JJ cord-280942-ej8fx52u 74 9 level level NN cord-280942-ej8fx52u 74 10 of of IN cord-280942-ej8fx52u 74 11 the the DT cord-280942-ej8fx52u 74 12 clinical clinical JJ cord-280942-ej8fx52u 74 13 factor factor NN cord-280942-ej8fx52u 74 14 determines determine VBZ cord-280942-ej8fx52u 74 15 the the DT cord-280942-ej8fx52u 74 16 current current JJ cord-280942-ej8fx52u 74 17 number number NN cord-280942-ej8fx52u 74 18 of of IN cord-280942-ej8fx52u 74 19 people people NNS cord-280942-ej8fx52u 74 20 who who WP cord-280942-ej8fx52u 74 21 have have VBP cord-280942-ej8fx52u 74 22 recorded record VBN cord-280942-ej8fx52u 74 23 deaths death NNS cord-280942-ej8fx52u 74 24 . . . cord-280942-ej8fx52u 75 1 Similarly similarly RB cord-280942-ej8fx52u 75 2 , , , cord-280942-ej8fx52u 75 3 the the DT cord-280942-ej8fx52u 75 4 occupancy occupancy NN cord-280942-ej8fx52u 75 5 of of IN cord-280942-ej8fx52u 75 6 the the DT cord-280942-ej8fx52u 75 7 positive positive JJ cord-280942-ej8fx52u 75 8 level level NN cord-280942-ej8fx52u 75 9 of of IN cord-280942-ej8fx52u 75 10 the the DT cord-280942-ej8fx52u 75 11 testing testing NN cord-280942-ej8fx52u 75 12 factor factor NN cord-280942-ej8fx52u 75 13 determines determine VBZ cord-280942-ej8fx52u 75 14 the the DT cord-280942-ej8fx52u 75 15 expected expect VBN cord-280942-ej8fx52u 75 16 number number NN cord-280942-ej8fx52u 75 17 of of IN cord-280942-ej8fx52u 75 18 positive positive JJ cord-280942-ej8fx52u 75 19 cases case NNS cord-280942-ej8fx52u 75 20 reported report VBN cord-280942-ej8fx52u 75 21 . . . cord-280942-ej8fx52u 76 1 From from IN cord-280942-ej8fx52u 76 2 these these DT cord-280942-ej8fx52u 76 3 expectations expectation NNS cord-280942-ej8fx52u 76 4 , , , cord-280942-ej8fx52u 76 5 the the DT cord-280942-ej8fx52u 76 6 expected expect VBN cord-280942-ej8fx52u 76 7 number number NN cord-280942-ej8fx52u 76 8 of of IN cord-280942-ej8fx52u 76 9 new new JJ cord-280942-ej8fx52u 76 10 cases case NNS cord-280942-ej8fx52u 76 11 per per IN cord-280942-ej8fx52u 76 12 day day NN cord-280942-ej8fx52u 76 13 can can MD cord-280942-ej8fx52u 76 14 be be VB cord-280942-ej8fx52u 76 15 generated generate VBN cord-280942-ej8fx52u 76 16 . . . cord-280942-ej8fx52u 77 1 A a DT cord-280942-ej8fx52u 77 2 more more RBR cord-280942-ej8fx52u 77 3 detailed detailed JJ cord-280942-ej8fx52u 77 4 description description NN cord-280942-ej8fx52u 77 5 of of IN cord-280942-ej8fx52u 77 6 the the DT cord-280942-ej8fx52u 77 7 generative generative JJ cord-280942-ej8fx52u 77 8 model model NN cord-280942-ej8fx52u 77 9 can can MD cord-280942-ej8fx52u 77 10 be be VB cord-280942-ej8fx52u 77 11 found find VBN cord-280942-ej8fx52u 77 12 in in IN cord-280942-ej8fx52u 77 13 Friston Friston NNP cord-280942-ej8fx52u 77 14 et et NNP cord-280942-ej8fx52u 77 15 al al NNP cord-280942-ej8fx52u 77 16 . . . cord-280942-ej8fx52u 78 1 Parameter parameter NN cord-280942-ej8fx52u 78 2 estimation estimation NN cord-280942-ej8fx52u 78 3 and and CC cord-280942-ej8fx52u 78 4 model model NN cord-280942-ej8fx52u 78 5 comparison comparison NN cord-280942-ej8fx52u 78 6 relies rely VBZ cord-280942-ej8fx52u 78 7 on on IN cord-280942-ej8fx52u 78 8 a a DT cord-280942-ej8fx52u 78 9 variational variational JJ cord-280942-ej8fx52u 78 10 Bayesian bayesian JJ cord-280942-ej8fx52u 78 11 approximation approximation NN cord-280942-ej8fx52u 78 12 scheme scheme NN cord-280942-ej8fx52u 78 13 ( ( -LRB- cord-280942-ej8fx52u 78 14 Daunizeau Daunizeau NNP cord-280942-ej8fx52u 78 15 , , , cord-280942-ej8fx52u 78 16 2018 2018 CD cord-280942-ej8fx52u 78 17 ; ; : cord-280942-ej8fx52u 78 18 Friston Friston NNP cord-280942-ej8fx52u 78 19 et et NNP cord-280942-ej8fx52u 78 20 al al NNP cord-280942-ej8fx52u 78 21 . . NNP cord-280942-ej8fx52u 78 22 , , , cord-280942-ej8fx52u 78 23 2007 2007 CD cord-280942-ej8fx52u 78 24 ) ) -RRB- cord-280942-ej8fx52u 78 25 which which WDT cord-280942-ej8fx52u 78 26 is be VBZ cord-280942-ej8fx52u 78 27 adopted adopt VBN cord-280942-ej8fx52u 78 28 in in IN cord-280942-ej8fx52u 78 29 established establish VBN cord-280942-ej8fx52u 78 30 computational computational JJ cord-280942-ej8fx52u 78 31 neuroscience neuroscience NN cord-280942-ej8fx52u 78 32 toolboxes toolbox NNS cord-280942-ej8fx52u 78 33 ( ( -LRB- cord-280942-ej8fx52u 78 34 Ashburner Ashburner NNP cord-280942-ej8fx52u 78 35 , , , cord-280942-ej8fx52u 78 36 2012 2012 CD cord-280942-ej8fx52u 78 37 ) ) -RRB- cord-280942-ej8fx52u 78 38 . . . cord-280942-ej8fx52u 79 1 In in IN cord-280942-ej8fx52u 79 2 this this DT cord-280942-ej8fx52u 79 3 particular particular JJ cord-280942-ej8fx52u 79 4 work work NN cord-280942-ej8fx52u 79 5 , , , cord-280942-ej8fx52u 79 6 we -PRON- PRP cord-280942-ej8fx52u 79 7 have have VBP cord-280942-ej8fx52u 79 8 chosen choose VBN cord-280942-ej8fx52u 79 9 to to TO cord-280942-ej8fx52u 79 10 implement implement VB cord-280942-ej8fx52u 79 11 the the DT cord-280942-ej8fx52u 79 12 DCM DCM NNP cord-280942-ej8fx52u 79 13 - - HYPH cord-280942-ej8fx52u 79 14 covid covid NNP cord-280942-ej8fx52u 79 15 model model NN cord-280942-ej8fx52u 79 16 from from IN cord-280942-ej8fx52u 79 17 scratch scratch NN cord-280942-ej8fx52u 79 18 , , , cord-280942-ej8fx52u 79 19 and and CC cord-280942-ej8fx52u 79 20 make make VB cord-280942-ej8fx52u 79 21 it -PRON- PRP cord-280942-ej8fx52u 79 22 available available JJ cord-280942-ej8fx52u 79 23 for for IN cord-280942-ej8fx52u 79 24 another another DT cord-280942-ej8fx52u 79 25 open open JJ cord-280942-ej8fx52u 79 26 academic academic JJ cord-280942-ej8fx52u 79 27 model model NN cord-280942-ej8fx52u 79 28 - - HYPH cord-280942-ej8fx52u 79 29 based base VBN cord-280942-ej8fx52u 79 30 data datum NNS cord-280942-ej8fx52u 79 31 analysis analysis NN cord-280942-ej8fx52u 79 32 toolbox toolbox NN cord-280942-ej8fx52u 79 33 ( ( -LRB- cord-280942-ej8fx52u 79 34 Daunizeau Daunizeau NNP cord-280942-ej8fx52u 79 35 et et NNP cord-280942-ej8fx52u 79 36 al al NNP cord-280942-ej8fx52u 79 37 . . NNP cord-280942-ej8fx52u 79 38 , , , cord-280942-ej8fx52u 79 39 2014 2014 CD cord-280942-ej8fx52u 79 40 ) ) -RRB- cord-280942-ej8fx52u 79 41 . . . cord-280942-ej8fx52u 80 1 We -PRON- PRP cord-280942-ej8fx52u 80 2 did do VBD cord-280942-ej8fx52u 80 3 this this DT cord-280942-ej8fx52u 80 4 to to TO cord-280942-ej8fx52u 80 5 provide provide VB cord-280942-ej8fx52u 80 6 software software NN cord-280942-ej8fx52u 80 7 validation validation NN cord-280942-ej8fx52u 80 8 for for IN cord-280942-ej8fx52u 80 9 subsequent subsequent JJ cord-280942-ej8fx52u 80 10 data data NN cord-280942-ej8fx52u 80 11 analyses analysis NNS cord-280942-ej8fx52u 80 12 performed perform VBN cord-280942-ej8fx52u 80 13 with with IN cord-280942-ej8fx52u 80 14 the the DT cord-280942-ej8fx52u 80 15 DCM DCM NNP cord-280942-ej8fx52u 80 16 - - HYPH cord-280942-ej8fx52u 80 17 covid covid NNP cord-280942-ej8fx52u 80 18 model model NN cord-280942-ej8fx52u 80 19 . . . cord-280942-ej8fx52u 81 1 In in IN cord-280942-ej8fx52u 81 2 addition addition NN cord-280942-ej8fx52u 81 3 to to IN cord-280942-ej8fx52u 81 4 semi semi RB cord-280942-ej8fx52u 81 5 - - JJ cord-280942-ej8fx52u 81 6 informed informed JJ cord-280942-ej8fx52u 81 7 prior prior JJ cord-280942-ej8fx52u 81 8 distributions distribution NNS cord-280942-ej8fx52u 81 9 , , , cord-280942-ej8fx52u 81 10 model model NN cord-280942-ej8fx52u 81 11 inversion inversion NN cord-280942-ej8fx52u 81 12 -in -in : cord-280942-ej8fx52u 81 13 the the DT cord-280942-ej8fx52u 81 14 current current JJ cord-280942-ej8fx52u 81 15 implementation implementation NN cord-280942-ej8fx52u 81 16 - - HYPH cord-280942-ej8fx52u 81 17 places place VBZ cord-280942-ej8fx52u 81 18 hard hard JJ cord-280942-ej8fx52u 81 19 constraints constraint NNS cord-280942-ej8fx52u 81 20 on on IN cord-280942-ej8fx52u 81 21 parameters parameter NNS cord-280942-ej8fx52u 81 22 to to TO cord-280942-ej8fx52u 81 23 ensure ensure VB cord-280942-ej8fx52u 81 24 that that IN cord-280942-ej8fx52u 81 25 they -PRON- PRP cord-280942-ej8fx52u 81 26 stay stay VBP cord-280942-ej8fx52u 81 27 within within IN cord-280942-ej8fx52u 81 28 admissible admissible JJ cord-280942-ej8fx52u 81 29 ranges range NNS cord-280942-ej8fx52u 81 30 . . . cord-280942-ej8fx52u 82 1 More more RBR cord-280942-ej8fx52u 82 2 precisely precisely RB cord-280942-ej8fx52u 82 3 , , , cord-280942-ej8fx52u 82 4 rate rate NN cord-280942-ej8fx52u 82 5 constants constant NNS cord-280942-ej8fx52u 82 6 and and CC cord-280942-ej8fx52u 82 7 probability probability NN cord-280942-ej8fx52u 82 8 constants constant NNS cord-280942-ej8fx52u 82 9 are be VBP cord-280942-ej8fx52u 82 10 derived derive VBN cord-280942-ej8fx52u 82 11 by by IN cord-280942-ej8fx52u 82 12 passing pass VBG cord-280942-ej8fx52u 82 13 unbounded unbounded JJ cord-280942-ej8fx52u 82 14 parameters parameter NNS cord-280942-ej8fx52u 82 15 through through IN cord-280942-ej8fx52u 82 16 an an DT cord-280942-ej8fx52u 82 17 exponential exponential JJ cord-280942-ej8fx52u 82 18 mapping mapping NN cord-280942-ej8fx52u 82 19 and and CC cord-280942-ej8fx52u 82 20 sigmoid sigmoid JJ cord-280942-ej8fx52u 82 21 mapping mapping NN cord-280942-ej8fx52u 82 22 , , , cord-280942-ej8fx52u 82 23 respectively respectively RB cord-280942-ej8fx52u 82 24 5 5 CD cord-280942-ej8fx52u 82 25 . . . cord-280942-ej8fx52u 83 1 Table table NN cord-280942-ej8fx52u 83 2 1 1 CD cord-280942-ej8fx52u 83 3 below below RB cord-280942-ej8fx52u 83 4 recapitulates recapitulate VBZ cord-280942-ej8fx52u 83 5 the the DT cord-280942-ej8fx52u 83 6 unknown unknown JJ cord-280942-ej8fx52u 83 7 model model NN cord-280942-ej8fx52u 83 8 parameters parameter NNS cord-280942-ej8fx52u 83 9 , , , cord-280942-ej8fx52u 83 10 in in IN cord-280942-ej8fx52u 83 11 terms term NNS cord-280942-ej8fx52u 83 12 of of IN cord-280942-ej8fx52u 83 13 its -PRON- PRP$ cord-280942-ej8fx52u 83 14 prior prior JJ cord-280942-ej8fx52u 83 15 mean mean NN cord-280942-ej8fx52u 83 16 and and CC cord-280942-ej8fx52u 83 17 associated associate VBD cord-280942-ej8fx52u 83 18 hard hard JJ cord-280942-ej8fx52u 83 19 constraint constraint NN cord-280942-ej8fx52u 83 20 . . . cord-280942-ej8fx52u 84 1 is be VBZ cord-280942-ej8fx52u 84 2 the the DT cord-280942-ej8fx52u 84 3 corresponding correspond VBG cord-280942-ej8fx52u 84 4 country country NN cord-280942-ej8fx52u 84 5 5 5 CD cord-280942-ej8fx52u 84 6 Astute astute JJ cord-280942-ej8fx52u 84 7 readers reader NNS cord-280942-ej8fx52u 84 8 will will MD cord-280942-ej8fx52u 84 9 notice notice VB cord-280942-ej8fx52u 84 10 a a DT cord-280942-ej8fx52u 84 11 few few JJ cord-280942-ej8fx52u 84 12 minor minor JJ cord-280942-ej8fx52u 84 13 changes change NNS cord-280942-ej8fx52u 84 14 from from IN cord-280942-ej8fx52u 84 15 the the DT cord-280942-ej8fx52u 84 16 original original JJ cord-280942-ej8fx52u 84 17 model model NN cord-280942-ej8fx52u 84 18 inversion inversion NN cord-280942-ej8fx52u 84 19 scheme scheme NN cord-280942-ej8fx52u 84 20 proposed propose VBN cord-280942-ej8fx52u 84 21 by by IN cord-280942-ej8fx52u 84 22 Friston Friston NNP cord-280942-ej8fx52u 84 23 et et NNP cord-280942-ej8fx52u 84 24 al al NNP cord-280942-ej8fx52u 84 25 . . . cord-280942-ej8fx52u 84 26 . . . cord-280942-ej8fx52u 85 1 In in IN cord-280942-ej8fx52u 85 2 particular particular JJ cord-280942-ej8fx52u 85 3 , , , cord-280942-ej8fx52u 85 4 the the DT cord-280942-ej8fx52u 85 5 hard hard JJ cord-280942-ej8fx52u 85 6 sigmoid sigmoid JJ cord-280942-ej8fx52u 85 7 constraint constraint NN cord-280942-ej8fx52u 85 8 on on IN cord-280942-ej8fx52u 85 9 transition transition NN cord-280942-ej8fx52u 85 10 probability probability NN cord-280942-ej8fx52u 85 11 parameters parameter NNS cord-280942-ej8fx52u 85 12 ensures ensure VBZ cord-280942-ej8fx52u 85 13 that that IN cord-280942-ej8fx52u 85 14 these these DT cord-280942-ej8fx52u 85 15 can can MD cord-280942-ej8fx52u 85 16 not not RB cord-280942-ej8fx52u 85 17 be be VB cord-280942-ej8fx52u 85 18 greater great JJR cord-280942-ej8fx52u 85 19 than than IN cord-280942-ej8fx52u 85 20 one one CD cord-280942-ej8fx52u 85 21 . . . cord-280942-ej8fx52u 85 22 . . . cord-280942-ej8fx52u 86 1 CC CC NNP cord-280942-ej8fx52u 86 2 - - HYPH cord-280942-ej8fx52u 86 3 BY BY NNP cord-280942-ej8fx52u 86 4 - - HYPH cord-280942-ej8fx52u 86 5 ND ND NNP cord-280942-ej8fx52u 86 6 4.0 4.0 CD cord-280942-ej8fx52u 86 7 International international JJ cord-280942-ej8fx52u 86 8 license license NN cord-280942-ej8fx52u 87 1 It -PRON- PRP cord-280942-ej8fx52u 87 2 is be VBZ cord-280942-ej8fx52u 87 3 made make VBN cord-280942-ej8fx52u 87 4 available available JJ cord-280942-ej8fx52u 87 5 under under IN cord-280942-ej8fx52u 87 6 a a DT cord-280942-ej8fx52u 88 1 is be VBZ cord-280942-ej8fx52u 88 2 the the DT cord-280942-ej8fx52u 88 3 author author NN cord-280942-ej8fx52u 88 4 / / SYM cord-280942-ej8fx52u 88 5 funder funder NN cord-280942-ej8fx52u 88 6 , , , cord-280942-ej8fx52u 88 7 who who WP cord-280942-ej8fx52u 88 8 has have VBZ cord-280942-ej8fx52u 88 9 granted grant VBN cord-280942-ej8fx52u 88 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 88 11 a a DT cord-280942-ej8fx52u 88 12 license license NN cord-280942-ej8fx52u 88 13 to to TO cord-280942-ej8fx52u 88 14 display display VB cord-280942-ej8fx52u 88 15 the the DT cord-280942-ej8fx52u 88 16 preprint preprint NN cord-280942-ej8fx52u 88 17 in in IN cord-280942-ej8fx52u 88 18 perpetuity perpetuity NN cord-280942-ej8fx52u 88 19 . . . cord-280942-ej8fx52u 89 1 The the DT cord-280942-ej8fx52u 89 2 copyright copyright NN cord-280942-ej8fx52u 89 3 holder holder NN cord-280942-ej8fx52u 89 4 for for IN cord-280942-ej8fx52u 89 5 this this DT cord-280942-ej8fx52u 89 6 preprint preprint NN cord-280942-ej8fx52u 89 7 this this DT cord-280942-ej8fx52u 89 8 version version NN cord-280942-ej8fx52u 89 9 posted post VBN cord-280942-ej8fx52u 89 10 April April NNP cord-280942-ej8fx52u 89 11 29 29 CD cord-280942-ej8fx52u 89 12 , , , cord-280942-ej8fx52u 89 13 2020 2020 CD cord-280942-ej8fx52u 89 14 . . . cord-280942-ej8fx52u 89 15 . . . cord-280942-ej8fx52u 90 1 https://doi.org/10 https://doi.org/10 NNP cord-280942-ej8fx52u 90 2 . . . cord-280942-ej8fx52u 91 1 1101 1101 CD cord-280942-ej8fx52u 91 2 /2020 /2020 . cord-280942-ej8fx52u 92 1 We -PRON- PRP cord-280942-ej8fx52u 92 2 will will MD cord-280942-ej8fx52u 92 3 pay pay VB cord-280942-ej8fx52u 92 4 particular particular JJ cord-280942-ej8fx52u 92 5 attention attention NN cord-280942-ej8fx52u 92 6 to to IN cord-280942-ej8fx52u 92 7 estimates estimate NNS cord-280942-ej8fx52u 92 8 of of IN cord-280942-ej8fx52u 92 9 N n CD cord-280942-ej8fx52u 92 10   NN cord-280942-ej8fx52u 92 11 , , , cord-280942-ej8fx52u 92 12 i.e. i.e. FW cord-280942-ej8fx52u 92 13 the the DT cord-280942-ej8fx52u 92 14 initial initial JJ cord-280942-ej8fx52u 92 15 number number NN cord-280942-ej8fx52u 92 16 of of IN cord-280942-ej8fx52u 92 17 susceptible susceptible JJ cord-280942-ej8fx52u 92 18 people people NNS cord-280942-ej8fx52u 92 19 among among IN cord-280942-ej8fx52u 92 20 the the DT cord-280942-ej8fx52u 92 21 country country NN cord-280942-ej8fx52u 92 22 's 's POS cord-280942-ej8fx52u 92 23 population population NN cord-280942-ej8fx52u 92 24 . . . cord-280942-ej8fx52u 93 1 This this DT cord-280942-ej8fx52u 93 2 is be VBZ cord-280942-ej8fx52u 93 3 because because IN cord-280942-ej8fx52u 93 4 this this DT cord-280942-ej8fx52u 93 5 parameter parameter NN cord-280942-ej8fx52u 93 6 eventually eventually RB cord-280942-ej8fx52u 93 7 controls control VBZ cord-280942-ej8fx52u 93 8 the the DT cord-280942-ej8fx52u 93 9 quantitative quantitative JJ cord-280942-ej8fx52u 93 10 predictions prediction NNS cord-280942-ej8fx52u 93 11 regarding regard VBG cord-280942-ej8fx52u 93 12 specific specific JJ cord-280942-ej8fx52u 93 13 outcomes outcome NNS cord-280942-ej8fx52u 93 14 of of IN cord-280942-ej8fx52u 93 15 interest interest NN cord-280942-ej8fx52u 93 16 , , , cord-280942-ej8fx52u 93 17 e.g. e.g. RB cord-280942-ej8fx52u 93 18 acquired acquire VBN cord-280942-ej8fx52u 93 19 immunity immunity NN cord-280942-ej8fx52u 93 20 ratio ratio NN cord-280942-ej8fx52u 93 21 at at IN cord-280942-ej8fx52u 93 22 the the DT cord-280942-ej8fx52u 93 23 end end NN cord-280942-ej8fx52u 93 24 of of IN cord-280942-ej8fx52u 93 25 this this DT cord-280942-ej8fx52u 93 26 epidemiologic epidemiologic JJ cord-280942-ej8fx52u 93 27 event event NN cord-280942-ej8fx52u 93 28 . . . cord-280942-ej8fx52u 94 1 Note note VB cord-280942-ej8fx52u 94 2 that that IN cord-280942-ej8fx52u 94 3 this this DT cord-280942-ej8fx52u 94 4 type type NN cord-280942-ej8fx52u 94 5 of of IN cord-280942-ej8fx52u 94 6 prediction prediction NN cord-280942-ej8fx52u 94 7 is be VBZ cord-280942-ej8fx52u 94 8 critical critical JJ cord-280942-ej8fx52u 94 9 , , , cord-280942-ej8fx52u 94 10 because because IN cord-280942-ej8fx52u 94 11 it -PRON- PRP cord-280942-ej8fx52u 94 12 determines determine VBZ cord-280942-ej8fx52u 94 13 the the DT cord-280942-ej8fx52u 94 14 likelihood likelihood NN cord-280942-ej8fx52u 94 15 of of IN cord-280942-ej8fx52u 94 16 multiple multiple JJ cord-280942-ej8fx52u 94 17 rebounds rebound NNS cord-280942-ej8fx52u 94 18 ( ( -LRB- cord-280942-ej8fx52u 94 19 i.e. i.e. FW cord-280942-ej8fx52u 94 20 waves wave NNS cord-280942-ej8fx52u 94 21 ) ) -RRB- cord-280942-ej8fx52u 94 22 of of IN cord-280942-ej8fx52u 94 23 the the DT cord-280942-ej8fx52u 94 24 COVID covid JJ cord-280942-ej8fx52u 94 25 pandemic pandemic NN cord-280942-ej8fx52u 94 26 are be VBP cord-280942-ej8fx52u 94 27 when when WRB cord-280942-ej8fx52u 94 28 or or CC cord-280942-ej8fx52u 94 29 if if IN cord-280942-ej8fx52u 94 30 confinement confinement NN cord-280942-ej8fx52u 94 31 measures measure NNS cord-280942-ej8fx52u 94 32 are be VBP cord-280942-ej8fx52u 94 33 relaxed relaxed JJ cord-280942-ej8fx52u 94 34 . . . cord-280942-ej8fx52u 95 1 Most Most JJS cord-280942-ej8fx52u 95 2 modelling modelling NN cord-280942-ej8fx52u 95 3 studies study NNS cord-280942-ej8fx52u 95 4 to to IN cord-280942-ej8fx52u 95 5 date date NN cord-280942-ej8fx52u 95 6 actually actually RB cord-280942-ej8fx52u 95 7 rely rely VB cord-280942-ej8fx52u 95 8 on on IN cord-280942-ej8fx52u 95 9 daily daily JJ cord-280942-ej8fx52u 95 10 WHO who WP cord-280942-ej8fx52u 95 11 7 7 CD cord-280942-ej8fx52u 95 12 or or CC cord-280942-ej8fx52u 95 13 ECDC ECDC NNP cord-280942-ej8fx52u 95 14 8 8 CD cord-280942-ej8fx52u 95 15 data datum NNS cord-280942-ej8fx52u 95 16 reports report NNS cord-280942-ej8fx52u 95 17 , , , cord-280942-ej8fx52u 95 18 which which WDT cord-280942-ej8fx52u 95 19 gathers gather VBZ cord-280942-ej8fx52u 95 20 cumulative cumulative JJ cord-280942-ej8fx52u 95 21 death death NN cord-280942-ej8fx52u 95 22 , , , cord-280942-ej8fx52u 95 23 positive positive JJ cord-280942-ej8fx52u 95 24 test test NN cord-280942-ej8fx52u 95 25 and and CC cord-280942-ej8fx52u 95 26 remission remission NN cord-280942-ej8fx52u 95 27 counts count VBZ cord-280942-ej8fx52u 95 28 across across IN cord-280942-ej8fx52u 95 29 countries country NNS cord-280942-ej8fx52u 95 30 . . . cord-280942-ej8fx52u 96 1 These these DT cord-280942-ej8fx52u 96 2 dataset dataset NN cord-280942-ej8fx52u 96 3 are be VBP cord-280942-ej8fx52u 96 4 made make VBN cord-280942-ej8fx52u 96 5 openly openly RB cord-280942-ej8fx52u 96 6 available available JJ cord-280942-ej8fx52u 96 7 as as IN cord-280942-ej8fx52u 96 8 part part NN cord-280942-ej8fx52u 96 9 of of IN cord-280942-ej8fx52u 96 10 a a DT cord-280942-ej8fx52u 96 11 global global JJ cord-280942-ej8fx52u 96 12 collaborative collaborative JJ cord-280942-ej8fx52u 96 13 effort effort NN cord-280942-ej8fx52u 96 14 to to TO cord-280942-ej8fx52u 96 15 fight fight VB cord-280942-ej8fx52u 96 16 against against IN cord-280942-ej8fx52u 96 17 the the DT cord-280942-ej8fx52u 96 18 COVID COVID NNP cord-280942-ej8fx52u 96 19 pandemic pandemic NN cord-280942-ej8fx52u 96 20 ( ( -LRB- cord-280942-ej8fx52u 96 21 see see VB cord-280942-ej8fx52u 96 22 : : : cord-280942-ej8fx52u 96 23 https://github.com/CSSEGISandData/COVID-19 https://github.com/cssegisanddata/covid-19 UH cord-280942-ej8fx52u 96 24 ) ) -RRB- cord-280942-ej8fx52u 96 25 . . . cord-280942-ej8fx52u 97 1 However however RB cord-280942-ej8fx52u 97 2 , , , cord-280942-ej8fx52u 97 3 remission remission NN cord-280942-ej8fx52u 97 4 rates rate NNS cord-280942-ej8fx52u 97 5 are be VBP cord-280942-ej8fx52u 97 6 typically typically RB cord-280942-ej8fx52u 97 7 considered consider VBN cord-280942-ej8fx52u 97 8 unreliable unreliable JJ cord-280942-ej8fx52u 97 9 , , , cord-280942-ej8fx52u 97 10 as as IN cord-280942-ej8fx52u 97 11 is be VBZ cord-280942-ej8fx52u 97 12 evident evident JJ cord-280942-ej8fx52u 97 13 from from IN cord-280942-ej8fx52u 97 14 established establish VBN cord-280942-ej8fx52u 97 15 international international JJ cord-280942-ej8fx52u 97 16 worldwide worldwide JJ cord-280942-ej8fx52u 97 17 data datum NNS cord-280942-ej8fx52u 97 18 repositories repository NNS cord-280942-ej8fx52u 97 19 that that WDT cord-280942-ej8fx52u 97 20 prefer prefer VBP cord-280942-ej8fx52u 97 21 to to TO cord-280942-ej8fx52u 97 22 report report VB cord-280942-ej8fx52u 97 23 consolidated consolidated JJ cord-280942-ej8fx52u 97 24 death death NN cord-280942-ej8fx52u 97 25 and and CC cord-280942-ej8fx52u 97 26 confirmed confirm VBD cord-280942-ej8fx52u 97 27 positive positive JJ cord-280942-ej8fx52u 97 28 test test NN cord-280942-ej8fx52u 97 29 counts count VBZ cord-280942-ej8fx52u 97 30 only only RB cord-280942-ej8fx52u 97 31 ( ( -LRB- cord-280942-ej8fx52u 97 32 see see VB cord-280942-ej8fx52u 97 33 : : : cord-280942-ej8fx52u 97 34 https://github.com/owid https://github.com/owid ADD cord-280942-ej8fx52u 97 35 ) ) -RRB- cord-280942-ej8fx52u 97 36 . . . cord-280942-ej8fx52u 98 1 This this DT cord-280942-ej8fx52u 98 2 effectively effectively RB cord-280942-ej8fx52u 98 3 reduces reduce VBZ cord-280942-ej8fx52u 98 4 the the DT cord-280942-ej8fx52u 98 5 available available JJ cord-280942-ej8fx52u 98 6 data datum NNS cord-280942-ej8fx52u 98 7 to to IN cord-280942-ej8fx52u 98 8 the the DT cord-280942-ej8fx52u 98 9 death death NN cord-280942-ej8fx52u 98 10 and and CC cord-280942-ej8fx52u 98 11 positive positive JJ cord-280942-ej8fx52u 98 12 test test NN cord-280942-ej8fx52u 98 13 counts count VBZ cord-280942-ej8fx52u 98 14 , , , cord-280942-ej8fx52u 98 15 on on IN cord-280942-ej8fx52u 98 16 which which WDT cord-280942-ej8fx52u 98 17 most most JJS cord-280942-ej8fx52u 98 18 model model NN cord-280942-ej8fx52u 98 19 predictions prediction NNS cord-280942-ej8fx52u 98 20 rely rely VBP cord-280942-ej8fx52u 98 21 , , , cord-280942-ej8fx52u 98 22 including include VBG cord-280942-ej8fx52u 98 23 outcomes outcome NNS cord-280942-ej8fx52u 98 24 of of IN cord-280942-ej8fx52u 98 25 interest interest NN cord-280942-ej8fx52u 98 26 that that WDT cord-280942-ej8fx52u 98 27 are be VBP cord-280942-ej8fx52u 98 28 only only RB cord-280942-ej8fx52u 98 29 indirectly indirectly RB cord-280942-ej8fx52u 98 30 informed inform VBN cord-280942-ej8fx52u 98 31 by by IN cord-280942-ej8fx52u 98 32 these these DT cord-280942-ej8fx52u 98 33 data datum NNS cord-280942-ej8fx52u 98 34 ( ( -LRB- cord-280942-ej8fx52u 98 35 e.g. e.g. RB cord-280942-ej8fx52u 98 36 , , , cord-280942-ej8fx52u 98 37 acquired acquire VBD cord-280942-ej8fx52u 98 38 population population NN cord-280942-ej8fx52u 98 39 immunity immunity NN cord-280942-ej8fx52u 98 40 at at IN cord-280942-ej8fx52u 98 41 the the DT cord-280942-ej8fx52u 98 42 end end NN cord-280942-ej8fx52u 98 43 of of IN cord-280942-ej8fx52u 98 44 the the DT cord-280942-ej8fx52u 98 45 current current JJ cord-280942-ej8fx52u 98 46 epidemic epidemic NN cord-280942-ej8fx52u 98 47 outbreak outbreak NN cord-280942-ej8fx52u 98 48 ) ) -RRB- cord-280942-ej8fx52u 98 49 . . . cord-280942-ej8fx52u 99 1 However however RB cord-280942-ej8fx52u 99 2 , , , cord-280942-ej8fx52u 99 3 a a DT cord-280942-ej8fx52u 99 4 few few JJ cord-280942-ej8fx52u 99 5 governmental governmental JJ cord-280942-ej8fx52u 99 6 agencies agency NNS cord-280942-ej8fx52u 99 7 have have VBP cord-280942-ej8fx52u 99 8 recently recently RB cord-280942-ej8fx52u 99 9 made make VBN cord-280942-ej8fx52u 99 10 an an DT cord-280942-ej8fx52u 99 11 effort effort NN cord-280942-ej8fx52u 99 12 to to TO cord-280942-ej8fx52u 99 13 assemble assemble VB cord-280942-ej8fx52u 99 14 and and CC cord-280942-ej8fx52u 99 15 make make VB cord-280942-ej8fx52u 99 16 openly openly RB cord-280942-ej8fx52u 99 17 available available JJ cord-280942-ej8fx52u 99 18 richer rich JJR cord-280942-ej8fx52u 99 19 datasets dataset NNS cord-280942-ej8fx52u 99 20 , , , cord-280942-ej8fx52u 99 21 including include VBG cord-280942-ej8fx52u 99 22 , , , cord-280942-ej8fx52u 99 23 e.g. e.g. RB cord-280942-ej8fx52u 99 24 , , , cord-280942-ej8fx52u 99 25 ICU ICU NNP cord-280942-ej8fx52u 99 26 occupancy occupancy NN cord-280942-ej8fx52u 99 27 and and CC cord-280942-ej8fx52u 99 28 confirmed confirm VBD cord-280942-ej8fx52u 99 29 negative negative JJ cord-280942-ej8fx52u 99 30 test test NN cord-280942-ej8fx52u 99 31 counts count NNS cord-280942-ej8fx52u 99 32 ( ( -LRB- cord-280942-ej8fx52u 99 33 see see VB cord-280942-ej8fx52u 99 34 , , , cord-280942-ej8fx52u 100 1 e.g. e.g. RB cord-280942-ej8fx52u 100 2 , , , cord-280942-ej8fx52u 100 3 for for IN cord-280942-ej8fx52u 100 4 France France NNP cord-280942-ej8fx52u 100 5 : : : cord-280942-ej8fx52u 100 6 https://www.data.gouv.fr/fr/datasets/ https://www.data.gouv.fr/fr/datasets/ NNP cord-280942-ej8fx52u 100 7 ) ) -RRB- cord-280942-ej8fx52u 100 8 . . . cord-280942-ej8fx52u 101 1 This this DT cord-280942-ej8fx52u 101 2 is be VBZ cord-280942-ej8fx52u 101 3 particularly particularly RB cord-280942-ej8fx52u 101 4 relevant relevant JJ cord-280942-ej8fx52u 101 5 in in IN cord-280942-ej8fx52u 101 6 this this DT cord-280942-ej8fx52u 101 7 modelling modelling NN cord-280942-ej8fx52u 101 8 context context NN cord-280942-ej8fx52u 101 9 , , , cord-280942-ej8fx52u 101 10 because because IN cord-280942-ej8fx52u 101 11 recent recent JJ cord-280942-ej8fx52u 101 12 SIR SIR NNP cord-280942-ej8fx52u 101 13 models model NNS cord-280942-ej8fx52u 101 14 comprise comprise VBP cord-280942-ej8fx52u 101 15 multiple multiple JJ cord-280942-ej8fx52u 101 16 compartments compartment NNS cord-280942-ej8fx52u 101 17 that that WDT cord-280942-ej8fx52u 101 18 capture capture VBP cord-280942-ej8fx52u 101 19 modern modern JJ cord-280942-ej8fx52u 101 20 health health NN cord-280942-ej8fx52u 101 21 care care NN cord-280942-ej8fx52u 101 22 practices practice NNS cord-280942-ej8fx52u 101 23 that that WDT cord-280942-ej8fx52u 101 24 are be VBP cord-280942-ej8fx52u 101 25 only only RB cord-280942-ej8fx52u 101 26 partially partially RB cord-280942-ej8fx52u 101 27 observable observable JJ cord-280942-ej8fx52u 101 28 ( ( -LRB- cord-280942-ej8fx52u 101 29 see see VB cord-280942-ej8fx52u 101 30 , , , cord-280942-ej8fx52u 101 31 e.g. e.g. RB cord-280942-ej8fx52u 101 32 : : : cord-280942-ej8fx52u 102 1 https://ecosys.versailles-grignon.inra.fr/SpatialAgronomy/covid19/ https://ecosys.versailles-grignon.inra.fr/SpatialAgronomy/covid19/ NNP cord-280942-ej8fx52u 102 2 ) ) -RRB- cord-280942-ej8fx52u 102 3 . . . cord-280942-ej8fx52u 103 1 As as IN cord-280942-ej8fx52u 103 2 with with IN cord-280942-ej8fx52u 103 3 most most JJS cord-280942-ej8fx52u 103 4 modelling modelling NN cord-280942-ej8fx52u 103 5 studies study NNS cord-280942-ej8fx52u 103 6 currently currently RB cord-280942-ej8fx52u 103 7 performed perform VBN cord-280942-ej8fx52u 103 8 on on IN cord-280942-ej8fx52u 103 9 the the DT cord-280942-ej8fx52u 103 10 COVID covid JJ cord-280942-ej8fx52u 103 11 pandemic pandemic NN cord-280942-ej8fx52u 103 12 , , , cord-280942-ej8fx52u 103 13 previous previous JJ cord-280942-ej8fx52u 103 14 applications application NNS cord-280942-ej8fx52u 103 15 of of IN cord-280942-ej8fx52u 103 16 the the DT cord-280942-ej8fx52u 103 17 DCM DCM NNP cord-280942-ej8fx52u 103 18 - - HYPH cord-280942-ej8fx52u 103 19 covid covid NNP cord-280942-ej8fx52u 103 20 model model NN cord-280942-ej8fx52u 103 21 only only RB cord-280942-ej8fx52u 103 22 fitted fit VBD cord-280942-ej8fx52u 103 23 daily daily JJ cord-280942-ej8fx52u 103 24 death death NN cord-280942-ej8fx52u 103 25 ( ( -LRB- cord-280942-ej8fx52u 103 26 hereafter hereafter NN cord-280942-ej8fx52u 103 27 ( ( -LRB- cord-280942-ej8fx52u 103 28 1 1 CD cord-280942-ej8fx52u 103 29 ) ) -RRB- cord-280942-ej8fx52u 103 30 o o NN cord-280942-ej8fx52u 103 31 ) ) -RRB- cord-280942-ej8fx52u 103 32 and and CC cord-280942-ej8fx52u 103 33 positive positive JJ cord-280942-ej8fx52u 103 34 test test NN cord-280942-ej8fx52u 103 35 ( ( -LRB- cord-280942-ej8fx52u 103 36 ( ( -LRB- cord-280942-ej8fx52u 103 37 2 2 LS cord-280942-ej8fx52u 103 38 ) ) -RRB- cord-280942-ej8fx52u 103 39 o o NN cord-280942-ej8fx52u 103 40 ) ) -RRB- cord-280942-ej8fx52u 103 41 counts count VBZ cord-280942-ej8fx52u 103 42 . . . cord-280942-ej8fx52u 104 1 However however RB cord-280942-ej8fx52u 104 2 , , , cord-280942-ej8fx52u 104 3 the the DT cord-280942-ej8fx52u 104 4 structure structure NN cord-280942-ej8fx52u 104 5 of of IN cord-280942-ej8fx52u 104 6 the the DT cord-280942-ej8fx52u 104 7 model model NN cord-280942-ej8fx52u 104 8 and and CC cord-280942-ej8fx52u 104 9 its -PRON- PRP$ cord-280942-ej8fx52u 104 10 associated associate VBN cord-280942-ej8fx52u 104 11 inversion inversion NN cord-280942-ej8fx52u 104 12 7 7 CD cord-280942-ej8fx52u 104 13 World World NNP cord-280942-ej8fx52u 104 14 Health Health NNP cord-280942-ej8fx52u 104 15 Organization Organization NNP cord-280942-ej8fx52u 104 16 ( ( -LRB- cord-280942-ej8fx52u 104 17 https://www.who.int/ https://www.who.int/ NNP cord-280942-ej8fx52u 104 18 ) ) -RRB- cord-280942-ej8fx52u 104 19 . . . cord-280942-ej8fx52u 105 1 8 8 CD cord-280942-ej8fx52u 105 2 European European NNP cord-280942-ej8fx52u 105 3 Centre Centre NNP cord-280942-ej8fx52u 105 4 for for IN cord-280942-ej8fx52u 105 5 Disease Disease NNP cord-280942-ej8fx52u 105 6 Prevention Prevention NNP cord-280942-ej8fx52u 105 7 and and CC cord-280942-ej8fx52u 105 8 Control Control NNP cord-280942-ej8fx52u 105 9 ( ( -LRB- cord-280942-ej8fx52u 105 10 https://www.ecdc.europa.eu/en https://www.ecdc.europa.eu/en NN cord-280942-ej8fx52u 105 11 ) ) -RRB- cord-280942-ej8fx52u 105 12 . . . cord-280942-ej8fx52u 105 13 . . . cord-280942-ej8fx52u 106 1 CC CC NNP cord-280942-ej8fx52u 106 2 - - HYPH cord-280942-ej8fx52u 106 3 BY BY NNP cord-280942-ej8fx52u 106 4 - - HYPH cord-280942-ej8fx52u 106 5 ND ND NNP cord-280942-ej8fx52u 106 6 4.0 4.0 CD cord-280942-ej8fx52u 106 7 International international JJ cord-280942-ej8fx52u 106 8 license license NN cord-280942-ej8fx52u 107 1 It -PRON- PRP cord-280942-ej8fx52u 107 2 is be VBZ cord-280942-ej8fx52u 107 3 made make VBN cord-280942-ej8fx52u 107 4 available available JJ cord-280942-ej8fx52u 107 5 under under IN cord-280942-ej8fx52u 107 6 a a DT cord-280942-ej8fx52u 108 1 is be VBZ cord-280942-ej8fx52u 108 2 the the DT cord-280942-ej8fx52u 108 3 author author NN cord-280942-ej8fx52u 108 4 / / SYM cord-280942-ej8fx52u 108 5 funder funder NN cord-280942-ej8fx52u 108 6 , , , cord-280942-ej8fx52u 108 7 who who WP cord-280942-ej8fx52u 108 8 has have VBZ cord-280942-ej8fx52u 108 9 granted grant VBN cord-280942-ej8fx52u 108 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 108 11 a a DT cord-280942-ej8fx52u 108 12 license license NN cord-280942-ej8fx52u 108 13 to to TO cord-280942-ej8fx52u 108 14 display display VB cord-280942-ej8fx52u 108 15 the the DT cord-280942-ej8fx52u 108 16 preprint preprint NN cord-280942-ej8fx52u 108 17 in in IN cord-280942-ej8fx52u 108 18 perpetuity perpetuity NN cord-280942-ej8fx52u 108 19 . . . cord-280942-ej8fx52u 109 1 The the DT cord-280942-ej8fx52u 109 2 copyright copyright NN cord-280942-ej8fx52u 109 3 holder holder NN cord-280942-ej8fx52u 109 4 for for IN cord-280942-ej8fx52u 109 5 this this DT cord-280942-ej8fx52u 109 6 preprint preprint NN cord-280942-ej8fx52u 109 7 this this DT cord-280942-ej8fx52u 109 8 version version NN cord-280942-ej8fx52u 109 9 posted post VBN cord-280942-ej8fx52u 109 10 April April NNP cord-280942-ej8fx52u 109 11 29 29 CD cord-280942-ej8fx52u 109 12 , , , cord-280942-ej8fx52u 109 13 2020 2020 CD cord-280942-ej8fx52u 109 14 . . . cord-280942-ej8fx52u 109 15 . . . cord-280942-ej8fx52u 110 1 https://doi.org/10.1101/2020.04.24.20078485 https://doi.org/10.1101/2020.04.24.20078485 NNP cord-280942-ej8fx52u 110 2 doi doi XX cord-280942-ej8fx52u 110 3 : : : cord-280942-ej8fx52u 111 1 medRxiv medRxiv NNS cord-280942-ej8fx52u 111 2 preprint preprint NN cord-280942-ej8fx52u 111 3 scheme scheme NN cord-280942-ej8fx52u 111 4 makes make VBZ cord-280942-ej8fx52u 111 5 it -PRON- PRP cord-280942-ej8fx52u 111 6 very very RB cord-280942-ej8fx52u 111 7 easy easy JJ cord-280942-ej8fx52u 111 8 to to TO cord-280942-ej8fx52u 111 9 augment augment VB cord-280942-ej8fx52u 111 10 the the DT cord-280942-ej8fx52u 111 11 generated generate VBN cord-280942-ej8fx52u 111 12 outcome outcome NN cord-280942-ej8fx52u 111 13 data datum NNS cord-280942-ej8fx52u 111 14 with with IN cord-280942-ej8fx52u 111 15 remission remission NN cord-280942-ej8fx52u 111 16 9 9 CD cord-280942-ej8fx52u 112 1 ( ( -LRB- cord-280942-ej8fx52u 112 2 o o UH cord-280942-ej8fx52u 112 3 ) ) -RRB- cord-280942-ej8fx52u 112 4 , , , cord-280942-ej8fx52u 112 5 and and CC cord-280942-ej8fx52u 112 6 negative negative JJ cord-280942-ej8fx52u 112 7 test test NN cord-280942-ej8fx52u 112 8 ( ( -LRB- cord-280942-ej8fx52u 112 9 ( ( -LRB- cord-280942-ej8fx52u 112 10 5 5 CD cord-280942-ej8fx52u 112 11 ) ) -RRB- cord-280942-ej8fx52u 113 1 o o LS cord-280942-ej8fx52u 113 2 ) ) -RRB- cord-280942-ej8fx52u 113 3 rates rate NNS cord-280942-ej8fx52u 113 4 : : : cord-280942-ej8fx52u 113 5 ( ( -LRB- cord-280942-ej8fx52u 113 6 1 1 LS cord-280942-ej8fx52u 113 7 ) ) -RRB- cord-280942-ej8fx52u 113 8 6 6 CD cord-280942-ej8fx52u 113 9 ( ( -LRB- cord-280942-ej8fx52u 113 10 2 2 CD cord-280942-ej8fx52u 113 11 ) ) -RRB- cord-280942-ej8fx52u 113 12 6 6 CD cord-280942-ej8fx52u 113 13 ( ( -LRB- cord-280942-ej8fx52u 113 14 3 3 CD cord-280942-ej8fx52u 113 15 ) ) -RRB- cord-280942-ej8fx52u 113 16 6 6 CD cord-280942-ej8fx52u 113 17 1,3 1,3 CD cord-280942-ej8fx52u 114 1 Tp Tp NNP cord-280942-ej8fx52u 114 2   NNP cord-280942-ej8fx52u 114 3 is be VBZ cord-280942-ej8fx52u 114 4 the the DT cord-280942-ej8fx52u 114 5 current current JJ cord-280942-ej8fx52u 114 6 transition transition NN cord-280942-ej8fx52u 114 7 rate rate NN cord-280942-ej8fx52u 114 8 towards towards IN cord-280942-ej8fx52u 114 9 the the DT cord-280942-ej8fx52u 114 10 location location NN cord-280942-ej8fx52u 114 11 status status NN cord-280942-ej8fx52u 114 12 ' ' `` cord-280942-ej8fx52u 114 13 home home NN cord-280942-ej8fx52u 114 14 ' ' '' cord-280942-ej8fx52u 114 15 . . . cord-280942-ej8fx52u 114 16 . . . cord-280942-ej8fx52u 115 1 CC CC NNP cord-280942-ej8fx52u 115 2 - - HYPH cord-280942-ej8fx52u 115 3 BY BY NNP cord-280942-ej8fx52u 115 4 - - HYPH cord-280942-ej8fx52u 115 5 ND ND NNP cord-280942-ej8fx52u 115 6 4.0 4.0 CD cord-280942-ej8fx52u 115 7 International international JJ cord-280942-ej8fx52u 115 8 license license NN cord-280942-ej8fx52u 116 1 It -PRON- PRP cord-280942-ej8fx52u 116 2 is be VBZ cord-280942-ej8fx52u 116 3 made make VBN cord-280942-ej8fx52u 116 4 available available JJ cord-280942-ej8fx52u 116 5 under under IN cord-280942-ej8fx52u 116 6 a a DT cord-280942-ej8fx52u 117 1 is be VBZ cord-280942-ej8fx52u 117 2 the the DT cord-280942-ej8fx52u 117 3 author author NN cord-280942-ej8fx52u 117 4 / / SYM cord-280942-ej8fx52u 117 5 funder funder NN cord-280942-ej8fx52u 117 6 , , , cord-280942-ej8fx52u 117 7 who who WP cord-280942-ej8fx52u 117 8 has have VBZ cord-280942-ej8fx52u 117 9 granted grant VBN cord-280942-ej8fx52u 117 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 117 11 a a DT cord-280942-ej8fx52u 117 12 license license NN cord-280942-ej8fx52u 117 13 to to TO cord-280942-ej8fx52u 117 14 display display VB cord-280942-ej8fx52u 117 15 the the DT cord-280942-ej8fx52u 117 16 preprint preprint NN cord-280942-ej8fx52u 117 17 in in IN cord-280942-ej8fx52u 117 18 perpetuity perpetuity NN cord-280942-ej8fx52u 117 19 . . . cord-280942-ej8fx52u 118 1 The the DT cord-280942-ej8fx52u 118 2 copyright copyright NN cord-280942-ej8fx52u 118 3 holder holder NN cord-280942-ej8fx52u 118 4 for for IN cord-280942-ej8fx52u 118 5 this this DT cord-280942-ej8fx52u 118 6 preprint preprint NN cord-280942-ej8fx52u 118 7 this this DT cord-280942-ej8fx52u 118 8 version version NN cord-280942-ej8fx52u 118 9 posted post VBN cord-280942-ej8fx52u 118 10 April April NNP cord-280942-ej8fx52u 118 11 29 29 CD cord-280942-ej8fx52u 118 12 , , , cord-280942-ej8fx52u 118 13 2020 2020 CD cord-280942-ej8fx52u 118 14 . . . cord-280942-ej8fx52u 118 15 . . . cord-280942-ej8fx52u 119 1 https://doi.org/10 https://doi.org/10 NNP cord-280942-ej8fx52u 119 2 . . . cord-280942-ej8fx52u 120 1 1101 1101 CD cord-280942-ej8fx52u 120 2 /2020 /2020 NFP cord-280942-ej8fx52u 120 3 will will MD cord-280942-ej8fx52u 120 4 happen happen VB cord-280942-ej8fx52u 120 5 over over IN cord-280942-ej8fx52u 120 6 the the DT cord-280942-ej8fx52u 120 7 next next JJ cord-280942-ej8fx52u 120 8 200 200 CD cord-280942-ej8fx52u 120 9 days day NNS cord-280942-ej8fx52u 120 10 , , , cord-280942-ej8fx52u 120 11 given give VBN cord-280942-ej8fx52u 120 12 what what WP cord-280942-ej8fx52u 120 13 has have VBZ cord-280942-ej8fx52u 120 14 happened happen VBN cord-280942-ej8fx52u 120 15 during during IN cord-280942-ej8fx52u 120 16 the the DT cord-280942-ej8fx52u 120 17 past past JJ cord-280942-ej8fx52u 120 18 100 100 CD cord-280942-ej8fx52u 120 19 days day NNS cord-280942-ej8fx52u 120 20 . . . cord-280942-ej8fx52u 121 1 As as IN cord-280942-ej8fx52u 121 2 we -PRON- PRP cord-280942-ej8fx52u 121 3 will will MD cord-280942-ej8fx52u 121 4 see see VB cord-280942-ej8fx52u 121 5 , , , cord-280942-ej8fx52u 121 6 the the DT cord-280942-ej8fx52u 121 7 accuracy accuracy NN cord-280942-ej8fx52u 121 8 of of IN cord-280942-ej8fx52u 121 9 the the DT cord-280942-ej8fx52u 121 10 ensuing ensue VBG cord-280942-ej8fx52u 121 11 model model NN cord-280942-ej8fx52u 121 12 predictions prediction NNS cord-280942-ej8fx52u 121 13 actually actually RB cord-280942-ej8fx52u 121 14 depends depend VBZ cord-280942-ej8fx52u 121 15 upon upon IN cord-280942-ej8fx52u 121 16 how how WRB cord-280942-ej8fx52u 121 17 far far RB cord-280942-ej8fx52u 121 18 the the DT cord-280942-ej8fx52u 121 19 country country NN cord-280942-ej8fx52u 121 20 is be VBZ cord-280942-ej8fx52u 121 21 with with IN cord-280942-ej8fx52u 121 22 respect respect NN cord-280942-ej8fx52u 121 23 to to IN cord-280942-ej8fx52u 121 24 the the DT cord-280942-ej8fx52u 121 25 peak peak NN cord-280942-ej8fx52u 121 26 of of IN cord-280942-ej8fx52u 121 27 its -PRON- PRP$ cord-280942-ej8fx52u 121 28 epidemic epidemic NN cord-280942-ej8fx52u 121 29 outbreak outbreak NN cord-280942-ej8fx52u 121 30 , , , cord-280942-ej8fx52u 121 31 in in IN cord-280942-ej8fx52u 121 32 terms term NNS cord-280942-ej8fx52u 121 33 of of IN cord-280942-ej8fx52u 121 34 the the DT cord-280942-ej8fx52u 121 35 death death NN cord-280942-ej8fx52u 121 36 rate rate NN cord-280942-ej8fx52u 121 37 . . . cord-280942-ej8fx52u 122 1 The the DT cord-280942-ej8fx52u 122 2 accuracy accuracy NN cord-280942-ej8fx52u 122 3 of of IN cord-280942-ej8fx52u 122 4 these these DT cord-280942-ej8fx52u 122 5 predictions prediction NNS cord-280942-ej8fx52u 122 6 will will MD cord-280942-ej8fx52u 122 7 also also RB cord-280942-ej8fx52u 122 8 depend depend VB cord-280942-ej8fx52u 122 9 upon upon IN cord-280942-ej8fx52u 122 10 what what WDT cord-280942-ej8fx52u 122 11 type type NN cord-280942-ej8fx52u 122 12 of of IN cord-280942-ej8fx52u 122 13 data data NN cord-280942-ej8fx52u 122 14 is be VBZ cord-280942-ej8fx52u 122 15 actually actually RB cord-280942-ej8fx52u 122 16 provided provide VBN cord-280942-ej8fx52u 122 17 to to IN cord-280942-ej8fx52u 122 18 the the DT cord-280942-ej8fx52u 122 19 model model NN cord-280942-ej8fx52u 122 20 inversion inversion NN cord-280942-ej8fx52u 122 21 . . . cord-280942-ej8fx52u 123 1 We -PRON- PRP cord-280942-ej8fx52u 123 2 thus thus RB cord-280942-ej8fx52u 123 3 simulated simulate VBD cord-280942-ej8fx52u 123 4 1000 1000 CD cord-280942-ej8fx52u 123 5 datasets dataset NNS cord-280942-ej8fx52u 123 6 with with IN cord-280942-ej8fx52u 123 7 varying vary VBG cord-280942-ej8fx52u 123 8 phases phase NNS cord-280942-ej8fx52u 123 9 of of IN cord-280942-ej8fx52u 123 10 the the DT cord-280942-ej8fx52u 123 11 peak peak NN cord-280942-ej8fx52u 123 12 , , , cord-280942-ej8fx52u 123 13 which which WDT cord-280942-ej8fx52u 123 14 could could MD cord-280942-ej8fx52u 123 15 emerge emerge VB cord-280942-ej8fx52u 123 16 either either CC cord-280942-ej8fx52u 123 17 before before IN cord-280942-ej8fx52u 123 18 or or CC cord-280942-ej8fx52u 123 19 after after IN cord-280942-ej8fx52u 123 20 the the DT cord-280942-ej8fx52u 123 21 first first JJ cord-280942-ej8fx52u 123 22 ( ( -LRB- cord-280942-ej8fx52u 123 23 available available JJ cord-280942-ej8fx52u 123 24 ) ) -RRB- cord-280942-ej8fx52u 123 25 100 100 CD cord-280942-ej8fx52u 123 26 data datum NNS cord-280942-ej8fx52u 123 27 samples sample NNS cord-280942-ej8fx52u 123 28 . . . cord-280942-ej8fx52u 124 1 We -PRON- PRP cord-280942-ej8fx52u 124 2 did do VBD cord-280942-ej8fx52u 124 3 this this DT cord-280942-ej8fx52u 124 4 by by IN cord-280942-ej8fx52u 124 5 randomly randomly RB cord-280942-ej8fx52u 124 6 sampling sample VBG cord-280942-ej8fx52u 124 7 the the DT cord-280942-ej8fx52u 124 8 parameter parameter NN cord-280942-ej8fx52u 124 9 set set VBN cord-280942-ej8fx52u 124 10 around around IN cord-280942-ej8fx52u 124 11 the the DT cord-280942-ej8fx52u 124 12 estimated estimate VBN cord-280942-ej8fx52u 124 13 parameters parameter NNS cord-280942-ej8fx52u 124 14 for for IN cord-280942-ej8fx52u 124 15 the the DT cord-280942-ej8fx52u 124 16 French french JJ cord-280942-ej8fx52u 124 17 gouv.fr gouv.fr ADD cord-280942-ej8fx52u 124 18 dataset dataset NN cord-280942-ej8fx52u 124 19 ( ( -LRB- cord-280942-ej8fx52u 124 20 up up IN cord-280942-ej8fx52u 124 21 to to IN cord-280942-ej8fx52u 124 22 the the DT cord-280942-ej8fx52u 124 23 12 12 CD cord-280942-ej8fx52u 124 24 th th CD cord-280942-ej8fx52u 124 25 of of IN cord-280942-ej8fx52u 124 26 April April NNP cord-280942-ej8fx52u 124 27 , , , cord-280942-ej8fx52u 124 28 see see VB cord-280942-ej8fx52u 124 29 below below RB cord-280942-ej8fx52u 124 30 ) ) -RRB- cord-280942-ej8fx52u 124 31 , , , cord-280942-ej8fx52u 124 32 which which WDT cord-280942-ej8fx52u 124 33 gathers gather VBZ cord-280942-ej8fx52u 124 34 the the DT cord-280942-ej8fx52u 124 35 five five CD cord-280942-ej8fx52u 124 36 outcomes outcome NNS cord-280942-ej8fx52u 124 37 of of IN cord-280942-ej8fx52u 124 38 interest interest NN cord-280942-ej8fx52u 124 39 . . . cord-280942-ej8fx52u 125 1 For for IN cord-280942-ej8fx52u 125 2 each each DT cord-280942-ej8fx52u 125 3 parameter parameter NN cord-280942-ej8fx52u 125 4 set set VBN cord-280942-ej8fx52u 125 5 , , , cord-280942-ej8fx52u 125 6 we -PRON- PRP cord-280942-ej8fx52u 125 7 simulated simulate VBD cord-280942-ej8fx52u 125 8 the the DT cord-280942-ej8fx52u 125 9 DCM DCM NNP cord-280942-ej8fx52u 125 10 - - HYPH cord-280942-ej8fx52u 125 11 covid covid NNP cord-280942-ej8fx52u 125 12 model model NN cord-280942-ej8fx52u 125 13 over over IN cord-280942-ej8fx52u 125 14 a a DT cord-280942-ej8fx52u 125 15 duration duration NN cord-280942-ej8fx52u 125 16 of of IN cord-280942-ej8fx52u 125 17 300 300 CD cord-280942-ej8fx52u 125 18 days day NNS cord-280942-ej8fx52u 125 19 . . . cord-280942-ej8fx52u 126 1 This this DT cord-280942-ej8fx52u 126 2 yielded yield VBD cord-280942-ej8fx52u 126 3 realistic realistic JJ cord-280942-ej8fx52u 126 4 variations variation NNS cord-280942-ej8fx52u 126 5 of of IN cord-280942-ej8fx52u 126 6 epidemic epidemic JJ cord-280942-ej8fx52u 126 7 outbreak outbreak NN cord-280942-ej8fx52u 126 8 dynamics dynamic NNS cord-280942-ej8fx52u 126 9 . . . cord-280942-ej8fx52u 126 10 . . . cord-280942-ej8fx52u 127 1 CC CC NNP cord-280942-ej8fx52u 127 2 - - HYPH cord-280942-ej8fx52u 127 3 BY BY NNP cord-280942-ej8fx52u 127 4 - - HYPH cord-280942-ej8fx52u 127 5 ND ND NNP cord-280942-ej8fx52u 127 6 4.0 4.0 CD cord-280942-ej8fx52u 127 7 International international JJ cord-280942-ej8fx52u 127 8 license license NN cord-280942-ej8fx52u 128 1 It -PRON- PRP cord-280942-ej8fx52u 128 2 is be VBZ cord-280942-ej8fx52u 128 3 made make VBN cord-280942-ej8fx52u 128 4 available available JJ cord-280942-ej8fx52u 128 5 under under IN cord-280942-ej8fx52u 128 6 a a DT cord-280942-ej8fx52u 129 1 is be VBZ cord-280942-ej8fx52u 129 2 the the DT cord-280942-ej8fx52u 129 3 author author NN cord-280942-ej8fx52u 129 4 / / SYM cord-280942-ej8fx52u 129 5 funder funder NN cord-280942-ej8fx52u 129 6 , , , cord-280942-ej8fx52u 129 7 who who WP cord-280942-ej8fx52u 129 8 has have VBZ cord-280942-ej8fx52u 129 9 granted grant VBN cord-280942-ej8fx52u 129 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 129 11 a a DT cord-280942-ej8fx52u 129 12 license license NN cord-280942-ej8fx52u 129 13 to to TO cord-280942-ej8fx52u 129 14 display display VB cord-280942-ej8fx52u 129 15 the the DT cord-280942-ej8fx52u 129 16 preprint preprint NN cord-280942-ej8fx52u 129 17 in in IN cord-280942-ej8fx52u 129 18 perpetuity perpetuity NN cord-280942-ej8fx52u 129 19 . . . cord-280942-ej8fx52u 130 1 The the DT cord-280942-ej8fx52u 130 2 copyright copyright NN cord-280942-ej8fx52u 130 3 holder holder NN cord-280942-ej8fx52u 130 4 for for IN cord-280942-ej8fx52u 130 5 this this DT cord-280942-ej8fx52u 130 6 preprint preprint NN cord-280942-ej8fx52u 130 7 this this DT cord-280942-ej8fx52u 130 8 version version NN cord-280942-ej8fx52u 130 9 posted post VBN cord-280942-ej8fx52u 130 10 April April NNP cord-280942-ej8fx52u 130 11 29 29 CD cord-280942-ej8fx52u 130 12 , , , cord-280942-ej8fx52u 130 13 2020 2020 CD cord-280942-ej8fx52u 130 14 . . . cord-280942-ej8fx52u 130 15 . . . cord-280942-ej8fx52u 131 1 https://doi.org/10 https://doi.org/10 NNP cord-280942-ej8fx52u 131 2 . . . cord-280942-ej8fx52u 132 1 1101 1101 CD cord-280942-ej8fx52u 132 2 /2020 /2020 . cord-280942-ej8fx52u 133 1 One one PRP cord-280942-ej8fx52u 133 2 can can MD cord-280942-ej8fx52u 133 3 see see VB cord-280942-ej8fx52u 133 4 that that IN cord-280942-ej8fx52u 133 5 all all DT cord-280942-ej8fx52u 133 6 generated generate VBN cord-280942-ej8fx52u 133 7 outcome outcome NN cord-280942-ej8fx52u 133 8 dynamics dynamic NNS cord-280942-ej8fx52u 133 9 exhibit exhibit VBP cord-280942-ej8fx52u 133 10 a a DT cord-280942-ej8fx52u 133 11 simple simple JJ cord-280942-ej8fx52u 133 12 transient transient NN cord-280942-ej8fx52u 133 13 , , , cord-280942-ej8fx52u 133 14 eventually eventually RB cord-280942-ej8fx52u 133 15 reaching reach VBG cord-280942-ej8fx52u 133 16 the the DT cord-280942-ej8fx52u 133 17 disease disease NN cord-280942-ej8fx52u 133 18 - - HYPH cord-280942-ej8fx52u 133 19 free free JJ cord-280942-ej8fx52u 133 20 equilibrium equilibrium NN cord-280942-ej8fx52u 133 21 state state NN cord-280942-ej8fx52u 133 22 ( ( -LRB- cord-280942-ej8fx52u 133 23 where where WRB cord-280942-ej8fx52u 133 24 0 0 CD cord-280942-ej8fx52u 133 25 inf inf NNP cord-280942-ej8fx52u 133 26 susceptible susceptible JJ cord-280942-ej8fx52u 133 27 p p NN cord-280942-ej8fx52u 133 28   NN cord-280942-ej8fx52u 133 29 ) ) -RRB- cord-280942-ej8fx52u 133 30 . . . cord-280942-ej8fx52u 134 1 In in IN cord-280942-ej8fx52u 134 2 addition addition NN cord-280942-ej8fx52u 134 3 , , , cord-280942-ej8fx52u 134 4 one one PRP cord-280942-ej8fx52u 134 5 can can MD cord-280942-ej8fx52u 134 6 see see VB cord-280942-ej8fx52u 134 7 that that IN cord-280942-ej8fx52u 134 8 simulations simulation NNS cord-280942-ej8fx52u 134 9 are be VBP cord-280942-ej8fx52u 134 10 collectively collectively RB cord-280942-ej8fx52u 134 11 reminiscent reminiscent JJ cord-280942-ej8fx52u 134 12 of of IN cord-280942-ej8fx52u 134 13 the the DT cord-280942-ej8fx52u 134 14 variability variability NN cord-280942-ej8fx52u 134 15 observed observe VBN cord-280942-ej8fx52u 134 16 across across IN cord-280942-ej8fx52u 134 17 different different JJ cord-280942-ej8fx52u 134 18 countries country NNS cord-280942-ej8fx52u 134 19 . . . cord-280942-ej8fx52u 135 1 Each each DT cord-280942-ej8fx52u 135 2 simulated simulated JJ cord-280942-ej8fx52u 135 3 data data NN cord-280942-ej8fx52u 135 4 time time NN cord-280942-ej8fx52u 135 5 series series NNP cord-280942-ej8fx52u 135 6 was be VBD cord-280942-ej8fx52u 135 7 then then RB cord-280942-ej8fx52u 135 8 truncated truncate VBN cord-280942-ej8fx52u 135 9 up up RP cord-280942-ej8fx52u 135 10 to to IN cord-280942-ej8fx52u 135 11 the the DT cord-280942-ej8fx52u 135 12 100 100 CD cord-280942-ej8fx52u 135 13 th th XX cord-280942-ej8fx52u 135 14 day day NN cord-280942-ej8fx52u 135 15 , , , cord-280942-ej8fx52u 135 16 and and CC cord-280942-ej8fx52u 135 17 then then RB cord-280942-ej8fx52u 135 18 fitted fit VBD cord-280942-ej8fx52u 135 19 using use VBG cord-280942-ej8fx52u 135 20 the the DT cord-280942-ej8fx52u 135 21 DCM DCM NNP cord-280942-ej8fx52u 135 22 - - HYPH cord-280942-ej8fx52u 135 23 covid covid NNP cord-280942-ej8fx52u 135 24 VB vb NN cord-280942-ej8fx52u 135 25 inversion inversion NN cord-280942-ej8fx52u 135 26 scheme scheme NN cord-280942-ej8fx52u 135 27 . . . cord-280942-ej8fx52u 136 1 We -PRON- PRP cord-280942-ej8fx52u 136 2 considered consider VBD cord-280942-ej8fx52u 136 3 two two CD cord-280942-ej8fx52u 136 4 inversion inversion NN cord-280942-ej8fx52u 136 5 variants variant NNS cord-280942-ej8fx52u 136 6 : : : cord-280942-ej8fx52u 136 7   . cord-280942-ej8fx52u 137 1 VB0 VB0 NNP cord-280942-ej8fx52u 137 2 : : : cord-280942-ej8fx52u 137 3 the the DT cord-280942-ej8fx52u 137 4 full full JJ cord-280942-ej8fx52u 137 5 dataset dataset NN cord-280942-ej8fx52u 137 6 ( ( -LRB- cord-280942-ej8fx52u 137 7 comprising comprise VBG cord-280942-ej8fx52u 137 8 the the DT cord-280942-ej8fx52u 137 9 five five CD cord-280942-ej8fx52u 137 10 observable observable JJ cord-280942-ej8fx52u 137 11 outcomes outcome NNS cord-280942-ej8fx52u 137 12 ) ) -RRB- cord-280942-ej8fx52u 137 13 is be VBZ cord-280942-ej8fx52u 137 14 provided provide VBN cord-280942-ej8fx52u 137 15 ( ( -LRB- cord-280942-ej8fx52u 137 16 up up IN cord-280942-ej8fx52u 137 17 to to IN cord-280942-ej8fx52u 137 18 the the DT cord-280942-ej8fx52u 137 19 100 100 CD cord-280942-ej8fx52u 137 20 th th XX cord-280942-ej8fx52u 137 21 day day NN cord-280942-ej8fx52u 137 22 ) ) -RRB- cord-280942-ej8fx52u 137 23 to to IN cord-280942-ej8fx52u 137 24 the the DT cord-280942-ej8fx52u 137 25 VB VB NNP cord-280942-ej8fx52u 137 26 inversion inversion NN cord-280942-ej8fx52u 137 27 scheme scheme NN cord-280942-ej8fx52u 137 28 . . . cord-280942-ej8fx52u 138 1   NFP cord-280942-ej8fx52u 139 1 VB1 vb1 NN cord-280942-ej8fx52u 139 2 : : : cord-280942-ej8fx52u 139 3 remission remission NN cord-280942-ej8fx52u 139 4 , , , cord-280942-ej8fx52u 139 5 ICU ICU NNP cord-280942-ej8fx52u 139 6 and and CC cord-280942-ej8fx52u 139 7 negative negative JJ cord-280942-ej8fx52u 139 8 test test NN cord-280942-ej8fx52u 139 9 time time NN cord-280942-ej8fx52u 139 10 series series NNP cord-280942-ej8fx52u 139 11 are be VBP cord-280942-ej8fx52u 139 12 omitted omit VBN cord-280942-ej8fx52u 140 1 ( ( -LRB- cord-280942-ej8fx52u 140 2 this this DT cord-280942-ej8fx52u 140 3 is be VBZ cord-280942-ej8fx52u 140 4 the the DT cord-280942-ej8fx52u 140 5 typical typical JJ cord-280942-ej8fx52u 140 6 situation situation NN cord-280942-ej8fx52u 140 7 for for IN cord-280942-ej8fx52u 140 8 most most JJS cord-280942-ej8fx52u 140 9 modelling modelling NN cord-280942-ej8fx52u 140 10 studies study NNS cord-280942-ej8fx52u 140 11 so so RB cord-280942-ej8fx52u 140 12 far far RB cord-280942-ej8fx52u 140 13 ) ) -RRB- cord-280942-ej8fx52u 140 14 . . . cord-280942-ej8fx52u 141 1 For for IN cord-280942-ej8fx52u 141 2 each each DT cord-280942-ej8fx52u 141 3 simulated simulate VBN cord-280942-ej8fx52u 141 4 dataset dataset NN cord-280942-ej8fx52u 141 5 , , , cord-280942-ej8fx52u 141 6 we -PRON- PRP cord-280942-ej8fx52u 141 7 thus thus RB cord-280942-ej8fx52u 141 8 obtained obtain VBD cord-280942-ej8fx52u 141 9 two two CD cord-280942-ej8fx52u 141 10 sets set NNS cord-280942-ej8fx52u 141 11 of of IN cord-280942-ej8fx52u 141 12 estimated estimate VBN cord-280942-ej8fx52u 141 13 parameters parameter NNS cord-280942-ej8fx52u 141 14 , , , cord-280942-ej8fx52u 141 15 one one CD cord-280942-ej8fx52u 141 16 from from IN cord-280942-ej8fx52u 141 17 each each DT cord-280942-ej8fx52u 141 18 VB VB NNP cord-280942-ej8fx52u 141 19 inversion inversion NN cord-280942-ej8fx52u 141 20 schemes scheme NNS cord-280942-ej8fx52u 141 21 . . . cord-280942-ej8fx52u 142 1 We -PRON- PRP cord-280942-ej8fx52u 142 2 derive derive VBP cord-280942-ej8fx52u 142 3 the the DT cord-280942-ej8fx52u 142 4 ensuing ensue VBG cord-280942-ej8fx52u 142 5 predictions prediction NNS cord-280942-ej8fx52u 142 6 by by IN cord-280942-ej8fx52u 142 7 simulating simulate VBG cord-280942-ej8fx52u 142 8 the the DT cord-280942-ej8fx52u 142 9 model model NN cord-280942-ej8fx52u 142 10 for for IN cord-280942-ej8fx52u 142 11 the the DT cord-280942-ej8fx52u 142 12 remaining remain VBG cord-280942-ej8fx52u 142 13 200 200 CD cord-280942-ej8fx52u 142 14 days day NNS cord-280942-ej8fx52u 142 15 , , , cord-280942-ej8fx52u 142 16 given give VBN cord-280942-ej8fx52u 142 17 each each DT cord-280942-ej8fx52u 142 18 of of IN cord-280942-ej8fx52u 142 19 those those DT cord-280942-ej8fx52u 142 20 estimated estimate VBN cord-280942-ej8fx52u 142 21 parameter parameter NN cord-280942-ej8fx52u 142 22 sets set NNS cord-280942-ej8fx52u 142 23 . . . cord-280942-ej8fx52u 143 1 We -PRON- PRP cord-280942-ej8fx52u 143 2 then then RB cord-280942-ej8fx52u 143 3 estimated estimate VBD cord-280942-ej8fx52u 143 4 the the DT cord-280942-ej8fx52u 143 5 following follow VBG cord-280942-ej8fx52u 143 6 estimation estimation NN cord-280942-ej8fx52u 143 7 / / SYM cord-280942-ej8fx52u 143 8 prediction prediction NN cord-280942-ej8fx52u 143 9 accuracy accuracy NN cord-280942-ej8fx52u 143 10 metrics metric NNS cord-280942-ej8fx52u 143 11 : : : cord-280942-ej8fx52u 143 12   NFP cord-280942-ej8fx52u 143 13 Peak Peak NNP cord-280942-ej8fx52u 143 14 date date NN cord-280942-ej8fx52u 143 15 estimation estimation NN cord-280942-ej8fx52u 143 16 error error NN cord-280942-ej8fx52u 143 17 , , , cord-280942-ej8fx52u 143 18 which which WDT cord-280942-ej8fx52u 143 19 we -PRON- PRP cord-280942-ej8fx52u 143 20 define define VBP cord-280942-ej8fx52u 143 21 as as IN cord-280942-ej8fx52u 143 22 follows follow VBZ cord-280942-ej8fx52u 143 23 : : : cord-280942-ej8fx52u 143 24   NFP cord-280942-ej8fx52u 143 25 Maximum Maximum NNP cord-280942-ej8fx52u 143 26 ICU ICU NNP cord-280942-ej8fx52u 143 27 occupancy occupancy NN cord-280942-ej8fx52u 143 28 : : : cord-280942-ej8fx52u 144 1 max max NNP cord-280942-ej8fx52u 144 2 max max NNP cord-280942-ej8fx52u 144 3 tt tt NNP cord-280942-ej8fx52u 144 4 tt tt NNP cord-280942-ej8fx52u 144 5 . . . cord-280942-ej8fx52u 145 1 CC CC NNP cord-280942-ej8fx52u 145 2 - - HYPH cord-280942-ej8fx52u 145 3 BY BY NNP cord-280942-ej8fx52u 145 4 - - HYPH cord-280942-ej8fx52u 145 5 ND ND NNP cord-280942-ej8fx52u 145 6 4.0 4.0 CD cord-280942-ej8fx52u 145 7 International international JJ cord-280942-ej8fx52u 145 8 license license NN cord-280942-ej8fx52u 146 1 It -PRON- PRP cord-280942-ej8fx52u 146 2 is be VBZ cord-280942-ej8fx52u 146 3 made make VBN cord-280942-ej8fx52u 146 4 available available JJ cord-280942-ej8fx52u 146 5 under under IN cord-280942-ej8fx52u 146 6 a a DT cord-280942-ej8fx52u 147 1 is be VBZ cord-280942-ej8fx52u 147 2 the the DT cord-280942-ej8fx52u 147 3 author author NN cord-280942-ej8fx52u 147 4 / / SYM cord-280942-ej8fx52u 147 5 funder funder NN cord-280942-ej8fx52u 147 6 , , , cord-280942-ej8fx52u 147 7 who who WP cord-280942-ej8fx52u 147 8 has have VBZ cord-280942-ej8fx52u 147 9 granted grant VBN cord-280942-ej8fx52u 147 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 147 11 a a DT cord-280942-ej8fx52u 147 12 license license NN cord-280942-ej8fx52u 147 13 to to TO cord-280942-ej8fx52u 147 14 display display VB cord-280942-ej8fx52u 147 15 the the DT cord-280942-ej8fx52u 147 16 preprint preprint NN cord-280942-ej8fx52u 147 17 in in IN cord-280942-ej8fx52u 147 18 perpetuity perpetuity NN cord-280942-ej8fx52u 147 19 . . . cord-280942-ej8fx52u 148 1 The the DT cord-280942-ej8fx52u 148 2 copyright copyright NN cord-280942-ej8fx52u 148 3 holder holder NN cord-280942-ej8fx52u 148 4 for for IN cord-280942-ej8fx52u 148 5 this this DT cord-280942-ej8fx52u 148 6 preprint preprint NN cord-280942-ej8fx52u 148 7 this this DT cord-280942-ej8fx52u 148 8 version version NN cord-280942-ej8fx52u 148 9 posted post VBN cord-280942-ej8fx52u 148 10 April April NNP cord-280942-ej8fx52u 148 11 29 29 CD cord-280942-ej8fx52u 148 12 , , , cord-280942-ej8fx52u 148 13 2020 2020 CD cord-280942-ej8fx52u 148 14 . . . cord-280942-ej8fx52u 149 1 We -PRON- PRP cord-280942-ej8fx52u 149 2 then then RB cord-280942-ej8fx52u 149 3 analysed analyse VBD cord-280942-ej8fx52u 149 4 the the DT cord-280942-ej8fx52u 149 5 impact impact NN cord-280942-ej8fx52u 149 6 of of IN cord-280942-ej8fx52u 149 7 the the DT cord-280942-ej8fx52u 149 8 time time NN cord-280942-ej8fx52u 149 9 - - HYPH cord-280942-ej8fx52u 149 10 to to IN cord-280942-ej8fx52u 149 11 - - HYPH cord-280942-ej8fx52u 149 12 peak peak NN cord-280942-ej8fx52u 149 13 ( ( -LRB- cord-280942-ej8fx52u 149 14 peak peak NNP cord-280942-ej8fx52u 149 15   NNP cord-280942-ej8fx52u 149 16 ) ) -RRB- cord-280942-ej8fx52u 149 17 and and CC cord-280942-ej8fx52u 149 18 data datum NNS cord-280942-ej8fx52u 149 19 paucity paucity NN cord-280942-ej8fx52u 149 20 ( ( -LRB- cord-280942-ej8fx52u 149 21 cf cf NN cord-280942-ej8fx52u 149 22 . . . cord-280942-ej8fx52u 150 1 the the DT cord-280942-ej8fx52u 150 2 two two CD cord-280942-ej8fx52u 150 3 VB VB NNP cord-280942-ej8fx52u 150 4 variants variant NNS cord-280942-ej8fx52u 150 5 ) ) -RRB- cord-280942-ej8fx52u 150 6 onto onto IN cord-280942-ej8fx52u 150 7 the the DT cord-280942-ej8fx52u 150 8 four four CD cord-280942-ej8fx52u 150 9 prediction prediction NN cord-280942-ej8fx52u 150 10 / / SYM cord-280942-ej8fx52u 150 11 estimation estimation NN cord-280942-ej8fx52u 150 12 error error NN cord-280942-ej8fx52u 150 13 scores score NNS cord-280942-ej8fx52u 150 14 above above RB cord-280942-ej8fx52u 150 15 . . . cord-280942-ej8fx52u 151 1 a. a. JJ cord-280942-ej8fx52u 151 2 Influence influence NN cord-280942-ej8fx52u 151 3 of of IN cord-280942-ej8fx52u 151 4 date date NN cord-280942-ej8fx52u 151 5 - - HYPH cord-280942-ej8fx52u 151 6 to to IN cord-280942-ej8fx52u 151 7 - - HYPH cord-280942-ej8fx52u 151 8 peak peak NN cord-280942-ej8fx52u 151 9 and and CC cord-280942-ej8fx52u 151 10 dataset dataset NN cord-280942-ej8fx52u 151 11 availability availability NN cord-280942-ej8fx52u 151 12 on on IN cord-280942-ej8fx52u 151 13 prediction prediction NN cord-280942-ej8fx52u 151 14 / / SYM cord-280942-ej8fx52u 151 15 estimation estimation NN cord-280942-ej8fx52u 151 16 accuracy accuracy NN cord-280942-ej8fx52u 152 1 One one PRP cord-280942-ej8fx52u 152 2 can can MD cord-280942-ej8fx52u 152 3 see see VB cord-280942-ej8fx52u 152 4 that that IN cord-280942-ej8fx52u 152 5 this this DT cord-280942-ej8fx52u 152 6 relationship relationship NN cord-280942-ej8fx52u 152 7 is be VBZ cord-280942-ej8fx52u 152 8 highly highly RB cord-280942-ej8fx52u 152 9 variable variable JJ cord-280942-ej8fx52u 152 10 , , , cord-280942-ej8fx52u 152 11 i.e. i.e. FW cord-280942-ej8fx52u 152 12 estimation estimation NN cord-280942-ej8fx52u 152 13 / / SYM cord-280942-ej8fx52u 152 14 prediction prediction NN cord-280942-ej8fx52u 152 15 errors error NNS cord-280942-ej8fx52u 152 16 are be VBP cord-280942-ej8fx52u 152 17 clearly clearly RB cord-280942-ej8fx52u 152 18 non non JJ cord-280942-ej8fx52u 152 19 - - JJ cord-280942-ej8fx52u 152 20 negligible negligible JJ cord-280942-ej8fx52u 152 21 . . . cord-280942-ej8fx52u 153 1 Importantly importantly RB cord-280942-ej8fx52u 153 2 , , , cord-280942-ej8fx52u 153 3 these these DT cord-280942-ej8fx52u 153 4 errors error NNS cord-280942-ej8fx52u 153 5 are be VBP cord-280942-ej8fx52u 153 6 not not RB cord-280942-ej8fx52u 153 7 due due JJ cord-280942-ej8fx52u 153 8 to to IN cord-280942-ej8fx52u 153 9 model model NN cord-280942-ej8fx52u 153 10 underfitting underfitting NN cord-280942-ej8fx52u 153 11 , , , cord-280942-ej8fx52u 153 12 . . . cord-280942-ej8fx52u 154 1 CC CC NNP cord-280942-ej8fx52u 154 2 - - HYPH cord-280942-ej8fx52u 154 3 BY BY NNP cord-280942-ej8fx52u 154 4 - - HYPH cord-280942-ej8fx52u 154 5 ND ND NNP cord-280942-ej8fx52u 154 6 4.0 4.0 CD cord-280942-ej8fx52u 154 7 International international JJ cord-280942-ej8fx52u 154 8 license license NN cord-280942-ej8fx52u 155 1 It -PRON- PRP cord-280942-ej8fx52u 155 2 is be VBZ cord-280942-ej8fx52u 155 3 made make VBN cord-280942-ej8fx52u 155 4 available available JJ cord-280942-ej8fx52u 155 5 under under IN cord-280942-ej8fx52u 155 6 a a DT cord-280942-ej8fx52u 156 1 is be VBZ cord-280942-ej8fx52u 156 2 the the DT cord-280942-ej8fx52u 156 3 author author NN cord-280942-ej8fx52u 156 4 / / SYM cord-280942-ej8fx52u 156 5 funder funder NN cord-280942-ej8fx52u 156 6 , , , cord-280942-ej8fx52u 156 7 who who WP cord-280942-ej8fx52u 156 8 has have VBZ cord-280942-ej8fx52u 156 9 granted grant VBN cord-280942-ej8fx52u 156 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 156 11 a a DT cord-280942-ej8fx52u 156 12 license license NN cord-280942-ej8fx52u 156 13 to to TO cord-280942-ej8fx52u 156 14 display display VB cord-280942-ej8fx52u 156 15 the the DT cord-280942-ej8fx52u 156 16 preprint preprint NN cord-280942-ej8fx52u 156 17 in in IN cord-280942-ej8fx52u 156 18 perpetuity perpetuity NN cord-280942-ej8fx52u 156 19 . . . cord-280942-ej8fx52u 157 1 The the DT cord-280942-ej8fx52u 157 2 copyright copyright NN cord-280942-ej8fx52u 157 3 holder holder NN cord-280942-ej8fx52u 157 4 for for IN cord-280942-ej8fx52u 157 5 this this DT cord-280942-ej8fx52u 157 6 preprint preprint NN cord-280942-ej8fx52u 157 7 this this DT cord-280942-ej8fx52u 157 8 version version NN cord-280942-ej8fx52u 157 9 posted post VBN cord-280942-ej8fx52u 157 10 April April NNP cord-280942-ej8fx52u 157 11 29 29 CD cord-280942-ej8fx52u 157 12 , , , cord-280942-ej8fx52u 157 13 2020 2020 CD cord-280942-ej8fx52u 157 14 . . . cord-280942-ej8fx52u 157 15 . . . cord-280942-ej8fx52u 158 1 https://doi.org/10.1101/2020.04.24.20078485 https://doi.org/10.1101/2020.04.24.20078485 NNP cord-280942-ej8fx52u 158 2 doi doi XX cord-280942-ej8fx52u 158 3 : : : cord-280942-ej8fx52u 159 1 medRxiv medRxiv NNP cord-280942-ej8fx52u 159 2 preprint preprint NN cord-280942-ej8fx52u 159 3 since since IN cord-280942-ej8fx52u 159 4 the the DT cord-280942-ej8fx52u 159 5 percentage percentage NN cord-280942-ej8fx52u 159 6 of of IN cord-280942-ej8fx52u 159 7 explained explained JJ cord-280942-ej8fx52u 159 8 variance variance NN cord-280942-ej8fx52u 159 9 in in IN cord-280942-ej8fx52u 159 10 fitted fit VBN cord-280942-ej8fx52u 159 11 data datum NNS cord-280942-ej8fx52u 159 12 ( ( -LRB- cord-280942-ej8fx52u 159 13 i.e. i.e. FW cord-280942-ej8fx52u 159 14 data datum NNS cord-280942-ej8fx52u 159 15 up up IN cord-280942-ej8fx52u 159 16 to to TO cord-280942-ej8fx52u 159 17 100 100 CD cord-280942-ej8fx52u 159 18 days day NNS cord-280942-ej8fx52u 159 19 ) ) -RRB- cord-280942-ej8fx52u 159 20 is be VBZ cord-280942-ej8fx52u 159 21 always always RB cord-280942-ej8fx52u 159 22 greater great JJR cord-280942-ej8fx52u 159 23 than than IN cord-280942-ej8fx52u 159 24 95 95 CD cord-280942-ej8fx52u 159 25 % % NN cord-280942-ej8fx52u 160 1 ( ( -LRB- cord-280942-ej8fx52u 160 2 VB0 VB0 NNP cord-280942-ej8fx52u 160 3 : : : cord-280942-ej8fx52u 161 1 mean mean VB cord-280942-ej8fx52u 161 2 R R NNP cord-280942-ej8fx52u 161 3 2 2 CD cord-280942-ej8fx52u 161 4 = = SYM cord-280942-ej8fx52u 161 5 99 99 CD cord-280942-ej8fx52u 161 6 % % NN cord-280942-ej8fx52u 161 7 , , , cord-280942-ej8fx52u 161 8 VB1 VB1 NNP cord-280942-ej8fx52u 161 9 : : : cord-280942-ej8fx52u 162 1 mean mean VB cord-280942-ej8fx52u 162 2 R R NNP cord-280942-ej8fx52u 162 3 2 2 CD cord-280942-ej8fx52u 162 4 = = SYM cord-280942-ej8fx52u 162 5 99 99 CD cord-280942-ej8fx52u 162 6 % % NN cord-280942-ej8fx52u 162 7 ) ) -RRB- cord-280942-ej8fx52u 162 8 . . . cord-280942-ej8fx52u 163 1 Therefore therefore RB cord-280942-ej8fx52u 163 2 , , , cord-280942-ej8fx52u 163 3 estimation estimation NN cord-280942-ej8fx52u 163 4 / / SYM cord-280942-ej8fx52u 163 5 prediction prediction NN cord-280942-ej8fx52u 163 6 errors error NNS cord-280942-ej8fx52u 163 7 are be VBP cord-280942-ej8fx52u 163 8 due due JJ cord-280942-ej8fx52u 163 9 to to IN cord-280942-ej8fx52u 163 10 non non JJ cord-280942-ej8fx52u 163 11 - - NN cord-280942-ej8fx52u 163 12 identifiability identifiability JJ cord-280942-ej8fx52u 163 13 . . . cord-280942-ej8fx52u 164 1 The the DT cord-280942-ej8fx52u 164 2 structure structure NN cord-280942-ej8fx52u 164 3 of of IN cord-280942-ej8fx52u 164 4 these these DT cord-280942-ej8fx52u 164 5 errors error NNS cord-280942-ej8fx52u 164 6 is be VBZ cord-280942-ej8fx52u 164 7 most most RBS cord-280942-ej8fx52u 164 8 apparent apparent JJ cord-280942-ej8fx52u 164 9 for for IN cord-280942-ej8fx52u 164 10 time time NN cord-280942-ej8fx52u 164 11 - - HYPH cord-280942-ej8fx52u 164 12 to to IN cord-280942-ej8fx52u 164 13 - - HYPH cord-280942-ej8fx52u 164 14 peak peak NN cord-280942-ej8fx52u 164 15 ( ( -LRB- cord-280942-ej8fx52u 164 16 cf cf NNP cord-280942-ej8fx52u 164 17 . . NNP cord-280942-ej8fx52u 164 18 upper upper RB cord-280942-ej8fx52u 164 19 - - HYPH cord-280942-ej8fx52u 164 20 left left JJ cord-280942-ej8fx52u 164 21 panel panel NN cord-280942-ej8fx52u 164 22 in in IN cord-280942-ej8fx52u 164 23 Figure Figure NNP cord-280942-ej8fx52u 164 24 3 3 CD cord-280942-ej8fx52u 164 25 ) ) -RRB- cord-280942-ej8fx52u 164 26 . . . cord-280942-ej8fx52u 165 1 When when WRB cord-280942-ej8fx52u 165 2 the the DT cord-280942-ej8fx52u 165 3 simulated simulated JJ cord-280942-ej8fx52u 165 4 time time NN cord-280942-ej8fx52u 165 5 - - HYPH cord-280942-ej8fx52u 165 6 to to IN cord-280942-ej8fx52u 165 7 - - HYPH cord-280942-ej8fx52u 165 8 peak peak NN cord-280942-ej8fx52u 165 9 100 100 CD cord-280942-ej8fx52u 165 10 peak peak NNP cord-280942-ej8fx52u 165 11   NNP cord-280942-ej8fx52u 165 12   NNP cord-280942-ej8fx52u 165 13 , , , cord-280942-ej8fx52u 165 14 the the DT cord-280942-ej8fx52u 165 15 correlation correlation NN cord-280942-ej8fx52u 165 16 between between IN cord-280942-ej8fx52u 165 17 simulated simulated JJ cord-280942-ej8fx52u 165 18 and and CC cord-280942-ej8fx52u 165 19 estimated estimate VBN cord-280942-ej8fx52u 165 20 time time NN cord-280942-ej8fx52u 165 21 - - HYPH cord-280942-ej8fx52u 165 22 topeaks topeaks NN cord-280942-ej8fx52u 165 23 in in IN cord-280942-ej8fx52u 165 24 the the DT cord-280942-ej8fx52u 165 25 initial initial NN cord-280942-ej8fx52u 165 26 ( ( -LRB- cord-280942-ej8fx52u 165 27 observed observe VBN cord-280942-ej8fx52u 165 28 ) ) -RRB- cord-280942-ej8fx52u 165 29 100 100 CD cord-280942-ej8fx52u 165 30 days day NNS cord-280942-ej8fx52u 165 31 is be VBZ cord-280942-ej8fx52u 165 32 almost almost RB cord-280942-ej8fx52u 165 33 perfect perfect JJ cord-280942-ej8fx52u 165 34 . . . cord-280942-ej8fx52u 166 1 However however RB cord-280942-ej8fx52u 166 2 , , , cord-280942-ej8fx52u 166 3 this this DT cord-280942-ej8fx52u 166 4 correlation correlation NN cord-280942-ej8fx52u 166 5 quickly quickly RB cord-280942-ej8fx52u 166 6 falls fall VBZ cord-280942-ej8fx52u 166 7 as as IN cord-280942-ej8fx52u 166 8 the the DT cord-280942-ej8fx52u 166 9 simulated simulated JJ cord-280942-ej8fx52u 166 10 time time NN cord-280942-ej8fx52u 166 11 - - HYPH cord-280942-ej8fx52u 166 12 to to IN cord-280942-ej8fx52u 166 13 - - HYPH cord-280942-ej8fx52u 166 14 peak peak NN cord-280942-ej8fx52u 166 15 increases increase NNS cord-280942-ej8fx52u 166 16 beyond beyond IN cord-280942-ej8fx52u 166 17 the the DT cord-280942-ej8fx52u 166 18 temporal temporal JJ cord-280942-ej8fx52u 166 19 window window NN cord-280942-ej8fx52u 166 20 of of IN cord-280942-ej8fx52u 166 21 observed observed JJ cord-280942-ej8fx52u 166 22 data datum NNS cord-280942-ej8fx52u 166 23 ( ( -LRB- cord-280942-ej8fx52u 166 24 and and CC cord-280942-ej8fx52u 166 25 more more RBR cord-280942-ej8fx52u 166 26 so so RB cord-280942-ej8fx52u 166 27 when when WRB cord-280942-ej8fx52u 166 28 fitted fit VBN cord-280942-ej8fx52u 166 29 data datum NNS cord-280942-ej8fx52u 166 30 is be VBZ cord-280942-ej8fx52u 166 31 restricted restrict VBN cord-280942-ej8fx52u 166 32 to to IN cord-280942-ej8fx52u 166 33 daily daily JJ cord-280942-ej8fx52u 166 34 death death NN cord-280942-ej8fx52u 166 35 counts count NNS cord-280942-ej8fx52u 166 36 and and CC cord-280942-ej8fx52u 166 37 positive positive JJ cord-280942-ej8fx52u 166 38 test test NN cord-280942-ej8fx52u 166 39 rates rate NNS cord-280942-ej8fx52u 166 40 : : : cord-280942-ej8fx52u 166 41 VB1 VB1 NNP cord-280942-ej8fx52u 166 42 ) ) -RRB- cord-280942-ej8fx52u 166 43 . . . cord-280942-ej8fx52u 167 1 The the DT cord-280942-ej8fx52u 167 2 structure structure NN cord-280942-ej8fx52u 167 3 of of IN cord-280942-ej8fx52u 167 4 estimation estimation NN cord-280942-ej8fx52u 167 5 / / SYM cord-280942-ej8fx52u 167 6 prediction prediction NN cord-280942-ej8fx52u 167 7 errors error NNS cord-280942-ej8fx52u 167 8 is be VBZ cord-280942-ej8fx52u 167 9 less less RBR cord-280942-ej8fx52u 167 10 explicit explicit JJ cord-280942-ej8fx52u 167 11 for for IN cord-280942-ej8fx52u 167 12 outcomes outcome NNS cord-280942-ej8fx52u 167 13 of of IN cord-280942-ej8fx52u 167 14 interest interest NN cord-280942-ej8fx52u 167 15 . . . cord-280942-ej8fx52u 168 1 We -PRON- PRP cord-280942-ej8fx52u 168 2 now now RB cord-280942-ej8fx52u 168 3 evaluate evaluate VBP cord-280942-ej8fx52u 168 4 the the DT cord-280942-ej8fx52u 168 5 impact impact NN cord-280942-ej8fx52u 168 6 of of IN cord-280942-ej8fx52u 168 7 simulated simulated JJ cord-280942-ej8fx52u 168 8 time time NN cord-280942-ej8fx52u 168 9 - - HYPH cord-280942-ej8fx52u 168 10 to to IN cord-280942-ej8fx52u 168 11 - - HYPH cord-280942-ej8fx52u 168 12 peak peak NN cord-280942-ej8fx52u 168 13 and and CC cord-280942-ej8fx52u 168 14 data data NN cord-280942-ej8fx52u 168 15 availability availability NN cord-280942-ej8fx52u 168 16 on on IN cord-280942-ej8fx52u 168 17 estimation estimation NN cord-280942-ej8fx52u 168 18 / / SYM cord-280942-ej8fx52u 168 19 prediction prediction NN cord-280942-ej8fx52u 168 20 errors error NNS cord-280942-ej8fx52u 168 21 . . . cord-280942-ej8fx52u 169 1 First first RB cord-280942-ej8fx52u 169 2 , , , cord-280942-ej8fx52u 169 3 we -PRON- PRP cord-280942-ej8fx52u 169 4 split split VBD cord-280942-ej8fx52u 169 5 the the DT cord-280942-ej8fx52u 169 6 simulations simulation NNS cord-280942-ej8fx52u 169 7 according accord VBG cord-280942-ej8fx52u 169 8 to to IN cord-280942-ej8fx52u 169 9 whether whether IN cord-280942-ej8fx52u 169 10 the the DT cord-280942-ej8fx52u 169 11 simulated simulated JJ cord-280942-ej8fx52u 169 12 death death NN cord-280942-ej8fx52u 169 13 rate rate NN cord-280942-ej8fx52u 169 14 peak peak NN cord-280942-ej8fx52u 169 15 arose arise VBD cord-280942-ej8fx52u 169 16 before before IN cord-280942-ej8fx52u 169 17 the the DT cord-280942-ej8fx52u 169 18 last last JJ cord-280942-ej8fx52u 169 19 observed observe VBN cord-280942-ej8fx52u 169 20 sample sample NN cord-280942-ej8fx52u 169 21 ( ( -LRB- cord-280942-ej8fx52u 169 22 100 100 CD cord-280942-ej8fx52u 169 23   NNP cord-280942-ej8fx52u 169 24   NNP cord-280942-ej8fx52u 169 25 , , , cord-280942-ej8fx52u 169 26 " " `` cord-280942-ej8fx52u 169 27 early early JJ cord-280942-ej8fx52u 169 28 peak peak NN cord-280942-ej8fx52u 169 29 " " '' cord-280942-ej8fx52u 169 30 ) ) -RRB- cord-280942-ej8fx52u 169 31 or or CC cord-280942-ej8fx52u 169 32 after after IN cord-280942-ej8fx52u 169 33 ( ( -LRB- cord-280942-ej8fx52u 169 34 100 100 CD cord-280942-ej8fx52u 169 35   NN cord-280942-ej8fx52u 169 36   NNP cord-280942-ej8fx52u 169 37 , , , cord-280942-ej8fx52u 169 38 " " '' cord-280942-ej8fx52u 169 39 late late JJ cord-280942-ej8fx52u 169 40 peak peak NN cord-280942-ej8fx52u 169 41 " " '' cord-280942-ej8fx52u 169 42 ) ) -RRB- cord-280942-ej8fx52u 169 43 . . . cord-280942-ej8fx52u 170 1 This this DT cord-280942-ej8fx52u 170 2 enabled enable VBD cord-280942-ej8fx52u 170 3 us -PRON- PRP cord-280942-ej8fx52u 170 4 to to TO cord-280942-ej8fx52u 170 5 ask ask VB cord-280942-ej8fx52u 170 6 whether whether IN cord-280942-ej8fx52u 170 7 the the DT cord-280942-ej8fx52u 170 8 prediction prediction NN cord-280942-ej8fx52u 170 9 / / SYM cord-280942-ej8fx52u 170 10 estimation estimation NN cord-280942-ej8fx52u 170 11 errors error NNS cord-280942-ej8fx52u 170 12 above above RB cord-280942-ej8fx52u 170 13 were be VBD cord-280942-ej8fx52u 170 14 higher high JJR cord-280942-ej8fx52u 170 15 for for IN cord-280942-ej8fx52u 170 16 late late JJ cord-280942-ej8fx52u 170 17 than than IN cord-280942-ej8fx52u 170 18 for for IN cord-280942-ej8fx52u 170 19 early early JJ cord-280942-ej8fx52u 170 20 peaks peak NNS cord-280942-ej8fx52u 170 21 . . . cord-280942-ej8fx52u 171 1 Figure figure NN cord-280942-ej8fx52u 171 2 4 4 CD cord-280942-ej8fx52u 171 3 below below IN cord-280942-ej8fx52u 171 4 summarizes summarize VBZ cord-280942-ej8fx52u 171 5 the the DT cord-280942-ej8fx52u 171 6 simulation simulation NN cord-280942-ej8fx52u 171 7 results result VBZ cord-280942-ej8fx52u 171 8 , , , cord-280942-ej8fx52u 171 9 in in IN cord-280942-ej8fx52u 171 10 terms term NNS cord-280942-ej8fx52u 171 11 of of IN cord-280942-ej8fx52u 171 12 the the DT cord-280942-ej8fx52u 171 13 influence influence NN cord-280942-ej8fx52u 171 14 of of IN cord-280942-ej8fx52u 171 15 time time NN cord-280942-ej8fx52u 171 16 - - HYPH cord-280942-ej8fx52u 171 17 to to IN cord-280942-ej8fx52u 171 18 - - HYPH cord-280942-ej8fx52u 171 19 peak peak NN cord-280942-ej8fx52u 171 20 ( ( -LRB- cord-280942-ej8fx52u 171 21 early early RB cord-280942-ej8fx52u 171 22 versus versus IN cord-280942-ej8fx52u 171 23 late late JJ cord-280942-ej8fx52u 171 24 peak peak NN cord-280942-ej8fx52u 171 25 ) ) -RRB- cord-280942-ej8fx52u 171 26 and and CC cord-280942-ej8fx52u 171 27 dataset dataset NN cord-280942-ej8fx52u 171 28 availability availability NN cord-280942-ej8fx52u 171 29 ( ( -LRB- cord-280942-ej8fx52u 171 30 VB0 VB0 NNP cord-280942-ej8fx52u 171 31 versus versus IN cord-280942-ej8fx52u 171 32 VB1 VB1 NNP cord-280942-ej8fx52u 171 33 ) ) -RRB- cord-280942-ej8fx52u 171 34 onto onto IN cord-280942-ej8fx52u 171 35 prediction prediction NN cord-280942-ej8fx52u 171 36 / / SYM cord-280942-ej8fx52u 171 37 estimation estimation NN cord-280942-ej8fx52u 171 38 accuracy accuracy NN cord-280942-ej8fx52u 171 39 . . . cord-280942-ej8fx52u 172 1 is be VBZ cord-280942-ej8fx52u 172 2 the the DT cord-280942-ej8fx52u 172 3 author author NN cord-280942-ej8fx52u 172 4 / / SYM cord-280942-ej8fx52u 172 5 funder funder NN cord-280942-ej8fx52u 172 6 , , , cord-280942-ej8fx52u 172 7 who who WP cord-280942-ej8fx52u 172 8 has have VBZ cord-280942-ej8fx52u 172 9 granted grant VBN cord-280942-ej8fx52u 172 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 172 11 a a DT cord-280942-ej8fx52u 172 12 license license NN cord-280942-ej8fx52u 172 13 to to TO cord-280942-ej8fx52u 172 14 display display VB cord-280942-ej8fx52u 172 15 the the DT cord-280942-ej8fx52u 172 16 preprint preprint NN cord-280942-ej8fx52u 172 17 in in IN cord-280942-ej8fx52u 172 18 perpetuity perpetuity NN cord-280942-ej8fx52u 172 19 . . . cord-280942-ej8fx52u 173 1 The the DT cord-280942-ej8fx52u 173 2 copyright copyright NN cord-280942-ej8fx52u 173 3 holder holder NN cord-280942-ej8fx52u 173 4 for for IN cord-280942-ej8fx52u 173 5 this this DT cord-280942-ej8fx52u 173 6 preprint preprint NN cord-280942-ej8fx52u 173 7 this this DT cord-280942-ej8fx52u 173 8 version version NN cord-280942-ej8fx52u 173 9 posted post VBN cord-280942-ej8fx52u 173 10 April April NNP cord-280942-ej8fx52u 173 11 29 29 CD cord-280942-ej8fx52u 173 12 , , , cord-280942-ej8fx52u 173 13 2020 2020 CD cord-280942-ej8fx52u 173 14 . . . cord-280942-ej8fx52u 173 15 . . . cord-280942-ej8fx52u 174 1 To to TO cord-280942-ej8fx52u 174 2 begin begin VB cord-280942-ej8fx52u 174 3 with with IN cord-280942-ej8fx52u 174 4 , , , cord-280942-ej8fx52u 174 5 note note VB cord-280942-ej8fx52u 174 6 the the DT cord-280942-ej8fx52u 174 7 typical typical JJ cord-280942-ej8fx52u 174 8 error error NN cord-280942-ej8fx52u 174 9 magnitude magnitude NN cord-280942-ej8fx52u 174 10 for for IN cord-280942-ej8fx52u 174 11 the the DT cord-280942-ej8fx52u 174 12 four four CD cord-280942-ej8fx52u 174 13 outcomes outcome NNS cord-280942-ej8fx52u 174 14 of of IN cord-280942-ej8fx52u 174 15 interest interest NN cord-280942-ej8fx52u 174 16 : : : cord-280942-ej8fx52u 174 17 timeto timeto NN cord-280942-ej8fx52u 174 18 - - HYPH cord-280942-ej8fx52u 174 19 peak peak NN cord-280942-ej8fx52u 174 20 error error NN cord-280942-ej8fx52u 174 21 is be VBZ cord-280942-ej8fx52u 174 22 of of IN cord-280942-ej8fx52u 174 23 the the DT cord-280942-ej8fx52u 174 24 order order NN cord-280942-ej8fx52u 174 25 of of IN cord-280942-ej8fx52u 174 26 20 20 CD cord-280942-ej8fx52u 174 27 days day NNS cord-280942-ej8fx52u 174 28 , , , cord-280942-ej8fx52u 174 29 cumulative cumulative JJ cord-280942-ej8fx52u 174 30 death death NN cord-280942-ej8fx52u 174 31 count count NN cord-280942-ej8fx52u 174 32 error error NN cord-280942-ej8fx52u 174 33 is be VBZ cord-280942-ej8fx52u 174 34 about about RB cord-280942-ej8fx52u 174 35 10,000 10,000 CD cord-280942-ej8fx52u 174 36 people people NNS cord-280942-ej8fx52u 174 37 , , , cord-280942-ej8fx52u 174 38 the the DT cord-280942-ej8fx52u 174 39 error error NN cord-280942-ej8fx52u 174 40 on on IN cord-280942-ej8fx52u 174 41 the the DT cord-280942-ej8fx52u 174 42 initial initial JJ cord-280942-ej8fx52u 174 43 number number NN cord-280942-ej8fx52u 174 44 of of IN cord-280942-ej8fx52u 174 45 susceptible susceptible JJ cord-280942-ej8fx52u 174 46 people people NNS cord-280942-ej8fx52u 174 47 is be VBZ cord-280942-ej8fx52u 174 48 10 10 CD cord-280942-ej8fx52u 174 49 millions million NNS cord-280942-ej8fx52u 174 50 , , , cord-280942-ej8fx52u 174 51 and and CC cord-280942-ej8fx52u 174 52 the the DT cord-280942-ej8fx52u 174 53 maximum maximum JJ cord-280942-ej8fx52u 174 54 ICU ICU NNP cord-280942-ej8fx52u 174 55 occupancy occupancy NN cord-280942-ej8fx52u 174 56 error error NN cord-280942-ej8fx52u 174 57 is be VBZ cord-280942-ej8fx52u 174 58 around around IN cord-280942-ej8fx52u 174 59 10,000 10,000 CD cord-280942-ej8fx52u 174 60 . . . cord-280942-ej8fx52u 175 1 These these DT cord-280942-ej8fx52u 175 2 errors error NNS cord-280942-ej8fx52u 175 3 are be VBP cord-280942-ej8fx52u 175 4 beyond beyond IN cord-280942-ej8fx52u 175 5 acceptable acceptable JJ cord-280942-ej8fx52u 175 6 limits limit NNS cord-280942-ej8fx52u 175 7 , , , cord-280942-ej8fx52u 175 8 for for IN cord-280942-ej8fx52u 175 9 most most JJS cord-280942-ej8fx52u 175 10 practical practical JJ cord-280942-ej8fx52u 175 11 applications application NNS cord-280942-ej8fx52u 175 12 to to IN cord-280942-ej8fx52u 175 13 public public JJ cord-280942-ej8fx52u 175 14 health health NN cord-280942-ej8fx52u 175 15 policies policy NNS cord-280942-ej8fx52u 175 16 . . . cord-280942-ej8fx52u 176 1 But but CC cord-280942-ej8fx52u 176 2 , , , cord-280942-ej8fx52u 176 3 as as IN cord-280942-ej8fx52u 176 4 we -PRON- PRP cord-280942-ej8fx52u 176 5 will will MD cord-280942-ej8fx52u 176 6 see see VB cord-280942-ej8fx52u 176 7 , , , cord-280942-ej8fx52u 176 8 error error NN cord-280942-ej8fx52u 176 9 magnitudes magnitude NNS cord-280942-ej8fx52u 176 10 depend depend VBP cord-280942-ej8fx52u 176 11 sensitively sensitively RB cord-280942-ej8fx52u 176 12 upon upon IN cord-280942-ej8fx52u 176 13 time time NN cord-280942-ej8fx52u 176 14 - - HYPH cord-280942-ej8fx52u 176 15 to to IN cord-280942-ej8fx52u 176 16 - - HYPH cord-280942-ej8fx52u 176 17 peak peak NN cord-280942-ej8fx52u 176 18 and and CC cord-280942-ej8fx52u 176 19 data datum NNS cord-280942-ej8fx52u 176 20 paucity paucity NN cord-280942-ej8fx52u 176 21 . . . cord-280942-ej8fx52u 177 1 One one PRP cord-280942-ej8fx52u 177 2 can can MD cord-280942-ej8fx52u 177 3 see see VB cord-280942-ej8fx52u 177 4 a a DT cord-280942-ej8fx52u 177 5 clear clear JJ cord-280942-ej8fx52u 177 6 influence influence NN cord-280942-ej8fx52u 177 7 of of IN cord-280942-ej8fx52u 177 8 the the DT cord-280942-ej8fx52u 177 9 time time NN cord-280942-ej8fx52u 177 10 - - HYPH cord-280942-ej8fx52u 177 11 to to IN cord-280942-ej8fx52u 177 12 - - HYPH cord-280942-ej8fx52u 177 13 peak peak NN cord-280942-ej8fx52u 177 14 onto onto IN cord-280942-ej8fx52u 177 15 all all DT cord-280942-ej8fx52u 177 16 prediction prediction NN cord-280942-ej8fx52u 177 17 / / SYM cord-280942-ej8fx52u 177 18 estimation estimation NN cord-280942-ej8fx52u 177 19 error error NN cord-280942-ej8fx52u 177 20 measures measure NNS cord-280942-ej8fx52u 177 21 . . . cord-280942-ej8fx52u 178 1 In in IN cord-280942-ej8fx52u 178 2 brief brief NN cord-280942-ej8fx52u 178 3 , , , cord-280942-ej8fx52u 178 4 it -PRON- PRP cord-280942-ej8fx52u 178 5 seems seem VBZ cord-280942-ej8fx52u 178 6 that that IN cord-280942-ej8fx52u 178 7 both both DT cord-280942-ej8fx52u 178 8 prediction prediction NN cord-280942-ej8fx52u 178 9 and and CC cord-280942-ej8fx52u 178 10 estimation estimation NN cord-280942-ej8fx52u 178 11 are be VBP cord-280942-ej8fx52u 178 12 much much RB cord-280942-ej8fx52u 178 13 less less RBR cord-280942-ej8fx52u 178 14 accurate accurate JJ cord-280942-ej8fx52u 178 15 when when WRB cord-280942-ej8fx52u 178 16 they -PRON- PRP cord-280942-ej8fx52u 178 17 are be VBP cord-280942-ej8fx52u 178 18 performed perform VBN cord-280942-ej8fx52u 178 19 before before IN cord-280942-ej8fx52u 178 20 the the DT cord-280942-ej8fx52u 178 21 death death NN cord-280942-ej8fx52u 178 22 rate rate NN cord-280942-ej8fx52u 178 23 peak peak NN cord-280942-ej8fx52u 178 24 has have VBZ cord-280942-ej8fx52u 178 25 been be VBN cord-280942-ej8fx52u 178 26 observed observe VBN cord-280942-ej8fx52u 178 27 ( ( -LRB- cord-280942-ej8fx52u 178 28 late late JJ cord-280942-ej8fx52u 178 29 peak peak NN cord-280942-ej8fx52u 178 30 ) ) -RRB- cord-280942-ej8fx52u 178 31 . . . cord-280942-ej8fx52u 179 1 It -PRON- PRP cord-280942-ej8fx52u 179 2 transpires transpire VBZ cord-280942-ej8fx52u 179 3 that that IN cord-280942-ej8fx52u 179 4 , , , cord-280942-ej8fx52u 179 5 when when WRB cord-280942-ej8fx52u 179 6 the the DT cord-280942-ej8fx52u 179 7 peak peak NN cord-280942-ej8fx52u 179 8 can can MD cord-280942-ej8fx52u 179 9 be be VB cord-280942-ej8fx52u 179 10 observed observe VBN cord-280942-ej8fx52u 179 11 in in IN cord-280942-ej8fx52u 179 12 the the DT cord-280942-ej8fx52u 179 13 fitted fit VBN cord-280942-ej8fx52u 179 14 data datum NNS cord-280942-ej8fx52u 179 15 ( ( -LRB- cord-280942-ej8fx52u 179 16 early early JJ cord-280942-ej8fx52u 179 17 peaks peak NNS cord-280942-ej8fx52u 179 18 ) ) -RRB- cord-280942-ej8fx52u 179 19 , , , cord-280942-ej8fx52u 179 20 VB0 VB0 NNP cord-280942-ej8fx52u 179 21 accuracy accuracy NN cord-280942-ej8fx52u 179 22 is be VBZ cord-280942-ej8fx52u 179 23 significantly significantly RB cord-280942-ej8fx52u 179 24 higher high JJR cord-280942-ej8fx52u 179 25 than than IN cord-280942-ej8fx52u 179 26 VB1 vb1 NN cord-280942-ej8fx52u 179 27 accuracy accuracy NN cord-280942-ej8fx52u 179 28 for for IN cord-280942-ej8fx52u 179 29 both both CC cord-280942-ej8fx52u 179 30 ICU ICU NNP cord-280942-ej8fx52u 179 31 occupancy occupancy NN cord-280942-ej8fx52u 179 32 ( ( -LRB- cord-280942-ej8fx52u 179 33 p<10 p<10 CD cord-280942-ej8fx52u 179 34 -4 -4 ADD cord-280942-ej8fx52u 179 35 ) ) -RRB- cord-280942-ej8fx52u 179 36 and and CC cord-280942-ej8fx52u 179 37 initial initial JJ cord-280942-ej8fx52u 179 38 number number NN cord-280942-ej8fx52u 179 39 of of IN cord-280942-ej8fx52u 179 40 susceptible susceptible JJ cord-280942-ej8fx52u 179 41 people people NNS cord-280942-ej8fx52u 179 42 ( ( -LRB- cord-280942-ej8fx52u 179 43 p<10 p<10 CD cord-280942-ej8fx52u 179 44 -4 -4 ADD cord-280942-ej8fx52u 179 45 ) ) -RRB- cord-280942-ej8fx52u 179 46 . . . cord-280942-ej8fx52u 180 1 In in IN cord-280942-ej8fx52u 180 2 contrast contrast NN cord-280942-ej8fx52u 180 3 , , , cord-280942-ej8fx52u 180 4 when when WRB cord-280942-ej8fx52u 180 5 the the DT cord-280942-ej8fx52u 180 6 peak peak NN cord-280942-ej8fx52u 180 7 is be VBZ cord-280942-ej8fx52u 180 8 yet yet RB cord-280942-ej8fx52u 180 9 to to TO cord-280942-ej8fx52u 180 10 manifest manifest VB cord-280942-ej8fx52u 180 11 ( ( -LRB- cord-280942-ej8fx52u 180 12 late late JJ cord-280942-ej8fx52u 180 13 peaks peak NNS cord-280942-ej8fx52u 180 14 ) ) -RRB- cord-280942-ej8fx52u 180 15 , , , cord-280942-ej8fx52u 180 16 only only RB cord-280942-ej8fx52u 180 17 the the DT cord-280942-ej8fx52u 180 18 accuracy accuracy NN cord-280942-ej8fx52u 180 19 on on IN cord-280942-ej8fx52u 180 20 time time NN cord-280942-ej8fx52u 180 21 - - HYPH cord-280942-ej8fx52u 180 22 to to IN cord-280942-ej8fx52u 180 23 - - HYPH cord-280942-ej8fx52u 180 24 peak peak NN cord-280942-ej8fx52u 180 25 estimation estimation NN cord-280942-ej8fx52u 180 26 is be VBZ cord-280942-ej8fx52u 180 27 significantly significantly RB cord-280942-ej8fx52u 180 28 worse bad JJR cord-280942-ej8fx52u 180 29 for for IN cord-280942-ej8fx52u 180 30 VB1 vb1 NN cord-280942-ej8fx52u 180 31 than than IN cord-280942-ej8fx52u 180 32 for for IN cord-280942-ej8fx52u 180 33 VB0 VB0 NNP cord-280942-ej8fx52u 180 34 ( ( -LRB- cord-280942-ej8fx52u 180 35 p<10 p<10 CD cord-280942-ej8fx52u 180 36 -4 -4 ADD cord-280942-ej8fx52u 180 37 ) ) -RRB- cord-280942-ej8fx52u 180 38 . . . cord-280942-ej8fx52u 181 1 Interestingly interestingly RB cord-280942-ej8fx52u 181 2 , , , cord-280942-ej8fx52u 181 3 the the DT cord-280942-ej8fx52u 181 4 ICU ICU NNP cord-280942-ej8fx52u 181 5 occupancy occupancy NN cord-280942-ej8fx52u 181 6 error error NN cord-280942-ej8fx52u 181 7 is be VBZ cord-280942-ej8fx52u 181 8 highest high JJS cord-280942-ej8fx52u 181 9 for for IN cord-280942-ej8fx52u 181 10 VB1 vb1 NN cord-280942-ej8fx52u 181 11 when when WRB cord-280942-ej8fx52u 181 12 the the DT cord-280942-ej8fx52u 181 13 peak peak NN cord-280942-ej8fx52u 181 14 has have VBZ cord-280942-ej8fx52u 181 15 already already RB cord-280942-ej8fx52u 181 16 been be VBN cord-280942-ej8fx52u 181 17 observed observe VBN cord-280942-ej8fx52u 181 18 ( ( -LRB- cord-280942-ej8fx52u 181 19 cf cf XX cord-280942-ej8fx52u 181 20 . . . cord-280942-ej8fx52u 182 1 lower lower VB cord-280942-ej8fx52u 182 2 right right JJ cord-280942-ej8fx52u 182 3 panel panel NN cord-280942-ej8fx52u 182 4 ) ) -RRB- cord-280942-ej8fx52u 182 5 . . . cord-280942-ej8fx52u 183 1 This this DT cord-280942-ej8fx52u 183 2 counterintuitive counterintuitive JJ cord-280942-ej8fx52u 183 3 result result NN cord-280942-ej8fx52u 183 4 derives derive VBZ cord-280942-ej8fx52u 183 5 from from IN cord-280942-ej8fx52u 183 6 the the DT cord-280942-ej8fx52u 183 7 fact fact NN cord-280942-ej8fx52u 183 8 that that IN cord-280942-ej8fx52u 183 9 default default NN cord-280942-ej8fx52u 183 10 model model NN cord-280942-ej8fx52u 183 11 explanations explanation NNS cord-280942-ej8fx52u 183 12 of of IN cord-280942-ej8fx52u 183 13 death death NN cord-280942-ej8fx52u 183 14 and and CC cord-280942-ej8fx52u 183 15 positive positive JJ cord-280942-ej8fx52u 183 16 test test NN cord-280942-ej8fx52u 183 17 rates rate NNS cord-280942-ej8fx52u 183 18 dynamics dynamic NNS cord-280942-ej8fx52u 183 19 favour favour VBP cord-280942-ej8fx52u 183 20 overestimated overestimate VBN cord-280942-ej8fx52u 183 21 ICU ICU NNP cord-280942-ej8fx52u 183 22 occupancy occupancy NN cord-280942-ej8fx52u 183 23 ( ( -LRB- cord-280942-ej8fx52u 183 24 which which WDT cord-280942-ej8fx52u 183 25 , , , cord-280942-ej8fx52u 183 26 for for IN cord-280942-ej8fx52u 183 27 VB1 vb1 NN cord-280942-ej8fx52u 183 28 , , , cord-280942-ej8fx52u 183 29 is be VBZ cord-280942-ej8fx52u 183 30 . . . cord-280942-ej8fx52u 184 1 CC CC NNP cord-280942-ej8fx52u 184 2 - - HYPH cord-280942-ej8fx52u 184 3 BY BY NNP cord-280942-ej8fx52u 184 4 - - HYPH cord-280942-ej8fx52u 184 5 ND ND NNP cord-280942-ej8fx52u 184 6 4.0 4.0 CD cord-280942-ej8fx52u 184 7 International international JJ cord-280942-ej8fx52u 184 8 license license NN cord-280942-ej8fx52u 185 1 It -PRON- PRP cord-280942-ej8fx52u 185 2 is be VBZ cord-280942-ej8fx52u 185 3 made make VBN cord-280942-ej8fx52u 185 4 available available JJ cord-280942-ej8fx52u 185 5 under under IN cord-280942-ej8fx52u 185 6 a a DT cord-280942-ej8fx52u 186 1 is be VBZ cord-280942-ej8fx52u 186 2 the the DT cord-280942-ej8fx52u 186 3 author author NN cord-280942-ej8fx52u 186 4 / / SYM cord-280942-ej8fx52u 186 5 funder funder NN cord-280942-ej8fx52u 186 6 , , , cord-280942-ej8fx52u 186 7 who who WP cord-280942-ej8fx52u 186 8 has have VBZ cord-280942-ej8fx52u 186 9 granted grant VBN cord-280942-ej8fx52u 186 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 186 11 a a DT cord-280942-ej8fx52u 186 12 license license NN cord-280942-ej8fx52u 186 13 to to TO cord-280942-ej8fx52u 186 14 display display VB cord-280942-ej8fx52u 186 15 the the DT cord-280942-ej8fx52u 186 16 preprint preprint NN cord-280942-ej8fx52u 186 17 in in IN cord-280942-ej8fx52u 186 18 perpetuity perpetuity NN cord-280942-ej8fx52u 186 19 . . . cord-280942-ej8fx52u 187 1 The the DT cord-280942-ej8fx52u 187 2 copyright copyright NN cord-280942-ej8fx52u 187 3 holder holder NN cord-280942-ej8fx52u 187 4 for for IN cord-280942-ej8fx52u 187 5 this this DT cord-280942-ej8fx52u 187 6 preprint preprint NN cord-280942-ej8fx52u 187 7 this this DT cord-280942-ej8fx52u 187 8 version version NN cord-280942-ej8fx52u 187 9 posted post VBN cord-280942-ej8fx52u 187 10 April April NNP cord-280942-ej8fx52u 187 11 29 29 CD cord-280942-ej8fx52u 187 12 , , , cord-280942-ej8fx52u 187 13 2020 2020 CD cord-280942-ej8fx52u 187 14 . . . cord-280942-ej8fx52u 187 15 . . . cord-280942-ej8fx52u 188 1 not not RB cord-280942-ej8fx52u 188 2 constrained constrain VBN cord-280942-ej8fx52u 188 3 by by IN cord-280942-ej8fx52u 188 4 ICU ICU NNP cord-280942-ej8fx52u 188 5 occupancy occupancy NN cord-280942-ej8fx52u 188 6 data datum NNS cord-280942-ej8fx52u 188 7 ) ) -RRB- cord-280942-ej8fx52u 188 8 . . . cord-280942-ej8fx52u 189 1 This this DT cord-280942-ej8fx52u 189 2 will will MD cord-280942-ej8fx52u 189 3 be be VB cord-280942-ej8fx52u 189 4 clearer clear JJR cord-280942-ej8fx52u 189 5 when when WRB cord-280942-ej8fx52u 189 6 analysing analyse VBG cord-280942-ej8fx52u 189 7 the the DT cord-280942-ej8fx52u 189 8 French french JJ cord-280942-ej8fx52u 189 9 dataset dataset NN cord-280942-ej8fx52u 189 10 below below RB cord-280942-ej8fx52u 189 11 . . . cord-280942-ej8fx52u 190 1 In in IN cord-280942-ej8fx52u 190 2 summary summary NN cord-280942-ej8fx52u 190 3 , , , cord-280942-ej8fx52u 190 4 the the DT cord-280942-ej8fx52u 190 5 reliability reliability NN cord-280942-ej8fx52u 190 6 of of IN cord-280942-ej8fx52u 190 7 almost almost RB cord-280942-ej8fx52u 190 8 all all DT cord-280942-ej8fx52u 190 9 predicted predict VBN cord-280942-ej8fx52u 190 10 outcomes outcome NNS cord-280942-ej8fx52u 190 11 is be VBZ cord-280942-ej8fx52u 190 12 severely severely RB cord-280942-ej8fx52u 190 13 impacted impact VBN cord-280942-ej8fx52u 190 14 when when WRB cord-280942-ej8fx52u 190 15 the the DT cord-280942-ej8fx52u 190 16 data data NN cord-280942-ej8fx52u 190 17 analysis analysis NN cord-280942-ej8fx52u 190 18 is be VBZ cord-280942-ej8fx52u 190 19 performed perform VBN cord-280942-ej8fx52u 190 20 before before IN cord-280942-ej8fx52u 190 21 the the DT cord-280942-ej8fx52u 190 22 epidemic epidemic NN cord-280942-ej8fx52u 190 23 peak peak NN cord-280942-ej8fx52u 190 24 has have VBZ cord-280942-ej8fx52u 190 25 been be VBN cord-280942-ej8fx52u 190 26 observed observe VBN cord-280942-ej8fx52u 190 27 . . . cord-280942-ej8fx52u 191 1 In in IN cord-280942-ej8fx52u 191 2 addition addition NN cord-280942-ej8fx52u 191 3 , , , cord-280942-ej8fx52u 191 4 ignoring ignore VBG cord-280942-ej8fx52u 191 5 data datum NNS cord-280942-ej8fx52u 191 6 such such JJ cord-280942-ej8fx52u 191 7 as as IN cord-280942-ej8fx52u 191 8 ICU ICU NNP cord-280942-ej8fx52u 191 9 occupancy occupancy NN cord-280942-ej8fx52u 191 10 and and CC cord-280942-ej8fx52u 191 11 negative negative JJ cord-280942-ej8fx52u 191 12 test test NN cord-280942-ej8fx52u 191 13 rates rate NNS cord-280942-ej8fx52u 191 14 strongly strongly RB cord-280942-ej8fx52u 191 15 impairs impair VBZ cord-280942-ej8fx52u 191 16 the the DT cord-280942-ej8fx52u 191 17 estimation estimation NN cord-280942-ej8fx52u 191 18 of of IN cord-280942-ej8fx52u 191 19 the the DT cord-280942-ej8fx52u 191 20 initial initial JJ cord-280942-ej8fx52u 191 21 number number NN cord-280942-ej8fx52u 191 22 of of IN cord-280942-ej8fx52u 191 23 susceptible susceptible JJ cord-280942-ej8fx52u 191 24 people people NNS cord-280942-ej8fx52u 191 25 as as RB cord-280942-ej8fx52u 191 26 well well RB cord-280942-ej8fx52u 191 27 as as IN cord-280942-ej8fx52u 191 28 the the DT cord-280942-ej8fx52u 191 29 maximum maximum JJ cord-280942-ej8fx52u 191 30 ICU ICU NNP cord-280942-ej8fx52u 191 31 occupancy occupancy NN cord-280942-ej8fx52u 191 32 , , , cord-280942-ej8fx52u 191 33 in in IN cord-280942-ej8fx52u 191 34 particular particular JJ cord-280942-ej8fx52u 191 35 when when WRB cord-280942-ej8fx52u 191 36 data data NN cord-280942-ej8fx52u 191 37 is be VBZ cord-280942-ej8fx52u 191 38 analysed analyse VBN cord-280942-ej8fx52u 191 39 > > NNP cord-280942-ej8fx52u 191 40 100 100 CD cord-280942-ej8fx52u 191 41 days day NNS cord-280942-ej8fx52u 191 42 before before IN cord-280942-ej8fx52u 191 43 the the DT cord-280942-ej8fx52u 191 44 epidemic epidemic NN cord-280942-ej8fx52u 191 45 peak peak NN cord-280942-ej8fx52u 191 46 has have VBZ cord-280942-ej8fx52u 191 47 been be VBN cord-280942-ej8fx52u 191 48 observed observe VBN cord-280942-ej8fx52u 191 49 . . . cord-280942-ej8fx52u 192 1 We -PRON- PRP cord-280942-ej8fx52u 192 2 will will MD cord-280942-ej8fx52u 192 3 now now RB cord-280942-ej8fx52u 192 4 illustrate illustrate VB cord-280942-ej8fx52u 192 5 our -PRON- PRP$ cord-280942-ej8fx52u 192 6 analysis analysis NN cord-280942-ej8fx52u 192 7 of of IN cord-280942-ej8fx52u 192 8 the the DT cord-280942-ej8fx52u 192 9 reliability reliability NN cord-280942-ej8fx52u 192 10 of of IN cord-280942-ej8fx52u 192 11 the the DT cord-280942-ej8fx52u 192 12 model model NN cord-280942-ej8fx52u 192 13 's 's POS cord-280942-ej8fx52u 192 14 prediction prediction NN cord-280942-ej8fx52u 192 15 / / SYM cord-280942-ej8fx52u 192 16 estimation estimation NN cord-280942-ej8fx52u 192 17 using use VBG cord-280942-ej8fx52u 192 18 a a DT cord-280942-ej8fx52u 192 19 single single JJ cord-280942-ej8fx52u 192 20 country country NN cord-280942-ej8fx52u 192 21 's 's POS cord-280942-ej8fx52u 192 22 data datum NNS cord-280942-ej8fx52u 192 23 . . . cord-280942-ej8fx52u 193 1 We -PRON- PRP cord-280942-ej8fx52u 193 2 focus focus VBP cord-280942-ej8fx52u 193 3 on on IN cord-280942-ej8fx52u 193 4 French french JJ cord-280942-ej8fx52u 193 5 data datum NNS cord-280942-ej8fx52u 193 6 , , , cord-280942-ej8fx52u 193 7 because because IN cord-280942-ej8fx52u 193 8 governmental governmental JJ cord-280942-ej8fx52u 193 9 agencies agency NNS cord-280942-ej8fx52u 193 10 provide provide VBP cord-280942-ej8fx52u 193 11 additional additional JJ cord-280942-ej8fx52u 193 12 data datum NNS cord-280942-ej8fx52u 193 13 11 11 CD cord-280942-ej8fx52u 193 14 , , , cord-280942-ej8fx52u 193 15 which which WDT cord-280942-ej8fx52u 193 16 are be VBP cord-280942-ej8fx52u 193 17 missing miss VBG cord-280942-ej8fx52u 193 18 from from IN cord-280942-ej8fx52u 193 19 WHO WHO NNP cord-280942-ej8fx52u 193 20 or or CC cord-280942-ej8fx52u 193 21 ECDC ECDC NNP cord-280942-ej8fx52u 193 22 databases database NNS cord-280942-ej8fx52u 193 23 ( ( -LRB- cord-280942-ej8fx52u 193 24 as as IN cord-280942-ej8fx52u 193 25 of of IN cord-280942-ej8fx52u 193 26 today today NN cord-280942-ej8fx52u 193 27 ) ) -RRB- cord-280942-ej8fx52u 193 28 . . . cord-280942-ej8fx52u 194 1 Note note VB cord-280942-ej8fx52u 194 2 that that WDT cord-280942-ej8fx52u 194 3 reported report VBD cord-280942-ej8fx52u 194 4 daily daily JJ cord-280942-ej8fx52u 194 5 death death NN cord-280942-ej8fx52u 194 6 rates rate NNS cord-280942-ej8fx52u 194 7 are be VBP cord-280942-ej8fx52u 194 8 restricted restrict VBN cord-280942-ej8fx52u 194 9 to to IN cord-280942-ej8fx52u 194 10 hospital hospital NN cord-280942-ej8fx52u 194 11 data datum NNS cord-280942-ej8fx52u 194 12 , , , cord-280942-ej8fx52u 194 13 i.e. i.e. FW cord-280942-ej8fx52u 194 14 it -PRON- PRP cord-280942-ej8fx52u 194 15 does do VBZ cord-280942-ej8fx52u 194 16 not not RB cord-280942-ej8fx52u 194 17 include include VB cord-280942-ej8fx52u 194 18 those those DT cord-280942-ej8fx52u 194 19 people people NNS cord-280942-ej8fx52u 194 20 who who WP cord-280942-ej8fx52u 194 21 do do VBP cord-280942-ej8fx52u 194 22 not not RB cord-280942-ej8fx52u 194 23 die die VB cord-280942-ej8fx52u 194 24 in in IN cord-280942-ej8fx52u 194 25 hospitals hospital NNS cord-280942-ej8fx52u 194 26 ( ( -LRB- cord-280942-ej8fx52u 194 27 c.f c.f NNP cord-280942-ej8fx52u 194 28 . . . cord-280942-ej8fx52u 195 1 e.g. e.g. RB cord-280942-ej8fx52u 195 2 , , , cord-280942-ej8fx52u 195 3 retirement retirement NN cord-280942-ej8fx52u 195 4 homes home NNS cord-280942-ej8fx52u 195 5 ) ) -RRB- cord-280942-ej8fx52u 195 6 . . . cord-280942-ej8fx52u 196 1 We -PRON- PRP cord-280942-ej8fx52u 196 2 pre pre VBD cord-280942-ej8fx52u 196 3 - - VBD cord-280942-ej8fx52u 196 4 processed process VBN cord-280942-ej8fx52u 196 5 the the DT cord-280942-ej8fx52u 196 6 time time NN cord-280942-ej8fx52u 196 7 series series NN cord-280942-ej8fx52u 196 8 to to TO cord-280942-ej8fx52u 196 9 correct correct VB cord-280942-ej8fx52u 196 10 data datum NNS cord-280942-ej8fx52u 196 11 reports report NNS cord-280942-ej8fx52u 196 12 from from IN cord-280942-ej8fx52u 196 13 various various JJ cord-280942-ej8fx52u 196 14 counting counting NN cord-280942-ej8fx52u 196 15 errors error NNS cord-280942-ej8fx52u 196 16 ( ( -LRB- cord-280942-ej8fx52u 196 17 see see VB cord-280942-ej8fx52u 196 18 below below RB cord-280942-ej8fx52u 196 19 ) ) -RRB- cord-280942-ej8fx52u 196 20 . . . cord-280942-ej8fx52u 197 1 We -PRON- PRP cord-280942-ej8fx52u 197 2 also also RB cord-280942-ej8fx52u 197 3 padded pad VBD cord-280942-ej8fx52u 197 4 the the DT cord-280942-ej8fx52u 197 5 governmental governmental JJ cord-280942-ej8fx52u 197 6 data datum NNS cord-280942-ej8fx52u 197 7 with with IN cord-280942-ej8fx52u 197 8 ECDC ECDC NNP cord-280942-ej8fx52u 197 9 data datum NNS cord-280942-ej8fx52u 197 10 from from IN cord-280942-ej8fx52u 197 11 the the DT cord-280942-ej8fx52u 197 12 1 1 CD cord-280942-ej8fx52u 197 13 st st NNP cord-280942-ej8fx52u 197 14 of of IN cord-280942-ej8fx52u 197 15 January January NNP cord-280942-ej8fx52u 197 16 to to IN cord-280942-ej8fx52u 197 17 the the DT cord-280942-ej8fx52u 197 18 18 18 CD cord-280942-ej8fx52u 197 19 th th CD cord-280942-ej8fx52u 197 20 of of IN cord-280942-ej8fx52u 197 21 March March NNP cord-280942-ej8fx52u 197 22 ( ( -LRB- cord-280942-ej8fx52u 197 23 for for IN cord-280942-ej8fx52u 197 24 both both DT cord-280942-ej8fx52u 197 25 daily daily JJ cord-280942-ej8fx52u 197 26 death death NN cord-280942-ej8fx52u 197 27 and and CC cord-280942-ej8fx52u 197 28 positive positive JJ cord-280942-ej8fx52u 197 29 test test NN cord-280942-ej8fx52u 197 30 rates rate NNS cord-280942-ej8fx52u 197 31 ) ) -RRB- cord-280942-ej8fx52u 197 32 because because IN cord-280942-ej8fx52u 197 33 these these DT cord-280942-ej8fx52u 197 34 dates date NNS cord-280942-ej8fx52u 197 35 are be VBP cord-280942-ej8fx52u 197 36 not not RB cord-280942-ej8fx52u 197 37 reported report VBN cord-280942-ej8fx52u 197 38 in in IN cord-280942-ej8fx52u 197 39 the the DT cord-280942-ej8fx52u 197 40 online online NN cord-280942-ej8fx52u 197 41 available available JJ cord-280942-ej8fx52u 197 42 governmental governmental JJ cord-280942-ej8fx52u 197 43 data datum NNS cord-280942-ej8fx52u 197 44 repositories repository NNS cord-280942-ej8fx52u 197 45 . . . cord-280942-ej8fx52u 198 1 This this DT cord-280942-ej8fx52u 198 2 means mean VBZ cord-280942-ej8fx52u 198 3 that that IN cord-280942-ej8fx52u 198 4 there there EX cord-280942-ej8fx52u 198 5 are be VBP cord-280942-ej8fx52u 198 6 missing miss VBG cord-280942-ej8fx52u 198 7 data datum NNS cord-280942-ej8fx52u 198 8 for for IN cord-280942-ej8fx52u 198 9 both both CC cord-280942-ej8fx52u 198 10 ICU ICU NNP cord-280942-ej8fx52u 198 11 occupancy occupancy NN cord-280942-ej8fx52u 198 12 and and CC cord-280942-ej8fx52u 198 13 total total JJ cord-280942-ej8fx52u 198 14 test test NN cord-280942-ej8fx52u 198 15 rates rate NNS cord-280942-ej8fx52u 198 16 . . . cord-280942-ej8fx52u 199 1 Figure figure NN cord-280942-ej8fx52u 199 2 _SP cord-280942-ej8fx52u 199 3 5 5 CD cord-280942-ej8fx52u 199 4 below below IN cord-280942-ej8fx52u 199 5 shows show VBZ cord-280942-ej8fx52u 199 6 the the DT cord-280942-ej8fx52u 199 7 effect effect NN cord-280942-ej8fx52u 199 8 of of IN cord-280942-ej8fx52u 199 9 data datum NNS cord-280942-ej8fx52u 199 10 smoothing smooth VBG cord-280942-ej8fx52u 199 11 on on IN cord-280942-ej8fx52u 199 12 the the DT cord-280942-ej8fx52u 199 13 observed observed JJ cord-280942-ej8fx52u 199 14 data datum NNS cord-280942-ej8fx52u 199 15 . . . cord-280942-ej8fx52u 200 1 11 11 CD cord-280942-ej8fx52u 201 1 These these DT cord-280942-ej8fx52u 201 2 data datum NNS cord-280942-ej8fx52u 201 3 are be VBP cord-280942-ej8fx52u 201 4 made make VBN cord-280942-ej8fx52u 201 5 available available JJ cord-280942-ej8fx52u 201 6 online online RB cord-280942-ej8fx52u 201 7 here here RB cord-280942-ej8fx52u 201 8 : : : cord-280942-ej8fx52u 202 1 https://www.data.gouv.fr/en/datasets/donnees-hospitalieresrelatives-a-lepidemie-de-covid-19/ https://www.data.gouv.fr/en/datasets/donnees-hospitalieresrelatives-a-lepidemie-de-covid-19/ UH cord-280942-ej8fx52u 202 2 and and CC cord-280942-ej8fx52u 202 3 here here RB cord-280942-ej8fx52u 202 4 : : : cord-280942-ej8fx52u 203 1 https://www.data.gouv.fr/en/datasets/donnees-relatives-auxtests-de-depistage-de-covid-19-realises-en-laboratoire-de-ville/. https://www.data.gouv.fr/en/datasets/donnees-relatives-auxtests-de-depistage-de-covid-19-realises-en-laboratoire-de-ville/. NNP cord-280942-ej8fx52u 203 2 . . . cord-280942-ej8fx52u 204 1 CC CC NNP cord-280942-ej8fx52u 204 2 - - HYPH cord-280942-ej8fx52u 204 3 BY BY NNP cord-280942-ej8fx52u 204 4 - - HYPH cord-280942-ej8fx52u 204 5 ND ND NNP cord-280942-ej8fx52u 204 6 4.0 4.0 CD cord-280942-ej8fx52u 204 7 International international JJ cord-280942-ej8fx52u 204 8 license license NN cord-280942-ej8fx52u 205 1 It -PRON- PRP cord-280942-ej8fx52u 205 2 is be VBZ cord-280942-ej8fx52u 205 3 made make VBN cord-280942-ej8fx52u 205 4 available available JJ cord-280942-ej8fx52u 205 5 under under IN cord-280942-ej8fx52u 205 6 a a DT cord-280942-ej8fx52u 206 1 is be VBZ cord-280942-ej8fx52u 206 2 the the DT cord-280942-ej8fx52u 206 3 author author NN cord-280942-ej8fx52u 206 4 / / SYM cord-280942-ej8fx52u 206 5 funder funder NN cord-280942-ej8fx52u 206 6 , , , cord-280942-ej8fx52u 206 7 who who WP cord-280942-ej8fx52u 206 8 has have VBZ cord-280942-ej8fx52u 206 9 granted grant VBN cord-280942-ej8fx52u 206 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 206 11 a a DT cord-280942-ej8fx52u 206 12 license license NN cord-280942-ej8fx52u 206 13 to to TO cord-280942-ej8fx52u 206 14 display display VB cord-280942-ej8fx52u 206 15 the the DT cord-280942-ej8fx52u 206 16 preprint preprint NN cord-280942-ej8fx52u 206 17 in in IN cord-280942-ej8fx52u 206 18 perpetuity perpetuity NN cord-280942-ej8fx52u 206 19 . . . cord-280942-ej8fx52u 207 1 The the DT cord-280942-ej8fx52u 207 2 copyright copyright NN cord-280942-ej8fx52u 207 3 holder holder NN cord-280942-ej8fx52u 207 4 for for IN cord-280942-ej8fx52u 207 5 this this DT cord-280942-ej8fx52u 207 6 preprint preprint NN cord-280942-ej8fx52u 207 7 this this DT cord-280942-ej8fx52u 207 8 version version NN cord-280942-ej8fx52u 207 9 posted post VBN cord-280942-ej8fx52u 207 10 April April NNP cord-280942-ej8fx52u 207 11 29 29 CD cord-280942-ej8fx52u 207 12 , , , cord-280942-ej8fx52u 207 13 2020 2020 CD cord-280942-ej8fx52u 207 14 . . . cord-280942-ej8fx52u 207 15 . . . cord-280942-ej8fx52u 208 1 One one PRP cord-280942-ej8fx52u 208 2 can can MD cord-280942-ej8fx52u 208 3 see see VB cord-280942-ej8fx52u 208 4 that that IN cord-280942-ej8fx52u 208 5 the the DT cord-280942-ej8fx52u 208 6 native native JJ cord-280942-ej8fx52u 208 7 positive positive JJ cord-280942-ej8fx52u 208 8 and and CC cord-280942-ej8fx52u 208 9 total total JJ cord-280942-ej8fx52u 208 10 test test NN cord-280942-ej8fx52u 208 11 rates rate NNS cord-280942-ej8fx52u 208 12 exhibit exhibit VBP cord-280942-ej8fx52u 208 13 strong strong JJ cord-280942-ej8fx52u 208 14 periodic periodic JJ cord-280942-ej8fx52u 208 15 dips dip NNS cord-280942-ej8fx52u 208 16 . . . cord-280942-ej8fx52u 209 1 Inspection inspection NN cord-280942-ej8fx52u 209 2 of of IN cord-280942-ej8fx52u 209 3 the the DT cord-280942-ej8fx52u 209 4 corresponding corresponding JJ cord-280942-ej8fx52u 209 5 dates date NNS cord-280942-ej8fx52u 209 6 show show VBP cord-280942-ej8fx52u 209 7 that that IN cord-280942-ej8fx52u 209 8 these these DT cord-280942-ej8fx52u 209 9 dips dip NNS cord-280942-ej8fx52u 209 10 correspond correspond VBP cord-280942-ej8fx52u 209 11 to to IN cord-280942-ej8fx52u 209 12 data datum NNS cord-280942-ej8fx52u 209 13 reports report NNS cord-280942-ej8fx52u 209 14 made make VBN cord-280942-ej8fx52u 209 15 on on IN cord-280942-ej8fx52u 209 16 weekends weekend NNS cord-280942-ej8fx52u 209 17 . . . cord-280942-ej8fx52u 210 1 Data datum NNS cord-280942-ej8fx52u 210 2 pre pre JJ cord-280942-ej8fx52u 210 3 - - JJ cord-280942-ej8fx52u 210 4 processing processing NN cord-280942-ej8fx52u 210 5 corrects correct VBZ cord-280942-ej8fx52u 210 6 most most JJS cord-280942-ej8fx52u 210 7 of of IN cord-280942-ej8fx52u 210 8 these these DT cord-280942-ej8fx52u 210 9 inconsistencies inconsistency NNS cord-280942-ej8fx52u 210 10 , , , cord-280942-ej8fx52u 210 11 without without IN cord-280942-ej8fx52u 210 12 impacting impact VBG cord-280942-ej8fx52u 210 13 on on IN cord-280942-ej8fx52u 210 14 the the DT cord-280942-ej8fx52u 210 15 corresponding correspond VBG cord-280942-ej8fx52u 210 16 cumulated cumulated JJ cord-280942-ej8fx52u 210 17 counts count NNS cord-280942-ej8fx52u 210 18 ( ( -LRB- cord-280942-ej8fx52u 210 19 not not RB cord-280942-ej8fx52u 210 20 shown show VBN cord-280942-ej8fx52u 210 21 ) ) -RRB- cord-280942-ej8fx52u 210 22 . . . cord-280942-ej8fx52u 211 1 We -PRON- PRP cord-280942-ej8fx52u 211 2 conducted conduct VBD cord-280942-ej8fx52u 211 3 two two CD cord-280942-ej8fx52u 211 4 analyses analysis NNS cord-280942-ej8fx52u 211 5 on on IN cord-280942-ej8fx52u 211 6 these these DT cord-280942-ej8fx52u 211 7 corrected correct VBN cord-280942-ej8fx52u 211 8 datasets dataset NNS cord-280942-ej8fx52u 211 9 , , , cord-280942-ej8fx52u 211 10 by by IN cord-280942-ej8fx52u 211 11 either either CC cord-280942-ej8fx52u 211 12 fitting fitting NN cord-280942-ej8fx52u 211 13 all all DT cord-280942-ej8fx52u 211 14 reported report VBN cord-280942-ej8fx52u 211 15 data datum NNS cord-280942-ej8fx52u 211 16 ( ( -LRB- cord-280942-ej8fx52u 211 17 VB0 VB0 NNP cord-280942-ej8fx52u 211 18 ) ) -RRB- cord-280942-ej8fx52u 211 19 or or CC cord-280942-ej8fx52u 211 20 only only RB cord-280942-ej8fx52u 211 21 daily daily JJ cord-280942-ej8fx52u 211 22 death death NN cord-280942-ej8fx52u 211 23 and and CC cord-280942-ej8fx52u 211 24 positive positive JJ cord-280942-ej8fx52u 211 25 test test NN cord-280942-ej8fx52u 211 26 rates rate NNS cord-280942-ej8fx52u 211 27 ( ( -LRB- cord-280942-ej8fx52u 211 28 VB1 VB1 NNP cord-280942-ej8fx52u 211 29 ) ) -RRB- cord-280942-ej8fx52u 211 30 . . . cord-280942-ej8fx52u 212 1 Figure figure NN cord-280942-ej8fx52u 212 2 6 6 CD cord-280942-ej8fx52u 212 3 below below IN cord-280942-ej8fx52u 212 4 summarizes summarize VBZ cord-280942-ej8fx52u 212 5 the the DT cord-280942-ej8fx52u 212 6 ensuing ensue VBG cord-280942-ej8fx52u 212 7 data data NN cord-280942-ej8fx52u 212 8 fits fit NNS cord-280942-ej8fx52u 212 9 and and CC cord-280942-ej8fx52u 212 10 their -PRON- PRP$ cord-280942-ej8fx52u 212 11 predicted predict VBN cord-280942-ej8fx52u 212 12 dynamics dynamic NNS cord-280942-ej8fx52u 212 13 100 100 CD cord-280942-ej8fx52u 212 14 days day NNS cord-280942-ej8fx52u 212 15 beyond beyond IN cord-280942-ej8fx52u 212 16 the the DT cord-280942-ej8fx52u 212 17 last last JJ cord-280942-ej8fx52u 212 18 reported report VBN cord-280942-ej8fx52u 212 19 date date NN cord-280942-ej8fx52u 212 20 . . . cord-280942-ej8fx52u 212 21 . . . cord-280942-ej8fx52u 213 1 CC CC NNP cord-280942-ej8fx52u 213 2 - - HYPH cord-280942-ej8fx52u 213 3 BY BY NNP cord-280942-ej8fx52u 213 4 - - HYPH cord-280942-ej8fx52u 213 5 ND ND NNP cord-280942-ej8fx52u 213 6 4.0 4.0 CD cord-280942-ej8fx52u 213 7 International international JJ cord-280942-ej8fx52u 213 8 license license NN cord-280942-ej8fx52u 214 1 It -PRON- PRP cord-280942-ej8fx52u 214 2 is be VBZ cord-280942-ej8fx52u 214 3 made make VBN cord-280942-ej8fx52u 214 4 available available JJ cord-280942-ej8fx52u 214 5 under under IN cord-280942-ej8fx52u 214 6 a a DT cord-280942-ej8fx52u 215 1 is be VBZ cord-280942-ej8fx52u 215 2 the the DT cord-280942-ej8fx52u 215 3 author author NN cord-280942-ej8fx52u 215 4 / / SYM cord-280942-ej8fx52u 215 5 funder funder NN cord-280942-ej8fx52u 215 6 , , , cord-280942-ej8fx52u 215 7 who who WP cord-280942-ej8fx52u 215 8 has have VBZ cord-280942-ej8fx52u 215 9 granted grant VBN cord-280942-ej8fx52u 215 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 215 11 a a DT cord-280942-ej8fx52u 215 12 license license NN cord-280942-ej8fx52u 215 13 to to TO cord-280942-ej8fx52u 215 14 display display VB cord-280942-ej8fx52u 215 15 the the DT cord-280942-ej8fx52u 215 16 preprint preprint NN cord-280942-ej8fx52u 215 17 in in IN cord-280942-ej8fx52u 215 18 perpetuity perpetuity NN cord-280942-ej8fx52u 215 19 . . . cord-280942-ej8fx52u 216 1 The the DT cord-280942-ej8fx52u 216 2 copyright copyright NN cord-280942-ej8fx52u 216 3 holder holder NN cord-280942-ej8fx52u 216 4 for for IN cord-280942-ej8fx52u 216 5 this this DT cord-280942-ej8fx52u 216 6 preprint preprint NN cord-280942-ej8fx52u 216 7 this this DT cord-280942-ej8fx52u 216 8 version version NN cord-280942-ej8fx52u 216 9 posted post VBN cord-280942-ej8fx52u 216 10 April April NNP cord-280942-ej8fx52u 216 11 29 29 CD cord-280942-ej8fx52u 216 12 , , , cord-280942-ej8fx52u 216 13 2020 2020 CD cord-280942-ej8fx52u 216 14 . . . cord-280942-ej8fx52u 216 15 . . . cord-280942-ej8fx52u 217 1 Recall Recall NNP cord-280942-ej8fx52u 218 1 that that DT cord-280942-ej8fx52u 218 2 VB0 VB0 NNP cord-280942-ej8fx52u 218 3 and and CC cord-280942-ej8fx52u 218 4 VB1 VB1 NNP cord-280942-ej8fx52u 218 5 both both DT cord-280942-ej8fx52u 218 6 attempt attempt NN cord-280942-ej8fx52u 218 7 to to TO cord-280942-ej8fx52u 218 8 account account VB cord-280942-ej8fx52u 218 9 for for IN cord-280942-ej8fx52u 218 10 observed observed JJ cord-280942-ej8fx52u 218 11 daily daily JJ cord-280942-ej8fx52u 218 12 death death NN cord-280942-ej8fx52u 218 13 rates rate NNS cord-280942-ej8fx52u 218 14 and and CC cord-280942-ej8fx52u 218 15 positive positive JJ cord-280942-ej8fx52u 218 16 test test NN cord-280942-ej8fx52u 218 17 rates rate NNS cord-280942-ej8fx52u 218 18 . . . cord-280942-ej8fx52u 219 1 One one PRP cord-280942-ej8fx52u 219 2 can can MD cord-280942-ej8fx52u 219 3 see see VB cord-280942-ej8fx52u 219 4 that that IN cord-280942-ej8fx52u 219 5 both both DT cord-280942-ej8fx52u 219 6 succeed succeed VB cord-280942-ej8fx52u 219 7 in in IN cord-280942-ej8fx52u 219 8 explaining explain VBG cord-280942-ej8fx52u 219 9 these these DT cord-280942-ej8fx52u 219 10 time time NN cord-280942-ej8fx52u 219 11 series series NN cord-280942-ej8fx52u 219 12 with with IN cord-280942-ej8fx52u 219 13 very very RB cord-280942-ej8fx52u 219 14 high high JJ cord-280942-ej8fx52u 219 15 accuracy accuracy NN cord-280942-ej8fx52u 219 16 . . . cord-280942-ej8fx52u 220 1 In in IN cord-280942-ej8fx52u 220 2 fact fact NN cord-280942-ej8fx52u 220 3 , , , cord-280942-ej8fx52u 220 4 VB1 VB1 NNP cord-280942-ej8fx52u 220 5 explains explain VBZ cord-280942-ej8fx52u 220 6 these these DT cord-280942-ej8fx52u 220 7 data datum NNS cord-280942-ej8fx52u 220 8 better well RBR cord-280942-ej8fx52u 220 9 However however RB cord-280942-ej8fx52u 220 10 , , , cord-280942-ej8fx52u 220 11 only only RB cord-280942-ej8fx52u 220 12 VB0 VB0 NNP cord-280942-ej8fx52u 220 13 tries try VBZ cord-280942-ej8fx52u 220 14 to to TO cord-280942-ej8fx52u 220 15 concurrently concurrently RB cord-280942-ej8fx52u 220 16 fit fit VB cord-280942-ej8fx52u 220 17 ICU ICU NNP cord-280942-ej8fx52u 220 18 occupancy occupancy NN cord-280942-ej8fx52u 220 19 and and CC cord-280942-ej8fx52u 220 20 negative negative JJ cord-280942-ej8fx52u 220 21 test test NN cord-280942-ej8fx52u 220 22 rates rate NNS cord-280942-ej8fx52u 220 23 . . . cord-280942-ej8fx52u 221 1 Here here RB cord-280942-ej8fx52u 221 2 again again RB cord-280942-ej8fx52u 221 3 , , , cord-280942-ej8fx52u 221 4 observed observe VBD cord-280942-ej8fx52u 221 5 time time NN cord-280942-ej8fx52u 221 6 series series NNP cord-280942-ej8fx52u 221 7 are be VBP cord-280942-ej8fx52u 221 8 very very RB cord-280942-ej8fx52u 221 9 well well RB cord-280942-ej8fx52u 221 10 explained explain VBN cord-280942-ej8fx52u 221 11 ( ( -LRB- cord-280942-ej8fx52u 221 12 VB0 VB0 NNP cord-280942-ej8fx52u 221 13 : : : cord-280942-ej8fx52u 221 14 R r NN cord-280942-ej8fx52u 221 15 2 2 CD cord-280942-ej8fx52u 221 16 [ [ -LRB- cord-280942-ej8fx52u 221 17 ICU ICU NNP cord-280942-ej8fx52u 221 18 occupancy]=95 occupancy]=95 CD cord-280942-ej8fx52u 221 19 % % NN cord-280942-ej8fx52u 221 20 , , , cord-280942-ej8fx52u 221 21 R r NN cord-280942-ej8fx52u 221 22 2 2 CD cord-280942-ej8fx52u 221 23 [ [ -LRB- cord-280942-ej8fx52u 221 24 total total JJ cord-280942-ej8fx52u 221 25 test test NN cord-280942-ej8fx52u 222 1 rate]=95 rate]=95 JJ cord-280942-ej8fx52u 222 2 % % NN cord-280942-ej8fx52u 222 3 ) ) -RRB- cord-280942-ej8fx52u 222 4 . . . cord-280942-ej8fx52u 223 1 In in IN cord-280942-ej8fx52u 223 2 contrast contrast NN cord-280942-ej8fx52u 223 3 , , , cord-280942-ej8fx52u 223 4 VB1 VB1 NNP cord-280942-ej8fx52u 223 5 's 's POS cord-280942-ej8fx52u 223 6 estimates estimate NNS cord-280942-ej8fx52u 223 7 of of IN cord-280942-ej8fx52u 223 8 these these DT cord-280942-ej8fx52u 223 9 time time NN cord-280942-ej8fx52u 223 10 series series NN cord-280942-ej8fx52u 223 11 are be VBP cord-280942-ej8fx52u 223 12 substantially substantially RB cord-280942-ej8fx52u 223 13 overestimated overestimate VBN cord-280942-ej8fx52u 223 14 . . . cord-280942-ej8fx52u 224 1 This this DT cord-280942-ej8fx52u 224 2 is be VBZ cord-280942-ej8fx52u 224 3 because because IN cord-280942-ej8fx52u 224 4 VB1 VB1 NNP cord-280942-ej8fx52u 224 5 has have VBZ cord-280942-ej8fx52u 224 6 ( ( -LRB- cord-280942-ej8fx52u 224 7 unknowingly unknowingly RB cord-280942-ej8fx52u 224 8 ) ) -RRB- cord-280942-ej8fx52u 224 9 overfitted overfitte VBD cord-280942-ej8fx52u 224 10 the the DT cord-280942-ej8fx52u 224 11 positive positive JJ cord-280942-ej8fx52u 224 12 test test NN cord-280942-ej8fx52u 224 13 rates rate NNS cord-280942-ej8fx52u 224 14 , , , cord-280942-ej8fx52u 224 15 which which WDT cord-280942-ej8fx52u 224 16 has have VBZ cord-280942-ej8fx52u 224 17 resulted result VBN cord-280942-ej8fx52u 224 18 in in IN cord-280942-ej8fx52u 224 19 parameter parameter NN cord-280942-ej8fx52u 224 20 estimation estimation NN cord-280942-ej8fx52u 224 21 errors error NNS cord-280942-ej8fx52u 224 22 . . . cord-280942-ej8fx52u 225 1 The the DT cord-280942-ej8fx52u 225 2 situation situation NN cord-280942-ej8fx52u 225 3 is be VBZ cord-280942-ej8fx52u 225 4 quite quite RB cord-280942-ej8fx52u 225 5 different different JJ cord-280942-ej8fx52u 225 6 for for IN cord-280942-ej8fx52u 225 7 VB0 VB0 NNP cord-280942-ej8fx52u 225 8 , , , cord-280942-ej8fx52u 225 9 which which WDT cord-280942-ej8fx52u 225 10 had have VBD cord-280942-ej8fx52u 225 11 to to TO cord-280942-ej8fx52u 225 12 find find VB cord-280942-ej8fx52u 225 13 parameter parameter NN cord-280942-ej8fx52u 225 14 estimates estimate NNS cord-280942-ej8fx52u 225 15 that that WDT cord-280942-ej8fx52u 225 16 yield yield VBP cord-280942-ej8fx52u 225 17 a a DT cord-280942-ej8fx52u 225 18 balanced balanced JJ cord-280942-ej8fx52u 225 19 trade trade NN cord-280942-ej8fx52u 225 20 - - HYPH cord-280942-ej8fx52u 225 21 off off NN cord-280942-ej8fx52u 225 22 between between IN cord-280942-ej8fx52u 225 23 all all DT cord-280942-ej8fx52u 225 24 concurrent concurrent JJ cord-280942-ej8fx52u 225 25 data datum NNS cord-280942-ej8fx52u 225 26 reports report NNS cord-280942-ej8fx52u 225 27 . . . cord-280942-ej8fx52u 226 1 This this DT cord-280942-ej8fx52u 226 2 observation observation NN cord-280942-ej8fx52u 226 3 recapitulates recapitulate VBZ cord-280942-ej8fx52u 226 4 the the DT cord-280942-ej8fx52u 226 5 simulations simulation NNS cord-280942-ej8fx52u 226 6 results result NNS cord-280942-ej8fx52u 226 7 regarding regard VBG cord-280942-ej8fx52u 226 8 ICU ICU NNP cord-280942-ej8fx52u 226 9 occupancy occupancy NN cord-280942-ej8fx52u 226 10 error error NN cord-280942-ej8fx52u 226 11 ( ( -LRB- cord-280942-ej8fx52u 226 12 although although IN cord-280942-ej8fx52u 226 13 France France NNP cord-280942-ej8fx52u 226 14 is be VBZ cord-280942-ej8fx52u 226 15 currently currently RB cord-280942-ej8fx52u 226 16 lying lie VBG cord-280942-ej8fx52u 226 17 in in RP cord-280942-ej8fx52u 226 18 between between IN cord-280942-ej8fx52u 226 19 typical typical JJ cord-280942-ej8fx52u 226 20 early early JJ cord-280942-ej8fx52u 226 21 or or CC cord-280942-ej8fx52u 226 22 late late JJ cord-280942-ej8fx52u 226 23 peak peak NN cord-280942-ej8fx52u 226 24 phases phase NNS cord-280942-ej8fx52u 226 25 ) ) -RRB- cord-280942-ej8fx52u 226 26 . . . cord-280942-ej8fx52u 226 27 . . . cord-280942-ej8fx52u 227 1 CC CC NNP cord-280942-ej8fx52u 227 2 - - HYPH cord-280942-ej8fx52u 227 3 BY BY NNP cord-280942-ej8fx52u 227 4 - - HYPH cord-280942-ej8fx52u 227 5 ND ND NNP cord-280942-ej8fx52u 227 6 4.0 4.0 CD cord-280942-ej8fx52u 227 7 International international JJ cord-280942-ej8fx52u 227 8 license license NN cord-280942-ej8fx52u 228 1 It -PRON- PRP cord-280942-ej8fx52u 228 2 is be VBZ cord-280942-ej8fx52u 228 3 made make VBN cord-280942-ej8fx52u 228 4 available available JJ cord-280942-ej8fx52u 228 5 under under IN cord-280942-ej8fx52u 228 6 a a DT cord-280942-ej8fx52u 229 1 is be VBZ cord-280942-ej8fx52u 229 2 the the DT cord-280942-ej8fx52u 229 3 author author NN cord-280942-ej8fx52u 229 4 / / SYM cord-280942-ej8fx52u 229 5 funder funder NN cord-280942-ej8fx52u 229 6 , , , cord-280942-ej8fx52u 229 7 who who WP cord-280942-ej8fx52u 229 8 has have VBZ cord-280942-ej8fx52u 229 9 granted grant VBN cord-280942-ej8fx52u 229 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 229 11 a a DT cord-280942-ej8fx52u 229 12 license license NN cord-280942-ej8fx52u 229 13 to to TO cord-280942-ej8fx52u 229 14 display display VB cord-280942-ej8fx52u 229 15 the the DT cord-280942-ej8fx52u 229 16 preprint preprint NN cord-280942-ej8fx52u 229 17 in in IN cord-280942-ej8fx52u 229 18 perpetuity perpetuity NN cord-280942-ej8fx52u 229 19 . . . cord-280942-ej8fx52u 230 1 The the DT cord-280942-ej8fx52u 230 2 copyright copyright NN cord-280942-ej8fx52u 230 3 holder holder NN cord-280942-ej8fx52u 230 4 for for IN cord-280942-ej8fx52u 230 5 this this DT cord-280942-ej8fx52u 230 6 preprint preprint NN cord-280942-ej8fx52u 230 7 this this DT cord-280942-ej8fx52u 230 8 version version NN cord-280942-ej8fx52u 230 9 posted post VBN cord-280942-ej8fx52u 230 10 April April NNP cord-280942-ej8fx52u 230 11 29 29 CD cord-280942-ej8fx52u 230 12 , , , cord-280942-ej8fx52u 230 13 2020 2020 CD cord-280942-ej8fx52u 230 14 . . . cord-280942-ej8fx52u 230 15 . . . cord-280942-ej8fx52u 231 1 https://doi.org/10.1101 https://doi.org/10.1101 NNP cord-280942-ej8fx52u 231 2 /2020 /2020 . cord-280942-ej8fx52u 232 1 Although although IN cord-280942-ej8fx52u 232 2 fit fit JJ cord-280942-ej8fx52u 232 3 accuracies accuracy NNS cord-280942-ej8fx52u 232 4 for for IN cord-280942-ej8fx52u 232 5 common common JJ cord-280942-ej8fx52u 232 6 datasets dataset NNS cord-280942-ej8fx52u 232 7 are be VBP cord-280942-ej8fx52u 232 8 comparable comparable JJ cord-280942-ej8fx52u 232 9 , , , cord-280942-ej8fx52u 232 10 VB0 VB0 NNP cord-280942-ej8fx52u 232 11 and and CC cord-280942-ej8fx52u 232 12 VB1 VB1 NNP cord-280942-ej8fx52u 232 13 make make VBP cord-280942-ej8fx52u 232 14 remarkably remarkably RB cord-280942-ej8fx52u 232 15 different different JJ cord-280942-ej8fx52u 232 16 predictions prediction NNS cord-280942-ej8fx52u 232 17 . . . cord-280942-ej8fx52u 233 1 This this DT cord-280942-ej8fx52u 233 2 is be VBZ cord-280942-ej8fx52u 233 3 illustrated illustrate VBN cord-280942-ej8fx52u 233 4 on on IN cord-280942-ej8fx52u 233 5 Figure Figure NNP cord-280942-ej8fx52u 233 6 7 7 CD cord-280942-ej8fx52u 233 7 below below RB cord-280942-ej8fx52u 233 8 . . . cord-280942-ej8fx52u 234 1 First first RB cord-280942-ej8fx52u 234 2 , , , cord-280942-ej8fx52u 234 3 the the DT cord-280942-ej8fx52u 234 4 estimated estimate VBN cord-280942-ej8fx52u 234 5 peak peak NN cord-280942-ej8fx52u 234 6 date date NN cord-280942-ej8fx52u 234 7 is be VBZ cord-280942-ej8fx52u 234 8 6 6 CD cord-280942-ej8fx52u 234 9 th th DT cord-280942-ej8fx52u 234 10 of of IN cord-280942-ej8fx52u 234 11 April April NNP cord-280942-ej8fx52u 234 12 for for IN cord-280942-ej8fx52u 234 13 VB0 VB0 NNP cord-280942-ej8fx52u 234 14 , , , cord-280942-ej8fx52u 234 15 whereas whereas IN cord-280942-ej8fx52u 234 16 it -PRON- PRP cord-280942-ej8fx52u 234 17 is be VBZ cord-280942-ej8fx52u 234 18 2 2 CD cord-280942-ej8fx52u 234 19 nd nd NNP cord-280942-ej8fx52u 234 20 of of IN cord-280942-ej8fx52u 234 21 April April NNP cord-280942-ej8fx52u 234 22 for for IN cord-280942-ej8fx52u 234 23 VB1 VB1 NNP cord-280942-ej8fx52u 234 24 ( ( -LRB- cord-280942-ej8fx52u 234 25 this this DT cord-280942-ej8fx52u 234 26 can can MD cord-280942-ej8fx52u 234 27 be be VB cord-280942-ej8fx52u 234 28 seen see VBN cord-280942-ej8fx52u 234 29 in in IN cord-280942-ej8fx52u 234 30 Figure Figure NNP cord-280942-ej8fx52u 234 31 6 6 CD cord-280942-ej8fx52u 234 32 ) ) -RRB- cord-280942-ej8fx52u 234 33 . . . cord-280942-ej8fx52u 235 1 Second second RB cord-280942-ej8fx52u 235 2 , , , cord-280942-ej8fx52u 235 3 the the DT cord-280942-ej8fx52u 235 4 predicted predict VBN cord-280942-ej8fx52u 235 5 cumulated cumulated JJ cord-280942-ej8fx52u 235 6 death death NN cord-280942-ej8fx52u 235 7 counts count NNS cord-280942-ej8fx52u 235 8 after after IN cord-280942-ej8fx52u 235 9 the the DT cord-280942-ej8fx52u 235 10 current current JJ cord-280942-ej8fx52u 235 11 epidemic epidemic NN cord-280942-ej8fx52u 235 12 outbreak outbreak NN cord-280942-ej8fx52u 235 13 clearly clearly RB cord-280942-ej8fx52u 235 14 differ differ VBP cord-280942-ej8fx52u 235 15 . . . cord-280942-ej8fx52u 236 1 For for IN cord-280942-ej8fx52u 236 2 VB0 VB0 NNP cord-280942-ej8fx52u 236 3 , , , cord-280942-ej8fx52u 236 4 predicted predict VBD cord-280942-ej8fx52u 236 5 cumulated cumulated JJ cord-280942-ej8fx52u 236 6 death death NN cord-280942-ej8fx52u 236 7 counts count NNS cord-280942-ej8fx52u 236 8 should should MD cord-280942-ej8fx52u 236 9 be be VB cord-280942-ej8fx52u 236 10 15799 15799 CD cord-280942-ej8fx52u 236 11 + + SYM cord-280942-ej8fx52u 236 12 /-255 /-255 . cord-280942-ej8fx52u 236 13 ( ( -LRB- cord-280942-ej8fx52u 236 14 11635 11635 CD cord-280942-ej8fx52u 236 15 , , , cord-280942-ej8fx52u 236 16 as as IN cord-280942-ej8fx52u 236 17 of of IN cord-280942-ej8fx52u 236 18 18-Apr-2020 18-apr-2020 CD cord-280942-ej8fx52u 236 19 ) ) -RRB- cord-280942-ej8fx52u 236 20 , , , cord-280942-ej8fx52u 236 21 whereas whereas IN cord-280942-ej8fx52u 236 22 for for IN cord-280942-ej8fx52u 236 23 VB1 vb1 NN cord-280942-ej8fx52u 236 24 , , , cord-280942-ej8fx52u 236 25 predicted predict VBD cord-280942-ej8fx52u 236 26 cumulated cumulated JJ cord-280942-ej8fx52u 236 27 death death NN cord-280942-ej8fx52u 236 28 counts count NNS cord-280942-ej8fx52u 236 29 should should MD cord-280942-ej8fx52u 236 30 be be VB cord-280942-ej8fx52u 236 31 13450 13450 CD cord-280942-ej8fx52u 236 32 + + SYM cord-280942-ej8fx52u 236 33 /-124 /-124 NNS cord-280942-ej8fx52u 236 34 . . . cord-280942-ej8fx52u 237 1 In in IN cord-280942-ej8fx52u 237 2 brief brief NN cord-280942-ej8fx52u 237 3 , , , cord-280942-ej8fx52u 237 4 ignoring ignore VBG cord-280942-ej8fx52u 237 5 ICU ICU NNP cord-280942-ej8fx52u 237 6 occupancy occupancy NN cord-280942-ej8fx52u 237 7 and and CC cord-280942-ej8fx52u 237 8 negative negative JJ cord-280942-ej8fx52u 237 9 test test NN cord-280942-ej8fx52u 237 10 rates rate NNS cord-280942-ej8fx52u 237 11 yield yield VBP cord-280942-ej8fx52u 237 12 epidemic epidemic NN cord-280942-ej8fx52u 237 13 outbreaks outbreak NNS cord-280942-ej8fx52u 237 14 that that WDT cord-280942-ej8fx52u 237 15 terminate terminate VBP cord-280942-ej8fx52u 237 16 sooner soon RBR cord-280942-ej8fx52u 237 17 and and CC cord-280942-ej8fx52u 237 18 are be VBP cord-280942-ej8fx52u 237 19 less less RBR cord-280942-ej8fx52u 237 20 severe severe JJ cord-280942-ej8fx52u 237 21 ( ( -LRB- cord-280942-ej8fx52u 237 22 in in IN cord-280942-ej8fx52u 237 23 terms term NNS cord-280942-ej8fx52u 237 24 of of IN cord-280942-ej8fx52u 237 25 casualties casualty NNS cord-280942-ej8fx52u 237 26 ) ) -RRB- cord-280942-ej8fx52u 237 27 . . . cord-280942-ej8fx52u 238 1 Third third RB cord-280942-ej8fx52u 238 2 , , , cord-280942-ej8fx52u 238 3 recall recall VB cord-280942-ej8fx52u 238 4 that that IN cord-280942-ej8fx52u 238 5 the the DT cord-280942-ej8fx52u 238 6 model model NN cord-280942-ej8fx52u 238 7 can can MD cord-280942-ej8fx52u 238 8 be be VB cord-280942-ej8fx52u 238 9 used use VBN cord-280942-ej8fx52u 238 10 to to TO cord-280942-ej8fx52u 238 11 derive derive VB cord-280942-ej8fx52u 238 12 estimates estimate NNS cord-280942-ej8fx52u 238 13 of of IN cord-280942-ej8fx52u 238 14 effective effective JJ cord-280942-ej8fx52u 238 15 reproduction reproduction NN cord-280942-ej8fx52u 238 16 rates rate NNS cord-280942-ej8fx52u 238 17 ( ( -LRB- cord-280942-ej8fx52u 238 18 R0 R0 NNP cord-280942-ej8fx52u 238 19 ) ) -RRB- cord-280942-ej8fx52u 238 20 , , , cord-280942-ej8fx52u 238 21 i.e. i.e. FW cord-280942-ej8fx52u 238 22 the the DT cord-280942-ej8fx52u 238 23 expected expect VBN cord-280942-ej8fx52u 238 24 number number NN cord-280942-ej8fx52u 238 25 of of IN cord-280942-ej8fx52u 238 26 people people NNS cord-280942-ej8fx52u 238 27 who who WP cord-280942-ej8fx52u 238 28 are be VBP cord-280942-ej8fx52u 238 29 infected infect VBN cord-280942-ej8fx52u 238 30 by by IN cord-280942-ej8fx52u 238 31 a a DT cord-280942-ej8fx52u 238 32 COVID covid NN cord-280942-ej8fx52u 238 33 - - HYPH cord-280942-ej8fx52u 238 34 carrier carrier NN cord-280942-ej8fx52u 238 35 . . . cord-280942-ej8fx52u 239 1 This this DT cord-280942-ej8fx52u 239 2 summary summary NN cord-280942-ej8fx52u 239 3 statistics statistic NNS cord-280942-ej8fx52u 239 4 of of IN cord-280942-ej8fx52u 239 5 the the DT cord-280942-ej8fx52u 239 6 infectiousness infectiousness NN cord-280942-ej8fx52u 239 7 of of IN cord-280942-ej8fx52u 239 8 the the DT cord-280942-ej8fx52u 239 9 epidemics epidemic NNS cord-280942-ej8fx52u 239 10 varies vary VBZ cord-280942-ej8fx52u 239 11 over over IN cord-280942-ej8fx52u 239 12 time time NN cord-280942-ej8fx52u 239 13 , , , cord-280942-ej8fx52u 239 14 depending depend VBG cord-280942-ej8fx52u 239 15 upon upon IN cord-280942-ej8fx52u 239 16 the the DT cord-280942-ej8fx52u 239 17 probability probability NN cord-280942-ej8fx52u 239 18 that that WDT cord-280942-ej8fx52u 239 19 people people NNS cord-280942-ej8fx52u 239 20 stay stay VBP cord-280942-ej8fx52u 239 21 at at IN cord-280942-ej8fx52u 239 22 home home NN cord-280942-ej8fx52u 239 23 or or CC cord-280942-ej8fx52u 239 24 not not RB cord-280942-ej8fx52u 240 1 ( ( -LRB- cord-280942-ej8fx52u 240 2 this this DT cord-280942-ej8fx52u 240 3 changes change VBZ cord-280942-ej8fx52u 240 4 the the DT cord-280942-ej8fx52u 240 5 . . . cord-280942-ej8fx52u 241 1 CC CC NNP cord-280942-ej8fx52u 241 2 - - HYPH cord-280942-ej8fx52u 241 3 BY BY NNP cord-280942-ej8fx52u 241 4 - - HYPH cord-280942-ej8fx52u 241 5 ND ND NNP cord-280942-ej8fx52u 241 6 4.0 4.0 CD cord-280942-ej8fx52u 241 7 International international JJ cord-280942-ej8fx52u 241 8 license license NN cord-280942-ej8fx52u 242 1 It -PRON- PRP cord-280942-ej8fx52u 242 2 is be VBZ cord-280942-ej8fx52u 242 3 made make VBN cord-280942-ej8fx52u 242 4 available available JJ cord-280942-ej8fx52u 242 5 under under IN cord-280942-ej8fx52u 242 6 a a DT cord-280942-ej8fx52u 243 1 is be VBZ cord-280942-ej8fx52u 243 2 the the DT cord-280942-ej8fx52u 243 3 author author NN cord-280942-ej8fx52u 243 4 / / SYM cord-280942-ej8fx52u 243 5 funder funder NN cord-280942-ej8fx52u 243 6 , , , cord-280942-ej8fx52u 243 7 who who WP cord-280942-ej8fx52u 243 8 has have VBZ cord-280942-ej8fx52u 243 9 granted grant VBN cord-280942-ej8fx52u 243 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 243 11 a a DT cord-280942-ej8fx52u 243 12 license license NN cord-280942-ej8fx52u 243 13 to to TO cord-280942-ej8fx52u 243 14 display display VB cord-280942-ej8fx52u 243 15 the the DT cord-280942-ej8fx52u 243 16 preprint preprint NN cord-280942-ej8fx52u 243 17 in in IN cord-280942-ej8fx52u 243 18 perpetuity perpetuity NN cord-280942-ej8fx52u 243 19 . . . cord-280942-ej8fx52u 244 1 The the DT cord-280942-ej8fx52u 244 2 copyright copyright NN cord-280942-ej8fx52u 244 3 holder holder NN cord-280942-ej8fx52u 244 4 for for IN cord-280942-ej8fx52u 244 5 this this DT cord-280942-ej8fx52u 244 6 preprint preprint NN cord-280942-ej8fx52u 244 7 this this DT cord-280942-ej8fx52u 244 8 version version NN cord-280942-ej8fx52u 244 9 posted post VBN cord-280942-ej8fx52u 244 10 April April NNP cord-280942-ej8fx52u 244 11 29 29 CD cord-280942-ej8fx52u 244 12 , , , cord-280942-ej8fx52u 244 13 2020 2020 CD cord-280942-ej8fx52u 244 14 . . . cord-280942-ej8fx52u 244 15 . . . cord-280942-ej8fx52u 245 1 https://doi.org/10.1101 https://doi.org/10.1101 NNP cord-280942-ej8fx52u 245 2 /2020 /2020 . cord-280942-ej8fx52u 246 1 effective effective JJ cord-280942-ej8fx52u 246 2 number number NN cord-280942-ej8fx52u 246 3 of of IN cord-280942-ej8fx52u 246 4 social social JJ cord-280942-ej8fx52u 246 5 contacts contact NNS cord-280942-ej8fx52u 246 6 ) ) -RRB- cord-280942-ej8fx52u 246 7 , , , cord-280942-ej8fx52u 246 8 and and CC cord-280942-ej8fx52u 246 9 the the DT cord-280942-ej8fx52u 246 10 probability probability NN cord-280942-ej8fx52u 246 11 of of IN cord-280942-ej8fx52u 246 12 being be VBG cord-280942-ej8fx52u 246 13 susceptible susceptible JJ cord-280942-ej8fx52u 246 14 to to IN cord-280942-ej8fx52u 246 15 the the DT cord-280942-ej8fx52u 246 16 disease disease NN cord-280942-ej8fx52u 246 17 . . . cord-280942-ej8fx52u 247 1 We -PRON- PRP cord-280942-ej8fx52u 247 2 refer refer VBP cord-280942-ej8fx52u 247 3 the the DT cord-280942-ej8fx52u 247 4 interested interested JJ cord-280942-ej8fx52u 247 5 reader reader NN cord-280942-ej8fx52u 247 6 to to IN cord-280942-ej8fx52u 247 7 Equation equation NN cord-280942-ej8fx52u 247 8 1.9 1.9 CD cord-280942-ej8fx52u 247 9 in in IN cord-280942-ej8fx52u 247 10 Friston Friston NNP cord-280942-ej8fx52u 247 11 et et NNP cord-280942-ej8fx52u 247 12 al al NNP cord-280942-ej8fx52u 247 13 . . . cord-280942-ej8fx52u 248 1 It -PRON- PRP cord-280942-ej8fx52u 248 2 turns turn VBZ cord-280942-ej8fx52u 248 3 out out RP cord-280942-ej8fx52u 248 4 that that IN cord-280942-ej8fx52u 248 5 model model NN cord-280942-ej8fx52u 248 6 - - HYPH cord-280942-ej8fx52u 248 7 based base VBN cord-280942-ej8fx52u 248 8 estimates estimate NNS cord-280942-ej8fx52u 248 9 of of IN cord-280942-ej8fx52u 248 10 the the DT cord-280942-ej8fx52u 248 11 effective effective JJ cord-280942-ej8fx52u 248 12 reproduction reproduction NN cord-280942-ej8fx52u 248 13 rates rate NNS cord-280942-ej8fx52u 248 14 ' ' POS cord-280942-ej8fx52u 248 15 dynamics dynamic NNS cord-280942-ej8fx52u 248 16 are be VBP cord-280942-ej8fx52u 248 17 clearly clearly RB cord-280942-ej8fx52u 248 18 higher high JJR cord-280942-ej8fx52u 248 19 when when WRB cord-280942-ej8fx52u 248 20 accounting account VBG cord-280942-ej8fx52u 248 21 for for IN cord-280942-ej8fx52u 248 22 ICU ICU NNP cord-280942-ej8fx52u 248 23 occupancy occupancy NN cord-280942-ej8fx52u 248 24 and and CC cord-280942-ej8fx52u 248 25 negative negative JJ cord-280942-ej8fx52u 248 26 test test NN cord-280942-ej8fx52u 248 27 rates rate NNS cord-280942-ej8fx52u 248 28 ( ( -LRB- cord-280942-ej8fx52u 248 29 cf cf NNP cord-280942-ej8fx52u 248 30 . . NNP cord-280942-ej8fx52u 248 31 upper upper JJ cord-280942-ej8fx52u 248 32 - - HYPH cord-280942-ej8fx52u 248 33 right right JJ cord-280942-ej8fx52u 248 34 panel panel NN cord-280942-ej8fx52u 248 35 on on IN cord-280942-ej8fx52u 248 36 Figure Figure NNP cord-280942-ej8fx52u 248 37 7 7 CD cord-280942-ej8fx52u 248 38 ) ) -RRB- cord-280942-ej8fx52u 248 39 . . . cord-280942-ej8fx52u 249 1 Note note VB cord-280942-ej8fx52u 249 2 that that IN cord-280942-ej8fx52u 249 3 the the DT cord-280942-ej8fx52u 249 4 effective effective JJ cord-280942-ej8fx52u 249 5 reproduction reproduction NN cord-280942-ej8fx52u 249 6 rate rate NN cord-280942-ej8fx52u 249 7 starts start VBZ cord-280942-ej8fx52u 249 8 to to TO cord-280942-ej8fx52u 249 9 decrease decrease VB cord-280942-ej8fx52u 249 10 roughly roughly RB cord-280942-ej8fx52u 249 11 at at IN cord-280942-ej8fx52u 249 12 the the DT cord-280942-ej8fx52u 249 13 date date NN cord-280942-ej8fx52u 249 14 of of IN cord-280942-ej8fx52u 249 15 public public JJ cord-280942-ej8fx52u 249 16 lockdown lockdown NN cord-280942-ej8fx52u 249 17 ( ( -LRB- cord-280942-ej8fx52u 249 18 Tuesday Tuesday NNP cord-280942-ej8fx52u 249 19 the the DT cord-280942-ej8fx52u 249 20 17 17 CD cord-280942-ej8fx52u 249 21 th th NN cord-280942-ej8fx52u 249 22 of of IN cord-280942-ej8fx52u 249 23 March March NNP cord-280942-ej8fx52u 249 24 ) ) -RRB- cord-280942-ej8fx52u 249 25 . . . cord-280942-ej8fx52u 250 1 This this DT cord-280942-ej8fx52u 250 2 is be VBZ cord-280942-ej8fx52u 250 3 interesting interesting JJ cord-280942-ej8fx52u 250 4 because because IN cord-280942-ej8fx52u 250 5 the the DT cord-280942-ej8fx52u 250 6 model model NN cord-280942-ej8fx52u 250 7 is be VBZ cord-280942-ej8fx52u 250 8 not not RB cord-280942-ej8fx52u 250 9 informed inform VBN cord-280942-ej8fx52u 250 10 about about IN cord-280942-ej8fx52u 250 11 this this DT cord-280942-ej8fx52u 250 12 public public JJ cord-280942-ej8fx52u 250 13 health health NN cord-280942-ej8fx52u 250 14 event event NN cord-280942-ej8fx52u 250 15 . . . cord-280942-ej8fx52u 251 1 More more RBR cord-280942-ej8fx52u 251 2 precisely precisely RB cord-280942-ej8fx52u 251 3 , , , cord-280942-ej8fx52u 251 4 it -PRON- PRP cord-280942-ej8fx52u 251 5 defines define VBZ cord-280942-ej8fx52u 251 6 social social JJ cord-280942-ej8fx52u 251 7 distancing distancing NN cord-280942-ej8fx52u 251 8 in in IN cord-280942-ej8fx52u 251 9 terms term NNS cord-280942-ej8fx52u 251 10 of of IN cord-280942-ej8fx52u 251 11 the the DT cord-280942-ej8fx52u 251 12 ( ( -LRB- cord-280942-ej8fx52u 251 13 hidden hidden JJ cord-280942-ej8fx52u 251 14 ) ) -RRB- cord-280942-ej8fx52u 251 15 behaviour behaviour NN cord-280942-ej8fx52u 251 16 of of IN cord-280942-ej8fx52u 251 17 citizens citizen NNS cord-280942-ej8fx52u 251 18 , , , cord-280942-ej8fx52u 251 19 without without IN cord-280942-ej8fx52u 251 20 assuming assume VBG cord-280942-ej8fx52u 251 21 that that IN cord-280942-ej8fx52u 251 22 everyone everyone NN cord-280942-ej8fx52u 251 23 follows follow VBZ cord-280942-ej8fx52u 251 24 the the DT cord-280942-ej8fx52u 251 25 governmental governmental JJ cord-280942-ej8fx52u 251 26 containment containment NN cord-280942-ej8fx52u 251 27 instructions instruction NNS cord-280942-ej8fx52u 251 28 . . . cord-280942-ej8fx52u 252 1 Finally finally RB cord-280942-ej8fx52u 252 2 , , , cord-280942-ej8fx52u 252 3 accounting account VBG cord-280942-ej8fx52u 252 4 for for IN cord-280942-ej8fx52u 252 5 ICU ICU NNP cord-280942-ej8fx52u 252 6 occupancy occupancy NN cord-280942-ej8fx52u 252 7 and and CC cord-280942-ej8fx52u 252 8 negative negative JJ cord-280942-ej8fx52u 252 9 test test NN cord-280942-ej8fx52u 252 10 rates rate NNS cord-280942-ej8fx52u 252 11 produce produce VBP cord-280942-ej8fx52u 252 12 more more JJR cord-280942-ej8fx52u 252 13 uncertain uncertain JJ cord-280942-ej8fx52u 252 14 parameter parameter NN cord-280942-ej8fx52u 252 15 estimates estimate NNS cord-280942-ej8fx52u 252 16 ( ( -LRB- cord-280942-ej8fx52u 252 17 cf cf NN cord-280942-ej8fx52u 252 18 . . . cord-280942-ej8fx52u 253 1 lower low JJR cord-280942-ej8fx52u 253 2 panels panel NNS cord-280942-ej8fx52u 253 3 on on IN cord-280942-ej8fx52u 253 4 Figure Figure NNP cord-280942-ej8fx52u 253 5 7 7 CD cord-280942-ej8fx52u 253 6 ) ) -RRB- cord-280942-ej8fx52u 253 7 . . . cord-280942-ej8fx52u 254 1 This this DT cord-280942-ej8fx52u 254 2 is be VBZ cord-280942-ej8fx52u 254 3 most most RBS cord-280942-ej8fx52u 254 4 likely likely JJ cord-280942-ej8fx52u 254 5 because because IN cord-280942-ej8fx52u 254 6 VB1 VB1 NNP cord-280942-ej8fx52u 254 7 overfits overfits NNP cord-280942-ej8fx52u 254 8 the the DT cord-280942-ej8fx52u 254 9 observed observed JJ cord-280942-ej8fx52u 254 10 data datum NNS cord-280942-ej8fx52u 254 11 , , , cord-280942-ej8fx52u 254 12 effectively effectively RB cord-280942-ej8fx52u 254 13 yielding yield VBG cord-280942-ej8fx52u 254 14 underestimated underestimated JJ cord-280942-ej8fx52u 254 15 ( ( -LRB- cord-280942-ej8fx52u 254 16 overconfident overconfident JJ cord-280942-ej8fx52u 254 17 ) ) -RRB- cord-280942-ej8fx52u 254 18 evaluations evaluation NNS cord-280942-ej8fx52u 254 19 of of IN cord-280942-ej8fx52u 254 20 parameter parameter NN cord-280942-ej8fx52u 254 21 estimation estimation NN cord-280942-ej8fx52u 254 22 uncertainty uncertainty NN cord-280942-ej8fx52u 254 23 . . . cord-280942-ej8fx52u 255 1 In in IN cord-280942-ej8fx52u 255 2 this this DT cord-280942-ej8fx52u 255 3 work work NN cord-280942-ej8fx52u 255 4 , , , cord-280942-ej8fx52u 255 5 we -PRON- PRP cord-280942-ej8fx52u 255 6 have have VBP cord-280942-ej8fx52u 255 7 evaluated evaluate VBN cord-280942-ej8fx52u 255 8 the the DT cord-280942-ej8fx52u 255 9 reliability reliability NN cord-280942-ej8fx52u 255 10 of of IN cord-280942-ej8fx52u 255 11 model model NN cord-280942-ej8fx52u 255 12 - - HYPH cord-280942-ej8fx52u 255 13 based base VBN cord-280942-ej8fx52u 255 14 estimations estimation NNS cord-280942-ej8fx52u 255 15 / / SYM cord-280942-ej8fx52u 255 16 predictions prediction NNS cord-280942-ej8fx52u 255 17 for for IN cord-280942-ej8fx52u 255 18 four four CD cord-280942-ej8fx52u 255 19 outcomes outcome NNS cord-280942-ej8fx52u 255 20 of of IN cord-280942-ej8fx52u 255 21 interest interest NN cord-280942-ej8fx52u 255 22 in in IN cord-280942-ej8fx52u 255 23 the the DT cord-280942-ej8fx52u 255 24 context context NN cord-280942-ej8fx52u 255 25 of of IN cord-280942-ej8fx52u 255 26 the the DT cord-280942-ej8fx52u 255 27 current current JJ cord-280942-ej8fx52u 255 28 COVID covid JJ cord-280942-ej8fx52u 255 29 pandemics pandemic NNS cord-280942-ej8fx52u 255 30 . . . cord-280942-ej8fx52u 256 1 We -PRON- PRP cord-280942-ej8fx52u 256 2 have have VBP cord-280942-ej8fx52u 256 3 shown show VBN cord-280942-ej8fx52u 256 4 that that IN cord-280942-ej8fx52u 256 5 the the DT cord-280942-ej8fx52u 256 6 reliability reliability NN cord-280942-ej8fx52u 256 7 of of IN cord-280942-ej8fx52u 256 8 these these DT cord-280942-ej8fx52u 256 9 predictions prediction NNS cord-280942-ej8fx52u 256 10 depends depend VBZ cord-280942-ej8fx52u 256 11 sensitively sensitively RB cord-280942-ej8fx52u 256 12 upon upon IN cord-280942-ej8fx52u 256 13 whether whether IN cord-280942-ej8fx52u 256 14 they -PRON- PRP cord-280942-ej8fx52u 256 15 are be VBP cord-280942-ej8fx52u 256 16 derived derive VBN cord-280942-ej8fx52u 256 17 before before IN cord-280942-ej8fx52u 256 18 or or CC cord-280942-ej8fx52u 256 19 after after IN cord-280942-ej8fx52u 256 20 the the DT cord-280942-ej8fx52u 256 21 epidemic epidemic NN cord-280942-ej8fx52u 256 22 outbreak outbreak NN cord-280942-ej8fx52u 256 23 peak peak NN cord-280942-ej8fx52u 256 24 . . . cord-280942-ej8fx52u 257 1 In in IN cord-280942-ej8fx52u 257 2 addition addition NN cord-280942-ej8fx52u 257 3 , , , cord-280942-ej8fx52u 257 4 we -PRON- PRP cord-280942-ej8fx52u 257 5 have have VBP cord-280942-ej8fx52u 257 6 shown show VBN cord-280942-ej8fx52u 257 7 that that IN cord-280942-ej8fx52u 257 8 data datum NNS cord-280942-ej8fx52u 257 9 paucity paucity NN cord-280942-ej8fx52u 257 10 ( ( -LRB- cord-280942-ej8fx52u 257 11 in in IN cord-280942-ej8fx52u 257 12 particular particular JJ cord-280942-ej8fx52u 257 13 , , , cord-280942-ej8fx52u 257 14 ignoring ignore VBG cord-280942-ej8fx52u 257 15 ICU ICU NNP cord-280942-ej8fx52u 257 16 occupancy occupancy NN cord-280942-ej8fx52u 257 17 and and CC cord-280942-ej8fx52u 257 18 negative negative JJ cord-280942-ej8fx52u 257 19 test test NN cord-280942-ej8fx52u 257 20 rates rate NNS cord-280942-ej8fx52u 257 21 ) ) -RRB- cord-280942-ej8fx52u 257 22 can can MD cord-280942-ej8fx52u 257 23 accentuate accentuate VB cord-280942-ej8fx52u 257 24 these these DT cord-280942-ej8fx52u 257 25 prediction prediction NN cord-280942-ej8fx52u 257 26 errors error NNS cord-280942-ej8fx52u 257 27 , , , cord-280942-ej8fx52u 257 28 even even RB cord-280942-ej8fx52u 257 29 when when WRB cord-280942-ej8fx52u 257 30 the the DT cord-280942-ej8fx52u 257 31 outbreak outbreak NN cord-280942-ej8fx52u 257 32 peak peak NN cord-280942-ej8fx52u 257 33 has have VBZ cord-280942-ej8fx52u 257 34 already already RB cord-280942-ej8fx52u 257 35 been be VBN cord-280942-ej8fx52u 257 36 observed observe VBN cord-280942-ej8fx52u 257 37 . . . cord-280942-ej8fx52u 258 1 This this DT cord-280942-ej8fx52u 258 2 is be VBZ cord-280942-ej8fx52u 258 3 crucial crucial JJ cord-280942-ej8fx52u 258 4 when when WRB cord-280942-ej8fx52u 258 5 estimating estimate VBG cord-280942-ej8fx52u 258 6 the the DT cord-280942-ej8fx52u 258 7 initial initial JJ cord-280942-ej8fx52u 258 8 number number NN cord-280942-ej8fx52u 258 9 of of IN cord-280942-ej8fx52u 258 10 susceptible susceptible JJ cord-280942-ej8fx52u 258 11 people people NNS cord-280942-ej8fx52u 258 12 , , , cord-280942-ej8fx52u 258 13 given give VBN cord-280942-ej8fx52u 258 14 that that IN cord-280942-ej8fx52u 258 15 it -PRON- PRP cord-280942-ej8fx52u 258 16 determines determine VBZ cord-280942-ej8fx52u 258 17 the the DT cord-280942-ej8fx52u 258 18 immunity immunity NN cord-280942-ej8fx52u 258 19 ratio ratio NN cord-280942-ej8fx52u 258 20 acquired acquire VBN cord-280942-ej8fx52u 258 21 by by IN cord-280942-ej8fx52u 258 22 the the DT cord-280942-ej8fx52u 258 23 population population NN cord-280942-ej8fx52u 258 24 at at IN cord-280942-ej8fx52u 258 25 the the DT cord-280942-ej8fx52u 258 26 end end NN cord-280942-ej8fx52u 258 27 of of IN cord-280942-ej8fx52u 258 28 the the DT cord-280942-ej8fx52u 258 29 epidemic epidemic NN cord-280942-ej8fx52u 258 30 event event NN cord-280942-ej8fx52u 258 31 . . . cord-280942-ej8fx52u 259 1 We -PRON- PRP cord-280942-ej8fx52u 259 2 have have VBP cord-280942-ej8fx52u 259 3 also also RB cord-280942-ej8fx52u 259 4 illustrated illustrate VBN cord-280942-ej8fx52u 259 5 the the DT cord-280942-ej8fx52u 259 6 impact impact NN cord-280942-ej8fx52u 259 7 of of IN cord-280942-ej8fx52u 259 8 discounting discount VBG cord-280942-ej8fx52u 259 9 ICU ICU NNP cord-280942-ej8fx52u 259 10 occupancy occupancy NN cord-280942-ej8fx52u 259 11 and and CC cord-280942-ej8fx52u 259 12 negative negative JJ cord-280942-ej8fx52u 259 13 test test NN cord-280942-ej8fx52u 259 14 rates rate NNS cord-280942-ej8fx52u 259 15 on on IN cord-280942-ej8fx52u 259 16 French french JJ cord-280942-ej8fx52u 259 17 data datum NNS cord-280942-ej8fx52u 259 18 available available JJ cord-280942-ej8fx52u 259 19 to to IN cord-280942-ej8fx52u 259 20 date date NN cord-280942-ej8fx52u 259 21 . . . cord-280942-ej8fx52u 260 1 This this DT cord-280942-ej8fx52u 260 2 is be VBZ cord-280942-ej8fx52u 260 3 a a DT cord-280942-ej8fx52u 260 4 timely timely JJ cord-280942-ej8fx52u 260 5 analysis analysis NN cord-280942-ej8fx52u 260 6 , , , cord-280942-ej8fx52u 260 7 since since IN cord-280942-ej8fx52u 260 8 France France NNP cord-280942-ej8fx52u 260 9 is be VBZ cord-280942-ej8fx52u 260 10 , , , cord-280942-ej8fx52u 260 11 in in IN cord-280942-ej8fx52u 260 12 all all DT cord-280942-ej8fx52u 260 13 likelihood likelihood NN cord-280942-ej8fx52u 260 14 , , , cord-280942-ej8fx52u 260 15 currently currently RB cord-280942-ej8fx52u 260 16 experiencing experience VBG cord-280942-ej8fx52u 260 17 the the DT cord-280942-ej8fx52u 260 18 peak peak NN cord-280942-ej8fx52u 260 19 of of IN cord-280942-ej8fx52u 260 20 the the DT cord-280942-ej8fx52u 260 21 current current JJ cord-280942-ej8fx52u 260 22 epidemic epidemic NN cord-280942-ej8fx52u 260 23 outbreak outbreak NN cord-280942-ej8fx52u 260 24 . . . cord-280942-ej8fx52u 261 1 The the DT cord-280942-ej8fx52u 261 2 outbreak outbreak NN cord-280942-ej8fx52u 261 3 peak peak NN cord-280942-ej8fx52u 261 4 is be VBZ cord-280942-ej8fx52u 261 5 a a DT cord-280942-ej8fx52u 261 6 significant significant JJ cord-280942-ej8fx52u 261 7 marker marker NN cord-280942-ej8fx52u 261 8 of of IN cord-280942-ej8fx52u 261 9 the the DT cord-280942-ej8fx52u 261 10 rise rise NN cord-280942-ej8fx52u 261 11 and and CC cord-280942-ej8fx52u 261 12 fall fall NN cord-280942-ej8fx52u 261 13 of of IN cord-280942-ej8fx52u 261 14 distinct distinct JJ cord-280942-ej8fx52u 261 15 transient transient JJ cord-280942-ej8fx52u 261 16 epidemic epidemic NN cord-280942-ej8fx52u 261 17 dynamics dynamic NNS cord-280942-ej8fx52u 261 18 ( ( -LRB- cord-280942-ej8fx52u 261 19 and and CC cord-280942-ej8fx52u 261 20 its -PRON- PRP$ cord-280942-ej8fx52u 261 21 associated associated JJ cord-280942-ej8fx52u 261 22 public public JJ cord-280942-ej8fx52u 261 23 health health NN cord-280942-ej8fx52u 261 24 measures measure NNS cord-280942-ej8fx52u 261 25 ) ) -RRB- cord-280942-ej8fx52u 261 26 , , , cord-280942-ej8fx52u 261 27 the the DT cord-280942-ej8fx52u 261 28 late late JJ cord-280942-ej8fx52u 261 29 phase phase NN cord-280942-ej8fx52u 261 30 of of IN cord-280942-ej8fx52u 261 31 which which WDT cord-280942-ej8fx52u 261 32 is be VBZ cord-280942-ej8fx52u 261 33 crucial crucial JJ cord-280942-ej8fx52u 261 34 to to TO cord-280942-ej8fx52u 261 35 inform inform VB cord-280942-ej8fx52u 261 36 parameter parameter NN cord-280942-ej8fx52u 261 37 estimation estimation NN cord-280942-ej8fx52u 261 38 . . . cord-280942-ej8fx52u 262 1 This this DT cord-280942-ej8fx52u 262 2 is be VBZ cord-280942-ej8fx52u 262 3 reminiscent reminiscent JJ cord-280942-ej8fx52u 262 4 of of IN cord-280942-ej8fx52u 262 5 what what WP cord-280942-ej8fx52u 262 6 could could MD cord-280942-ej8fx52u 262 7 be be VB cord-280942-ej8fx52u 262 8 . . . cord-280942-ej8fx52u 263 1 CC CC NNP cord-280942-ej8fx52u 263 2 - - HYPH cord-280942-ej8fx52u 263 3 BY BY NNP cord-280942-ej8fx52u 263 4 - - HYPH cord-280942-ej8fx52u 263 5 ND ND NNP cord-280942-ej8fx52u 263 6 4.0 4.0 CD cord-280942-ej8fx52u 263 7 International international JJ cord-280942-ej8fx52u 263 8 license license NN cord-280942-ej8fx52u 264 1 It -PRON- PRP cord-280942-ej8fx52u 264 2 is be VBZ cord-280942-ej8fx52u 264 3 made make VBN cord-280942-ej8fx52u 264 4 available available JJ cord-280942-ej8fx52u 264 5 under under IN cord-280942-ej8fx52u 264 6 a a DT cord-280942-ej8fx52u 265 1 is be VBZ cord-280942-ej8fx52u 265 2 the the DT cord-280942-ej8fx52u 265 3 author author NN cord-280942-ej8fx52u 265 4 / / SYM cord-280942-ej8fx52u 265 5 funder funder NN cord-280942-ej8fx52u 265 6 , , , cord-280942-ej8fx52u 265 7 who who WP cord-280942-ej8fx52u 265 8 has have VBZ cord-280942-ej8fx52u 265 9 granted grant VBN cord-280942-ej8fx52u 265 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 265 11 a a DT cord-280942-ej8fx52u 265 12 license license NN cord-280942-ej8fx52u 265 13 to to TO cord-280942-ej8fx52u 265 14 display display VB cord-280942-ej8fx52u 265 15 the the DT cord-280942-ej8fx52u 265 16 preprint preprint NN cord-280942-ej8fx52u 265 17 in in IN cord-280942-ej8fx52u 265 18 perpetuity perpetuity NN cord-280942-ej8fx52u 265 19 . . . cord-280942-ej8fx52u 266 1 The the DT cord-280942-ej8fx52u 266 2 copyright copyright NN cord-280942-ej8fx52u 266 3 holder holder NN cord-280942-ej8fx52u 266 4 for for IN cord-280942-ej8fx52u 266 5 this this DT cord-280942-ej8fx52u 266 6 preprint preprint NN cord-280942-ej8fx52u 266 7 this this DT cord-280942-ej8fx52u 266 8 version version NN cord-280942-ej8fx52u 266 9 posted post VBN cord-280942-ej8fx52u 266 10 April April NNP cord-280942-ej8fx52u 266 11 29 29 CD cord-280942-ej8fx52u 266 12 , , , cord-280942-ej8fx52u 266 13 2020 2020 CD cord-280942-ej8fx52u 266 14 . . . cord-280942-ej8fx52u 266 15 . . . cord-280942-ej8fx52u 267 1 https://doi.org/10 https://doi.org/10 NNP cord-280942-ej8fx52u 267 2 . . . cord-280942-ej8fx52u 268 1 1101 1101 CD cord-280942-ej8fx52u 268 2 /2020 /2020 . cord-280942-ej8fx52u 269 1 observed observe VBN cord-280942-ej8fx52u 269 2 in in IN cord-280942-ej8fx52u 269 3 DCMs dcms NN cord-280942-ej8fx52u 269 4 for for IN cord-280942-ej8fx52u 269 5 neural neural JJ cord-280942-ej8fx52u 269 6 responses response NNS cord-280942-ej8fx52u 269 7 , , , cord-280942-ej8fx52u 269 8 where where WRB cord-280942-ej8fx52u 269 9 for for IN cord-280942-ej8fx52u 269 10 instance instance NN cord-280942-ej8fx52u 269 11 , , , cord-280942-ej8fx52u 269 12 the the DT cord-280942-ej8fx52u 269 13 key key JJ cord-280942-ej8fx52u 269 14 role role NN cord-280942-ej8fx52u 269 15 of of IN cord-280942-ej8fx52u 269 16 feedback feedback NN cord-280942-ej8fx52u 269 17 connections connection NNS cord-280942-ej8fx52u 269 18 between between IN cord-280942-ej8fx52u 269 19 neuronal neuronal JJ cord-280942-ej8fx52u 269 20 populations population NNS cord-280942-ej8fx52u 269 21 can can MD cord-280942-ej8fx52u 269 22 only only RB cord-280942-ej8fx52u 269 23 be be VB cord-280942-ej8fx52u 269 24 evidenced evidence VBN cord-280942-ej8fx52u 269 25 once once IN cord-280942-ej8fx52u 269 26 the the DT cord-280942-ej8fx52u 269 27 first first JJ cord-280942-ej8fx52u 269 28 peak peak NN cord-280942-ej8fx52u 269 29 of of IN cord-280942-ej8fx52u 269 30 the the DT cord-280942-ej8fx52u 269 31 electrophysiological electrophysiological JJ cord-280942-ej8fx52u 269 32 evoked evoke VBN cord-280942-ej8fx52u 269 33 response response NN cord-280942-ej8fx52u 269 34 has have VBZ cord-280942-ej8fx52u 269 35 been be VBN cord-280942-ej8fx52u 269 36 observed observe VBN cord-280942-ej8fx52u 270 1 ( ( -LRB- cord-280942-ej8fx52u 270 2 Garrido Garrido NNP cord-280942-ej8fx52u 270 3 et et NNP cord-280942-ej8fx52u 270 4 al al NNP cord-280942-ej8fx52u 270 5 . . NNP cord-280942-ej8fx52u 270 6 , , , cord-280942-ej8fx52u 270 7 2007 2007 CD cord-280942-ej8fx52u 270 8 ) ) -RRB- cord-280942-ej8fx52u 270 9 . . . cord-280942-ej8fx52u 271 1 Here here RB cord-280942-ej8fx52u 271 2 , , , cord-280942-ej8fx52u 271 3 some some DT cord-280942-ej8fx52u 271 4 key key JJ cord-280942-ej8fx52u 271 5 hidden hide VBN cord-280942-ej8fx52u 271 6 biological biological JJ cord-280942-ej8fx52u 271 7 processes process NNS cord-280942-ej8fx52u 271 8 ( ( -LRB- cord-280942-ej8fx52u 271 9 and and CC cord-280942-ej8fx52u 271 10 their -PRON- PRP$ cord-280942-ej8fx52u 271 11 associated associate VBN cord-280942-ej8fx52u 271 12 unknown unknown JJ cord-280942-ej8fx52u 271 13 parameters parameter NNS cord-280942-ej8fx52u 271 14 ) ) -RRB- cord-280942-ej8fx52u 271 15 can can MD cord-280942-ej8fx52u 271 16 only only RB cord-280942-ej8fx52u 271 17 be be VB cord-280942-ej8fx52u 271 18 reliably reliably RB cord-280942-ej8fx52u 271 19 inferred infer VBN cord-280942-ej8fx52u 271 20 after after IN cord-280942-ej8fx52u 271 21 the the DT cord-280942-ej8fx52u 271 22 peak peak NN cord-280942-ej8fx52u 271 23 of of IN cord-280942-ej8fx52u 271 24 the the DT cord-280942-ej8fx52u 271 25 transient transient JJ cord-280942-ej8fx52u 271 26 dynamics dynamic NNS cord-280942-ej8fx52u 271 27 . . . cord-280942-ej8fx52u 272 1 Having have VBG cord-280942-ej8fx52u 272 2 said say VBD cord-280942-ej8fx52u 272 3 this this DT cord-280942-ej8fx52u 272 4 , , , cord-280942-ej8fx52u 272 5 the the DT cord-280942-ej8fx52u 272 6 reliability reliability NN cord-280942-ej8fx52u 272 7 of of IN cord-280942-ej8fx52u 272 8 model model NN cord-280942-ej8fx52u 272 9 - - HYPH cord-280942-ej8fx52u 272 10 based base VBN cord-280942-ej8fx52u 272 11 predictions prediction NNS cord-280942-ej8fx52u 272 12 for for IN cord-280942-ej8fx52u 272 13 countries country NNS cord-280942-ej8fx52u 272 14 that that WDT cord-280942-ej8fx52u 272 15 have have VBP cord-280942-ej8fx52u 272 16 not not RB cord-280942-ej8fx52u 272 17 passed pass VBN cord-280942-ej8fx52u 272 18 the the DT cord-280942-ej8fx52u 272 19 peak peak NN cord-280942-ej8fx52u 272 20 yet yet CC cord-280942-ej8fx52u 272 21 ( ( -LRB- cord-280942-ej8fx52u 272 22 as as IN cord-280942-ej8fx52u 272 23 is be VBZ cord-280942-ej8fx52u 272 24 still still RB cord-280942-ej8fx52u 272 25 the the DT cord-280942-ej8fx52u 272 26 case case NN cord-280942-ej8fx52u 272 27 now now RB cord-280942-ej8fx52u 272 28 ) ) -RRB- cord-280942-ej8fx52u 272 29 could could MD cord-280942-ej8fx52u 272 30 in in IN cord-280942-ej8fx52u 272 31 fact fact NN cord-280942-ej8fx52u 272 32 be be VB cord-280942-ej8fx52u 272 33 improved improve VBN cord-280942-ej8fx52u 272 34 by by IN cord-280942-ej8fx52u 272 35 informing inform VBG cord-280942-ej8fx52u 272 36 the the DT cord-280942-ej8fx52u 272 37 parameter parameter NN cord-280942-ej8fx52u 272 38 estimation estimation NN cord-280942-ej8fx52u 272 39 with with IN cord-280942-ej8fx52u 272 40 data datum NNS cord-280942-ej8fx52u 272 41 from from IN cord-280942-ej8fx52u 272 42 countries country NNS cord-280942-ej8fx52u 272 43 where where WRB cord-280942-ej8fx52u 272 44 the the DT cord-280942-ej8fx52u 272 45 outbreak outbreak NN cord-280942-ej8fx52u 272 46 peak peak NN cord-280942-ej8fx52u 272 47 has have VBZ cord-280942-ej8fx52u 272 48 already already RB cord-280942-ej8fx52u 272 49 been be VBN cord-280942-ej8fx52u 272 50 observed observe VBN cord-280942-ej8fx52u 272 51 , , , cord-280942-ej8fx52u 272 52 using use VBG cord-280942-ej8fx52u 272 53 , , , cord-280942-ej8fx52u 272 54 e.g. e.g. RB cord-280942-ej8fx52u 272 55 , , , cord-280942-ej8fx52u 272 56 hierarchical hierarchical JJ cord-280942-ej8fx52u 272 57 empirical empirical JJ cord-280942-ej8fx52u 272 58 Bayes Bayes NNP cord-280942-ej8fx52u 272 59 models model NNS cord-280942-ej8fx52u 272 60 Kass Kass NNP cord-280942-ej8fx52u 272 61 and and CC cord-280942-ej8fx52u 272 62 Steffey Steffey NNP cord-280942-ej8fx52u 272 63 , , , cord-280942-ej8fx52u 272 64 1989 1989 CD cord-280942-ej8fx52u 272 65 ) ) -RRB- cord-280942-ej8fx52u 272 66 . . . cord-280942-ej8fx52u 273 1 At at IN cord-280942-ej8fx52u 273 2 the the DT cord-280942-ej8fx52u 273 3 European european JJ cord-280942-ej8fx52u 273 4 level level NN cord-280942-ej8fx52u 273 5 in in IN cord-280942-ej8fx52u 273 6 particular particular JJ cord-280942-ej8fx52u 273 7 , , , cord-280942-ej8fx52u 273 8 this this DT cord-280942-ej8fx52u 273 9 speaks speak VBZ cord-280942-ej8fx52u 273 10 to to IN cord-280942-ej8fx52u 273 11 a a DT cord-280942-ej8fx52u 273 12 common common JJ cord-280942-ej8fx52u 273 13 effort effort NN cord-280942-ej8fx52u 273 14 to to TO cord-280942-ej8fx52u 273 15 gather gather VB cord-280942-ej8fx52u 273 16 and and CC cord-280942-ej8fx52u 273 17 share share VB cord-280942-ej8fx52u 273 18 data datum NNS cord-280942-ej8fx52u 273 19 . . . cord-280942-ej8fx52u 274 1 From from IN cord-280942-ej8fx52u 274 2 a a DT cord-280942-ej8fx52u 274 3 statistical statistical JJ cord-280942-ej8fx52u 274 4 perspective perspective NN cord-280942-ej8fx52u 274 5 , , , cord-280942-ej8fx52u 274 6 one one PRP cord-280942-ej8fx52u 274 7 may may MD cord-280942-ej8fx52u 274 8 not not RB cord-280942-ej8fx52u 274 9 be be VB cord-280942-ej8fx52u 274 10 surprised surprised JJ cord-280942-ej8fx52u 274 11 that that IN cord-280942-ej8fx52u 274 12 prediction prediction NN cord-280942-ej8fx52u 274 13 / / SYM cord-280942-ej8fx52u 274 14 estimation estimation NN cord-280942-ej8fx52u 274 15 errors error NNS cord-280942-ej8fx52u 274 16 decrease decrease VBP cord-280942-ej8fx52u 274 17 when when WRB cord-280942-ej8fx52u 274 18 augmenting augment VBG cord-280942-ej8fx52u 274 19 the the DT cord-280942-ej8fx52u 274 20 fitted fit VBN cord-280942-ej8fx52u 274 21 data datum NNS cord-280942-ej8fx52u 274 22 with with IN cord-280942-ej8fx52u 274 23 ICU ICU NNP cord-280942-ej8fx52u 274 24 occupancy occupancy NN cord-280942-ej8fx52u 274 25 and and CC cord-280942-ej8fx52u 274 26 negative negative JJ cord-280942-ej8fx52u 274 27 test test NN cord-280942-ej8fx52u 274 28 rates rate NNS cord-280942-ej8fx52u 274 29 . . . cord-280942-ej8fx52u 275 1 What what WP cord-280942-ej8fx52u 275 2 is be VBZ cord-280942-ej8fx52u 275 3 remarkable remarkable JJ cord-280942-ej8fx52u 275 4 however however RB cord-280942-ej8fx52u 275 5 , , , cord-280942-ej8fx52u 275 6 is be VBZ cord-280942-ej8fx52u 275 7 the the DT cord-280942-ej8fx52u 275 8 quantitative quantitative JJ cord-280942-ej8fx52u 275 9 difference difference NN cord-280942-ej8fx52u 275 10 it -PRON- PRP cord-280942-ej8fx52u 275 11 makes make VBZ cord-280942-ej8fx52u 275 12 for for IN cord-280942-ej8fx52u 275 13 e.g. e.g. RB cord-280942-ej8fx52u 275 14 , , , cord-280942-ej8fx52u 275 15 cumulative cumulative JJ cord-280942-ej8fx52u 275 16 death death NN cord-280942-ej8fx52u 275 17 counts count NNS cord-280942-ej8fx52u 275 18 or or CC cord-280942-ej8fx52u 275 19 effective effective JJ cord-280942-ej8fx52u 275 20 reproduction reproduction NN cord-280942-ej8fx52u 275 21 rates rate NNS cord-280942-ej8fx52u 275 22 ( ( -LRB- cord-280942-ej8fx52u 275 23 see see VB cord-280942-ej8fx52u 275 24 Figures figure NNS cord-280942-ej8fx52u 275 25 6 6 CD cord-280942-ej8fx52u 275 26 and and CC cord-280942-ej8fx52u 275 27 7 7 CD cord-280942-ej8fx52u 275 28 ) ) -RRB- cord-280942-ej8fx52u 275 29 . . . cord-280942-ej8fx52u 276 1 More more RBR cord-280942-ej8fx52u 276 2 remarkable remarkable JJ cord-280942-ej8fx52u 276 3 is be VBZ cord-280942-ej8fx52u 276 4 the the DT cord-280942-ej8fx52u 276 5 interaction interaction NN cord-280942-ej8fx52u 276 6 of of IN cord-280942-ej8fx52u 276 7 data datum NNS cord-280942-ej8fx52u 276 8 paucity paucity NN cord-280942-ej8fx52u 276 9 and and CC cord-280942-ej8fx52u 276 10 timing timing NN cord-280942-ej8fx52u 276 11 of of IN cord-280942-ej8fx52u 276 12 predictions prediction NNS cord-280942-ej8fx52u 276 13 with with IN cord-280942-ej8fx52u 276 14 respect respect NN cord-280942-ej8fx52u 276 15 to to IN cord-280942-ej8fx52u 276 16 the the DT cord-280942-ej8fx52u 276 17 outbreak outbreak NN cord-280942-ej8fx52u 276 18 peak peak NN cord-280942-ej8fx52u 276 19 . . . cord-280942-ej8fx52u 277 1 More more RBR cord-280942-ej8fx52u 277 2 generally generally RB cord-280942-ej8fx52u 277 3 , , , cord-280942-ej8fx52u 277 4 in in IN cord-280942-ej8fx52u 277 5 those those DT cord-280942-ej8fx52u 277 6 particular particular JJ cord-280942-ej8fx52u 277 7 times time NNS cord-280942-ej8fx52u 277 8 where where WRB cord-280942-ej8fx52u 277 9 uncertainty uncertainty NN cord-280942-ej8fx52u 277 10 is be VBZ cord-280942-ej8fx52u 277 11 high high JJ cord-280942-ej8fx52u 277 12 and and CC cord-280942-ej8fx52u 277 13 decisions decision NNS cord-280942-ej8fx52u 277 14 have have VBP cord-280942-ej8fx52u 277 15 to to TO cord-280942-ej8fx52u 277 16 be be VB cord-280942-ej8fx52u 277 17 made make VBN cord-280942-ej8fx52u 277 18 as as RB cord-280942-ej8fx52u 277 19 quickly quickly RB cord-280942-ej8fx52u 277 20 as as IN cord-280942-ej8fx52u 277 21 possible possible JJ cord-280942-ej8fx52u 277 22 , , , cord-280942-ej8fx52u 277 23 it -PRON- PRP cord-280942-ej8fx52u 277 24 may may MD cord-280942-ej8fx52u 277 25 be be VB cord-280942-ej8fx52u 277 26 particularly particularly RB cord-280942-ej8fx52u 277 27 important important JJ cord-280942-ej8fx52u 277 28 to to TO cord-280942-ej8fx52u 277 29 complement complement VB cord-280942-ej8fx52u 277 30 models model NNS cord-280942-ej8fx52u 277 31 with with IN cord-280942-ej8fx52u 277 32 quantitative quantitative JJ cord-280942-ej8fx52u 277 33 assessments assessment NNS cord-280942-ej8fx52u 277 34 of of IN cord-280942-ej8fx52u 277 35 their -PRON- PRP$ cord-280942-ej8fx52u 277 36 reliability reliability NN cord-280942-ej8fx52u 277 37 and and CC cord-280942-ej8fx52u 277 38 the the DT cord-280942-ej8fx52u 277 39 limits limit NNS cord-280942-ej8fx52u 277 40 of of IN cord-280942-ej8fx52u 277 41 our -PRON- PRP$ cord-280942-ej8fx52u 277 42 predictive predictive JJ cord-280942-ej8fx52u 277 43 approaches approach NNS cord-280942-ej8fx52u 277 44 . . . cord-280942-ej8fx52u 278 1 As as IN cord-280942-ej8fx52u 278 2 a a DT cord-280942-ej8fx52u 278 3 side side NN cord-280942-ej8fx52u 278 4 point point NN cord-280942-ej8fx52u 278 5 , , , cord-280942-ej8fx52u 278 6 we -PRON- PRP cord-280942-ej8fx52u 278 7 have have VBP cord-280942-ej8fx52u 278 8 not not RB cord-280942-ej8fx52u 278 9 addressed address VBN cord-280942-ej8fx52u 278 10 the the DT cord-280942-ej8fx52u 278 11 reliability reliability NN cord-280942-ej8fx52u 278 12 of of IN cord-280942-ej8fx52u 278 13 the the DT cord-280942-ej8fx52u 278 14 data datum NNS cord-280942-ej8fx52u 278 15 we -PRON- PRP cord-280942-ej8fx52u 278 16 have have VBP cord-280942-ej8fx52u 278 17 used use VBN cord-280942-ej8fx52u 278 18 in in IN cord-280942-ej8fx52u 278 19 our -PRON- PRP$ cord-280942-ej8fx52u 278 20 analysis analysis NN cord-280942-ej8fx52u 278 21 . . . cord-280942-ej8fx52u 279 1 Daily daily JJ cord-280942-ej8fx52u 279 2 death death NN cord-280942-ej8fx52u 279 3 counts count NNS cord-280942-ej8fx52u 279 4 , , , cord-280942-ej8fx52u 279 5 for for IN cord-280942-ej8fx52u 279 6 example example NN cord-280942-ej8fx52u 279 7 , , , cord-280942-ej8fx52u 279 8 are be VBP cord-280942-ej8fx52u 279 9 potentially potentially RB cord-280942-ej8fx52u 279 10 problematic problematic JJ cord-280942-ej8fx52u 279 11 for for IN cord-280942-ej8fx52u 279 12 at at RB cord-280942-ej8fx52u 279 13 least least RBS cord-280942-ej8fx52u 279 14 two two CD cord-280942-ej8fx52u 279 15 reasons reason NNS cord-280942-ej8fx52u 279 16 . . . cord-280942-ej8fx52u 280 1 First first RB cord-280942-ej8fx52u 280 2 , , , cord-280942-ej8fx52u 280 3 different different JJ cord-280942-ej8fx52u 280 4 data data NN cord-280942-ej8fx52u 280 5 repositories repository NNS cord-280942-ej8fx52u 280 6 effectively effectively RB cord-280942-ej8fx52u 280 7 give give VBP cord-280942-ej8fx52u 280 8 different different JJ cord-280942-ej8fx52u 280 9 numbers number NNS cord-280942-ej8fx52u 280 10 , , , cord-280942-ej8fx52u 280 11 e.g. e.g. RB cord-280942-ej8fx52u 280 12 , , , cord-280942-ej8fx52u 280 13 people people NNS cord-280942-ej8fx52u 280 14 deceased decease VBD cord-280942-ej8fx52u 280 15 in in IN cord-280942-ej8fx52u 280 16 hospitals hospital NNS cord-280942-ej8fx52u 280 17 ( ( -LRB- cord-280942-ej8fx52u 280 18 as as IN cord-280942-ej8fx52u 280 19 is be VBZ cord-280942-ej8fx52u 280 20 the the DT cord-280942-ej8fx52u 280 21 case case NN cord-280942-ej8fx52u 280 22 for for IN cord-280942-ej8fx52u 280 23 the the DT cord-280942-ej8fx52u 280 24 French french JJ cord-280942-ej8fx52u 280 25 data datum NNS cord-280942-ej8fx52u 280 26 we -PRON- PRP cord-280942-ej8fx52u 280 27 have have VBP cord-280942-ej8fx52u 280 28 presented present VBN cord-280942-ej8fx52u 280 29 here here RB cord-280942-ej8fx52u 280 30 ) ) -RRB- cord-280942-ej8fx52u 280 31 , , , cord-280942-ej8fx52u 280 32 or or CC cord-280942-ej8fx52u 280 33 in in IN cord-280942-ej8fx52u 280 34 hospitals hospital NNS cord-280942-ej8fx52u 280 35 and and CC cord-280942-ej8fx52u 280 36 retirement retirement NN cord-280942-ej8fx52u 280 37 homes home NNS cord-280942-ej8fx52u 280 38 . . . cord-280942-ej8fx52u 281 1 Second second RB cord-280942-ej8fx52u 281 2 , , , cord-280942-ej8fx52u 281 3 they -PRON- PRP cord-280942-ej8fx52u 281 4 may may MD cord-280942-ej8fx52u 281 5 not not RB cord-280942-ej8fx52u 281 6 account account VB cord-280942-ej8fx52u 281 7 for for IN cord-280942-ej8fx52u 281 8 " " `` cord-280942-ej8fx52u 281 9 normal normal JJ cord-280942-ej8fx52u 281 10 " " '' cord-280942-ej8fx52u 281 11 seasonal seasonal JJ cord-280942-ej8fx52u 281 12 mortality mortality NN cord-280942-ej8fx52u 281 13 ( ( -LRB- cord-280942-ej8fx52u 281 14 Goldstein Goldstein NNP cord-280942-ej8fx52u 281 15 et et NNP cord-280942-ej8fx52u 281 16 al al NNP cord-280942-ej8fx52u 281 17 . . NNP cord-280942-ej8fx52u 281 18 , , , cord-280942-ej8fx52u 281 19 2012 2012 CD cord-280942-ej8fx52u 281 20 ) ) -RRB- cord-280942-ej8fx52u 281 21 , , , cord-280942-ej8fx52u 281 22 though though IN cord-280942-ej8fx52u 281 23 this this DT cord-280942-ej8fx52u 281 24 is be VBZ cord-280942-ej8fx52u 281 25 not not RB cord-280942-ej8fx52u 281 26 the the DT cord-280942-ej8fx52u 281 27 case case NN cord-280942-ej8fx52u 281 28 here here RB cord-280942-ej8fx52u 281 29 ( ( -LRB- cord-280942-ej8fx52u 281 30 because because IN cord-280942-ej8fx52u 281 31 these these DT cord-280942-ej8fx52u 281 32 hospital hospital NN cord-280942-ej8fx52u 281 33 death death NN cord-280942-ej8fx52u 281 34 counts count NNS cord-280942-ej8fx52u 281 35 are be VBP cord-280942-ej8fx52u 281 36 confirmed confirm VBN cord-280942-ej8fx52u 281 37 COVID covid JJ cord-280942-ej8fx52u 281 38 cases case NNS cord-280942-ej8fx52u 281 39 ) ) -RRB- cord-280942-ej8fx52u 281 40 . . . cord-280942-ej8fx52u 282 1 Testing testing NN cord-280942-ej8fx52u 282 2 procedures procedure NNS cord-280942-ej8fx52u 282 3 also also RB cord-280942-ej8fx52u 282 4 have have VBP cord-280942-ej8fx52u 282 5 imperfect imperfect JJ cord-280942-ej8fx52u 282 6 sensitivity sensitivity NN cord-280942-ej8fx52u 282 7 and and CC cord-280942-ej8fx52u 282 8 specificity specificity NN cord-280942-ej8fx52u 282 9 ( ( -LRB- cord-280942-ej8fx52u 282 10 Patel Patel NNP cord-280942-ej8fx52u 282 11 et et NNP cord-280942-ej8fx52u 282 12 al al NNP cord-280942-ej8fx52u 282 13 . . NNP cord-280942-ej8fx52u 282 14 , , , cord-280942-ej8fx52u 282 15 2020 2020 CD cord-280942-ej8fx52u 282 16 ) ) -RRB- cord-280942-ej8fx52u 282 17 , , , cord-280942-ej8fx52u 282 18 and and CC cord-280942-ej8fx52u 282 19 ICU ICU NNP cord-280942-ej8fx52u 282 20 occupancy occupancy NN cord-280942-ej8fx52u 282 21 actually actually RB cord-280942-ej8fx52u 282 22 depend depend VBP cord-280942-ej8fx52u 282 23 upon upon IN cord-280942-ej8fx52u 282 24 heterogeneous heterogeneous JJ cord-280942-ej8fx52u 282 25 clinical clinical JJ cord-280942-ej8fx52u 282 26 criteria criterion NNS cord-280942-ej8fx52u 282 27 ( ( -LRB- cord-280942-ej8fx52u 282 28 e.g. e.g. RB cord-280942-ej8fx52u 282 29 , , , cord-280942-ej8fx52u 282 30 respiratory respiratory JJ cord-280942-ej8fx52u 282 31 support support NN cord-280942-ej8fx52u 282 32 versus versus IN cord-280942-ej8fx52u 282 33 reanimation reanimation NN cord-280942-ej8fx52u 282 34 ) ) -RRB- cord-280942-ej8fx52u 282 35 . . . cord-280942-ej8fx52u 283 1 All all PDT cord-280942-ej8fx52u 283 2 these these DT cord-280942-ej8fx52u 283 3 limitations limitation NNS cord-280942-ej8fx52u 283 4 are be VBP cord-280942-ej8fx52u 283 5 difficult difficult JJ cord-280942-ej8fx52u 283 6 ( ( -LRB- cord-280942-ej8fx52u 283 7 though though IN cord-280942-ej8fx52u 283 8 not not RB cord-280942-ej8fx52u 283 9 impossible impossible JJ cord-280942-ej8fx52u 283 10 ) ) -RRB- cord-280942-ej8fx52u 283 11 to to TO cord-280942-ej8fx52u 283 12 account account VB cord-280942-ej8fx52u 283 13 for for IN cord-280942-ej8fx52u 283 14 , , , cord-280942-ej8fx52u 283 15 and and CC cord-280942-ej8fx52u 283 16 further further JJ cord-280942-ej8fx52u 283 17 challenge challenge NN cord-280942-ej8fx52u 283 18 even even RB cord-280942-ej8fx52u 283 19 further far RBR cord-280942-ej8fx52u 283 20 the the DT cord-280942-ej8fx52u 283 21 reliability reliability NN cord-280942-ej8fx52u 283 22 of of IN cord-280942-ej8fx52u 283 23 model model NN cord-280942-ej8fx52u 283 24 - - HYPH cord-280942-ej8fx52u 283 25 based base VBN cord-280942-ej8fx52u 283 26 predictions prediction NNS cord-280942-ej8fx52u 283 27 . . . cord-280942-ej8fx52u 283 28 . . . cord-280942-ej8fx52u 284 1 CC CC NNP cord-280942-ej8fx52u 284 2 - - HYPH cord-280942-ej8fx52u 284 3 BY BY NNP cord-280942-ej8fx52u 284 4 - - HYPH cord-280942-ej8fx52u 284 5 ND ND NNP cord-280942-ej8fx52u 284 6 4.0 4.0 CD cord-280942-ej8fx52u 284 7 International international JJ cord-280942-ej8fx52u 284 8 license license NN cord-280942-ej8fx52u 285 1 It -PRON- PRP cord-280942-ej8fx52u 285 2 is be VBZ cord-280942-ej8fx52u 285 3 made make VBN cord-280942-ej8fx52u 285 4 available available JJ cord-280942-ej8fx52u 285 5 under under IN cord-280942-ej8fx52u 285 6 a a DT cord-280942-ej8fx52u 286 1 is be VBZ cord-280942-ej8fx52u 286 2 the the DT cord-280942-ej8fx52u 286 3 author author NN cord-280942-ej8fx52u 286 4 / / SYM cord-280942-ej8fx52u 286 5 funder funder NN cord-280942-ej8fx52u 286 6 , , , cord-280942-ej8fx52u 286 7 who who WP cord-280942-ej8fx52u 286 8 has have VBZ cord-280942-ej8fx52u 286 9 granted grant VBN cord-280942-ej8fx52u 286 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 286 11 a a DT cord-280942-ej8fx52u 286 12 license license NN cord-280942-ej8fx52u 286 13 to to TO cord-280942-ej8fx52u 286 14 display display VB cord-280942-ej8fx52u 286 15 the the DT cord-280942-ej8fx52u 286 16 preprint preprint NN cord-280942-ej8fx52u 286 17 in in IN cord-280942-ej8fx52u 286 18 perpetuity perpetuity NN cord-280942-ej8fx52u 286 19 . . . cord-280942-ej8fx52u 287 1 ( ( -LRB- cord-280942-ej8fx52u 287 2 which which WDT cord-280942-ej8fx52u 287 3 was be VBD cord-280942-ej8fx52u 287 4 not not RB cord-280942-ej8fx52u 287 5 certified certify VBN cord-280942-ej8fx52u 287 6 by by IN cord-280942-ej8fx52u 287 7 peer peer NN cord-280942-ej8fx52u 287 8 review review NN cord-280942-ej8fx52u 287 9 ) ) -RRB- cord-280942-ej8fx52u 288 1 The the DT cord-280942-ej8fx52u 288 2 copyright copyright NN cord-280942-ej8fx52u 288 3 holder holder NN cord-280942-ej8fx52u 288 4 for for IN cord-280942-ej8fx52u 288 5 this this DT cord-280942-ej8fx52u 288 6 preprint preprint NN cord-280942-ej8fx52u 288 7 this this DT cord-280942-ej8fx52u 288 8 version version NN cord-280942-ej8fx52u 288 9 posted post VBN cord-280942-ej8fx52u 288 10 April April NNP cord-280942-ej8fx52u 288 11 29 29 CD cord-280942-ej8fx52u 288 12 , , , cord-280942-ej8fx52u 288 13 2020 2020 CD cord-280942-ej8fx52u 288 14 . . . cord-280942-ej8fx52u 288 15 . . . cord-280942-ej8fx52u 289 1 https://doi.org/10.1101 https://doi.org/10.1101 NNP cord-280942-ej8fx52u 289 2 /2020 /2020 . cord-280942-ej8fx52u 290 1 Contrary contrary JJ cord-280942-ej8fx52u 290 2 to to IN cord-280942-ej8fx52u 290 3 most most JJS cord-280942-ej8fx52u 290 4 papers paper NNS cord-280942-ej8fx52u 290 5 that that WDT cord-280942-ej8fx52u 290 6 focus focus VBP cord-280942-ej8fx52u 290 7 on on IN cord-280942-ej8fx52u 290 8 model model NN cord-280942-ej8fx52u 290 9 definition definition NN cord-280942-ej8fx52u 290 10 and and CC cord-280942-ej8fx52u 290 11 extension extension NN cord-280942-ej8fx52u 290 12 , , , cord-280942-ej8fx52u 290 13 the the DT cord-280942-ej8fx52u 290 14 approach approach NN cord-280942-ej8fx52u 290 15 here here RB cord-280942-ej8fx52u 290 16 tackles tackle VBZ cord-280942-ej8fx52u 290 17 this this DT cord-280942-ej8fx52u 290 18 assessment assessment NN cord-280942-ej8fx52u 290 19 which which WDT cord-280942-ej8fx52u 290 20 we -PRON- PRP cord-280942-ej8fx52u 290 21 believe believe VBP cord-280942-ej8fx52u 290 22 will will MD cord-280942-ej8fx52u 290 23 become become VB cord-280942-ej8fx52u 290 24 more more RBR cord-280942-ej8fx52u 290 25 and and CC cord-280942-ej8fx52u 290 26 more more RBR cord-280942-ej8fx52u 290 27 important important JJ cord-280942-ej8fx52u 290 28 as as IN cord-280942-ej8fx52u 290 29 more more JJR cord-280942-ej8fx52u 290 30 alternative alternative JJ cord-280942-ej8fx52u 290 31 models model NNS cord-280942-ej8fx52u 290 32 are be VBP cord-280942-ej8fx52u 290 33 proposed propose VBN cord-280942-ej8fx52u 290 34 , , , cord-280942-ej8fx52u 290 35 to to TO cord-280942-ej8fx52u 290 36 account account VB cord-280942-ej8fx52u 290 37 for for IN cord-280942-ej8fx52u 290 38 , , , cord-280942-ej8fx52u 290 39 e.g. e.g. RB cord-280942-ej8fx52u 290 40 , , , cord-280942-ej8fx52u 290 41 the the DT cord-280942-ej8fx52u 290 42 influence influence NN cord-280942-ej8fx52u 290 43 of of IN cord-280942-ej8fx52u 290 44 lockdown lockdown NN cord-280942-ej8fx52u 290 45 decisions decision NNS cord-280942-ej8fx52u 290 46 . . . cord-280942-ej8fx52u 291 1 This this DT cord-280942-ej8fx52u 291 2 applies apply VBZ cord-280942-ej8fx52u 291 3 to to IN cord-280942-ej8fx52u 291 4 the the DT cord-280942-ej8fx52u 291 5 DCM DCM NNP cord-280942-ej8fx52u 291 6 - - HYPH cord-280942-ej8fx52u 291 7 COVID COVID NNP cord-280942-ej8fx52u 291 8 model model NN cord-280942-ej8fx52u 291 9 we -PRON- PRP cord-280942-ej8fx52u 291 10 evaluate evaluate VBP cord-280942-ej8fx52u 291 11 here here RB cord-280942-ej8fx52u 291 12 , , , cord-280942-ej8fx52u 291 13 which which WDT cord-280942-ej8fx52u 291 14 is be VBZ cord-280942-ej8fx52u 291 15 currently currently RB cord-280942-ej8fx52u 291 16 being be VBG cord-280942-ej8fx52u 291 17 refined refine VBN cord-280942-ej8fx52u 291 18 along along IN cord-280942-ej8fx52u 291 19 these these DT cord-280942-ej8fx52u 291 20 lines line NNS cord-280942-ej8fx52u 291 21 . . . cord-280942-ej8fx52u 292 1 The the DT cord-280942-ej8fx52u 292 2 kind kind NN cord-280942-ej8fx52u 292 3 of of IN cord-280942-ej8fx52u 292 4 data datum NNS cord-280942-ej8fx52u 292 5 that that WDT cord-280942-ej8fx52u 292 6 may may MD cord-280942-ej8fx52u 292 7 need need VB cord-280942-ej8fx52u 292 8 to to TO cord-280942-ej8fx52u 292 9 be be VB cord-280942-ej8fx52u 292 10 acquired acquire VBN cord-280942-ej8fx52u 292 11 to to TO cord-280942-ej8fx52u 292 12 inform inform VB cord-280942-ej8fx52u 292 13 the the DT cord-280942-ej8fx52u 292 14 ensuing ensue VBG cord-280942-ej8fx52u 292 15 model model NN cord-280942-ej8fx52u 292 16 predictions prediction NNS cord-280942-ej8fx52u 292 17 is be VBZ cord-280942-ej8fx52u 292 18 an an DT cord-280942-ej8fx52u 292 19 issue issue NN cord-280942-ej8fx52u 292 20 of of IN cord-280942-ej8fx52u 292 21 primary primary JJ cord-280942-ej8fx52u 292 22 practical practical JJ cord-280942-ej8fx52u 292 23 importance importance NN cord-280942-ej8fx52u 292 24 if if IN cord-280942-ej8fx52u 292 25 this this DT cord-280942-ej8fx52u 292 26 or or CC cord-280942-ej8fx52u 292 27 similar similar JJ cord-280942-ej8fx52u 292 28 models model NNS cord-280942-ej8fx52u 292 29 are be VBP cord-280942-ej8fx52u 292 30 to to TO cord-280942-ej8fx52u 292 31 guide guide VB cord-280942-ej8fx52u 292 32 public public JJ cord-280942-ej8fx52u 292 33 health health NN cord-280942-ej8fx52u 292 34 decisions decision NNS cord-280942-ej8fx52u 292 35 . . . cord-280942-ej8fx52u 293 1 Performing perform VBG cord-280942-ej8fx52u 293 2 this this DT cord-280942-ej8fx52u 293 3 type type NN cord-280942-ej8fx52u 293 4 of of IN cord-280942-ej8fx52u 293 5 analysis analysis NN cord-280942-ej8fx52u 293 6 for for IN cord-280942-ej8fx52u 293 7 currently currently RB cord-280942-ej8fx52u 293 8 available available JJ cord-280942-ej8fx52u 293 9 models model NNS cord-280942-ej8fx52u 293 10 is be VBZ cord-280942-ej8fx52u 293 11 beyond beyond IN cord-280942-ej8fx52u 293 12 the the DT cord-280942-ej8fx52u 293 13 scope scope NN cord-280942-ej8fx52u 293 14 of of IN cord-280942-ej8fx52u 293 15 the the DT cord-280942-ej8fx52u 293 16 current current JJ cord-280942-ej8fx52u 293 17 work work NN cord-280942-ej8fx52u 293 18 . . . cord-280942-ej8fx52u 294 1 However however RB cord-280942-ej8fx52u 294 2 , , , cord-280942-ej8fx52u 294 3 our -PRON- PRP$ cord-280942-ej8fx52u 294 4 results result NNS cord-280942-ej8fx52u 294 5 highlight highlight VBP cord-280942-ej8fx52u 294 6 the the DT cord-280942-ej8fx52u 294 7 need need NN cord-280942-ej8fx52u 294 8 for for IN cord-280942-ej8fx52u 294 9 evaluating evaluate VBG cord-280942-ej8fx52u 294 10 the the DT cord-280942-ej8fx52u 294 11 reliability reliability NN cord-280942-ej8fx52u 294 12 of of IN cord-280942-ej8fx52u 294 13 model model NN cord-280942-ej8fx52u 294 14 predictions prediction NNS cord-280942-ej8fx52u 294 15 that that WDT cord-280942-ej8fx52u 294 16 are be VBP cord-280942-ej8fx52u 294 17 currently currently RB cord-280942-ej8fx52u 294 18 used use VBN cord-280942-ej8fx52u 294 19 by by IN cord-280942-ej8fx52u 294 20 national national JJ cord-280942-ej8fx52u 294 21 and and CC cord-280942-ej8fx52u 294 22 international international JJ cord-280942-ej8fx52u 294 23 socio socio JJ cord-280942-ej8fx52u 294 24 - - HYPH cord-280942-ej8fx52u 294 25 political political JJ cord-280942-ej8fx52u 294 26 decision decision NN cord-280942-ej8fx52u 294 27 makers maker NNS cord-280942-ej8fx52u 294 28 . . . cord-280942-ej8fx52u 295 1 They -PRON- PRP cord-280942-ej8fx52u 295 2 also also RB cord-280942-ej8fx52u 295 3 motivate motivate VBP cord-280942-ej8fx52u 295 4 the the DT cord-280942-ej8fx52u 295 5 gathering gathering NN cord-280942-ej8fx52u 295 6 of of IN cord-280942-ej8fx52u 295 7 multiple multiple JJ cord-280942-ej8fx52u 295 8 data datum NNS cord-280942-ej8fx52u 295 9 time time NN cord-280942-ej8fx52u 295 10 series series NN cord-280942-ej8fx52u 295 11 and and CC cord-280942-ej8fx52u 295 12 making make VBG cord-280942-ej8fx52u 295 13 them -PRON- PRP cord-280942-ej8fx52u 295 14 available available JJ cord-280942-ej8fx52u 295 15 to to IN cord-280942-ej8fx52u 295 16 the the DT cord-280942-ej8fx52u 295 17 modelling modelling NN cord-280942-ej8fx52u 295 18 community community NN cord-280942-ej8fx52u 295 19 . . . cord-280942-ej8fx52u 296 1 This this DT cord-280942-ej8fx52u 296 2 requirement requirement NN cord-280942-ej8fx52u 296 3 obviously obviously RB cord-280942-ej8fx52u 296 4 extends extend VBZ cord-280942-ej8fx52u 296 5 beyond beyond IN cord-280942-ej8fx52u 296 6 ICU ICU NNP cord-280942-ej8fx52u 296 7 occupancy occupancy NN cord-280942-ej8fx52u 296 8 and and CC cord-280942-ej8fx52u 296 9 negative negative JJ cord-280942-ej8fx52u 296 10 test test NN cord-280942-ej8fx52u 296 11 rates rate NNS cord-280942-ej8fx52u 296 12 Salomon Salomon NNP cord-280942-ej8fx52u 296 13 , , , cord-280942-ej8fx52u 296 14 2020 2020 CD cord-280942-ej8fx52u 296 15 ) ) -RRB- cord-280942-ej8fx52u 296 16 . . . cord-280942-ej8fx52u 297 1 In in IN cord-280942-ej8fx52u 297 2 the the DT cord-280942-ej8fx52u 297 3 near near JJ cord-280942-ej8fx52u 297 4 future future NN cord-280942-ej8fx52u 297 5 for for IN cord-280942-ej8fx52u 297 6 instance instance NN cord-280942-ej8fx52u 297 7 , , , cord-280942-ej8fx52u 297 8 data datum NNS cord-280942-ej8fx52u 297 9 about about IN cord-280942-ej8fx52u 297 10 the the DT cord-280942-ej8fx52u 297 11 number number NN cord-280942-ej8fx52u 297 12 of of IN cord-280942-ej8fx52u 297 13 asymptomatic asymptomatic JJ cord-280942-ej8fx52u 297 14 cases case NNS cord-280942-ej8fx52u 297 15 in in IN cord-280942-ej8fx52u 297 16 the the DT cord-280942-ej8fx52u 297 17 population population NN cord-280942-ej8fx52u 297 18 , , , cord-280942-ej8fx52u 297 19 about about IN cord-280942-ej8fx52u 297 20 how how WRB cord-280942-ej8fx52u 297 21 infectious infectious JJ cord-280942-ej8fx52u 297 22 are be VBP cord-280942-ej8fx52u 297 23 children child NNS cord-280942-ej8fx52u 297 24 or or CC cord-280942-ej8fx52u 297 25 about about IN cord-280942-ej8fx52u 297 26 individual individual JJ cord-280942-ej8fx52u 297 27 immunity immunity NN cord-280942-ej8fx52u 297 28 after after IN cord-280942-ej8fx52u 297 29 recovery recovery NN cord-280942-ej8fx52u 297 30 may may MD cord-280942-ej8fx52u 297 31 prove prove VB cord-280942-ej8fx52u 297 32 critical critical JJ cord-280942-ej8fx52u 297 33 . . . cord-280942-ej8fx52u 298 1 In in IN cord-280942-ej8fx52u 298 2 order order NN cord-280942-ej8fx52u 298 3 to to TO cord-280942-ej8fx52u 298 4 validate validate VB cord-280942-ej8fx52u 298 5 model model NN cord-280942-ej8fx52u 298 6 predictions prediction NNS cord-280942-ej8fx52u 298 7 , , , cord-280942-ej8fx52u 298 8 particularly particularly RB cord-280942-ej8fx52u 298 9 those those DT cord-280942-ej8fx52u 298 10 related relate VBN cord-280942-ej8fx52u 298 11 to to IN cord-280942-ej8fx52u 298 12 infected infected JJ cord-280942-ej8fx52u 298 13 or or CC cord-280942-ej8fx52u 298 14 clinical clinical JJ cord-280942-ej8fx52u 298 15 status status NN cord-280942-ej8fx52u 298 16 , , , cord-280942-ej8fx52u 298 17 biological biological JJ cord-280942-ej8fx52u 298 18 assays assay NNS cord-280942-ej8fx52u 298 19 of of IN cord-280942-ej8fx52u 298 20 these these DT cord-280942-ej8fx52u 298 21 inferred infer VBN cord-280942-ej8fx52u 298 22 measures measure NNS cord-280942-ej8fx52u 298 23 are be VBP cord-280942-ej8fx52u 298 24 required require VBN cord-280942-ej8fx52u 298 25 . . . cord-280942-ej8fx52u 299 1 Serological serological JJ cord-280942-ej8fx52u 299 2 surveys survey NNS cord-280942-ej8fx52u 299 3 for for IN cord-280942-ej8fx52u 299 4 example example NN cord-280942-ej8fx52u 299 5 are be VBP cord-280942-ej8fx52u 299 6 being be VBG cord-280942-ej8fx52u 299 7 rolled roll VBN cord-280942-ej8fx52u 299 8 out out RP cord-280942-ej8fx52u 299 9 to to TO cord-280942-ej8fx52u 299 10 examine examine VB cord-280942-ej8fx52u 299 11 community community NN cord-280942-ej8fx52u 299 12 infection infection NN cord-280942-ej8fx52u 299 13 rates rate NNS cord-280942-ej8fx52u 299 14 . . . cord-280942-ej8fx52u 300 1 In in IN cord-280942-ej8fx52u 300 2 a a DT cord-280942-ej8fx52u 300 3 recent recent JJ cord-280942-ej8fx52u 300 4 study study NN cord-280942-ej8fx52u 300 5 in in IN cord-280942-ej8fx52u 300 6 the the DT cord-280942-ej8fx52u 300 7 Santa Santa NNP cord-280942-ej8fx52u 300 8 Clara Clara NNP cord-280942-ej8fx52u 300 9 region region NN cord-280942-ej8fx52u 300 10 of of IN cord-280942-ej8fx52u 300 11 California California NNP cord-280942-ej8fx52u 300 12 antibodies antibody NNS cord-280942-ej8fx52u 300 13 to to IN cord-280942-ej8fx52u 300 14 SARs SARs NNP cord-280942-ej8fx52u 300 15 - - : cord-280942-ej8fx52u 300 16 CoV-2 CoV-2 NNP cord-280942-ej8fx52u 300 17 were be VBD cord-280942-ej8fx52u 300 18 identified identify VBN cord-280942-ej8fx52u 300 19 in in IN cord-280942-ej8fx52u 300 20 1.5 1.5 CD cord-280942-ej8fx52u 300 21 % % NN cord-280942-ej8fx52u 300 22 of of IN cord-280942-ej8fx52u 300 23 3,330 3,330 CD cord-280942-ej8fx52u 300 24 people people NNS cord-280942-ej8fx52u 300 25 sampledwith sampledwith NNP cord-280942-ej8fx52u 300 26 an an DT cord-280942-ej8fx52u 300 27 adjusted adjust VBN cord-280942-ej8fx52u 300 28 population population NN cord-280942-ej8fx52u 300 29 prevalence prevalence NN cord-280942-ej8fx52u 300 30 of of IN cord-280942-ej8fx52u 300 31 2.4 2.4 CD cord-280942-ej8fx52u 300 32 % % NN cord-280942-ej8fx52u 300 33 to to IN cord-280942-ej8fx52u 300 34 4.26 4.26 CD cord-280942-ej8fx52u 300 35 % % NN cord-280942-ej8fx52u 300 36 of of IN cord-280942-ej8fx52u 300 37 the the DT cord-280942-ej8fx52u 300 38 population population NN cord-280942-ej8fx52u 301 1 ( ( -LRB- cord-280942-ej8fx52u 301 2 Bendavid Bendavid NNP cord-280942-ej8fx52u 301 3 et et NNP cord-280942-ej8fx52u 301 4 al al NNP cord-280942-ej8fx52u 301 5 . . NNP cord-280942-ej8fx52u 301 6 , , , cord-280942-ej8fx52u 301 7 2020 2020 CD cord-280942-ej8fx52u 301 8 ) ) -RRB- cord-280942-ej8fx52u 301 9 , , , cord-280942-ej8fx52u 301 10 with with IN cord-280942-ej8fx52u 301 11 similar similar JJ cord-280942-ej8fx52u 301 12 rates rate NNS cord-280942-ej8fx52u 301 13 identified identify VBN cord-280942-ej8fx52u 301 14 in in IN cord-280942-ej8fx52u 301 15 an an DT cord-280942-ej8fx52u 301 16 analysis analysis NN cord-280942-ej8fx52u 301 17 of of IN cord-280942-ej8fx52u 301 18 Dutch dutch JJ cord-280942-ej8fx52u 301 19 blood blood NN cord-280942-ej8fx52u 301 20 samples sample NNS cord-280942-ej8fx52u 301 21 in in IN cord-280942-ej8fx52u 301 22 line line NN cord-280942-ej8fx52u 301 23 with with IN cord-280942-ej8fx52u 301 24 model model NN cord-280942-ej8fx52u 301 25 estimates estimate NNS cord-280942-ej8fx52u 301 26 . . . cord-280942-ej8fx52u 302 1 Larger large JJR cord-280942-ej8fx52u 302 2 ' ' `` cord-280942-ej8fx52u 302 3 serosurveys serosurvey NNS cord-280942-ej8fx52u 302 4 ' ' '' cord-280942-ej8fx52u 302 5 will will MD cord-280942-ej8fx52u 302 6 ultimately ultimately RB cord-280942-ej8fx52u 302 7 be be VB cord-280942-ej8fx52u 302 8 required require VBN cord-280942-ej8fx52u 302 9 to to TO cord-280942-ej8fx52u 302 10 more more RBR cord-280942-ej8fx52u 302 11 precisely precisely RB cord-280942-ej8fx52u 302 12 define define VB cord-280942-ej8fx52u 302 13 these these DT cord-280942-ej8fx52u 302 14 measures measure NNS cord-280942-ej8fx52u 302 15 with with IN cord-280942-ej8fx52u 302 16 large large JJ cord-280942-ej8fx52u 302 17 populations population NNS cord-280942-ej8fx52u 302 18 being be VBG cord-280942-ej8fx52u 302 19 enrolled enrol VBN cord-280942-ej8fx52u 302 20 currently currently RB cord-280942-ej8fx52u 302 21 in in IN cord-280942-ej8fx52u 302 22 Germany Germany NNP cord-280942-ej8fx52u 302 23 and and CC cord-280942-ej8fx52u 302 24 by by IN cord-280942-ej8fx52u 302 25 the the DT cord-280942-ej8fx52u 302 26 US US NNP cord-280942-ej8fx52u 302 27 National National NNP cord-280942-ej8fx52u 302 28 Institute Institute NNP cord-280942-ej8fx52u 302 29 of of IN cord-280942-ej8fx52u 302 30 Health Health NNP cord-280942-ej8fx52u 302 31 . . . cord-280942-ej8fx52u 303 1 In in IN cord-280942-ej8fx52u 303 2 addition addition NN cord-280942-ej8fx52u 303 3 , , , cord-280942-ej8fx52u 303 4 reports report NNS cord-280942-ej8fx52u 303 5 from from IN cord-280942-ej8fx52u 303 6 centres centre NNS cord-280942-ej8fx52u 303 7 of of IN cord-280942-ej8fx52u 303 8 recent recent JJ cord-280942-ej8fx52u 303 9 outbreaks outbreak NNS cord-280942-ej8fx52u 303 10 are be VBP cord-280942-ej8fx52u 303 11 providing provide VBG cord-280942-ej8fx52u 303 12 further further JJ cord-280942-ej8fx52u 303 13 details detail NNS cord-280942-ej8fx52u 303 14 that that WDT cord-280942-ej8fx52u 303 15 can can MD cord-280942-ej8fx52u 303 16 inform inform VB cord-280942-ej8fx52u 303 17 model model NN cord-280942-ej8fx52u 303 18 parameter parameter NN cord-280942-ej8fx52u 303 19 priors prior NNS cord-280942-ej8fx52u 303 20 . . . cord-280942-ej8fx52u 304 1 For for IN cord-280942-ej8fx52u 304 2 example example NN cord-280942-ej8fx52u 304 3 two two CD cord-280942-ej8fx52u 304 4 hospitals hospital NNS cord-280942-ej8fx52u 304 5 in in IN cord-280942-ej8fx52u 304 6 New New NNP cord-280942-ej8fx52u 304 7 York York NNP cord-280942-ej8fx52u 304 8 City City NNP cord-280942-ej8fx52u 304 9 have have VBP cord-280942-ej8fx52u 304 10 recently recently RB cord-280942-ej8fx52u 304 11 reported report VBN cord-280942-ej8fx52u 304 12 a a DT cord-280942-ej8fx52u 304 13 mechanical mechanical JJ cord-280942-ej8fx52u 304 14 ventilation ventilation NN cord-280942-ej8fx52u 304 15 requirement requirement NN cord-280942-ej8fx52u 304 16 for for IN cord-280942-ej8fx52u 304 17 33.1 33.1 CD cord-280942-ej8fx52u 304 18 % % NN cord-280942-ej8fx52u 304 19 of of IN cord-280942-ej8fx52u 304 20 patients patient NNS cord-280942-ej8fx52u 304 21 admitted admit VBN cord-280942-ej8fx52u 304 22 for for IN cord-280942-ej8fx52u 304 23 the the DT cord-280942-ej8fx52u 304 24 treatment treatment NN cord-280942-ej8fx52u 304 25 of of IN cord-280942-ej8fx52u 304 26 Covid-19 covid-19 NN cord-280942-ej8fx52u 304 27 ( ( -LRB- cord-280942-ej8fx52u 304 28 Goyal Goyal NNP cord-280942-ej8fx52u 304 29 et et NNP cord-280942-ej8fx52u 304 30 al al NNP cord-280942-ej8fx52u 304 31 . . NNP cord-280942-ej8fx52u 304 32 , , , cord-280942-ej8fx52u 304 33 2020 2020 CD cord-280942-ej8fx52u 304 34 ) ) -RRB- cord-280942-ej8fx52u 304 35 . . . cord-280942-ej8fx52u 305 1 The the DT cord-280942-ej8fx52u 305 2 impact impact NN cord-280942-ej8fx52u 305 3 of of IN cord-280942-ej8fx52u 305 4 these these DT cord-280942-ej8fx52u 305 5 and and CC cord-280942-ej8fx52u 305 6 other other JJ cord-280942-ej8fx52u 305 7 kinds kind NNS cord-280942-ej8fx52u 305 8 of of IN cord-280942-ej8fx52u 305 9 data datum NNS cord-280942-ej8fx52u 305 10 on on IN cord-280942-ej8fx52u 305 11 the the DT cord-280942-ej8fx52u 305 12 reliability reliability NN cord-280942-ej8fx52u 305 13 of of IN cord-280942-ej8fx52u 305 14 model model NN cord-280942-ej8fx52u 305 15 - - HYPH cord-280942-ej8fx52u 305 16 based base VBN cord-280942-ej8fx52u 305 17 predictions prediction NNS cord-280942-ej8fx52u 305 18 could could MD cord-280942-ej8fx52u 305 19 be be VB cord-280942-ej8fx52u 305 20 evaluated evaluate VBN cord-280942-ej8fx52u 305 21 with with IN cord-280942-ej8fx52u 305 22 the the DT cord-280942-ej8fx52u 305 23 approach approach NN cord-280942-ej8fx52u 305 24 presented present VBN cord-280942-ej8fx52u 305 25 here here RB cord-280942-ej8fx52u 305 26 , , , cord-280942-ej8fx52u 305 27 irrespective irrespective RB cord-280942-ej8fx52u 305 28 of of IN cord-280942-ej8fx52u 305 29 the the DT cord-280942-ej8fx52u 305 30 model model NN cord-280942-ej8fx52u 305 31 used use VBN cord-280942-ej8fx52u 305 32 . . . cord-280942-ej8fx52u 305 33 . . . cord-280942-ej8fx52u 306 1 CC CC NNP cord-280942-ej8fx52u 306 2 - - HYPH cord-280942-ej8fx52u 306 3 BY BY NNP cord-280942-ej8fx52u 306 4 - - HYPH cord-280942-ej8fx52u 306 5 ND ND NNP cord-280942-ej8fx52u 306 6 4.0 4.0 CD cord-280942-ej8fx52u 306 7 International international JJ cord-280942-ej8fx52u 306 8 license license NN cord-280942-ej8fx52u 307 1 It -PRON- PRP cord-280942-ej8fx52u 307 2 is be VBZ cord-280942-ej8fx52u 307 3 made make VBN cord-280942-ej8fx52u 307 4 available available JJ cord-280942-ej8fx52u 307 5 under under IN cord-280942-ej8fx52u 307 6 a a DT cord-280942-ej8fx52u 308 1 is be VBZ cord-280942-ej8fx52u 308 2 the the DT cord-280942-ej8fx52u 308 3 author author NN cord-280942-ej8fx52u 308 4 / / SYM cord-280942-ej8fx52u 308 5 funder funder NN cord-280942-ej8fx52u 308 6 , , , cord-280942-ej8fx52u 308 7 who who WP cord-280942-ej8fx52u 308 8 has have VBZ cord-280942-ej8fx52u 308 9 granted grant VBN cord-280942-ej8fx52u 308 10 medRxiv medRxiv NNS cord-280942-ej8fx52u 308 11 a a DT cord-280942-ej8fx52u 308 12 license license NN cord-280942-ej8fx52u 308 13 to to TO cord-280942-ej8fx52u 308 14 display display VB cord-280942-ej8fx52u 308 15 the the DT cord-280942-ej8fx52u 308 16 preprint preprint NN cord-280942-ej8fx52u 308 17 in in IN cord-280942-ej8fx52u 308 18 perpetuity perpetuity NN cord-280942-ej8fx52u 308 19 . . . cord-280942-ej8fx52u 309 1 ( ( -LRB- cord-280942-ej8fx52u 309 2 which which WDT cord-280942-ej8fx52u 309 3 was be VBD cord-280942-ej8fx52u 309 4 not not RB cord-280942-ej8fx52u 309 5 certified certify VBN cord-280942-ej8fx52u 309 6 by by IN cord-280942-ej8fx52u 309 7 peer peer NN cord-280942-ej8fx52u 309 8 review review NN cord-280942-ej8fx52u 309 9 ) ) -RRB- cord-280942-ej8fx52u 310 1 The the DT cord-280942-ej8fx52u 310 2 copyright copyright NN cord-280942-ej8fx52u 310 3 holder holder NN cord-280942-ej8fx52u 310 4 for for IN cord-280942-ej8fx52u 310 5 this this DT cord-280942-ej8fx52u 310 6 preprint preprint NN cord-280942-ej8fx52u 310 7 this this DT cord-280942-ej8fx52u 310 8 version version NN cord-280942-ej8fx52u 310 9 posted post VBN cord-280942-ej8fx52u 310 10 April April NNP cord-280942-ej8fx52u 310 11 29 29 CD cord-280942-ej8fx52u 310 12 , , , cord-280942-ej8fx52u 310 13 2020 2020 CD cord-280942-ej8fx52u 310 14 . . . cord-280942-ej8fx52u 310 15 . . . cord-280942-ej8fx52u 311 1 https://doi.org/10.1101 https://doi.org/10.1101 NNP cord-280942-ej8fx52u 311 2 /2020 /2020 NNP cord-280942-ej8fx52u 311 3 _SP cord-280942-ej8fx52u 312 1 SPM SPM NNP cord-280942-ej8fx52u 312 2 : : : cord-280942-ej8fx52u 313 1 A a DT cord-280942-ej8fx52u 313 2 history history NN cord-280942-ej8fx52u 313 3 COVID-19 covid-19 DT cord-280942-ej8fx52u 313 4 Antibody Antibody NNP cord-280942-ej8fx52u 313 5 Seroprevalence Seroprevalence NNP cord-280942-ej8fx52u 313 6 in in IN cord-280942-ej8fx52u 313 7 Data Data NNP cord-280942-ej8fx52u 313 8 - - HYPH cord-280942-ej8fx52u 313 9 Driven Driven NNP cord-280942-ej8fx52u 313 10 Study Study NNP cord-280942-ej8fx52u 313 11 of of IN cord-280942-ej8fx52u 313 12 the the DT cord-280942-ej8fx52u 313 13 COVID-19 COVID-19 NNP cord-280942-ej8fx52u 313 14 Pandemic Pandemic NNP cord-280942-ej8fx52u 313 15 via via IN cord-280942-ej8fx52u 313 16 Age Age NNP cord-280942-ej8fx52u 313 17 - - HYPH cord-280942-ej8fx52u 313 18 Structured Structured NNP cord-280942-ej8fx52u 313 19 Modelling Modelling NNP cord-280942-ej8fx52u 313 20 and and CC cord-280942-ej8fx52u 313 21 Prediction Prediction NNP cord-280942-ej8fx52u 313 22 of of IN cord-280942-ej8fx52u 313 23 the the DT cord-280942-ej8fx52u 313 24 Health Health NNP cord-280942-ej8fx52u 313 25 System System NNP cord-280942-ej8fx52u 313 26 Failure Failure NNP cord-280942-ej8fx52u 313 27 in in IN cord-280942-ej8fx52u 313 28 Brazil Brazil NNP cord-280942-ej8fx52u 313 29 amid amid IN cord-280942-ej8fx52u 313 30 Diverse diverse JJ cord-280942-ej8fx52u 313 31 Intervention Intervention NNP cord-280942-ej8fx52u 313 32 Strategies strategy NNS cord-280942-ej8fx52u 313 33 Mitigating mitigate VBG cord-280942-ej8fx52u 313 34 COVID-19 covid-19 JJ cord-280942-ej8fx52u 313 35 outbreak outbreak NN cord-280942-ej8fx52u 313 36 via via IN cord-280942-ej8fx52u 313 37 high high JJ cord-280942-ej8fx52u 313 38 testing testing NN cord-280942-ej8fx52u 313 39 capacity capacity NN cord-280942-ej8fx52u 313 40 and and CC cord-280942-ej8fx52u 313 41 strong strong JJ cord-280942-ej8fx52u 313 42 transmission transmission NN cord-280942-ej8fx52u 313 43 - - HYPH cord-280942-ej8fx52u 313 44 intervention intervention NN cord-280942-ej8fx52u 313 45 in in IN cord-280942-ej8fx52u 313 46 the the DT cord-280942-ej8fx52u 313 47 United United NNP cord-280942-ej8fx52u 313 48 States States NNP cord-280942-ej8fx52u 314 1 The the DT cord-280942-ej8fx52u 314 2 variational variational JJ cord-280942-ej8fx52u 314 3 Laplace Laplace NNP cord-280942-ej8fx52u 314 4 approach approach NN cord-280942-ej8fx52u 314 5 to to TO cord-280942-ej8fx52u 314 6 approximate approximate VB cord-280942-ej8fx52u 314 7 Bayesian bayesian JJ cord-280942-ej8fx52u 314 8 inference inference NN cord-280942-ej8fx52u 314 9 VBA vba NN cord-280942-ej8fx52u 314 10 : : : cord-280942-ej8fx52u 315 1 A a DT cord-280942-ej8fx52u 315 2 Probabilistic Probabilistic NNP cord-280942-ej8fx52u 315 3 Treatment Treatment NNP cord-280942-ej8fx52u 315 4 of of IN cord-280942-ej8fx52u 315 5 Nonlinear Nonlinear NNP cord-280942-ej8fx52u 315 6 Models Models NNPS cord-280942-ej8fx52u 315 7 for for IN cord-280942-ej8fx52u 315 8 Neurobiological Neurobiological NNP cord-280942-ej8fx52u 315 9 and and CC cord-280942-ej8fx52u 315 10 Behavioural Behavioural NNP cord-280942-ej8fx52u 315 11 Data Data NNP cord-280942-ej8fx52u 315 12 Variational Variational NNP cord-280942-ej8fx52u 315 13 free free JJ cord-280942-ej8fx52u 315 14 energy energy NN cord-280942-ej8fx52u 315 15 and and CC cord-280942-ej8fx52u 315 16 the the DT cord-280942-ej8fx52u 315 17 Laplace Laplace NNP cord-280942-ej8fx52u 315 18 approximation approximation NN cord-280942-ej8fx52u 315 19 Dynamic dynamic JJ cord-280942-ej8fx52u 315 20 causal causal NN cord-280942-ej8fx52u 315 21 modelling modelling NN cord-280942-ej8fx52u 315 22 of of IN cord-280942-ej8fx52u 315 23 COVID-19 COVID-19 NNP cord-280942-ej8fx52u 315 24 The the DT cord-280942-ej8fx52u 315 25 impact impact NN cord-280942-ej8fx52u 315 26 of of IN cord-280942-ej8fx52u 315 27 early early JJ cord-280942-ej8fx52u 315 28 social social JJ cord-280942-ej8fx52u 315 29 distancing distancing NN cord-280942-ej8fx52u 315 30 at at IN cord-280942-ej8fx52u 315 31 COVID-19 COVID-19 NNP cord-280942-ej8fx52u 315 32 Outbreak Outbreak NNP cord-280942-ej8fx52u 315 33 in in IN cord-280942-ej8fx52u 315 34 the the DT cord-280942-ej8fx52u 315 35 largest large JJS cord-280942-ej8fx52u 315 36 Metropolitan Metropolitan NNP cord-280942-ej8fx52u 315 37 Area Area NNP cord-280942-ej8fx52u 315 38 of of IN cord-280942-ej8fx52u 315 39 Brazil Brazil NNP cord-280942-ej8fx52u 315 40 Evoked evoke VBD cord-280942-ej8fx52u 315 41 brain brain NN cord-280942-ej8fx52u 315 42 responses response NNS cord-280942-ej8fx52u 315 43 are be VBP cord-280942-ej8fx52u 315 44 generated generate VBN cord-280942-ej8fx52u 315 45 by by IN cord-280942-ej8fx52u 315 46 feedback feedback NN cord-280942-ej8fx52u 315 47 loops loop NNS cord-280942-ej8fx52u 315 48 Improving improve VBG cord-280942-ej8fx52u 315 49 the the DT cord-280942-ej8fx52u 315 50 estimation estimation NN cord-280942-ej8fx52u 315 51 of of IN cord-280942-ej8fx52u 315 52 influenza influenza NN cord-280942-ej8fx52u 315 53 - - HYPH cord-280942-ej8fx52u 315 54 related relate VBN cord-280942-ej8fx52u 315 55 mortality mortality NN cord-280942-ej8fx52u 315 56 over over IN cord-280942-ej8fx52u 315 57 a a DT cord-280942-ej8fx52u 315 58 seasonal seasonal JJ cord-280942-ej8fx52u 315 59 baseline baseline JJ cord-280942-ej8fx52u 315 60 Clinical Clinical NNP cord-280942-ej8fx52u 315 61 Characteristics characteristic NNS cord-280942-ej8fx52u 315 62 of of IN cord-280942-ej8fx52u 315 63 Covid-19 Covid-19 NNP cord-280942-ej8fx52u 315 64 in in IN cord-280942-ej8fx52u 315 65 Suppression Suppression NNP cord-280942-ej8fx52u 315 66 and and CC cord-280942-ej8fx52u 315 67 Mitigation Mitigation NNP cord-280942-ej8fx52u 315 68 Strategies Strategies NNPS cord-280942-ej8fx52u 315 69 for for IN cord-280942-ej8fx52u 315 70 Control Control NNP cord-280942-ej8fx52u 315 71 of of IN cord-280942-ej8fx52u 315 72 COVID-19 COVID-19 NNP cord-280942-ej8fx52u 315 73 in in IN cord-280942-ej8fx52u 315 74 New New NNP cord-280942-ej8fx52u 315 75 Zealand Zealand NNP cord-280942-ej8fx52u 315 76 Chloroquine Chloroquine NNP cord-280942-ej8fx52u 315 77 and and CC cord-280942-ej8fx52u 315 78 hydroxychloroquine hydroxychloroquine NN cord-280942-ej8fx52u 315 79 for for IN cord-280942-ej8fx52u 315 80 the the DT cord-280942-ej8fx52u 315 81 treatment treatment NN cord-280942-ej8fx52u 315 82 of of IN cord-280942-ej8fx52u 315 83 COVID-19 COVID-19 NNP cord-280942-ej8fx52u 315 84 : : : cord-280942-ej8fx52u 315 85 A a DT cord-280942-ej8fx52u 315 86 living live VBG cord-280942-ej8fx52u 315 87 systematic systematic JJ cord-280942-ej8fx52u 315 88 review review NN cord-280942-ej8fx52u 315 89 protocol protocol NN cord-280942-ej8fx52u 315 90 Updating update VBG cord-280942-ej8fx52u 315 91 the the DT cord-280942-ej8fx52u 315 92 accounts account NNS cord-280942-ej8fx52u 315 93 : : : cord-280942-ej8fx52u 316 1 global global JJ cord-280942-ej8fx52u 316 2 mortality mortality NN cord-280942-ej8fx52u 316 3 of of IN cord-280942-ej8fx52u 316 4 the the DT cord-280942-ej8fx52u 316 5 1918 1918 CD cord-280942-ej8fx52u 316 6 - - SYM cord-280942-ej8fx52u 316 7 1920 1920 CD cord-280942-ej8fx52u 316 8 " " `` cord-280942-ej8fx52u 316 9 Spanish spanish JJ cord-280942-ej8fx52u 316 10 " " '' cord-280942-ej8fx52u 316 11 influenza influenza NN cord-280942-ej8fx52u 316 12 pandemic pandemic NN cord-280942-ej8fx52u 316 13 Approximate Approximate NNP cord-280942-ej8fx52u 316 14 Bayesian Bayesian NNP cord-280942-ej8fx52u 316 15 Inference Inference NNP cord-280942-ej8fx52u 316 16 in in IN cord-280942-ej8fx52u 316 17 Conditionally conditionally RB cord-280942-ej8fx52u 316 18 Independent Independent NNP cord-280942-ej8fx52u 316 19 Hierarchical Hierarchical NNP cord-280942-ej8fx52u 316 20 Models Models NNPS cord-280942-ej8fx52u 317 1 ( ( -LRB- cord-280942-ej8fx52u 317 2 Parametric Parametric NNP cord-280942-ej8fx52u 317 3 Empirical Empirical NNP cord-280942-ej8fx52u 317 4 Bayes Bayes NNP cord-280942-ej8fx52u 317 5 Models Models NNPS cord-280942-ej8fx52u 317 6 ) ) -RRB- cord-280942-ej8fx52u 318 1 A a DT cord-280942-ej8fx52u 318 2 contribution contribution NN cord-280942-ej8fx52u 318 3 to to IN cord-280942-ej8fx52u 318 4 the the DT cord-280942-ej8fx52u 318 5 mathematical mathematical JJ cord-280942-ej8fx52u 318 6 theory theory NN cord-280942-ej8fx52u 318 7 of of IN cord-280942-ej8fx52u 318 8 epidemics epidemic NNS cord-280942-ej8fx52u 318 9 Projecting project VBG cord-280942-ej8fx52u 318 10 the the DT cord-280942-ej8fx52u 318 11 transmission transmission NN cord-280942-ej8fx52u 318 12 dynamics dynamic NNS cord-280942-ej8fx52u 318 13 of of IN cord-280942-ej8fx52u 318 14 SARS SARS NNP cord-280942-ej8fx52u 318 15 - - : cord-280942-ej8fx52u 318 16 CoV-2 CoV-2 NNP cord-280942-ej8fx52u 318 17 through through IN cord-280942-ej8fx52u 318 18 the the DT cord-280942-ej8fx52u 318 19 postpandemic postpandemic JJ cord-280942-ej8fx52u 318 20 period period NN cord-280942-ej8fx52u 318 21 Explaining explain VBG cord-280942-ej8fx52u 318 22 the the DT cord-280942-ej8fx52u 318 23 Bomb Bomb NNP cord-280942-ej8fx52u 318 24 - - HYPH cord-280942-ej8fx52u 318 25 Like Like NNP cord-280942-ej8fx52u 318 26 Dynamics Dynamics NNPS cord-280942-ej8fx52u 318 27 of of IN cord-280942-ej8fx52u 318 28 COVID-19 COVID-19 NNP cord-280942-ej8fx52u 318 29 with with IN cord-280942-ej8fx52u 318 30 Modeling Modeling NNP cord-280942-ej8fx52u 318 31 and and CC cord-280942-ej8fx52u 318 32 the the DT cord-280942-ej8fx52u 318 33 Implications implication NNS cord-280942-ej8fx52u 318 34 for for IN cord-280942-ej8fx52u 318 35 Policy policy NN cord-280942-ej8fx52u 318 36 Projecting project VBG cord-280942-ej8fx52u 318 37 hospital hospital NN cord-280942-ej8fx52u 318 38 utilization utilization NN cord-280942-ej8fx52u 318 39 during during IN cord-280942-ej8fx52u 318 40 the the DT cord-280942-ej8fx52u 318 41 COVID-19 covid-19 JJ cord-280942-ej8fx52u 318 42 outbreaks outbreak NNS cord-280942-ej8fx52u 318 43 in in IN cord-280942-ej8fx52u 318 44 the the DT cord-280942-ej8fx52u 318 45 United United NNP cord-280942-ej8fx52u 318 46 States States NNP cord-280942-ej8fx52u 318 47 Estimating Estimating NNP cord-280942-ej8fx52u 318 48 required require VBD cord-280942-ej8fx52u 318 49 lockdown lockdown NN cord-280942-ej8fx52u 318 50 cycles cycle NNS cord-280942-ej8fx52u 318 51 before before IN cord-280942-ej8fx52u 318 52 immunity immunity NN cord-280942-ej8fx52u 318 53 to to IN cord-280942-ej8fx52u 318 54 SARS SARS NNP cord-280942-ej8fx52u 318 55 - - HYPH cord-280942-ej8fx52u 318 56 CoV-2 CoV-2 NNP cord-280942-ej8fx52u 318 57 : : : cord-280942-ej8fx52u 318 58 Model model NN cord-280942-ej8fx52u 318 59 - - HYPH cord-280942-ej8fx52u 318 60 based base VBN cord-280942-ej8fx52u 318 61 analyses analysis NNS cord-280942-ej8fx52u 318 62 of of IN cord-280942-ej8fx52u 318 63 susceptible susceptible JJ cord-280942-ej8fx52u 318 64 population population NN cord-280942-ej8fx52u 318 65 sizes size NNS cord-280942-ej8fx52u 318 66 , , , cord-280942-ej8fx52u 318 67 S0 S0 NNP cord-280942-ej8fx52u 318 68 , , , cord-280942-ej8fx52u 318 69 in in IN cord-280942-ej8fx52u 318 70 seven seven CD cord-280942-ej8fx52u 318 71 European european JJ cord-280942-ej8fx52u 318 72 countries country NNS cord-280942-ej8fx52u 318 73 including include VBG cord-280942-ej8fx52u 318 74 the the DT cord-280942-ej8fx52u 318 75 UK UK NNP cord-280942-ej8fx52u 318 76 and and CC cord-280942-ej8fx52u 318 77 Ireland Ireland NNP cord-280942-ej8fx52u 318 78 Pick Pick NNP cord-280942-ej8fx52u 318 79 of of IN cord-280942-ej8fx52u 318 80 the the DT cord-280942-ej8fx52u 318 81 coronavirus coronavirus NN cord-280942-ej8fx52u 318 82 papers paper NNS cord-280942-ej8fx52u 318 83 : : : cord-280942-ej8fx52u 318 84 How how WRB cord-280942-ej8fx52u 318 85 Hong Hong NNP cord-280942-ej8fx52u 318 86 Kong Kong NNP cord-280942-ej8fx52u 318 87 stemmed stem VBD cord-280942-ej8fx52u 318 88 viral viral JJ cord-280942-ej8fx52u 318 89 spread spread NN cord-280942-ej8fx52u 318 90 without without IN cord-280942-ej8fx52u 318 91 harsh harsh JJ cord-280942-ej8fx52u 318 92 restrictions restriction NNS cord-280942-ej8fx52u 318 93 Report Report NNP cord-280942-ej8fx52u 318 94 from from IN cord-280942-ej8fx52u 318 95 the the DT cord-280942-ej8fx52u 318 96 American American NNP cord-280942-ej8fx52u 318 97 Society Society NNP cord-280942-ej8fx52u 318 98 for for IN cord-280942-ej8fx52u 318 99 Microbiology Microbiology NNP cord-280942-ej8fx52u 319 1 COVID-19 COVID-19 NNP cord-280942-ej8fx52u 319 2 International International NNP cord-280942-ej8fx52u 319 3 Summit Summit NNP cord-280942-ej8fx52u 320 1 A a DT cord-280942-ej8fx52u 320 2 mechanistic mechanistic JJ cord-280942-ej8fx52u 320 3 population population NN cord-280942-ej8fx52u 320 4 balance balance NN cord-280942-ej8fx52u 320 5 model model NN cord-280942-ej8fx52u 320 6 to to TO cord-280942-ej8fx52u 320 7 evaluate evaluate VB cord-280942-ej8fx52u 320 8 the the DT cord-280942-ej8fx52u 320 9 impact impact NN cord-280942-ej8fx52u 320 10 of of IN cord-280942-ej8fx52u 320 11 interventions intervention NNS cord-280942-ej8fx52u 320 12 on on IN cord-280942-ej8fx52u 320 13 infectious infectious JJ cord-280942-ej8fx52u 320 14 disease disease NN cord-280942-ej8fx52u 320 15 outbreaks outbreak NNS cord-280942-ej8fx52u 321 1 : : : cord-280942-ej8fx52u 321 2 Case case VB cord-280942-ej8fx52u 321 3 for for IN cord-280942-ej8fx52u 321 4 COVID19 covid19 NN cord-280942-ej8fx52u 321 5 Defining define VBG cord-280942-ej8fx52u 321 6 high high JJ cord-280942-ej8fx52u 321 7 - - HYPH cord-280942-ej8fx52u 321 8 value value NN cord-280942-ej8fx52u 321 9 information information NN cord-280942-ej8fx52u 321 10 for for IN cord-280942-ej8fx52u 321 11 COVID-19 covid-19 JJ cord-280942-ej8fx52u 321 12 decision decision NN cord-280942-ej8fx52u 321 13 - - HYPH cord-280942-ej8fx52u 321 14 making make VBG