id sid tid token lemma pos cord-303489-ve1fgnyg 1 1 key key NN cord-303489-ve1fgnyg 1 2 : : : cord-303489-ve1fgnyg 2 1 cord-303489-ve1fgnyg cord-303489-ve1fgnyg PRP$ cord-303489-ve1fgnyg 2 2 authors author NNS cord-303489-ve1fgnyg 2 3 : : : cord-303489-ve1fgnyg 2 4 Klabunde Klabunde NNP cord-303489-ve1fgnyg 2 5 , , , cord-303489-ve1fgnyg 2 6 Thomas Thomas NNP cord-303489-ve1fgnyg 2 7 ; ; : cord-303489-ve1fgnyg 2 8 Giegerich Giegerich NNP cord-303489-ve1fgnyg 2 9 , , , cord-303489-ve1fgnyg 2 10 Clemens Clemens NNP cord-303489-ve1fgnyg 2 11 title title NN cord-303489-ve1fgnyg 2 12 : : : cord-303489-ve1fgnyg 2 13 How how WRB cord-303489-ve1fgnyg 2 14 high high JJ cord-303489-ve1fgnyg 2 15 and and CC cord-303489-ve1fgnyg 2 16 long long RB cord-303489-ve1fgnyg 2 17 will will MD cord-303489-ve1fgnyg 2 18 the the DT cord-303489-ve1fgnyg 2 19 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 2 20 wave wave NN cord-303489-ve1fgnyg 2 21 be be VB cord-303489-ve1fgnyg 2 22 ? ? . cord-303489-ve1fgnyg 3 1 A a DT cord-303489-ve1fgnyg 3 2 data data NN cord-303489-ve1fgnyg 3 3 - - HYPH cord-303489-ve1fgnyg 3 4 driven drive VBN cord-303489-ve1fgnyg 3 5 approach approach NN cord-303489-ve1fgnyg 3 6 to to TO cord-303489-ve1fgnyg 3 7 model model VB cord-303489-ve1fgnyg 3 8 and and CC cord-303489-ve1fgnyg 3 9 predict predict VB cord-303489-ve1fgnyg 3 10 the the DT cord-303489-ve1fgnyg 3 11 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 3 12 epidemic epidemic NN cord-303489-ve1fgnyg 3 13 and and CC cord-303489-ve1fgnyg 3 14 the the DT cord-303489-ve1fgnyg 3 15 required require VBN cord-303489-ve1fgnyg 3 16 capacity capacity NN cord-303489-ve1fgnyg 3 17 for for IN cord-303489-ve1fgnyg 3 18 the the DT cord-303489-ve1fgnyg 3 19 German german JJ cord-303489-ve1fgnyg 3 20 health health NN cord-303489-ve1fgnyg 3 21 system system NN cord-303489-ve1fgnyg 3 22 date date NN cord-303489-ve1fgnyg 3 23 : : : cord-303489-ve1fgnyg 3 24 2020 2020 CD cord-303489-ve1fgnyg 3 25 - - HYPH cord-303489-ve1fgnyg 3 26 04 04 CD cord-303489-ve1fgnyg 3 27 - - SYM cord-303489-ve1fgnyg 3 28 17 17 CD cord-303489-ve1fgnyg 3 29 journal journal NN cord-303489-ve1fgnyg 3 30 : : : cord-303489-ve1fgnyg 4 1 nan nan NNP cord-303489-ve1fgnyg 4 2 DOI DOI NNP cord-303489-ve1fgnyg 4 3 : : : cord-303489-ve1fgnyg 4 4 10.1101/2020.04.14.20064790 10.1101/2020.04.14.20064790 CD cord-303489-ve1fgnyg 5 1 sha sha NNP cord-303489-ve1fgnyg 5 2 : : : cord-303489-ve1fgnyg 5 3 b2c73930e23bd83d4be8fe9f166318811b53f89b b2c73930e23bd83d4be8fe9f166318811b53f89b NNP cord-303489-ve1fgnyg 5 4 doc_id doc_id NNP cord-303489-ve1fgnyg 5 5 : : : cord-303489-ve1fgnyg 6 1 303489 303489 CD cord-303489-ve1fgnyg 6 2 cord_uid cord_uid NNP cord-303489-ve1fgnyg 6 3 : : : cord-303489-ve1fgnyg 7 1 ve1fgnyg ve1fgnyg NNP cord-303489-ve1fgnyg 8 1 Background background VB cord-303489-ve1fgnyg 8 2 an an DT cord-303489-ve1fgnyg 8 3 objective objective NN cord-303489-ve1fgnyg 8 4 : : : cord-303489-ve1fgnyg 8 5 In in IN cord-303489-ve1fgnyg 8 6 March March NNP cord-303489-ve1fgnyg 8 7 2020 2020 CD cord-303489-ve1fgnyg 8 8 the the DT cord-303489-ve1fgnyg 8 9 SARS SARS NNP cord-303489-ve1fgnyg 8 10 - - HYPH cord-303489-ve1fgnyg 8 11 CoV-2 CoV-2 NNP cord-303489-ve1fgnyg 8 12 outbreak outbreak NN cord-303489-ve1fgnyg 8 13 has have VBZ cord-303489-ve1fgnyg 8 14 been be VBN cord-303489-ve1fgnyg 8 15 declared declare VBN cord-303489-ve1fgnyg 8 16 as as IN cord-303489-ve1fgnyg 8 17 global global JJ cord-303489-ve1fgnyg 8 18 pandemic pandemic NN cord-303489-ve1fgnyg 8 19 . . . cord-303489-ve1fgnyg 9 1 Most Most JJS cord-303489-ve1fgnyg 9 2 countries country NNS cord-303489-ve1fgnyg 9 3 have have VBP cord-303489-ve1fgnyg 9 4 implemented implement VBN cord-303489-ve1fgnyg 9 5 numerous numerous JJ cord-303489-ve1fgnyg 9 6 social social JJ cord-303489-ve1fgnyg 9 7 distancing distance VBG cord-303489-ve1fgnyg 9 8 measures measure NNS cord-303489-ve1fgnyg 9 9 in in IN cord-303489-ve1fgnyg 9 10 order order NN cord-303489-ve1fgnyg 9 11 to to TO cord-303489-ve1fgnyg 9 12 limit limit VB cord-303489-ve1fgnyg 9 13 its -PRON- PRP$ cord-303489-ve1fgnyg 9 14 transmission transmission NN cord-303489-ve1fgnyg 9 15 and and CC cord-303489-ve1fgnyg 9 16 control control VB cord-303489-ve1fgnyg 9 17 the the DT cord-303489-ve1fgnyg 9 18 outbreak outbreak NN cord-303489-ve1fgnyg 9 19 . . . cord-303489-ve1fgnyg 10 1 This this DT cord-303489-ve1fgnyg 10 2 study study NN cord-303489-ve1fgnyg 10 3 aims aim VBZ cord-303489-ve1fgnyg 10 4 to to TO cord-303489-ve1fgnyg 10 5 describe describe VB cord-303489-ve1fgnyg 10 6 the the DT cord-303489-ve1fgnyg 10 7 impact impact NN cord-303489-ve1fgnyg 10 8 of of IN cord-303489-ve1fgnyg 10 9 these these DT cord-303489-ve1fgnyg 10 10 control control NN cord-303489-ve1fgnyg 10 11 measures measure NNS cord-303489-ve1fgnyg 10 12 on on IN cord-303489-ve1fgnyg 10 13 the the DT cord-303489-ve1fgnyg 10 14 spread spread NN cord-303489-ve1fgnyg 10 15 of of IN cord-303489-ve1fgnyg 10 16 the the DT cord-303489-ve1fgnyg 10 17 disease disease NN cord-303489-ve1fgnyg 10 18 for for IN cord-303489-ve1fgnyg 10 19 Italy Italy NNP cord-303489-ve1fgnyg 10 20 and and CC cord-303489-ve1fgnyg 10 21 Germany Germany NNP cord-303489-ve1fgnyg 10 22 , , , cord-303489-ve1fgnyg 10 23 forecast forecast VBD cord-303489-ve1fgnyg 10 24 the the DT cord-303489-ve1fgnyg 10 25 epidemic epidemic NN cord-303489-ve1fgnyg 10 26 trend trend NN cord-303489-ve1fgnyg 10 27 of of IN cord-303489-ve1fgnyg 10 28 COVID-19 covid-19 NN cord-303489-ve1fgnyg 10 29 in in IN cord-303489-ve1fgnyg 10 30 both both DT cord-303489-ve1fgnyg 10 31 countries country NNS cord-303489-ve1fgnyg 10 32 and and CC cord-303489-ve1fgnyg 10 33 estimate estimate VB cord-303489-ve1fgnyg 10 34 the the DT cord-303489-ve1fgnyg 10 35 medical medical JJ cord-303489-ve1fgnyg 10 36 capacity capacity NN cord-303489-ve1fgnyg 10 37 requirements requirement NNS cord-303489-ve1fgnyg 10 38 in in IN cord-303489-ve1fgnyg 10 39 terms term NNS cord-303489-ve1fgnyg 10 40 of of IN cord-303489-ve1fgnyg 10 41 hospital hospital NN cord-303489-ve1fgnyg 10 42 beds bed NNS cord-303489-ve1fgnyg 10 43 and and CC cord-303489-ve1fgnyg 10 44 intensive intensive JJ cord-303489-ve1fgnyg 10 45 care care NN cord-303489-ve1fgnyg 10 46 units unit NNS cord-303489-ve1fgnyg 10 47 ( ( -LRB- cord-303489-ve1fgnyg 10 48 ICUs ICUs NNP cord-303489-ve1fgnyg 10 49 ) ) -RRB- cord-303489-ve1fgnyg 10 50 for for IN cord-303489-ve1fgnyg 10 51 optimal optimal JJ cord-303489-ve1fgnyg 10 52 clinical clinical JJ cord-303489-ve1fgnyg 10 53 treatment treatment NN cord-303489-ve1fgnyg 10 54 of of IN cord-303489-ve1fgnyg 10 55 severe severe JJ cord-303489-ve1fgnyg 10 56 and and CC cord-303489-ve1fgnyg 10 57 critical critical JJ cord-303489-ve1fgnyg 10 58 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 10 59 patients patient NNS cord-303489-ve1fgnyg 10 60 , , , cord-303489-ve1fgnyg 10 61 for for IN cord-303489-ve1fgnyg 10 62 the the DT cord-303489-ve1fgnyg 10 63 Germany Germany NNP cord-303489-ve1fgnyg 10 64 health health NN cord-303489-ve1fgnyg 10 65 system system NN cord-303489-ve1fgnyg 10 66 . . . cord-303489-ve1fgnyg 11 1 Methods method NNS cord-303489-ve1fgnyg 11 2 : : : cord-303489-ve1fgnyg 11 3 We -PRON- PRP cord-303489-ve1fgnyg 11 4 used use VBD cord-303489-ve1fgnyg 11 5 an an DT cord-303489-ve1fgnyg 11 6 exponential exponential JJ cord-303489-ve1fgnyg 11 7 decline decline NN cord-303489-ve1fgnyg 11 8 function function NN cord-303489-ve1fgnyg 11 9 to to TO cord-303489-ve1fgnyg 11 10 model model VB cord-303489-ve1fgnyg 11 11 the the DT cord-303489-ve1fgnyg 11 12 trajectory trajectory NN cord-303489-ve1fgnyg 11 13 of of IN cord-303489-ve1fgnyg 11 14 the the DT cord-303489-ve1fgnyg 11 15 daily daily JJ cord-303489-ve1fgnyg 11 16 growth growth NN cord-303489-ve1fgnyg 11 17 rate rate NN cord-303489-ve1fgnyg 11 18 of of IN cord-303489-ve1fgnyg 11 19 infections infection NNS cord-303489-ve1fgnyg 11 20 in in IN cord-303489-ve1fgnyg 11 21 Italy Italy NNP cord-303489-ve1fgnyg 11 22 and and CC cord-303489-ve1fgnyg 11 23 Germany Germany NNP cord-303489-ve1fgnyg 11 24 . . . cord-303489-ve1fgnyg 12 1 A a DT cord-303489-ve1fgnyg 12 2 linear linear JJ cord-303489-ve1fgnyg 12 3 regression regression NN cord-303489-ve1fgnyg 12 4 of of IN cord-303489-ve1fgnyg 12 5 the the DT cord-303489-ve1fgnyg 12 6 logarithmic logarithmic JJ cord-303489-ve1fgnyg 12 7 growth growth NN cord-303489-ve1fgnyg 12 8 rate rate NN cord-303489-ve1fgnyg 12 9 functions function NNS cord-303489-ve1fgnyg 12 10 of of IN cord-303489-ve1fgnyg 12 11 different different JJ cord-303489-ve1fgnyg 12 12 stages stage NNS cord-303489-ve1fgnyg 12 13 allowed allow VBN cord-303489-ve1fgnyg 12 14 to to TO cord-303489-ve1fgnyg 12 15 describe describe VB cord-303489-ve1fgnyg 12 16 the the DT cord-303489-ve1fgnyg 12 17 impact impact NN cord-303489-ve1fgnyg 12 18 of of IN cord-303489-ve1fgnyg 12 19 the the DT cord-303489-ve1fgnyg 12 20 social social JJ cord-303489-ve1fgnyg 12 21 distancing distance VBG cord-303489-ve1fgnyg 12 22 measures measure NNS cord-303489-ve1fgnyg 12 23 leading lead VBG cord-303489-ve1fgnyg 12 24 to to IN cord-303489-ve1fgnyg 12 25 a a DT cord-303489-ve1fgnyg 12 26 faster fast JJR cord-303489-ve1fgnyg 12 27 decline decline NN cord-303489-ve1fgnyg 12 28 of of IN cord-303489-ve1fgnyg 12 29 the the DT cord-303489-ve1fgnyg 12 30 growth growth NN cord-303489-ve1fgnyg 12 31 rate rate NN cord-303489-ve1fgnyg 12 32 in in IN cord-303489-ve1fgnyg 12 33 both both DT cord-303489-ve1fgnyg 12 34 countries country NNS cord-303489-ve1fgnyg 12 35 . . . cord-303489-ve1fgnyg 13 1 We -PRON- PRP cord-303489-ve1fgnyg 13 2 used use VBD cord-303489-ve1fgnyg 13 3 the the DT cord-303489-ve1fgnyg 13 4 linear linear JJ cord-303489-ve1fgnyg 13 5 model model NN cord-303489-ve1fgnyg 13 6 to to TO cord-303489-ve1fgnyg 13 7 predict predict VB cord-303489-ve1fgnyg 13 8 the the DT cord-303489-ve1fgnyg 13 9 number number NN cord-303489-ve1fgnyg 13 10 of of IN cord-303489-ve1fgnyg 13 11 diagnosed diagnose VBN cord-303489-ve1fgnyg 13 12 and and CC cord-303489-ve1fgnyg 13 13 fatal fatal JJ cord-303489-ve1fgnyg 13 14 COVID-19 covid-19 CD cord-303489-ve1fgnyg 13 15 cases case NNS cord-303489-ve1fgnyg 13 16 from from IN cord-303489-ve1fgnyg 13 17 April April NNP cord-303489-ve1fgnyg 13 18 10th 10th NN cord-303489-ve1fgnyg 13 19 until until IN cord-303489-ve1fgnyg 13 20 May May NNP cord-303489-ve1fgnyg 13 21 31st 31st NN cord-303489-ve1fgnyg 13 22 . . . cord-303489-ve1fgnyg 14 1 For for IN cord-303489-ve1fgnyg 14 2 Germany Germany NNP cord-303489-ve1fgnyg 14 3 we -PRON- PRP cord-303489-ve1fgnyg 14 4 estimated estimate VBD cord-303489-ve1fgnyg 14 5 the the DT cord-303489-ve1fgnyg 14 6 required require VBN cord-303489-ve1fgnyg 14 7 daily daily JJ cord-303489-ve1fgnyg 14 8 number number NN cord-303489-ve1fgnyg 14 9 of of IN cord-303489-ve1fgnyg 14 10 hospital hospital NN cord-303489-ve1fgnyg 14 11 beds bed NNS cord-303489-ve1fgnyg 14 12 and and CC cord-303489-ve1fgnyg 14 13 intensive intensive JJ cord-303489-ve1fgnyg 14 14 care care NN cord-303489-ve1fgnyg 14 15 units unit NNS cord-303489-ve1fgnyg 14 16 ( ( -LRB- cord-303489-ve1fgnyg 14 17 ICU ICU NNP cord-303489-ve1fgnyg 14 18 ) ) -RRB- cord-303489-ve1fgnyg 14 19 using use VBG cord-303489-ve1fgnyg 14 20 clinical clinical JJ cord-303489-ve1fgnyg 14 21 observations observation NNS cord-303489-ve1fgnyg 14 22 on on IN cord-303489-ve1fgnyg 14 23 the the DT cord-303489-ve1fgnyg 14 24 average average JJ cord-303489-ve1fgnyg 14 25 lengths length NNS cord-303489-ve1fgnyg 14 26 of of IN cord-303489-ve1fgnyg 14 27 a a DT cord-303489-ve1fgnyg 14 28 hospital hospital NN cord-303489-ve1fgnyg 14 29 stay stay NN cord-303489-ve1fgnyg 14 30 for for IN cord-303489-ve1fgnyg 14 31 the the DT cord-303489-ve1fgnyg 14 32 severe severe JJ cord-303489-ve1fgnyg 14 33 and and CC cord-303489-ve1fgnyg 14 34 critical critical JJ cord-303489-ve1fgnyg 14 35 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 14 36 patients patient NNS cord-303489-ve1fgnyg 14 37 . . . cord-303489-ve1fgnyg 15 1 Results result NNS cord-303489-ve1fgnyg 15 2 : : : cord-303489-ve1fgnyg 16 1 Analyzing analyze VBG cord-303489-ve1fgnyg 16 2 the the DT cord-303489-ve1fgnyg 16 3 data datum NNS cord-303489-ve1fgnyg 16 4 from from IN cord-303489-ve1fgnyg 16 5 Germany Germany NNP cord-303489-ve1fgnyg 16 6 and and CC cord-303489-ve1fgnyg 16 7 Italy Italy NNP cord-303489-ve1fgnyg 16 8 allowed allow VBD cord-303489-ve1fgnyg 16 9 us -PRON- PRP cord-303489-ve1fgnyg 16 10 to to TO cord-303489-ve1fgnyg 16 11 identify identify VB cord-303489-ve1fgnyg 16 12 changes change NNS cord-303489-ve1fgnyg 16 13 in in IN cord-303489-ve1fgnyg 16 14 the the DT cord-303489-ve1fgnyg 16 15 trajectory trajectory NN cord-303489-ve1fgnyg 16 16 of of IN cord-303489-ve1fgnyg 16 17 the the DT cord-303489-ve1fgnyg 16 18 growth growth NN cord-303489-ve1fgnyg 16 19 rate rate NN cord-303489-ve1fgnyg 16 20 of of IN cord-303489-ve1fgnyg 16 21 infection infection NN cord-303489-ve1fgnyg 16 22 most most RBS cord-303489-ve1fgnyg 16 23 likely likely RB cord-303489-ve1fgnyg 16 24 resulted result VBD cord-303489-ve1fgnyg 16 25 from from IN cord-303489-ve1fgnyg 16 26 the the DT cord-303489-ve1fgnyg 16 27 various various JJ cord-303489-ve1fgnyg 16 28 social social JJ cord-303489-ve1fgnyg 16 29 distancing distance VBG cord-303489-ve1fgnyg 16 30 measures measure NNS cord-303489-ve1fgnyg 16 31 implemented implement VBN cord-303489-ve1fgnyg 16 32 . . . cord-303489-ve1fgnyg 17 1 In in IN cord-303489-ve1fgnyg 17 2 Italy Italy NNP cord-303489-ve1fgnyg 17 3 a a DT cord-303489-ve1fgnyg 17 4 stronger strong JJR cord-303489-ve1fgnyg 17 5 decline decline NN cord-303489-ve1fgnyg 17 6 in in IN cord-303489-ve1fgnyg 17 7 the the DT cord-303489-ve1fgnyg 17 8 growth growth NN cord-303489-ve1fgnyg 17 9 rate rate NN cord-303489-ve1fgnyg 17 10 was be VBD cord-303489-ve1fgnyg 17 11 observed observe VBN cord-303489-ve1fgnyg 17 12 around around IN cord-303489-ve1fgnyg 17 13 the the DT cord-303489-ve1fgnyg 17 14 week week NN cord-303489-ve1fgnyg 17 15 of of IN cord-303489-ve1fgnyg 17 16 March March NNP cord-303489-ve1fgnyg 17 17 17th 17th NN cord-303489-ve1fgnyg 17 18 , , , cord-303489-ve1fgnyg 17 19 whereas whereas IN cord-303489-ve1fgnyg 17 20 for for IN cord-303489-ve1fgnyg 17 21 Germany Germany NNP cord-303489-ve1fgnyg 17 22 the the DT cord-303489-ve1fgnyg 17 23 stronger strong JJR cord-303489-ve1fgnyg 17 24 decline decline NN cord-303489-ve1fgnyg 17 25 occurred occur VBD cord-303489-ve1fgnyg 17 26 approximately approximately RB cord-303489-ve1fgnyg 17 27 a a DT cord-303489-ve1fgnyg 17 28 week week NN cord-303489-ve1fgnyg 17 29 later later RB cord-303489-ve1fgnyg 17 30 ( ( -LRB- cord-303489-ve1fgnyg 17 31 the the DT cord-303489-ve1fgnyg 17 32 week week NN cord-303489-ve1fgnyg 17 33 of of IN cord-303489-ve1fgnyg 17 34 March March NNP cord-303489-ve1fgnyg 17 35 23rd 23rd NN cord-303489-ve1fgnyg 17 36 ) ) -RRB- cord-303489-ve1fgnyg 17 37 . . . cord-303489-ve1fgnyg 18 1 Under under IN cord-303489-ve1fgnyg 18 2 the the DT cord-303489-ve1fgnyg 18 3 assumption assumption NN cord-303489-ve1fgnyg 18 4 that that IN cord-303489-ve1fgnyg 18 5 the the DT cord-303489-ve1fgnyg 18 6 impact impact NN cord-303489-ve1fgnyg 18 7 of of IN cord-303489-ve1fgnyg 18 8 the the DT cord-303489-ve1fgnyg 18 9 measures measure NNS cord-303489-ve1fgnyg 18 10 will will MD cord-303489-ve1fgnyg 18 11 last last VB cord-303489-ve1fgnyg 18 12 , , , cord-303489-ve1fgnyg 18 13 the the DT cord-303489-ve1fgnyg 18 14 total total JJ cord-303489-ve1fgnyg 18 15 size size NN cord-303489-ve1fgnyg 18 16 of of IN cord-303489-ve1fgnyg 18 17 the the DT cord-303489-ve1fgnyg 18 18 outbreak outbreak NN cord-303489-ve1fgnyg 18 19 can can MD cord-303489-ve1fgnyg 18 20 be be VB cord-303489-ve1fgnyg 18 21 estimated estimate VBN cord-303489-ve1fgnyg 18 22 to to IN cord-303489-ve1fgnyg 18 23 155,000 155,000 CD cord-303489-ve1fgnyg 18 24 cases case NNS cord-303489-ve1fgnyg 18 25 in in IN cord-303489-ve1fgnyg 18 26 Germany Germany NNP cord-303489-ve1fgnyg 18 27 ( ( -LRB- cord-303489-ve1fgnyg 18 28 range range NN cord-303489-ve1fgnyg 18 29 140,000 140,000 CD cord-303489-ve1fgnyg 18 30 - - SYM cord-303489-ve1fgnyg 18 31 180,000 180,000 CD cord-303489-ve1fgnyg 18 32 ) ) -RRB- cord-303489-ve1fgnyg 18 33 and and CC cord-303489-ve1fgnyg 18 34 to to IN cord-303489-ve1fgnyg 18 35 185,000 185,000 CD cord-303489-ve1fgnyg 18 36 cases case NNS cord-303489-ve1fgnyg 18 37 in in IN cord-303489-ve1fgnyg 18 38 Italy Italy NNP cord-303489-ve1fgnyg 18 39 ( ( -LRB- cord-303489-ve1fgnyg 18 40 range range NN cord-303489-ve1fgnyg 18 41 175,000 175,000 CD cord-303489-ve1fgnyg 18 42 - - SYM cord-303489-ve1fgnyg 18 43 200,000 200,000 CD cord-303489-ve1fgnyg 18 44 ) ) -RRB- cord-303489-ve1fgnyg 18 45 . . . cord-303489-ve1fgnyg 19 1 For for IN cord-303489-ve1fgnyg 19 2 Germany Germany NNP cord-303489-ve1fgnyg 19 3 the the DT cord-303489-ve1fgnyg 19 4 total total JJ cord-303489-ve1fgnyg 19 5 number number NN cord-303489-ve1fgnyg 19 6 of of IN cord-303489-ve1fgnyg 19 7 deaths death NNS cord-303489-ve1fgnyg 19 8 until until IN cord-303489-ve1fgnyg 19 9 May May NNP cord-303489-ve1fgnyg 19 10 31st 31st NN cord-303489-ve1fgnyg 19 11 is be VBZ cord-303489-ve1fgnyg 19 12 calculated calculate VBN cord-303489-ve1fgnyg 19 13 to to IN cord-303489-ve1fgnyg 19 14 3,850 3,850 CD cord-303489-ve1fgnyg 19 15 ( ( -LRB- cord-303489-ve1fgnyg 19 16 range range NN cord-303489-ve1fgnyg 19 17 3,500 3,500 CD cord-303489-ve1fgnyg 19 18 - - HYPH cord-303489-ve1fgnyg 19 19 4,450 4,450 CD cord-303489-ve1fgnyg 19 20 ) ) -RRB- cord-303489-ve1fgnyg 19 21 . . . cord-303489-ve1fgnyg 20 1 Based base VBN cord-303489-ve1fgnyg 20 2 on on IN cord-303489-ve1fgnyg 20 3 the the DT cord-303489-ve1fgnyg 20 4 projected project VBN cord-303489-ve1fgnyg 20 5 number number NN cord-303489-ve1fgnyg 20 6 of of IN cord-303489-ve1fgnyg 20 7 new new JJ cord-303489-ve1fgnyg 20 8 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 20 9 cases case NNS cord-303489-ve1fgnyg 20 10 we -PRON- PRP cord-303489-ve1fgnyg 20 11 expect expect VBP cord-303489-ve1fgnyg 20 12 that that IN cord-303489-ve1fgnyg 20 13 the the DT cord-303489-ve1fgnyg 20 14 hospital hospital NN cord-303489-ve1fgnyg 20 15 capacity capacity NN cord-303489-ve1fgnyg 20 16 requirements requirement NNS cord-303489-ve1fgnyg 20 17 for for IN cord-303489-ve1fgnyg 20 18 severe severe JJ cord-303489-ve1fgnyg 20 19 and and CC cord-303489-ve1fgnyg 20 20 critical critical JJ cord-303489-ve1fgnyg 20 21 cases case NNS cord-303489-ve1fgnyg 20 22 in in IN cord-303489-ve1fgnyg 20 23 Germany Germany NNP cord-303489-ve1fgnyg 20 24 will will MD cord-303489-ve1fgnyg 20 25 decline decline VB cord-303489-ve1fgnyg 20 26 from from IN cord-303489-ve1fgnyg 20 27 the the DT cord-303489-ve1fgnyg 20 28 2nd 2nd JJ cord-303489-ve1fgnyg 20 29 week week NN cord-303489-ve1fgnyg 20 30 of of IN cord-303489-ve1fgnyg 20 31 April April NNP cord-303489-ve1fgnyg 20 32 onwards onwards RB cord-303489-ve1fgnyg 20 33 from from IN cord-303489-ve1fgnyg 20 34 13,500 13,500 CD cord-303489-ve1fgnyg 20 35 to to IN cord-303489-ve1fgnyg 20 36 ~2500 ~2500 CD cord-303489-ve1fgnyg 20 37 hospital hospital NN cord-303489-ve1fgnyg 20 38 beds bed NNS cord-303489-ve1fgnyg 20 39 ( ( -LRB- cord-303489-ve1fgnyg 20 40 range range VBP cord-303489-ve1fgnyg 20 41 1500 1500 CD cord-303489-ve1fgnyg 20 42 - - SYM cord-303489-ve1fgnyg 20 43 4300 4300 CD cord-303489-ve1fgnyg 20 44 ) ) -RRB- cord-303489-ve1fgnyg 20 45 and and CC cord-303489-ve1fgnyg 20 46 from from IN cord-303489-ve1fgnyg 20 47 2500 2500 CD cord-303489-ve1fgnyg 20 48 to to IN cord-303489-ve1fgnyg 20 49 ~500 ~500 CD cord-303489-ve1fgnyg 20 50 ICU ICU NNP cord-303489-ve1fgnyg 20 51 beds bed NNS cord-303489-ve1fgnyg 20 52 in in IN cord-303489-ve1fgnyg 20 53 early early JJ cord-303489-ve1fgnyg 20 54 May May NNP cord-303489-ve1fgnyg 20 55 ( ( -LRB- cord-303489-ve1fgnyg 20 56 range range VB cord-303489-ve1fgnyg 20 57 300 300 CD cord-303489-ve1fgnyg 20 58 - - HYPH cord-303489-ve1fgnyg 20 59 800 800 CD cord-303489-ve1fgnyg 20 60 ) ) -RRB- cord-303489-ve1fgnyg 20 61 . . . cord-303489-ve1fgnyg 21 1 Conclusion conclusion NN cord-303489-ve1fgnyg 21 2 : : : cord-303489-ve1fgnyg 22 1 The the DT cord-303489-ve1fgnyg 22 2 modeling modeling NN cord-303489-ve1fgnyg 22 3 effort effort NN cord-303489-ve1fgnyg 22 4 presented present VBN cord-303489-ve1fgnyg 22 5 here here RB cord-303489-ve1fgnyg 22 6 provides provide VBZ cord-303489-ve1fgnyg 22 7 a a DT cord-303489-ve1fgnyg 22 8 valuable valuable JJ cord-303489-ve1fgnyg 22 9 framework framework NN cord-303489-ve1fgnyg 22 10 to to TO cord-303489-ve1fgnyg 22 11 capture capture VB cord-303489-ve1fgnyg 22 12 the the DT cord-303489-ve1fgnyg 22 13 impact impact NN cord-303489-ve1fgnyg 22 14 of of IN cord-303489-ve1fgnyg 22 15 the the DT cord-303489-ve1fgnyg 22 16 social social JJ cord-303489-ve1fgnyg 22 17 distancing distance VBG cord-303489-ve1fgnyg 22 18 measures measure NNS cord-303489-ve1fgnyg 22 19 on on IN cord-303489-ve1fgnyg 22 20 the the DT cord-303489-ve1fgnyg 22 21 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 22 22 epidemic epidemic NN cord-303489-ve1fgnyg 22 23 in in IN cord-303489-ve1fgnyg 22 24 European european JJ cord-303489-ve1fgnyg 22 25 countries country NNS cord-303489-ve1fgnyg 22 26 and and CC cord-303489-ve1fgnyg 22 27 to to TO cord-303489-ve1fgnyg 22 28 forecast forecast VB cord-303489-ve1fgnyg 22 29 the the DT cord-303489-ve1fgnyg 22 30 future future JJ cord-303489-ve1fgnyg 22 31 trend trend NN cord-303489-ve1fgnyg 22 32 of of IN cord-303489-ve1fgnyg 22 33 daily daily JJ cord-303489-ve1fgnyg 22 34 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 22 35 cases case NNS cord-303489-ve1fgnyg 22 36 . . . cord-303489-ve1fgnyg 23 1 It -PRON- PRP cord-303489-ve1fgnyg 23 2 provides provide VBZ cord-303489-ve1fgnyg 23 3 a a DT cord-303489-ve1fgnyg 23 4 tool tool NN cord-303489-ve1fgnyg 23 5 for for IN cord-303489-ve1fgnyg 23 6 medical medical JJ cord-303489-ve1fgnyg 23 7 authorities authority NNS cord-303489-ve1fgnyg 23 8 in in IN cord-303489-ve1fgnyg 23 9 Germany Germany NNP cord-303489-ve1fgnyg 23 10 and and CC cord-303489-ve1fgnyg 23 11 other other JJ cord-303489-ve1fgnyg 23 12 countries country NNS cord-303489-ve1fgnyg 23 13 to to TO cord-303489-ve1fgnyg 23 14 help help VB cord-303489-ve1fgnyg 23 15 inform inform VB cord-303489-ve1fgnyg 23 16 the the DT cord-303489-ve1fgnyg 23 17 required require VBN cord-303489-ve1fgnyg 23 18 hospital hospital NN cord-303489-ve1fgnyg 23 19 capacity capacity NN cord-303489-ve1fgnyg 23 20 of of IN cord-303489-ve1fgnyg 23 21 the the DT cord-303489-ve1fgnyg 23 22 health health NN cord-303489-ve1fgnyg 23 23 care care NN cord-303489-ve1fgnyg 23 24 system system NN cord-303489-ve1fgnyg 23 25 . . . cord-303489-ve1fgnyg 24 1 Germany Germany NNP cord-303489-ve1fgnyg 24 2 appears appear VBZ cord-303489-ve1fgnyg 24 3 to to TO cord-303489-ve1fgnyg 24 4 be be VB cord-303489-ve1fgnyg 24 5 in in IN cord-303489-ve1fgnyg 24 6 the the DT cord-303489-ve1fgnyg 24 7 middle middle NN cord-303489-ve1fgnyg 24 8 of of IN cord-303489-ve1fgnyg 24 9 the the DT cord-303489-ve1fgnyg 24 10 ( ( -LRB- cord-303489-ve1fgnyg 24 11 first first JJ cord-303489-ve1fgnyg 24 12 ) ) -RRB- cord-303489-ve1fgnyg 24 13 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 24 14 outbreak outbreak NN cord-303489-ve1fgnyg 24 15 wave wave NN cord-303489-ve1fgnyg 24 16 and and CC cord-303489-ve1fgnyg 24 17 the the DT cord-303489-ve1fgnyg 24 18 German german JJ cord-303489-ve1fgnyg 24 19 health health NN cord-303489-ve1fgnyg 24 20 system system NN cord-303489-ve1fgnyg 24 21 is be VBZ cord-303489-ve1fgnyg 24 22 well well RB cord-303489-ve1fgnyg 24 23 prepared prepared JJ cord-303489-ve1fgnyg 24 24 to to TO cord-303489-ve1fgnyg 24 25 handle handle VB cord-303489-ve1fgnyg 24 26 it -PRON- PRP cord-303489-ve1fgnyg 24 27 with with IN cord-303489-ve1fgnyg 24 28 the the DT cord-303489-ve1fgnyg 24 29 available available JJ cord-303489-ve1fgnyg 24 30 capacities capacity NNS cord-303489-ve1fgnyg 24 31 . . . cord-303489-ve1fgnyg 25 1 On on IN cord-303489-ve1fgnyg 25 2 March March NNP cord-303489-ve1fgnyg 25 3 11 11 CD cord-303489-ve1fgnyg 25 4 th th CD cord-303489-ve1fgnyg 25 5 2020 2020 CD cord-303489-ve1fgnyg 25 6 the the DT cord-303489-ve1fgnyg 25 7 world world NNP cord-303489-ve1fgnyg 25 8 health health NNP cord-303489-ve1fgnyg 25 9 organization organization NNP cord-303489-ve1fgnyg 25 10 ( ( -LRB- cord-303489-ve1fgnyg 25 11 WHO who WP cord-303489-ve1fgnyg 25 12 ) ) -RRB- cord-303489-ve1fgnyg 25 13 declared declare VBD cord-303489-ve1fgnyg 25 14 the the DT cord-303489-ve1fgnyg 25 15 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 25 16 outbreak outbreak NN cord-303489-ve1fgnyg 25 17 as as IN cord-303489-ve1fgnyg 25 18 pandemic pandemic NN cord-303489-ve1fgnyg 25 19 . . . cord-303489-ve1fgnyg 26 1 The the DT cord-303489-ve1fgnyg 26 2 steep steep JJ cord-303489-ve1fgnyg 26 3 increase increase NN cord-303489-ve1fgnyg 26 4 of of IN cord-303489-ve1fgnyg 26 5 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 26 6 cases case NNS cord-303489-ve1fgnyg 26 7 in in IN cord-303489-ve1fgnyg 26 8 China China NNP cord-303489-ve1fgnyg 26 9 , , , cord-303489-ve1fgnyg 26 10 Iran Iran NNP cord-303489-ve1fgnyg 26 11 , , , cord-303489-ve1fgnyg 26 12 Italy Italy NNP cord-303489-ve1fgnyg 26 13 , , , cord-303489-ve1fgnyg 26 14 France France NNP cord-303489-ve1fgnyg 26 15 , , , cord-303489-ve1fgnyg 26 16 Germany Germany NNP cord-303489-ve1fgnyg 26 17 and and CC cord-303489-ve1fgnyg 26 18 other other JJ cord-303489-ve1fgnyg 26 19 European european JJ cord-303489-ve1fgnyg 26 20 countries country NNS cord-303489-ve1fgnyg 26 21 resulted result VBD cord-303489-ve1fgnyg 26 22 in in IN cord-303489-ve1fgnyg 26 23 to to IN cord-303489-ve1fgnyg 26 24 tens ten NNS cord-303489-ve1fgnyg 26 25 of of IN cord-303489-ve1fgnyg 26 26 thousands thousand NNS cord-303489-ve1fgnyg 26 27 of of IN cord-303489-ve1fgnyg 26 28 severe severe JJ cord-303489-ve1fgnyg 26 29 cases case NNS cord-303489-ve1fgnyg 26 30 requiring require VBG cord-303489-ve1fgnyg 26 31 hospitalization hospitalization NN cord-303489-ve1fgnyg 26 32 as as RB cord-303489-ve1fgnyg 26 33 well well RB cord-303489-ve1fgnyg 26 34 as as IN cord-303489-ve1fgnyg 26 35 in in IN cord-303489-ve1fgnyg 26 36 thousands thousand NNS cord-303489-ve1fgnyg 26 37 of of IN cord-303489-ve1fgnyg 26 38 critical critical JJ cord-303489-ve1fgnyg 26 39 cases case NNS cord-303489-ve1fgnyg 26 40 due due JJ cord-303489-ve1fgnyg 26 41 to to IN cord-303489-ve1fgnyg 26 42 progression progression NN cord-303489-ve1fgnyg 26 43 to to IN cord-303489-ve1fgnyg 26 44 life life NN cord-303489-ve1fgnyg 26 45 - - HYPH cord-303489-ve1fgnyg 26 46 threatening threaten VBG cord-303489-ve1fgnyg 26 47 respiratory respiratory JJ cord-303489-ve1fgnyg 26 48 distress distress NN cord-303489-ve1fgnyg 26 49 that that WDT cord-303489-ve1fgnyg 26 50 require require VBP cord-303489-ve1fgnyg 26 51 intensive intensive JJ cord-303489-ve1fgnyg 26 52 care care NN cord-303489-ve1fgnyg 26 53 unit unit NN cord-303489-ve1fgnyg 26 54 ( ( -LRB- cord-303489-ve1fgnyg 26 55 ICU ICU NNP cord-303489-ve1fgnyg 26 56 ) ) -RRB- cord-303489-ve1fgnyg 26 57 admission admission NN cord-303489-ve1fgnyg 26 58 ( ( -LRB- cord-303489-ve1fgnyg 26 59 Fig Fig NNP cord-303489-ve1fgnyg 26 60 . . . cord-303489-ve1fgnyg 27 1 1 1 LS cord-303489-ve1fgnyg 27 2 ) ) -RRB- cord-303489-ve1fgnyg 27 3 . . . cord-303489-ve1fgnyg 28 1 The the DT cord-303489-ve1fgnyg 28 2 dramatic dramatic JJ cord-303489-ve1fgnyg 28 3 rate rate NN cord-303489-ve1fgnyg 28 4 of of IN cord-303489-ve1fgnyg 28 5 cases case NNS cord-303489-ve1fgnyg 28 6 that that WDT cord-303489-ve1fgnyg 28 7 progresses progress VBZ cord-303489-ve1fgnyg 28 8 has have VBZ cord-303489-ve1fgnyg 28 9 created create VBN cord-303489-ve1fgnyg 28 10 a a DT cord-303489-ve1fgnyg 28 11 significant significant JJ cord-303489-ve1fgnyg 28 12 strain strain NN cord-303489-ve1fgnyg 28 13 in in IN cord-303489-ve1fgnyg 28 14 the the DT cord-303489-ve1fgnyg 28 15 national national JJ cord-303489-ve1fgnyg 28 16 health health NN cord-303489-ve1fgnyg 28 17 systems system NNS cord-303489-ve1fgnyg 28 18 of of IN cord-303489-ve1fgnyg 28 19 these these DT cord-303489-ve1fgnyg 28 20 countries country NNS cord-303489-ve1fgnyg 28 21 and and CC cord-303489-ve1fgnyg 28 22 has have VBZ cord-303489-ve1fgnyg 28 23 led lead VBN cord-303489-ve1fgnyg 28 24 to to IN cord-303489-ve1fgnyg 28 25 a a DT cord-303489-ve1fgnyg 28 26 significant significant JJ cord-303489-ve1fgnyg 28 27 shortage shortage NN cord-303489-ve1fgnyg 28 28 of of IN cord-303489-ve1fgnyg 28 29 ICUs ICUs `` cord-303489-ve1fgnyg 28 30 equipped equip VBN cord-303489-ve1fgnyg 28 31 with with IN cord-303489-ve1fgnyg 28 32 extra extra JJ cord-303489-ve1fgnyg 28 33 - - JJ cord-303489-ve1fgnyg 28 34 corporeal corporeal JJ cord-303489-ve1fgnyg 28 35 membrane membrane NN cord-303489-ve1fgnyg 28 36 oxygenation oxygenation NN cord-303489-ve1fgnyg 28 37 ( ( -LRB- cord-303489-ve1fgnyg 28 38 ECMO ECMO NNP cord-303489-ve1fgnyg 28 39 ) ) -RRB- cord-303489-ve1fgnyg 28 40 to to TO cord-303489-ve1fgnyg 28 41 save save VB cord-303489-ve1fgnyg 28 42 the the DT cord-303489-ve1fgnyg 28 43 lives life NNS cord-303489-ve1fgnyg 28 44 of of IN cord-303489-ve1fgnyg 28 45 very very RB cord-303489-ve1fgnyg 28 46 critical critical JJ cord-303489-ve1fgnyg 28 47 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 28 48 cases case NNS cord-303489-ve1fgnyg 28 49 . . . cord-303489-ve1fgnyg 29 1 Since since IN cord-303489-ve1fgnyg 29 2 early early JJ cord-303489-ve1fgnyg 29 3 March March NNP cord-303489-ve1fgnyg 29 4 several several JJ cord-303489-ve1fgnyg 29 5 European european JJ cord-303489-ve1fgnyg 29 6 governments government NNS cord-303489-ve1fgnyg 29 7 have have VBP cord-303489-ve1fgnyg 29 8 implemented implement VBN cord-303489-ve1fgnyg 29 9 numerous numerous JJ cord-303489-ve1fgnyg 29 10 control control NN cord-303489-ve1fgnyg 29 11 measures measure NNS cord-303489-ve1fgnyg 29 12 to to TO cord-303489-ve1fgnyg 29 13 reduce reduce VB cord-303489-ve1fgnyg 29 14 the the DT cord-303489-ve1fgnyg 29 15 transmission transmission NN cord-303489-ve1fgnyg 29 16 of of IN cord-303489-ve1fgnyg 29 17 the the DT cord-303489-ve1fgnyg 29 18 disease disease NN cord-303489-ve1fgnyg 29 19 and and CC cord-303489-ve1fgnyg 29 20 decrease decrease VB cord-303489-ve1fgnyg 29 21 the the DT cord-303489-ve1fgnyg 29 22 number number NN cord-303489-ve1fgnyg 29 23 of of IN cord-303489-ve1fgnyg 29 24 new new JJ cord-303489-ve1fgnyg 29 25 daily daily JJ cord-303489-ve1fgnyg 29 26 cases case NNS cord-303489-ve1fgnyg 29 27 of of IN cord-303489-ve1fgnyg 29 28 COVID-19 covid-19 NN cord-303489-ve1fgnyg 29 29 so so IN cord-303489-ve1fgnyg 29 30 that that IN cord-303489-ve1fgnyg 29 31 fewer few JJR cord-303489-ve1fgnyg 29 32 patients patient NNS cord-303489-ve1fgnyg 29 33 need need VBP cord-303489-ve1fgnyg 29 34 to to TO cord-303489-ve1fgnyg 29 35 seek seek VB cord-303489-ve1fgnyg 29 36 treatment treatment NN cord-303489-ve1fgnyg 29 37 at at IN cord-303489-ve1fgnyg 29 38 any any DT cord-303489-ve1fgnyg 29 39 given give VBN cord-303489-ve1fgnyg 29 40 time time NN cord-303489-ve1fgnyg 29 41 and and CC cord-303489-ve1fgnyg 29 42 avoid avoid VB cord-303489-ve1fgnyg 29 43 overwhelming overwhelming JJ cord-303489-ve1fgnyg 29 44 hospital hospital NN cord-303489-ve1fgnyg 29 45 capacity capacity NN cord-303489-ve1fgnyg 29 46 , , , cord-303489-ve1fgnyg 29 47 commonly commonly RB cord-303489-ve1fgnyg 29 48 referred refer VBN cord-303489-ve1fgnyg 29 49 as as IN cord-303489-ve1fgnyg 29 50 " " `` cord-303489-ve1fgnyg 29 51 flattening flatten VBG cord-303489-ve1fgnyg 29 52 the the DT cord-303489-ve1fgnyg 29 53 curve curve NN cord-303489-ve1fgnyg 29 54 " " '' cord-303489-ve1fgnyg 29 55 . . . cord-303489-ve1fgnyg 30 1 The the DT cord-303489-ve1fgnyg 30 2 strategy strategy NN cord-303489-ve1fgnyg 30 3 to to TO cord-303489-ve1fgnyg 30 4 achieve achieve VB cord-303489-ve1fgnyg 30 5 of of IN cord-303489-ve1fgnyg 30 6 the the DT cord-303489-ve1fgnyg 30 7 flattening flattening NN cord-303489-ve1fgnyg 30 8 of of IN cord-303489-ve1fgnyg 30 9 the the DT cord-303489-ve1fgnyg 30 10 curve curve NN cord-303489-ve1fgnyg 30 11 of of IN cord-303489-ve1fgnyg 30 12 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 30 13 cases case NNS cord-303489-ve1fgnyg 30 14 in in IN cord-303489-ve1fgnyg 30 15 Europe Europe NNP cord-303489-ve1fgnyg 30 16 has have VBZ cord-303489-ve1fgnyg 30 17 consisted consist VBN cord-303489-ve1fgnyg 30 18 of of IN cord-303489-ve1fgnyg 30 19 ( ( -LRB- cord-303489-ve1fgnyg 30 20 1 1 CD cord-303489-ve1fgnyg 30 21 ) ) -RRB- cord-303489-ve1fgnyg 30 22 early early JJ cord-303489-ve1fgnyg 30 23 detection detection NN cord-303489-ve1fgnyg 30 24 of of IN cord-303489-ve1fgnyg 30 25 new new JJ cord-303489-ve1fgnyg 30 26 cases case NNS cord-303489-ve1fgnyg 30 27 and and CC cord-303489-ve1fgnyg 30 28 primary primary JJ cord-303489-ve1fgnyg 30 29 contacts contact NNS cord-303489-ve1fgnyg 30 30 followed follow VBN cord-303489-ve1fgnyg 30 31 by by IN cord-303489-ve1fgnyg 30 32 self self NN cord-303489-ve1fgnyg 30 33 - - HYPH cord-303489-ve1fgnyg 30 34 quarantine quarantine NN cord-303489-ve1fgnyg 30 35 or or CC cord-303489-ve1fgnyg 30 36 hospitalization hospitalization NN cord-303489-ve1fgnyg 30 37 , , , cord-303489-ve1fgnyg 30 38 ( ( -LRB- cord-303489-ve1fgnyg 30 39 2 2 LS cord-303489-ve1fgnyg 30 40 ) ) -RRB- cord-303489-ve1fgnyg 30 41 promoting promote VBG cord-303489-ve1fgnyg 30 42 the the DT cord-303489-ve1fgnyg 30 43 adherence adherence NN cord-303489-ve1fgnyg 30 44 to to IN cord-303489-ve1fgnyg 30 45 hygiene hygiene NN cord-303489-ve1fgnyg 30 46 standards standard NNS cord-303489-ve1fgnyg 30 47 like like IN cord-303489-ve1fgnyg 30 48 washing washing NN cord-303489-ve1fgnyg 30 49 hands hand NNS cord-303489-ve1fgnyg 30 50 and and CC cord-303489-ve1fgnyg 30 51 ( ( -LRB- cord-303489-ve1fgnyg 30 52 3 3 LS cord-303489-ve1fgnyg 30 53 ) ) -RRB- cord-303489-ve1fgnyg 30 54 _SP cord-303489-ve1fgnyg 30 55 . . . cord-303489-ve1fgnyg 31 1 CC CC NNP cord-303489-ve1fgnyg 31 2 - - HYPH cord-303489-ve1fgnyg 31 3 BY BY NNP cord-303489-ve1fgnyg 31 4 - - HYPH cord-303489-ve1fgnyg 31 5 ND ND NNP cord-303489-ve1fgnyg 31 6 4.0 4.0 CD cord-303489-ve1fgnyg 31 7 International international JJ cord-303489-ve1fgnyg 31 8 license license NN cord-303489-ve1fgnyg 32 1 It -PRON- PRP cord-303489-ve1fgnyg 32 2 is be VBZ cord-303489-ve1fgnyg 32 3 made make VBN cord-303489-ve1fgnyg 32 4 available available JJ cord-303489-ve1fgnyg 32 5 under under IN cord-303489-ve1fgnyg 32 6 a a DT cord-303489-ve1fgnyg 33 1 is be VBZ cord-303489-ve1fgnyg 33 2 the the DT cord-303489-ve1fgnyg 33 3 author author NN cord-303489-ve1fgnyg 33 4 / / SYM cord-303489-ve1fgnyg 33 5 funder funder NN cord-303489-ve1fgnyg 33 6 , , , cord-303489-ve1fgnyg 33 7 who who WP cord-303489-ve1fgnyg 33 8 has have VBZ cord-303489-ve1fgnyg 33 9 granted grant VBN cord-303489-ve1fgnyg 33 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 33 11 a a DT cord-303489-ve1fgnyg 33 12 license license NN cord-303489-ve1fgnyg 33 13 to to TO cord-303489-ve1fgnyg 33 14 display display VB cord-303489-ve1fgnyg 33 15 the the DT cord-303489-ve1fgnyg 33 16 preprint preprint NN cord-303489-ve1fgnyg 33 17 in in IN cord-303489-ve1fgnyg 33 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 33 19 . . . cord-303489-ve1fgnyg 34 1 ( ( -LRB- cord-303489-ve1fgnyg 34 2 which which WDT cord-303489-ve1fgnyg 34 3 was be VBD cord-303489-ve1fgnyg 34 4 not not RB cord-303489-ve1fgnyg 34 5 peer peer NN cord-303489-ve1fgnyg 34 6 - - HYPH cord-303489-ve1fgnyg 34 7 reviewed review VBN cord-303489-ve1fgnyg 34 8 ) ) -RRB- cord-303489-ve1fgnyg 35 1 The the DT cord-303489-ve1fgnyg 35 2 copyright copyright NN cord-303489-ve1fgnyg 35 3 holder holder NN cord-303489-ve1fgnyg 35 4 for for IN cord-303489-ve1fgnyg 35 5 this this DT cord-303489-ve1fgnyg 35 6 preprint preprint NN cord-303489-ve1fgnyg 35 7 . . . cord-303489-ve1fgnyg 36 1 https://doi.org/10.1101/2020.04.14.20064790 https://doi.org/10.1101/2020.04.14.20064790 NNP cord-303489-ve1fgnyg 36 2 doi doi NN cord-303489-ve1fgnyg 36 3 : : : cord-303489-ve1fgnyg 37 1 medRxiv medRxiv NNP cord-303489-ve1fgnyg 37 2 preprint preprint NN cord-303489-ve1fgnyg 37 3 parts part NNS cord-303489-ve1fgnyg 37 4 of of IN cord-303489-ve1fgnyg 37 5 the the DT cord-303489-ve1fgnyg 37 6 population population NN cord-303489-ve1fgnyg 37 7 by by IN cord-303489-ve1fgnyg 37 8 " " `` cord-303489-ve1fgnyg 37 9 social social JJ cord-303489-ve1fgnyg 37 10 distancing distancing NN cord-303489-ve1fgnyg 37 11 " " '' cord-303489-ve1fgnyg 37 12 . . . cord-303489-ve1fgnyg 38 1 In in IN cord-303489-ve1fgnyg 38 2 Germany Germany NNP cord-303489-ve1fgnyg 38 3 these these DT cord-303489-ve1fgnyg 38 4 " " `` cord-303489-ve1fgnyg 38 5 social social JJ cord-303489-ve1fgnyg 38 6 distancing distance VBG cord-303489-ve1fgnyg 38 7 " " '' cord-303489-ve1fgnyg 38 8 measures measure NNS cord-303489-ve1fgnyg 38 9 have have VBP cord-303489-ve1fgnyg 38 10 evolved evolve VBN cord-303489-ve1fgnyg 38 11 over over IN cord-303489-ve1fgnyg 38 12 time time NN cord-303489-ve1fgnyg 38 13 from from IN cord-303489-ve1fgnyg 38 14 banning ban VBG cord-303489-ve1fgnyg 38 15 gatherings gathering NNS cord-303489-ve1fgnyg 38 16 of of IN cord-303489-ve1fgnyg 38 17 more more JJR cord-303489-ve1fgnyg 38 18 than than IN cord-303489-ve1fgnyg 38 19 1000 1000 CD cord-303489-ve1fgnyg 38 20 participants participant NNS cord-303489-ve1fgnyg 38 21 ( ( -LRB- cord-303489-ve1fgnyg 38 22 issued issue VBN cord-303489-ve1fgnyg 38 23 on on IN cord-303489-ve1fgnyg 38 24 March March NNP cord-303489-ve1fgnyg 38 25 9 9 CD cord-303489-ve1fgnyg 38 26 th th CD cord-303489-ve1fgnyg 38 27 ) ) -RRB- cord-303489-ve1fgnyg 38 28 , , , cord-303489-ve1fgnyg 38 29 university university NN cord-303489-ve1fgnyg 38 30 and and CC cord-303489-ve1fgnyg 38 31 school school NN cord-303489-ve1fgnyg 38 32 closures closure NNS cord-303489-ve1fgnyg 38 33 ( ( -LRB- cord-303489-ve1fgnyg 38 34 issued issue VBN cord-303489-ve1fgnyg 38 35 on on IN cord-303489-ve1fgnyg 38 36 March March NNP cord-303489-ve1fgnyg 38 37 16 16 CD cord-303489-ve1fgnyg 38 38 th th XX cord-303489-ve1fgnyg 38 39 ) ) -RRB- cord-303489-ve1fgnyg 38 40 , , , cord-303489-ve1fgnyg 38 41 to to IN cord-303489-ve1fgnyg 38 42 prohibiting prohibit VBG cord-303489-ve1fgnyg 38 43 gatherings gathering NNS cord-303489-ve1fgnyg 38 44 of of IN cord-303489-ve1fgnyg 38 45 more more JJR cord-303489-ve1fgnyg 38 46 than than IN cord-303489-ve1fgnyg 38 47 two two CD cord-303489-ve1fgnyg 38 48 people people NNS cord-303489-ve1fgnyg 38 49 ( ( -LRB- cord-303489-ve1fgnyg 38 50 issued issue VBN cord-303489-ve1fgnyg 38 51 on on IN cord-303489-ve1fgnyg 38 52 March March NNP cord-303489-ve1fgnyg 38 53 23 23 CD cord-303489-ve1fgnyg 38 54 rd rd NNP cord-303489-ve1fgnyg 38 55 ) ) -RRB- cord-303489-ve1fgnyg 38 56 . . . cord-303489-ve1fgnyg 39 1 These these DT cord-303489-ve1fgnyg 39 2 restrictions restriction NNS cord-303489-ve1fgnyg 39 3 have have VBP cord-303489-ve1fgnyg 39 4 put put VBN cord-303489-ve1fgnyg 39 5 a a DT cord-303489-ve1fgnyg 39 6 significant significant JJ cord-303489-ve1fgnyg 39 7 burden burden NN cord-303489-ve1fgnyg 39 8 on on IN cord-303489-ve1fgnyg 39 9 German german JJ cord-303489-ve1fgnyg 39 10 society society NN cord-303489-ve1fgnyg 39 11 and and CC cord-303489-ve1fgnyg 39 12 have have VBP cord-303489-ve1fgnyg 39 13 reduced reduce VBN cord-303489-ve1fgnyg 39 14 the the DT cord-303489-ve1fgnyg 39 15 quality quality NN cord-303489-ve1fgnyg 39 16 of of IN cord-303489-ve1fgnyg 39 17 life life NN cord-303489-ve1fgnyg 39 18 for for IN cord-303489-ve1fgnyg 39 19 most most JJS cord-303489-ve1fgnyg 39 20 . . . cord-303489-ve1fgnyg 40 1 There there EX cord-303489-ve1fgnyg 40 2 has have VBZ cord-303489-ve1fgnyg 40 3 been be VBN cord-303489-ve1fgnyg 40 4 a a DT cord-303489-ve1fgnyg 40 5 mounting mount VBG cord-303489-ve1fgnyg 40 6 interest interest NN cord-303489-ve1fgnyg 40 7 on on IN cord-303489-ve1fgnyg 40 8 how how WRB cord-303489-ve1fgnyg 40 9 long long RB cord-303489-ve1fgnyg 40 10 these these DT cord-303489-ve1fgnyg 40 11 measures measure NNS cord-303489-ve1fgnyg 40 12 and and CC cord-303489-ve1fgnyg 40 13 restrictions restriction NNS cord-303489-ve1fgnyg 40 14 will will MD cord-303489-ve1fgnyg 40 15 last last VB cord-303489-ve1fgnyg 40 16 and and CC cord-303489-ve1fgnyg 40 17 when when WRB cord-303489-ve1fgnyg 40 18 can can MD cord-303489-ve1fgnyg 40 19 they -PRON- PRP cord-303489-ve1fgnyg 40 20 be be VB cord-303489-ve1fgnyg 40 21 lifted lift VBN cord-303489-ve1fgnyg 40 22 safely safely RB cord-303489-ve1fgnyg 40 23 . . . cord-303489-ve1fgnyg 41 1 On on IN cord-303489-ve1fgnyg 41 2 the the DT cord-303489-ve1fgnyg 41 3 other other JJ cord-303489-ve1fgnyg 41 4 hand hand NN cord-303489-ve1fgnyg 41 5 , , , cord-303489-ve1fgnyg 41 6 medical medical JJ cord-303489-ve1fgnyg 41 7 professionals professional NNS cord-303489-ve1fgnyg 41 8 are be VBP cord-303489-ve1fgnyg 41 9 expecting expect VBG cord-303489-ve1fgnyg 41 10 a a DT cord-303489-ve1fgnyg 41 11 surge surge NN cord-303489-ve1fgnyg 41 12 of of IN cord-303489-ve1fgnyg 41 13 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 41 14 patients patient NNS cord-303489-ve1fgnyg 41 15 reaching reach VBG cord-303489-ve1fgnyg 41 16 the the DT cord-303489-ve1fgnyg 41 17 hospitals hospital NNS cord-303489-ve1fgnyg 41 18 soon soon RB cord-303489-ve1fgnyg 41 19 and and CC cord-303489-ve1fgnyg 41 20 wonder wonder VBP cord-303489-ve1fgnyg 41 21 when when WRB cord-303489-ve1fgnyg 41 22 and and CC cord-303489-ve1fgnyg 41 23 how how WRB cord-303489-ve1fgnyg 41 24 hard hard JJ cord-303489-ve1fgnyg 41 25 it -PRON- PRP cord-303489-ve1fgnyg 41 26 will will MD cord-303489-ve1fgnyg 41 27 hit hit VB cord-303489-ve1fgnyg 41 28 them -PRON- PRP cord-303489-ve1fgnyg 41 29 . . . cord-303489-ve1fgnyg 42 1 Germany Germany NNP cord-303489-ve1fgnyg 42 2 has have VBZ cord-303489-ve1fgnyg 42 3 significantly significantly RB cord-303489-ve1fgnyg 42 4 expanded expand VBN cord-303489-ve1fgnyg 42 5 its -PRON- PRP$ cord-303489-ve1fgnyg 42 6 hospital hospital NN cord-303489-ve1fgnyg 42 7 capacity capacity NN cord-303489-ve1fgnyg 42 8 by by IN cord-303489-ve1fgnyg 42 9 increasing increase VBG cord-303489-ve1fgnyg 42 10 the the DT cord-303489-ve1fgnyg 42 11 number number NN cord-303489-ve1fgnyg 42 12 of of IN cord-303489-ve1fgnyg 42 13 ICU ICU NNP cord-303489-ve1fgnyg 42 14 beds bed NNS cord-303489-ve1fgnyg 42 15 and and CC cord-303489-ve1fgnyg 42 16 ECMO ECMO NNP cord-303489-ve1fgnyg 42 17 units unit NNS cord-303489-ve1fgnyg 42 18 in in IN cord-303489-ve1fgnyg 42 19 order order NN cord-303489-ve1fgnyg 42 20 to to TO cord-303489-ve1fgnyg 42 21 prepare prepare VB cord-303489-ve1fgnyg 42 22 for for IN cord-303489-ve1fgnyg 42 23 the the DT cord-303489-ve1fgnyg 42 24 expected expect VBN cord-303489-ve1fgnyg 42 25 wave wave NN cord-303489-ve1fgnyg 42 26 of of IN cord-303489-ve1fgnyg 42 27 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 42 28 patients patient NNS cord-303489-ve1fgnyg 42 29 and and CC cord-303489-ve1fgnyg 42 30 to to TO cord-303489-ve1fgnyg 42 31 prevent prevent VB cord-303489-ve1fgnyg 42 32 overwhelming overwhelm VBG cord-303489-ve1fgnyg 42 33 the the DT cord-303489-ve1fgnyg 42 34 health health NN cord-303489-ve1fgnyg 42 35 system system NN cord-303489-ve1fgnyg 42 36 . . . cord-303489-ve1fgnyg 43 1 A a DT cord-303489-ve1fgnyg 43 2 registry registry NN cord-303489-ve1fgnyg 43 3 has have VBZ cord-303489-ve1fgnyg 43 4 been be VBN cord-303489-ve1fgnyg 43 5 formed form VBN cord-303489-ve1fgnyg 43 6 to to TO cord-303489-ve1fgnyg 43 7 track track VB cord-303489-ve1fgnyg 43 8 all all DT cord-303489-ve1fgnyg 43 9 occupied occupy VBN cord-303489-ve1fgnyg 43 10 and and CC cord-303489-ve1fgnyg 43 11 readily readily RB cord-303489-ve1fgnyg 43 12 available available JJ cord-303489-ve1fgnyg 43 13 intensive intensive JJ cord-303489-ve1fgnyg 43 14 care care NN cord-303489-ve1fgnyg 43 15 beds bed NNS cord-303489-ve1fgnyg 43 16 in in IN cord-303489-ve1fgnyg 43 17 Germany Germany NNP cord-303489-ve1fgnyg 43 18 to to TO cord-303489-ve1fgnyg 43 19 ensure ensure VB cord-303489-ve1fgnyg 43 20 that that IN cord-303489-ve1fgnyg 43 21 possible possible JJ cord-303489-ve1fgnyg 43 22 regional regional JJ cord-303489-ve1fgnyg 43 23 peaks peak NNS cord-303489-ve1fgnyg 43 24 of of IN cord-303489-ve1fgnyg 43 25 critical critical JJ cord-303489-ve1fgnyg 43 26 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 43 27 cases case NNS cord-303489-ve1fgnyg 43 28 can can MD cord-303489-ve1fgnyg 43 29 be be VB cord-303489-ve1fgnyg 43 30 treated treat VBN cord-303489-ve1fgnyg 43 31 by by IN cord-303489-ve1fgnyg 43 32 transferring transfer VBG cord-303489-ve1fgnyg 43 33 the the DT cord-303489-ve1fgnyg 43 34 influx influx NN cord-303489-ve1fgnyg 43 35 of of IN cord-303489-ve1fgnyg 43 36 patients patient NNS cord-303489-ve1fgnyg 43 37 to to IN cord-303489-ve1fgnyg 43 38 nearby nearby JJ cord-303489-ve1fgnyg 43 39 health health NN cord-303489-ve1fgnyg 43 40 systems system NNS cord-303489-ve1fgnyg 43 41 with with IN cord-303489-ve1fgnyg 43 42 availability availability NN cord-303489-ve1fgnyg 43 43 [ [ -LRB- cord-303489-ve1fgnyg 43 44 1 1 CD cord-303489-ve1fgnyg 43 45 ] ] -RRB- cord-303489-ve1fgnyg 43 46 . . . cord-303489-ve1fgnyg 44 1 As as IN cord-303489-ve1fgnyg 44 2 of of IN cord-303489-ve1fgnyg 44 3 April April NNP cord-303489-ve1fgnyg 44 4 12 12 CD cord-303489-ve1fgnyg 44 5 th th XX cord-303489-ve1fgnyg 44 6 this this DT cord-303489-ve1fgnyg 44 7 registry registry NN cord-303489-ve1fgnyg 44 8 covers cover VBZ cord-303489-ve1fgnyg 44 9 approximately approximately RB cord-303489-ve1fgnyg 44 10 19,700 19,700 CD cord-303489-ve1fgnyg 44 11 ICU ICU NNP cord-303489-ve1fgnyg 44 12 beds bed NNS cord-303489-ve1fgnyg 44 13 with with IN cord-303489-ve1fgnyg 44 14 11,376 11,376 CD cord-303489-ve1fgnyg 44 15 occupied occupy VBN cord-303489-ve1fgnyg 44 16 beds bed NNS cord-303489-ve1fgnyg 44 17 and and CC cord-303489-ve1fgnyg 44 18 8325 8325 CD cord-303489-ve1fgnyg 44 19 available available JJ cord-303489-ve1fgnyg 44 20 beds bed NNS cord-303489-ve1fgnyg 44 21 . . . cord-303489-ve1fgnyg 45 1 This this DT cord-303489-ve1fgnyg 45 2 indicates indicate VBZ cord-303489-ve1fgnyg 45 3 that that IN cord-303489-ve1fgnyg 45 4 there there EX cord-303489-ve1fgnyg 45 5 is be VBZ cord-303489-ve1fgnyg 45 6 available available JJ cord-303489-ve1fgnyg 45 7 capacity capacity NN cord-303489-ve1fgnyg 45 8 for for IN cord-303489-ve1fgnyg 45 9 any any DT cord-303489-ve1fgnyg 45 10 upcoming upcoming JJ cord-303489-ve1fgnyg 45 11 influx influx NN cord-303489-ve1fgnyg 45 12 of of IN cord-303489-ve1fgnyg 45 13 new new JJ cord-303489-ve1fgnyg 45 14 critical critical JJ cord-303489-ve1fgnyg 45 15 and and CC cord-303489-ve1fgnyg 45 16 severe severe JJ cord-303489-ve1fgnyg 45 17 cases case NNS cord-303489-ve1fgnyg 45 18 . . . cord-303489-ve1fgnyg 46 1 Over over IN cord-303489-ve1fgnyg 46 2 the the DT cord-303489-ve1fgnyg 46 3 past past JJ cord-303489-ve1fgnyg 46 4 weeks week NNS cord-303489-ve1fgnyg 46 5 mathematical mathematical JJ cord-303489-ve1fgnyg 46 6 modeling modeling NN cord-303489-ve1fgnyg 46 7 of of IN cord-303489-ve1fgnyg 46 8 the the DT cord-303489-ve1fgnyg 46 9 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 46 10 pandemicespecially pandemicespecially NN cord-303489-ve1fgnyg 46 11 SIR SIR NNP cord-303489-ve1fgnyg 46 12 ( ( -LRB- cord-303489-ve1fgnyg 46 13 susceptible susceptible JJ cord-303489-ve1fgnyg 46 14 , , , cord-303489-ve1fgnyg 46 15 infectious infectious JJ cord-303489-ve1fgnyg 46 16 , , , cord-303489-ve1fgnyg 46 17 recovered recover VBD cord-303489-ve1fgnyg 46 18 ) ) -RRB- cord-303489-ve1fgnyg 46 19 modelshas modelshas NNP cord-303489-ve1fgnyg 46 20 provided provide VBD cord-303489-ve1fgnyg 46 21 important important JJ cord-303489-ve1fgnyg 46 22 insights insight NNS cord-303489-ve1fgnyg 46 23 to to TO cord-303489-ve1fgnyg 46 24 better better RB cord-303489-ve1fgnyg 46 25 understand understand VB cord-303489-ve1fgnyg 46 26 the the DT cord-303489-ve1fgnyg 46 27 spread spread NN cord-303489-ve1fgnyg 46 28 of of IN cord-303489-ve1fgnyg 46 29 virus virus NN cord-303489-ve1fgnyg 46 30 SARS SARS NNP cord-303489-ve1fgnyg 46 31 - - HYPH cord-303489-ve1fgnyg 46 32 CoV-2 CoV-2 NNP cord-303489-ve1fgnyg 46 33 and and CC cord-303489-ve1fgnyg 46 34 to to TO cord-303489-ve1fgnyg 46 35 evaluate evaluate VB cord-303489-ve1fgnyg 46 36 how how WRB cord-303489-ve1fgnyg 46 37 various various JJ cord-303489-ve1fgnyg 46 38 potential potential JJ cord-303489-ve1fgnyg 46 39 scenarios scenario NNS cord-303489-ve1fgnyg 46 40 of of IN cord-303489-ve1fgnyg 46 41 control control NN cord-303489-ve1fgnyg 46 42 measures measure NNS cord-303489-ve1fgnyg 46 43 could could MD cord-303489-ve1fgnyg 46 44 impact impact VB cord-303489-ve1fgnyg 46 45 the the DT cord-303489-ve1fgnyg 46 46 dynamics dynamic NNS cord-303489-ve1fgnyg 46 47 of of IN cord-303489-ve1fgnyg 46 48 the the DT cord-303489-ve1fgnyg 46 49 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 46 50 out out RP cord-303489-ve1fgnyg 46 51 - - HYPH cord-303489-ve1fgnyg 46 52 break break NN cord-303489-ve1fgnyg 46 53 [ [ -LRB- cord-303489-ve1fgnyg 46 54 2 2 CD cord-303489-ve1fgnyg 46 55 , , , cord-303489-ve1fgnyg 46 56 3 3 CD cord-303489-ve1fgnyg 46 57 ] ] -RRB- cord-303489-ve1fgnyg 46 58 . . . cord-303489-ve1fgnyg 47 1 These these DT cord-303489-ve1fgnyg 47 2 simulation simulation NN cord-303489-ve1fgnyg 47 3 studies study NNS cord-303489-ve1fgnyg 47 4 have have VBP cord-303489-ve1fgnyg 47 5 informed inform VBN cord-303489-ve1fgnyg 47 6 decision decision NN cord-303489-ve1fgnyg 47 7 making make VBG cord-303489-ve1fgnyg 47 8 for for IN cord-303489-ve1fgnyg 47 9 national national JJ cord-303489-ve1fgnyg 47 10 governments government NNS cord-303489-ve1fgnyg 47 11 on on IN cord-303489-ve1fgnyg 47 12 how how WRB cord-303489-ve1fgnyg 47 13 to to TO cord-303489-ve1fgnyg 47 14 react react VB cord-303489-ve1fgnyg 47 15 to to IN cord-303489-ve1fgnyg 47 16 this this DT cord-303489-ve1fgnyg 47 17 coming come VBG cord-303489-ve1fgnyg 47 18 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 47 19 epidemic epidemic NN cord-303489-ve1fgnyg 47 20 . . . cord-303489-ve1fgnyg 48 1 Simulated simulated JJ cord-303489-ve1fgnyg 48 2 estimates estimate NNS cord-303489-ve1fgnyg 48 3 of of IN cord-303489-ve1fgnyg 48 4 the the DT cord-303489-ve1fgnyg 48 5 size size NN cord-303489-ve1fgnyg 48 6 of of IN cord-303489-ve1fgnyg 48 7 the the DT cord-303489-ve1fgnyg 48 8 epidemic epidemic NN cord-303489-ve1fgnyg 48 9 in in IN cord-303489-ve1fgnyg 48 10 Germany Germany NNP cord-303489-ve1fgnyg 48 11 if if IN cord-303489-ve1fgnyg 48 12 no no DT cord-303489-ve1fgnyg 48 13 control control NN cord-303489-ve1fgnyg 48 14 measures measure NNS cord-303489-ve1fgnyg 48 15 were be VBD cord-303489-ve1fgnyg 48 16 implemented implement VBN cord-303489-ve1fgnyg 48 17 [ [ -LRB- cord-303489-ve1fgnyg 48 18 4 4 CD cord-303489-ve1fgnyg 48 19 ] ] -RRB- cord-303489-ve1fgnyg 48 20 and and CC cord-303489-ve1fgnyg 48 21 have have VBP cord-303489-ve1fgnyg 48 22 provided provide VBN cord-303489-ve1fgnyg 48 23 a a DT cord-303489-ve1fgnyg 48 24 strong strong JJ cord-303489-ve1fgnyg 48 25 rationale rationale NN cord-303489-ve1fgnyg 48 26 for for IN cord-303489-ve1fgnyg 48 27 the the DT cord-303489-ve1fgnyg 48 28 closures closure NNS cord-303489-ve1fgnyg 48 29 of of IN cord-303489-ve1fgnyg 48 30 school school NN cord-303489-ve1fgnyg 48 31 and and CC cord-303489-ve1fgnyg 48 32 universities university NNS cord-303489-ve1fgnyg 48 33 in in IN cord-303489-ve1fgnyg 48 34 the the DT cord-303489-ve1fgnyg 48 35 UK UK NNP cord-303489-ve1fgnyg 48 36 [ [ -LRB- cord-303489-ve1fgnyg 48 37 5 5 CD cord-303489-ve1fgnyg 48 38 ] ] -RRB- cord-303489-ve1fgnyg 48 39 . . . cord-303489-ve1fgnyg 49 1 Other other JJ cord-303489-ve1fgnyg 49 2 simulations simulation NNS cord-303489-ve1fgnyg 49 3 have have VBP cord-303489-ve1fgnyg 49 4 shown show VBN cord-303489-ve1fgnyg 49 5 that that IN cord-303489-ve1fgnyg 49 6 a a DT cord-303489-ve1fgnyg 49 7 contact contact NN cord-303489-ve1fgnyg 49 8 - - HYPH cord-303489-ve1fgnyg 49 9 tracing tracing NN cord-303489-ve1fgnyg 49 10 App App NNS cord-303489-ve1fgnyg 49 11 that that WDT cord-303489-ve1fgnyg 49 12 builds build VBZ cord-303489-ve1fgnyg 49 13 a a DT cord-303489-ve1fgnyg 49 14 memory memory NN cord-303489-ve1fgnyg 49 15 of of IN cord-303489-ve1fgnyg 49 16 proximity proximity NN cord-303489-ve1fgnyg 49 17 contacts contact NNS cord-303489-ve1fgnyg 49 18 and and CC cord-303489-ve1fgnyg 49 19 immediately immediately RB cord-303489-ve1fgnyg 49 20 notifies notify VBZ cord-303489-ve1fgnyg 49 21 contacts contact NNS cord-303489-ve1fgnyg 49 22 of of IN cord-303489-ve1fgnyg 49 23 positive positive JJ cord-303489-ve1fgnyg 49 24 casesand casesand NN cord-303489-ve1fgnyg 49 25 potentially potentially RB cord-303489-ve1fgnyg 49 26 asks ask VBZ cord-303489-ve1fgnyg 49 27 for for IN cord-303489-ve1fgnyg 49 28 self self NN cord-303489-ve1fgnyg 49 29 - - HYPH cord-303489-ve1fgnyg 49 30 isolationmight isolationmight VBN cord-303489-ve1fgnyg 49 31 significantly significantly RB cord-303489-ve1fgnyg 49 32 reduce reduce VB cord-303489-ve1fgnyg 49 33 the the DT cord-303489-ve1fgnyg 49 34 transfection transfection NN cord-303489-ve1fgnyg 49 35 rate rate NN cord-303489-ve1fgnyg 49 36 especially especially RB cord-303489-ve1fgnyg 49 37 by by IN cord-303489-ve1fgnyg 49 38 pre pre JJ cord-303489-ve1fgnyg 49 39 - - JJ cord-303489-ve1fgnyg 49 40 symptomatic symptomatic JJ cord-303489-ve1fgnyg 49 41 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 49 42 cases case NNS cord-303489-ve1fgnyg 49 43 thus thus RB cord-303489-ve1fgnyg 49 44 reducing reduce VBG cord-303489-ve1fgnyg 49 45 the the DT cord-303489-ve1fgnyg 49 46 spread spread NN cord-303489-ve1fgnyg 49 47 of of IN cord-303489-ve1fgnyg 49 48 the the DT cord-303489-ve1fgnyg 49 49 virus virus NN cord-303489-ve1fgnyg 49 50 [ [ -LRB- cord-303489-ve1fgnyg 49 51 6 6 CD cord-303489-ve1fgnyg 49 52 ] ] -RRB- cord-303489-ve1fgnyg 49 53 . . . cord-303489-ve1fgnyg 50 1 Due due IN cord-303489-ve1fgnyg 50 2 to to IN cord-303489-ve1fgnyg 50 3 the the DT cord-303489-ve1fgnyg 50 4 underlying underlying JJ cord-303489-ve1fgnyg 50 5 mechanistic mechanistic JJ cord-303489-ve1fgnyg 50 6 model model NN cord-303489-ve1fgnyg 50 7 structure structure NN cord-303489-ve1fgnyg 50 8 of of IN cord-303489-ve1fgnyg 50 9 SIR SIR NNP cord-303489-ve1fgnyg 50 10 - - HYPH cord-303489-ve1fgnyg 50 11 based base VBN cord-303489-ve1fgnyg 50 12 models model NNS cord-303489-ve1fgnyg 50 13 that that WDT cord-303489-ve1fgnyg 50 14 include include VBP cord-303489-ve1fgnyg 50 15 representations representation NNS cord-303489-ve1fgnyg 50 16 of of IN cord-303489-ve1fgnyg 50 17 mobility mobility NN cord-303489-ve1fgnyg 50 18 information information NN cord-303489-ve1fgnyg 50 19 of of IN cord-303489-ve1fgnyg 50 20 society society NN cord-303489-ve1fgnyg 50 21 it -PRON- PRP cord-303489-ve1fgnyg 50 22 is be VBZ cord-303489-ve1fgnyg 50 23 possible possible JJ cord-303489-ve1fgnyg 50 24 to to TO cord-303489-ve1fgnyg 50 25 explore explore VB cord-303489-ve1fgnyg 50 26 multiple multiple JJ cord-303489-ve1fgnyg 50 27 control control NN cord-303489-ve1fgnyg 50 28 measure measure NN cord-303489-ve1fgnyg 50 29 scenarios scenario NNS cord-303489-ve1fgnyg 50 30 and and CC cord-303489-ve1fgnyg 50 31 thus thus RB cord-303489-ve1fgnyg 50 32 estimate estimate VB cord-303489-ve1fgnyg 50 33 the the DT cord-303489-ve1fgnyg 50 34 impact impact NN cord-303489-ve1fgnyg 50 35 of of IN cord-303489-ve1fgnyg 50 36 certain certain JJ cord-303489-ve1fgnyg 50 37 measures measure NNS cord-303489-ve1fgnyg 50 38 at at IN cord-303489-ve1fgnyg 50 39 a a DT cord-303489-ve1fgnyg 50 40 very very RB cord-303489-ve1fgnyg 50 41 early early JJ cord-303489-ve1fgnyg 50 42 stage stage NN cord-303489-ve1fgnyg 50 43 of of IN cord-303489-ve1fgnyg 50 44 the the DT cord-303489-ve1fgnyg 50 45 epidemic epidemic NN cord-303489-ve1fgnyg 50 46 . . . cord-303489-ve1fgnyg 51 1 Usually usually RB cord-303489-ve1fgnyg 51 2 , , , cord-303489-ve1fgnyg 51 3 an an DT cord-303489-ve1fgnyg 51 4 epidemic epidemic NN cord-303489-ve1fgnyg 51 5 follows follow VBZ cord-303489-ve1fgnyg 51 6 an an DT cord-303489-ve1fgnyg 51 7 exponential exponential JJ cord-303489-ve1fgnyg 51 8 growth growth NN cord-303489-ve1fgnyg 51 9 at at IN cord-303489-ve1fgnyg 51 10 an an DT cord-303489-ve1fgnyg 51 11 early early JJ cord-303489-ve1fgnyg 51 12 stage stage NN cord-303489-ve1fgnyg 51 13 , , , cord-303489-ve1fgnyg 51 14 peaks peak NNS cord-303489-ve1fgnyg 51 15 and and CC cord-303489-ve1fgnyg 51 16 then then RB cord-303489-ve1fgnyg 51 17 at at IN cord-303489-ve1fgnyg 51 18 the the DT cord-303489-ve1fgnyg 51 19 inflection inflection NN cord-303489-ve1fgnyg 51 20 point point NN cord-303489-ve1fgnyg 51 21 of of IN cord-303489-ve1fgnyg 51 22 the the DT cord-303489-ve1fgnyg 51 23 total total JJ cord-303489-ve1fgnyg 51 24 case case NN cord-303489-ve1fgnyg 51 25 curve curve NN cord-303489-ve1fgnyg 51 26 the the DT cord-303489-ve1fgnyg 51 27 growth growth NN cord-303489-ve1fgnyg 51 28 rate rate NN cord-303489-ve1fgnyg 51 29 declines decline VBZ cord-303489-ve1fgnyg 51 30 again again RB cord-303489-ve1fgnyg 51 31 . . . cord-303489-ve1fgnyg 52 1 This this DT cord-303489-ve1fgnyg 52 2 decline decline NN cord-303489-ve1fgnyg 52 3 of of IN cord-303489-ve1fgnyg 52 4 the the DT cord-303489-ve1fgnyg 52 5 growth growth NN cord-303489-ve1fgnyg 52 6 rate rate NN cord-303489-ve1fgnyg 52 7 is be VBZ cord-303489-ve1fgnyg 52 8 either either CC cord-303489-ve1fgnyg 52 9 achieved achieve VBN cord-303489-ve1fgnyg 52 10 by by IN cord-303489-ve1fgnyg 52 11 reaching reach VBG cord-303489-ve1fgnyg 52 12 herd herd NN cord-303489-ve1fgnyg 52 13 immunity immunity NN cord-303489-ve1fgnyg 52 14 or or CC cord-303489-ve1fgnyg 52 15 by by IN cord-303489-ve1fgnyg 52 16 implementation implementation NN cord-303489-ve1fgnyg 52 17 of of IN cord-303489-ve1fgnyg 52 18 measures measure NNS cord-303489-ve1fgnyg 52 19 to to TO cord-303489-ve1fgnyg 52 20 hinder hinder VB cord-303489-ve1fgnyg 52 21 the the DT cord-303489-ve1fgnyg 52 22 transmission transmission NN cord-303489-ve1fgnyg 52 23 of of IN cord-303489-ve1fgnyg 52 24 the the DT cord-303489-ve1fgnyg 52 25 virus virus NN cord-303489-ve1fgnyg 52 26 . . . cord-303489-ve1fgnyg 53 1 As as RB cord-303489-ve1fgnyg 53 2 soon soon RB cord-303489-ve1fgnyg 53 3 as as IN cord-303489-ve1fgnyg 53 4 the the DT cord-303489-ve1fgnyg 53 5 impact impact NN cord-303489-ve1fgnyg 53 6 of of IN cord-303489-ve1fgnyg 53 7 these these DT cord-303489-ve1fgnyg 53 8 measures measure NNS cord-303489-ve1fgnyg 53 9 become become VBP cord-303489-ve1fgnyg 53 10 apparent apparent JJ cord-303489-ve1fgnyg 53 11 in in IN cord-303489-ve1fgnyg 53 12 the the DT cord-303489-ve1fgnyg 53 13 decline decline NN cord-303489-ve1fgnyg 53 14 of of IN cord-303489-ve1fgnyg 53 15 the the DT cord-303489-ve1fgnyg 53 16 daily daily JJ cord-303489-ve1fgnyg 53 17 growth growth NN cord-303489-ve1fgnyg 53 18 rate rate NN cord-303489-ve1fgnyg 53 19 , , , cord-303489-ve1fgnyg 53 20 empirical empirical JJ cord-303489-ve1fgnyg 53 21 or or CC cord-303489-ve1fgnyg 53 22 so so RB cord-303489-ve1fgnyg 53 23 - - HYPH cord-303489-ve1fgnyg 53 24 called call VBN cord-303489-ve1fgnyg 53 25 top top JJ cord-303489-ve1fgnyg 53 26 - - HYPH cord-303489-ve1fgnyg 53 27 down down RP cord-303489-ve1fgnyg 53 28 methods method NNS cord-303489-ve1fgnyg 53 29 can can MD cord-303489-ve1fgnyg 53 30 be be VB cord-303489-ve1fgnyg 53 31 applied apply VBN cord-303489-ve1fgnyg 53 32 to to TO cord-303489-ve1fgnyg 53 33 model model VB cord-303489-ve1fgnyg 53 34 the the DT cord-303489-ve1fgnyg 53 35 data datum NNS cord-303489-ve1fgnyg 53 36 ( ( -LRB- cord-303489-ve1fgnyg 53 37 e.g. e.g. IN cord-303489-ve1fgnyg 53 38 logistic logistic JJ cord-303489-ve1fgnyg 53 39 growth growth NN cord-303489-ve1fgnyg 53 40 model model NN cord-303489-ve1fgnyg 53 41 , , , cord-303489-ve1fgnyg 53 42 Gompertz Gompertz NNP cord-303489-ve1fgnyg 53 43 model model NN cord-303489-ve1fgnyg 53 44 , , , cord-303489-ve1fgnyg 53 45 exponential exponential JJ cord-303489-ve1fgnyg 53 46 growth growth NN cord-303489-ve1fgnyg 53 47 rate rate NN cord-303489-ve1fgnyg 53 48 decline decline NN cord-303489-ve1fgnyg 53 49 model model NN cord-303489-ve1fgnyg 53 50 ) ) -RRB- cord-303489-ve1fgnyg 53 51 . . . cord-303489-ve1fgnyg 54 1 These these DT cord-303489-ve1fgnyg 54 2 top top JJ cord-303489-ve1fgnyg 54 3 - - HYPH cord-303489-ve1fgnyg 54 4 down down NN cord-303489-ve1fgnyg 54 5 modeling modeling NN cord-303489-ve1fgnyg 54 6 methods method NNS cord-303489-ve1fgnyg 54 7 can can MD cord-303489-ve1fgnyg 54 8 then then RB cord-303489-ve1fgnyg 54 9 provide provide VB cord-303489-ve1fgnyg 54 10 . . . cord-303489-ve1fgnyg 55 1 CC CC NNP cord-303489-ve1fgnyg 55 2 - - HYPH cord-303489-ve1fgnyg 55 3 BY BY NNP cord-303489-ve1fgnyg 55 4 - - HYPH cord-303489-ve1fgnyg 55 5 ND ND NNP cord-303489-ve1fgnyg 55 6 4.0 4.0 CD cord-303489-ve1fgnyg 55 7 International international JJ cord-303489-ve1fgnyg 55 8 license license NN cord-303489-ve1fgnyg 56 1 It -PRON- PRP cord-303489-ve1fgnyg 56 2 is be VBZ cord-303489-ve1fgnyg 56 3 made make VBN cord-303489-ve1fgnyg 56 4 available available JJ cord-303489-ve1fgnyg 56 5 under under IN cord-303489-ve1fgnyg 56 6 a a DT cord-303489-ve1fgnyg 57 1 is be VBZ cord-303489-ve1fgnyg 57 2 the the DT cord-303489-ve1fgnyg 57 3 author author NN cord-303489-ve1fgnyg 57 4 / / SYM cord-303489-ve1fgnyg 57 5 funder funder NN cord-303489-ve1fgnyg 57 6 , , , cord-303489-ve1fgnyg 57 7 who who WP cord-303489-ve1fgnyg 57 8 has have VBZ cord-303489-ve1fgnyg 57 9 granted grant VBN cord-303489-ve1fgnyg 57 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 57 11 a a DT cord-303489-ve1fgnyg 57 12 license license NN cord-303489-ve1fgnyg 57 13 to to TO cord-303489-ve1fgnyg 57 14 display display VB cord-303489-ve1fgnyg 57 15 the the DT cord-303489-ve1fgnyg 57 16 preprint preprint NN cord-303489-ve1fgnyg 57 17 in in IN cord-303489-ve1fgnyg 57 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 57 19 . . . cord-303489-ve1fgnyg 58 1 ( ( -LRB- cord-303489-ve1fgnyg 58 2 which which WDT cord-303489-ve1fgnyg 58 3 was be VBD cord-303489-ve1fgnyg 58 4 not not RB cord-303489-ve1fgnyg 58 5 peer peer NN cord-303489-ve1fgnyg 58 6 - - HYPH cord-303489-ve1fgnyg 58 7 reviewed review VBN cord-303489-ve1fgnyg 58 8 ) ) -RRB- cord-303489-ve1fgnyg 59 1 The the DT cord-303489-ve1fgnyg 59 2 copyright copyright NN cord-303489-ve1fgnyg 59 3 holder holder NN cord-303489-ve1fgnyg 59 4 for for IN cord-303489-ve1fgnyg 59 5 this this DT cord-303489-ve1fgnyg 59 6 preprint preprint NN cord-303489-ve1fgnyg 59 7 . . . cord-303489-ve1fgnyg 60 1 https://doi.org/10.1101/2020.04.14.20064790 https://doi.org/10.1101/2020.04.14.20064790 NNP cord-303489-ve1fgnyg 60 2 doi doi NN cord-303489-ve1fgnyg 60 3 : : : cord-303489-ve1fgnyg 61 1 medRxiv medRxiv NNP cord-303489-ve1fgnyg 61 2 preprint preprint NN cord-303489-ve1fgnyg 61 3 insights insight NNS cord-303489-ve1fgnyg 61 4 regarding regard VBG cord-303489-ve1fgnyg 61 5 the the DT cord-303489-ve1fgnyg 61 6 stage stage NN cord-303489-ve1fgnyg 61 7 of of IN cord-303489-ve1fgnyg 61 8 the the DT cord-303489-ve1fgnyg 61 9 epidemic epidemic NN cord-303489-ve1fgnyg 61 10 , , , cord-303489-ve1fgnyg 61 11 allow allow VB cord-303489-ve1fgnyg 61 12 the the DT cord-303489-ve1fgnyg 61 13 prediction prediction NN cord-303489-ve1fgnyg 61 14 of of IN cord-303489-ve1fgnyg 61 15 future future JJ cord-303489-ve1fgnyg 61 16 trends trend NNS cord-303489-ve1fgnyg 61 17 of of IN cord-303489-ve1fgnyg 61 18 the the DT cord-303489-ve1fgnyg 61 19 outbreak outbreak NN cord-303489-ve1fgnyg 61 20 and and CC cord-303489-ve1fgnyg 61 21 estimate estimate VB cord-303489-ve1fgnyg 61 22 its -PRON- PRP$ cord-303489-ve1fgnyg 61 23 final final JJ cord-303489-ve1fgnyg 61 24 size size NN cord-303489-ve1fgnyg 61 25 [ [ -LRB- cord-303489-ve1fgnyg 61 26 7 7 CD cord-303489-ve1fgnyg 61 27 ] ] -RRB- cord-303489-ve1fgnyg 62 1 [ [ -LRB- cord-303489-ve1fgnyg 62 2 8 8 CD cord-303489-ve1fgnyg 62 3 ] ] -RRB- cord-303489-ve1fgnyg 62 4 [ [ -LRB- cord-303489-ve1fgnyg 62 5 9 9 CD cord-303489-ve1fgnyg 62 6 ] ] -RRB- cord-303489-ve1fgnyg 62 7 . . . cord-303489-ve1fgnyg 63 1 Since since IN cord-303489-ve1fgnyg 63 2 early early JJ cord-303489-ve1fgnyg 63 3 April April NNP cord-303489-ve1fgnyg 63 4 2020 2020 CD cord-303489-ve1fgnyg 63 5 the the DT cord-303489-ve1fgnyg 63 6 numbers number NNS cord-303489-ve1fgnyg 63 7 of of IN cord-303489-ve1fgnyg 63 8 daily daily JJ cord-303489-ve1fgnyg 63 9 new new JJ cord-303489-ve1fgnyg 63 10 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 63 11 cases case NNS cord-303489-ve1fgnyg 63 12 in in IN cord-303489-ve1fgnyg 63 13 Germany Germany NNP cord-303489-ve1fgnyg 63 14 and and CC cord-303489-ve1fgnyg 63 15 Italy Italy NNP cord-303489-ve1fgnyg 63 16 appear appear VBP cord-303489-ve1fgnyg 63 17 to to TO cord-303489-ve1fgnyg 63 18 be be VB cord-303489-ve1fgnyg 63 19 either either RB cord-303489-ve1fgnyg 63 20 constant constant JJ cord-303489-ve1fgnyg 63 21 with with IN cord-303489-ve1fgnyg 63 22 similar similar JJ cord-303489-ve1fgnyg 63 23 numbers number NNS cord-303489-ve1fgnyg 63 24 of of IN cord-303489-ve1fgnyg 63 25 new new JJ cord-303489-ve1fgnyg 63 26 infections infection NNS cord-303489-ve1fgnyg 63 27 each each DT cord-303489-ve1fgnyg 63 28 day day NN cord-303489-ve1fgnyg 63 29 or or CC cord-303489-ve1fgnyg 63 30 declining decline VBG cord-303489-ve1fgnyg 63 31 ( ( -LRB- cord-303489-ve1fgnyg 63 32 see see VB cord-303489-ve1fgnyg 63 33 Figure figure NN cord-303489-ve1fgnyg 63 34 1 1 CD cord-303489-ve1fgnyg 63 35 ) ) -RRB- cord-303489-ve1fgnyg 63 36 , , , cord-303489-ve1fgnyg 63 37 indicating indicate VBG cord-303489-ve1fgnyg 63 38 that that IN cord-303489-ve1fgnyg 63 39 the the DT cord-303489-ve1fgnyg 63 40 epidemic epidemic NN cord-303489-ve1fgnyg 63 41 has have VBZ cord-303489-ve1fgnyg 63 42 moved move VBN cord-303489-ve1fgnyg 63 43 from from IN cord-303489-ve1fgnyg 63 44 the the DT cord-303489-ve1fgnyg 63 45 exponential exponential JJ cord-303489-ve1fgnyg 63 46 growth growth NN cord-303489-ve1fgnyg 63 47 phase phase NN cord-303489-ve1fgnyg 63 48 into into IN cord-303489-ve1fgnyg 63 49 a a DT cord-303489-ve1fgnyg 63 50 linear linear JJ cord-303489-ve1fgnyg 63 51 growth growth NN cord-303489-ve1fgnyg 63 52 phase phase NN cord-303489-ve1fgnyg 63 53 in in IN cord-303489-ve1fgnyg 63 54 these these DT cord-303489-ve1fgnyg 63 55 countries country NNS cord-303489-ve1fgnyg 63 56 . . . cord-303489-ve1fgnyg 64 1 With with IN cord-303489-ve1fgnyg 64 2 this this DT cord-303489-ve1fgnyg 64 3 new new JJ cord-303489-ve1fgnyg 64 4 data datum NNS cord-303489-ve1fgnyg 64 5 becoming become VBG cord-303489-ve1fgnyg 64 6 available available JJ cord-303489-ve1fgnyg 64 7 , , , cord-303489-ve1fgnyg 64 8 we -PRON- PRP cord-303489-ve1fgnyg 64 9 have have VBP cord-303489-ve1fgnyg 64 10 used use VBN cord-303489-ve1fgnyg 64 11 an an DT cord-303489-ve1fgnyg 64 12 exponential exponential JJ cord-303489-ve1fgnyg 64 13 decline decline NN cord-303489-ve1fgnyg 64 14 of of IN cord-303489-ve1fgnyg 64 15 the the DT cord-303489-ve1fgnyg 64 16 growth growth NN cord-303489-ve1fgnyg 64 17 rate rate NN cord-303489-ve1fgnyg 64 18 model model NN cord-303489-ve1fgnyg 64 19 to to TO cord-303489-ve1fgnyg 64 20 analyze analyze VB cord-303489-ve1fgnyg 64 21 the the DT cord-303489-ve1fgnyg 64 22 trajectory trajectory NN cord-303489-ve1fgnyg 64 23 of of IN cord-303489-ve1fgnyg 64 24 the the DT cord-303489-ve1fgnyg 64 25 daily daily JJ cord-303489-ve1fgnyg 64 26 growth growth NN cord-303489-ve1fgnyg 64 27 rate rate NN cord-303489-ve1fgnyg 64 28 [ [ -LRB- cord-303489-ve1fgnyg 64 29 10 10 CD cord-303489-ve1fgnyg 64 30 ] ] -RRB- cord-303489-ve1fgnyg 64 31 . . . cord-303489-ve1fgnyg 65 1 Thus thus RB cord-303489-ve1fgnyg 65 2 , , , cord-303489-ve1fgnyg 65 3 we -PRON- PRP cord-303489-ve1fgnyg 65 4 have have VBP cord-303489-ve1fgnyg 65 5 captured capture VBN cord-303489-ve1fgnyg 65 6 and and CC cord-303489-ve1fgnyg 65 7 quantified quantify VBN cord-303489-ve1fgnyg 65 8 the the DT cord-303489-ve1fgnyg 65 9 dynamics dynamic NNS cord-303489-ve1fgnyg 65 10 of of IN cord-303489-ve1fgnyg 65 11 the the DT cord-303489-ve1fgnyg 65 12 epidemic epidemic NN cord-303489-ve1fgnyg 65 13 in in IN cord-303489-ve1fgnyg 65 14 these these DT cord-303489-ve1fgnyg 65 15 countries country NNS cord-303489-ve1fgnyg 65 16 and and CC cord-303489-ve1fgnyg 65 17 described describe VBD cord-303489-ve1fgnyg 65 18 the the DT cord-303489-ve1fgnyg 65 19 impact impact NN cord-303489-ve1fgnyg 65 20 on on IN cord-303489-ve1fgnyg 65 21 the the DT cord-303489-ve1fgnyg 65 22 growth growth NN cord-303489-ve1fgnyg 65 23 rate rate NN cord-303489-ve1fgnyg 65 24 measures measure NNS cord-303489-ve1fgnyg 65 25 have have VBP cord-303489-ve1fgnyg 65 26 had have VBN cord-303489-ve1fgnyg 65 27 taken take VBN cord-303489-ve1fgnyg 65 28 . . . cord-303489-ve1fgnyg 66 1 Using use VBG cord-303489-ve1fgnyg 66 2 this this DT cord-303489-ve1fgnyg 66 3 approach approach NN cord-303489-ve1fgnyg 66 4 , , , cord-303489-ve1fgnyg 66 5 we -PRON- PRP cord-303489-ve1fgnyg 66 6 have have VBP cord-303489-ve1fgnyg 66 7 captured capture VBN cord-303489-ve1fgnyg 66 8 a a DT cord-303489-ve1fgnyg 66 9 specific specific JJ cord-303489-ve1fgnyg 66 10 date date NN cord-303489-ve1fgnyg 66 11 for for IN cord-303489-ve1fgnyg 66 12 both both DT cord-303489-ve1fgnyg 66 13 countriestwo countriestwo NN cord-303489-ve1fgnyg 66 14 to to IN cord-303489-ve1fgnyg 66 15 three three CD cord-303489-ve1fgnyg 66 16 weeks week NNS cord-303489-ve1fgnyg 66 17 after after IN cord-303489-ve1fgnyg 66 18 the the DT cord-303489-ve1fgnyg 66 19 start start NN cord-303489-ve1fgnyg 66 20 of of IN cord-303489-ve1fgnyg 66 21 these these DT cord-303489-ve1fgnyg 66 22 measurementswhen measurementswhen VBP cord-303489-ve1fgnyg 66 23 the the DT cord-303489-ve1fgnyg 66 24 spread spread NN cord-303489-ve1fgnyg 66 25 of of IN cord-303489-ve1fgnyg 66 26 the the DT cord-303489-ve1fgnyg 66 27 epidemic epidemic NN cord-303489-ve1fgnyg 66 28 significantly significantly RB cord-303489-ve1fgnyg 66 29 slowed slow VBD cord-303489-ve1fgnyg 66 30 down down RP cord-303489-ve1fgnyg 66 31 . . . cord-303489-ve1fgnyg 67 1 In in IN cord-303489-ve1fgnyg 67 2 a a DT cord-303489-ve1fgnyg 67 3 second second JJ cord-303489-ve1fgnyg 67 4 step step NN cord-303489-ve1fgnyg 67 5 we -PRON- PRP cord-303489-ve1fgnyg 67 6 have have VBP cord-303489-ve1fgnyg 67 7 used use VBN cord-303489-ve1fgnyg 67 8 the the DT cord-303489-ve1fgnyg 67 9 model model NN cord-303489-ve1fgnyg 67 10 to to TO cord-303489-ve1fgnyg 67 11 forecast forecast VB cord-303489-ve1fgnyg 67 12 the the DT cord-303489-ve1fgnyg 67 13 dynamics dynamic NNS cord-303489-ve1fgnyg 67 14 of of IN cord-303489-ve1fgnyg 67 15 the the DT cord-303489-ve1fgnyg 67 16 epidemic epidemic NN cord-303489-ve1fgnyg 67 17 in in IN cord-303489-ve1fgnyg 67 18 Italy Italy NNP cord-303489-ve1fgnyg 67 19 and and CC cord-303489-ve1fgnyg 67 20 Germany Germany NNP cord-303489-ve1fgnyg 67 21 and and CC cord-303489-ve1fgnyg 67 22 to to TO cord-303489-ve1fgnyg 67 23 estimate estimate VB cord-303489-ve1fgnyg 67 24 the the DT cord-303489-ve1fgnyg 67 25 number number NN cord-303489-ve1fgnyg 67 26 of of IN cord-303489-ve1fgnyg 67 27 daily daily JJ cord-303489-ve1fgnyg 67 28 and and CC cord-303489-ve1fgnyg 67 29 cumulative cumulative JJ cord-303489-ve1fgnyg 67 30 total total JJ cord-303489-ve1fgnyg 67 31 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 67 32 cases case NNS cord-303489-ve1fgnyg 67 33 . . . cord-303489-ve1fgnyg 68 1 This this DT cord-303489-ve1fgnyg 68 2 allowed allow VBD cord-303489-ve1fgnyg 68 3 us -PRON- PRP cord-303489-ve1fgnyg 68 4 to to TO cord-303489-ve1fgnyg 68 5 address address VB cord-303489-ve1fgnyg 68 6 the the DT cord-303489-ve1fgnyg 68 7 question question NN cord-303489-ve1fgnyg 68 8 of of IN cord-303489-ve1fgnyg 68 9 how how WRB cord-303489-ve1fgnyg 68 10 long long JJ cord-303489-ve1fgnyg 68 11 the the DT cord-303489-ve1fgnyg 68 12 epidemic epidemic NN cord-303489-ve1fgnyg 68 13 will will MD cord-303489-ve1fgnyg 68 14 last last VB cord-303489-ve1fgnyg 68 15 in in IN cord-303489-ve1fgnyg 68 16 both both DT cord-303489-ve1fgnyg 68 17 countries country NNS cord-303489-ve1fgnyg 68 18 . . . cord-303489-ve1fgnyg 69 1 In in IN cord-303489-ve1fgnyg 69 2 a a DT cord-303489-ve1fgnyg 69 3 third third JJ cord-303489-ve1fgnyg 69 4 step step NN cord-303489-ve1fgnyg 69 5 we -PRON- PRP cord-303489-ve1fgnyg 69 6 have have VBP cord-303489-ve1fgnyg 69 7 used use VBN cord-303489-ve1fgnyg 69 8 these these DT cord-303489-ve1fgnyg 69 9 forecasts forecast NNS cord-303489-ve1fgnyg 69 10 of of IN cord-303489-ve1fgnyg 69 11 diagnosed diagnose VBN cord-303489-ve1fgnyg 69 12 COVID-19 covid-19 CD cord-303489-ve1fgnyg 69 13 cases case NNS cord-303489-ve1fgnyg 69 14 to to TO cord-303489-ve1fgnyg 69 15 estimate estimate VB cord-303489-ve1fgnyg 69 16 the the DT cord-303489-ve1fgnyg 69 17 number number NN cord-303489-ve1fgnyg 69 18 of of IN cord-303489-ve1fgnyg 69 19 severe severe JJ cord-303489-ve1fgnyg 69 20 and and CC cord-303489-ve1fgnyg 69 21 critical critical JJ cord-303489-ve1fgnyg 69 22 cases case NNS cord-303489-ve1fgnyg 69 23 for for IN cord-303489-ve1fgnyg 69 24 each each DT cord-303489-ve1fgnyg 69 25 day day NN cord-303489-ve1fgnyg 69 26 of of IN cord-303489-ve1fgnyg 69 27 April April NNP cord-303489-ve1fgnyg 69 28 and and CC cord-303489-ve1fgnyg 69 29 May May NNP cord-303489-ve1fgnyg 69 30 to to TO cord-303489-ve1fgnyg 69 31 provide provide VB cord-303489-ve1fgnyg 69 32 an an DT cord-303489-ve1fgnyg 69 33 estimate estimate NN cord-303489-ve1fgnyg 69 34 for for IN cord-303489-ve1fgnyg 69 35 the the DT cord-303489-ve1fgnyg 69 36 daily daily JJ cord-303489-ve1fgnyg 69 37 required require VBN cord-303489-ve1fgnyg 69 38 capacity capacity NN cord-303489-ve1fgnyg 69 39 of of IN cord-303489-ve1fgnyg 69 40 hospital hospital NN cord-303489-ve1fgnyg 69 41 beds bed NNS cord-303489-ve1fgnyg 69 42 , , , cord-303489-ve1fgnyg 69 43 in in IN cord-303489-ve1fgnyg 69 44 particular particular JJ cord-303489-ve1fgnyg 69 45 ICU ICU NNP cord-303489-ve1fgnyg 69 46 beds bed NNS cord-303489-ve1fgnyg 69 47 with with IN cord-303489-ve1fgnyg 69 48 ECMO ecmo NN cord-303489-ve1fgnyg 69 49 equipment equipment NN cord-303489-ve1fgnyg 69 50 to to TO cord-303489-ve1fgnyg 69 51 treat treat VB cord-303489-ve1fgnyg 69 52 the the DT cord-303489-ve1fgnyg 69 53 predicted predict VBN cord-303489-ve1fgnyg 69 54 severe severe JJ cord-303489-ve1fgnyg 69 55 and and CC cord-303489-ve1fgnyg 69 56 critical critical JJ cord-303489-ve1fgnyg 69 57 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 69 58 cases case NNS cord-303489-ve1fgnyg 69 59 in in IN cord-303489-ve1fgnyg 69 60 Germany Germany NNP cord-303489-ve1fgnyg 69 61 . . . cord-303489-ve1fgnyg 70 1 We -PRON- PRP cord-303489-ve1fgnyg 70 2 have have VBP cord-303489-ve1fgnyg 70 3 used use VBN cord-303489-ve1fgnyg 70 4 an an DT cord-303489-ve1fgnyg 70 5 exponential exponential JJ cord-303489-ve1fgnyg 70 6 decline decline NN cord-303489-ve1fgnyg 70 7 of of IN cord-303489-ve1fgnyg 70 8 growth growth NN cord-303489-ve1fgnyg 70 9 rate rate NN cord-303489-ve1fgnyg 70 10 model model NN cord-303489-ve1fgnyg 70 11 to to TO cord-303489-ve1fgnyg 70 12 analyze analyze VB cord-303489-ve1fgnyg 70 13 the the DT cord-303489-ve1fgnyg 70 14 trajectory trajectory NN cord-303489-ve1fgnyg 70 15 of of IN cord-303489-ve1fgnyg 70 16 the the DT cord-303489-ve1fgnyg 70 17 daily daily JJ cord-303489-ve1fgnyg 70 18 growth growth NN cord-303489-ve1fgnyg 70 19 rate rate NN cord-303489-ve1fgnyg 70 20 in in IN cord-303489-ve1fgnyg 70 21 Germany Germany NNP cord-303489-ve1fgnyg 70 22 and and CC cord-303489-ve1fgnyg 70 23 Italy Italy NNP cord-303489-ve1fgnyg 70 24 . . . cord-303489-ve1fgnyg 71 1 We -PRON- PRP cord-303489-ve1fgnyg 71 2 also also RB cord-303489-ve1fgnyg 71 3 evaluated evaluate VBD cord-303489-ve1fgnyg 71 4 two two CD cord-303489-ve1fgnyg 71 5 well well RB cord-303489-ve1fgnyg 71 6 established establish VBN cord-303489-ve1fgnyg 71 7 growth growth NN cord-303489-ve1fgnyg 71 8 models model NNS cord-303489-ve1fgnyg 71 9 , , , cord-303489-ve1fgnyg 71 10 the the DT cord-303489-ve1fgnyg 71 11 logistic logistic JJ cord-303489-ve1fgnyg 71 12 function function NN cord-303489-ve1fgnyg 71 13 and and CC cord-303489-ve1fgnyg 71 14 the the DT cord-303489-ve1fgnyg 71 15 Gompertz Gompertz NNP cord-303489-ve1fgnyg 71 16 function function NN cord-303489-ve1fgnyg 71 17 , , , cord-303489-ve1fgnyg 71 18 but but CC cord-303489-ve1fgnyg 71 19 decided decide VBD cord-303489-ve1fgnyg 71 20 in in IN cord-303489-ve1fgnyg 71 21 favor favor NN cord-303489-ve1fgnyg 71 22 of of IN cord-303489-ve1fgnyg 71 23 the the DT cord-303489-ve1fgnyg 71 24 exponential exponential JJ cord-303489-ve1fgnyg 71 25 decline decline NN cord-303489-ve1fgnyg 71 26 model model NN cord-303489-ve1fgnyg 71 27 as as IN cord-303489-ve1fgnyg 71 28 the the DT cord-303489-ve1fgnyg 71 29 model model NN cord-303489-ve1fgnyg 71 30 structure structure NN cord-303489-ve1fgnyg 71 31 allows allow VBZ cord-303489-ve1fgnyg 71 32 to to TO cord-303489-ve1fgnyg 71 33 easily easily RB cord-303489-ve1fgnyg 71 34 capture capture VB cord-303489-ve1fgnyg 71 35 differences difference NNS cord-303489-ve1fgnyg 71 36 in in IN cord-303489-ve1fgnyg 71 37 the the DT cord-303489-ve1fgnyg 71 38 growth growth NN cord-303489-ve1fgnyg 71 39 curve curve NN cord-303489-ve1fgnyg 71 40 that that WDT cord-303489-ve1fgnyg 71 41 may may MD cord-303489-ve1fgnyg 71 42 result result VB cord-303489-ve1fgnyg 71 43 from from IN cord-303489-ve1fgnyg 71 44 the the DT cord-303489-ve1fgnyg 71 45 social social JJ cord-303489-ve1fgnyg 71 46 distancing distance VBG cord-303489-ve1fgnyg 71 47 measures measure NNS cord-303489-ve1fgnyg 71 48 . . . cord-303489-ve1fgnyg 72 1 The the DT cord-303489-ve1fgnyg 72 2 exponential exponential JJ cord-303489-ve1fgnyg 72 3 growth growth NN cord-303489-ve1fgnyg 72 4 rate rate NN cord-303489-ve1fgnyg 72 5 decline decline NN cord-303489-ve1fgnyg 72 6 model model NN cord-303489-ve1fgnyg 72 7 defines define VBZ cord-303489-ve1fgnyg 72 8 the the DT cord-303489-ve1fgnyg 72 9 growth growth NN cord-303489-ve1fgnyg 72 10 rate rate NN cord-303489-ve1fgnyg 72 11 as as IN cord-303489-ve1fgnyg 72 12 ratio ratio NN cord-303489-ve1fgnyg 72 13 of of IN cord-303489-ve1fgnyg 72 14 new new JJ cord-303489-ve1fgnyg 72 15 cases case NNS cord-303489-ve1fgnyg 72 16 today today NN cord-303489-ve1fgnyg 72 17 versus versus IN cord-303489-ve1fgnyg 72 18 total total JJ cord-303489-ve1fgnyg 72 19 cases case NNS cord-303489-ve1fgnyg 72 20 yesterday yesterday NN cord-303489-ve1fgnyg 72 21 as as IN cord-303489-ve1fgnyg 72 22 shown show VBN cord-303489-ve1fgnyg 72 23 in in IN cord-303489-ve1fgnyg 72 24 equation equation NN cord-303489-ve1fgnyg 72 25 ( ( -LRB- cord-303489-ve1fgnyg 72 26 1 1 CD cord-303489-ve1fgnyg 72 27 ) ) -RRB- cord-303489-ve1fgnyg 72 28 and and CC cord-303489-ve1fgnyg 72 29 assumes assume VBZ cord-303489-ve1fgnyg 72 30 the the DT cord-303489-ve1fgnyg 72 31 growth growth NN cord-303489-ve1fgnyg 72 32 rate rate NN cord-303489-ve1fgnyg 72 33 is be VBZ cord-303489-ve1fgnyg 72 34 following follow VBG cord-303489-ve1fgnyg 72 35 an an DT cord-303489-ve1fgnyg 72 36 exponential exponential JJ cord-303489-ve1fgnyg 72 37 decline decline NN cord-303489-ve1fgnyg 72 38 function function NN cord-303489-ve1fgnyg 72 39 given give VBN cord-303489-ve1fgnyg 72 40 in in IN cord-303489-ve1fgnyg 72 41 equation equation NN cord-303489-ve1fgnyg 72 42 ( ( -LRB- cord-303489-ve1fgnyg 72 43 2 2 CD cord-303489-ve1fgnyg 72 44 ) ) -RRB- cord-303489-ve1fgnyg 72 45 . . . cord-303489-ve1fgnyg 73 1 The the DT cord-303489-ve1fgnyg 73 2 parameter parameter NN cord-303489-ve1fgnyg 73 3   NN cord-303489-ve1fgnyg 73 4 characterizes characterize VBZ cord-303489-ve1fgnyg 73 5 how how WRB cord-303489-ve1fgnyg 73 6 fast fast RB cord-303489-ve1fgnyg 73 7 the the DT cord-303489-ve1fgnyg 73 8 growth growth NN cord-303489-ve1fgnyg 73 9 rate rate NN cord-303489-ve1fgnyg 73 10 is be VBZ cord-303489-ve1fgnyg 73 11 decreasing decrease VBG cord-303489-ve1fgnyg 73 12 . . . cord-303489-ve1fgnyg 74 1 High high JJ cord-303489-ve1fgnyg 74 2 values value NNS cord-303489-ve1fgnyg 74 3 of of IN cord-303489-ve1fgnyg 74 4   NNS cord-303489-ve1fgnyg 74 5 indicate indicate VBP cord-303489-ve1fgnyg 74 6 a a DT cord-303489-ve1fgnyg 74 7 slow slow JJ cord-303489-ve1fgnyg 74 8 decline decline NN cord-303489-ve1fgnyg 74 9 of of IN cord-303489-ve1fgnyg 74 10 the the DT cord-303489-ve1fgnyg 74 11 growth growth NN cord-303489-ve1fgnyg 74 12 rate rate NN cord-303489-ve1fgnyg 74 13 , , , cord-303489-ve1fgnyg 74 14 whereas whereas IN cord-303489-ve1fgnyg 74 15 low low JJ cord-303489-ve1fgnyg 74 16 values value NNS cord-303489-ve1fgnyg 74 17 indicate indicate VBP cord-303489-ve1fgnyg 74 18 that that IN cord-303489-ve1fgnyg 74 19 the the DT cord-303489-ve1fgnyg 74 20 growth growth NN cord-303489-ve1fgnyg 74 21 rate rate NN cord-303489-ve1fgnyg 74 22 is be VBZ cord-303489-ve1fgnyg 74 23 declining decline VBG cord-303489-ve1fgnyg 74 24 fast fast RB cord-303489-ve1fgnyg 74 25 and and CC cord-303489-ve1fgnyg 74 26 that that IN cord-303489-ve1fgnyg 74 27 the the DT cord-303489-ve1fgnyg 74 28 ratio ratio NN cord-303489-ve1fgnyg 74 29 of of IN cord-303489-ve1fgnyg 74 30 new new JJ cord-303489-ve1fgnyg 74 31 cases case NNS cord-303489-ve1fgnyg 74 32 versus versus IN cord-303489-ve1fgnyg 74 33 total total JJ cord-303489-ve1fgnyg 74 34 cases case NNS cord-303489-ve1fgnyg 74 35 will will MD cord-303489-ve1fgnyg 74 36 reach reach VB cord-303489-ve1fgnyg 74 37 zero zero CD cord-303489-ve1fgnyg 74 38 more more RBR cord-303489-ve1fgnyg 74 39 rapidly rapidly RB cord-303489-ve1fgnyg 74 40 . . . cord-303489-ve1fgnyg 75 1 With with IN cord-303489-ve1fgnyg 75 2 the the DT cord-303489-ve1fgnyg 75 3 given give VBN cord-303489-ve1fgnyg 75 4 model model NN cord-303489-ve1fgnyg 75 5 a a DT cord-303489-ve1fgnyg 75 6 logarithmic logarithmic JJ cord-303489-ve1fgnyg 75 7 plot plot NN cord-303489-ve1fgnyg 75 8 of of IN cord-303489-ve1fgnyg 75 9 the the DT cord-303489-ve1fgnyg 75 10 daily daily JJ cord-303489-ve1fgnyg 75 11 growth growth NN cord-303489-ve1fgnyg 75 12 rate rate NN cord-303489-ve1fgnyg 75 13 trajectory trajectory NN cord-303489-ve1fgnyg 75 14 thus thus RB cord-303489-ve1fgnyg 75 15 provided provide VBD cord-303489-ve1fgnyg 75 16 a a DT cord-303489-ve1fgnyg 75 17 straight straight JJ cord-303489-ve1fgnyg 75 18 line line NN cord-303489-ve1fgnyg 75 19 and and CC cord-303489-ve1fgnyg 75 20 allowed allow VBD cord-303489-ve1fgnyg 75 21 us -PRON- PRP cord-303489-ve1fgnyg 75 22 to to TO cord-303489-ve1fgnyg 75 23 derive derive VB cord-303489-ve1fgnyg 75 24   NN cord-303489-ve1fgnyg 75 25 from from IN cord-303489-ve1fgnyg 75 26 the the DT cord-303489-ve1fgnyg 75 27 slope slope NN cord-303489-ve1fgnyg 75 28 by by IN cord-303489-ve1fgnyg 75 29 linear linear JJ cord-303489-ve1fgnyg 75 30 regression regression NN cord-303489-ve1fgnyg 75 31 . . . cord-303489-ve1fgnyg 75 32 . . . cord-303489-ve1fgnyg 76 1 CC CC NNP cord-303489-ve1fgnyg 76 2 - - HYPH cord-303489-ve1fgnyg 76 3 BY BY NNP cord-303489-ve1fgnyg 76 4 - - HYPH cord-303489-ve1fgnyg 76 5 ND ND NNP cord-303489-ve1fgnyg 76 6 4.0 4.0 CD cord-303489-ve1fgnyg 76 7 International international JJ cord-303489-ve1fgnyg 76 8 license license NN cord-303489-ve1fgnyg 77 1 It -PRON- PRP cord-303489-ve1fgnyg 77 2 is be VBZ cord-303489-ve1fgnyg 77 3 made make VBN cord-303489-ve1fgnyg 77 4 available available JJ cord-303489-ve1fgnyg 77 5 under under IN cord-303489-ve1fgnyg 77 6 a a DT cord-303489-ve1fgnyg 78 1 is be VBZ cord-303489-ve1fgnyg 78 2 the the DT cord-303489-ve1fgnyg 78 3 author author NN cord-303489-ve1fgnyg 78 4 / / SYM cord-303489-ve1fgnyg 78 5 funder funder NN cord-303489-ve1fgnyg 78 6 , , , cord-303489-ve1fgnyg 78 7 who who WP cord-303489-ve1fgnyg 78 8 has have VBZ cord-303489-ve1fgnyg 78 9 granted grant VBN cord-303489-ve1fgnyg 78 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 78 11 a a DT cord-303489-ve1fgnyg 78 12 license license NN cord-303489-ve1fgnyg 78 13 to to TO cord-303489-ve1fgnyg 78 14 display display VB cord-303489-ve1fgnyg 78 15 the the DT cord-303489-ve1fgnyg 78 16 preprint preprint NN cord-303489-ve1fgnyg 78 17 in in IN cord-303489-ve1fgnyg 78 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 78 19 . . . cord-303489-ve1fgnyg 79 1 The the DT cord-303489-ve1fgnyg 79 2 copyright copyright NN cord-303489-ve1fgnyg 79 3 holder holder NN cord-303489-ve1fgnyg 79 4 for for IN cord-303489-ve1fgnyg 79 5 this this DT cord-303489-ve1fgnyg 79 6 preprint preprint NN cord-303489-ve1fgnyg 79 7 . . . cord-303489-ve1fgnyg 80 1 https://doi.org/10.1101/2020.04.14.20064790 https://doi.org/10.1101/2020.04.14.20064790 NNP cord-303489-ve1fgnyg 80 2 doi doi NN cord-303489-ve1fgnyg 80 3 : : : cord-303489-ve1fgnyg 81 1 medRxiv medRxiv NNP cord-303489-ve1fgnyg 81 2 preprint preprint NN cord-303489-ve1fgnyg 81 3 Assuming assume VBG cord-303489-ve1fgnyg 81 4 the the DT cord-303489-ve1fgnyg 81 5 measures measure NNS cord-303489-ve1fgnyg 81 6 have have VBP cord-303489-ve1fgnyg 81 7 an an DT cord-303489-ve1fgnyg 81 8 impact impact NN cord-303489-ve1fgnyg 81 9 on on IN cord-303489-ve1fgnyg 81 10 the the DT cord-303489-ve1fgnyg 81 11 decline decline NN cord-303489-ve1fgnyg 81 12 of of IN cord-303489-ve1fgnyg 81 13 the the DT cord-303489-ve1fgnyg 81 14 growth growth NN cord-303489-ve1fgnyg 81 15 rate rate NN cord-303489-ve1fgnyg 81 16 , , , cord-303489-ve1fgnyg 81 17 we -PRON- PRP cord-303489-ve1fgnyg 81 18 would would MD cord-303489-ve1fgnyg 81 19 expect expect VB cord-303489-ve1fgnyg 81 20 a a DT cord-303489-ve1fgnyg 81 21 discontinuity discontinuity NN cord-303489-ve1fgnyg 81 22 in in IN cord-303489-ve1fgnyg 81 23 the the DT cord-303489-ve1fgnyg 81 24 logarithmic logarithmic JJ cord-303489-ve1fgnyg 81 25 plot plot NN cord-303489-ve1fgnyg 81 26 of of IN cord-303489-ve1fgnyg 81 27 the the DT cord-303489-ve1fgnyg 81 28 data datum NNS cord-303489-ve1fgnyg 81 29 . . . cord-303489-ve1fgnyg 82 1 For for IN cord-303489-ve1fgnyg 82 2 each each DT cord-303489-ve1fgnyg 82 3 country country NN cord-303489-ve1fgnyg 82 4 we -PRON- PRP cord-303489-ve1fgnyg 82 5 obtained obtain VBD cord-303489-ve1fgnyg 82 6 two two CD cord-303489-ve1fgnyg 82 7 fits fit NNS cord-303489-ve1fgnyg 82 8 with with IN cord-303489-ve1fgnyg 82 9 different different JJ cord-303489-ve1fgnyg 82 10 values value NNS cord-303489-ve1fgnyg 82 11 for for IN cord-303489-ve1fgnyg 82 12   NN cord-303489-ve1fgnyg 82 13 , , , cord-303489-ve1fgnyg 82 14 capturing capture VBG cord-303489-ve1fgnyg 82 15 the the DT cord-303489-ve1fgnyg 82 16 dynamics dynamic NNS cord-303489-ve1fgnyg 82 17 before before IN cord-303489-ve1fgnyg 82 18 and and CC cord-303489-ve1fgnyg 82 19 after after IN cord-303489-ve1fgnyg 82 20 the the DT cord-303489-ve1fgnyg 82 21 impact impact NN cord-303489-ve1fgnyg 82 22 of of IN cord-303489-ve1fgnyg 82 23 the the DT cord-303489-ve1fgnyg 82 24 implemented implement VBN cord-303489-ve1fgnyg 82 25 control control NN cord-303489-ve1fgnyg 82 26 measures measure NNS cord-303489-ve1fgnyg 82 27 became become VBD cord-303489-ve1fgnyg 82 28 visible visible JJ cord-303489-ve1fgnyg 82 29 . . . cord-303489-ve1fgnyg 83 1 For for IN cord-303489-ve1fgnyg 83 2 Germany Germany NNP cord-303489-ve1fgnyg 83 3 data datum NNS cord-303489-ve1fgnyg 83 4 was be VBD cord-303489-ve1fgnyg 83 5 obtained obtain VBN cord-303489-ve1fgnyg 83 6 from from IN cord-303489-ve1fgnyg 83 7 the the DT cord-303489-ve1fgnyg 83 8 website website NN cord-303489-ve1fgnyg 83 9 of of IN cord-303489-ve1fgnyg 83 10 the the DT cord-303489-ve1fgnyg 83 11 Robert Robert NNP cord-303489-ve1fgnyg 83 12 Koch Koch NNP cord-303489-ve1fgnyg 83 13 Institute Institute NNP cord-303489-ve1fgnyg 83 14 ( ( -LRB- cord-303489-ve1fgnyg 83 15 RKI RKI NNP cord-303489-ve1fgnyg 83 16 ) ) -RRB- cord-303489-ve1fgnyg 83 17 [ [ -LRB- cord-303489-ve1fgnyg 83 18 11 11 CD cord-303489-ve1fgnyg 83 19 ] ] -RRB- cord-303489-ve1fgnyg 83 20 . . . cord-303489-ve1fgnyg 84 1 For for IN cord-303489-ve1fgnyg 84 2 Italy Italy NNP cord-303489-ve1fgnyg 84 3 the the DT cord-303489-ve1fgnyg 84 4 data datum NNS cord-303489-ve1fgnyg 84 5 was be VBD cord-303489-ve1fgnyg 84 6 taken take VBN cord-303489-ve1fgnyg 84 7 from from IN cord-303489-ve1fgnyg 84 8 the the DT cord-303489-ve1fgnyg 84 9 Coronavirus Coronavirus NNP cord-303489-ve1fgnyg 84 10 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 84 11 Global Global NNP cord-303489-ve1fgnyg 84 12 Cases Cases NNPS cord-303489-ve1fgnyg 84 13 published publish VBN cord-303489-ve1fgnyg 84 14 by by IN cord-303489-ve1fgnyg 84 15 the the DT cord-303489-ve1fgnyg 84 16 Center Center NNP cord-303489-ve1fgnyg 84 17 for for IN cord-303489-ve1fgnyg 84 18 Systems Systems NNP cord-303489-ve1fgnyg 84 19 Science Science NNP cord-303489-ve1fgnyg 84 20 Engineering Engineering NNP cord-303489-ve1fgnyg 84 21 ( ( -LRB- cord-303489-ve1fgnyg 84 22 CSSE CSSE NNP cord-303489-ve1fgnyg 84 23 ) ) -RRB- cord-303489-ve1fgnyg 84 24 at at IN cord-303489-ve1fgnyg 84 25 Johns Johns NNP cord-303489-ve1fgnyg 84 26 Hopkins Hopkins NNP cord-303489-ve1fgnyg 84 27 University University NNP cord-303489-ve1fgnyg 84 28 ( ( -LRB- cord-303489-ve1fgnyg 84 29 JHU JHU NNP cord-303489-ve1fgnyg 84 30 ) ) -RRB- cord-303489-ve1fgnyg 84 31 [ [ -LRB- cord-303489-ve1fgnyg 84 32 12 12 CD cord-303489-ve1fgnyg 84 33 ] ] -RRB- cord-303489-ve1fgnyg 84 34 . . . cord-303489-ve1fgnyg 85 1 For for IN cord-303489-ve1fgnyg 85 2 Germany Germany NNP cord-303489-ve1fgnyg 85 3 and and CC cord-303489-ve1fgnyg 85 4 Italy Italy NNP cord-303489-ve1fgnyg 85 5 , , , cord-303489-ve1fgnyg 85 6 we -PRON- PRP cord-303489-ve1fgnyg 85 7 used use VBD cord-303489-ve1fgnyg 85 8 the the DT cord-303489-ve1fgnyg 85 9 reported report VBN cord-303489-ve1fgnyg 85 10 data datum NNS cord-303489-ve1fgnyg 85 11 up up IN cord-303489-ve1fgnyg 85 12 to to IN cord-303489-ve1fgnyg 85 13 April April NNP cord-303489-ve1fgnyg 85 14 9 9 CD cord-303489-ve1fgnyg 85 15 th th XX cord-303489-ve1fgnyg 85 16 for for IN cord-303489-ve1fgnyg 85 17 modeling modeling NN cord-303489-ve1fgnyg 85 18 and and CC cord-303489-ve1fgnyg 85 19 parameter parameter NN cord-303489-ve1fgnyg 85 20 estimation estimation NN cord-303489-ve1fgnyg 85 21 . . . cord-303489-ve1fgnyg 86 1 As as IN cord-303489-ve1fgnyg 86 2 a a DT cord-303489-ve1fgnyg 86 3 second second JJ cord-303489-ve1fgnyg 86 4 step step NN cord-303489-ve1fgnyg 86 5 we -PRON- PRP cord-303489-ve1fgnyg 86 6 used use VBD cord-303489-ve1fgnyg 86 7 the the DT cord-303489-ve1fgnyg 86 8 exponential exponential JJ cord-303489-ve1fgnyg 86 9 decline decline NN cord-303489-ve1fgnyg 86 10 of of IN cord-303489-ve1fgnyg 86 11 growth growth NN cord-303489-ve1fgnyg 86 12 rate rate NN cord-303489-ve1fgnyg 86 13 model model NN cord-303489-ve1fgnyg 86 14 to to TO cord-303489-ve1fgnyg 86 15 predict predict VB cord-303489-ve1fgnyg 86 16 the the DT cord-303489-ve1fgnyg 86 17 cumulative cumulative JJ cord-303489-ve1fgnyg 86 18 diagnosed diagnose VBN cord-303489-ve1fgnyg 86 19 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 86 20 and and CC cord-303489-ve1fgnyg 86 21 the the DT cord-303489-ve1fgnyg 86 22 daily daily JJ cord-303489-ve1fgnyg 86 23 new new JJ cord-303489-ve1fgnyg 86 24 cases case NNS cord-303489-ve1fgnyg 86 25 for for IN cord-303489-ve1fgnyg 86 26 Germany Germany NNP cord-303489-ve1fgnyg 86 27 and and CC cord-303489-ve1fgnyg 86 28 Italy Italy NNP cord-303489-ve1fgnyg 86 29 beyond beyond IN cord-303489-ve1fgnyg 86 30 April April NNP cord-303489-ve1fgnyg 86 31 9 9 CD cord-303489-ve1fgnyg 86 32 th th XX cord-303489-ve1fgnyg 86 33 . . . cord-303489-ve1fgnyg 87 1 As as IN cord-303489-ve1fgnyg 87 2 described describe VBN cord-303489-ve1fgnyg 87 3 before before IN cord-303489-ve1fgnyg 87 4 a a DT cord-303489-ve1fgnyg 87 5 linear linear JJ cord-303489-ve1fgnyg 87 6 regression regression NN cord-303489-ve1fgnyg 87 7 of of IN cord-303489-ve1fgnyg 87 8 the the DT cord-303489-ve1fgnyg 87 9 logarithmic logarithmic JJ cord-303489-ve1fgnyg 87 10 plot plot NN cord-303489-ve1fgnyg 87 11 of of IN cord-303489-ve1fgnyg 87 12 the the DT cord-303489-ve1fgnyg 87 13 growth growth NN cord-303489-ve1fgnyg 87 14 rate rate NN cord-303489-ve1fgnyg 87 15 data datum NNS cord-303489-ve1fgnyg 87 16 between between IN cord-303489-ve1fgnyg 87 17 March March NNP cord-303489-ve1fgnyg 87 18 23 23 CD cord-303489-ve1fgnyg 87 19 rd rd NNP cord-303489-ve1fgnyg 87 20 and and CC cord-303489-ve1fgnyg 87 21 April April NNP cord-303489-ve1fgnyg 87 22 9 9 CD cord-303489-ve1fgnyg 87 23 th th XX cord-303489-ve1fgnyg 87 24 for for IN cord-303489-ve1fgnyg 87 25 Germany Germany NNP cord-303489-ve1fgnyg 87 26 and and CC cord-303489-ve1fgnyg 87 27 between between IN cord-303489-ve1fgnyg 87 28 March March NNP cord-303489-ve1fgnyg 87 29 17 17 CD cord-303489-ve1fgnyg 87 30 th th XX cord-303489-ve1fgnyg 87 31 and and CC cord-303489-ve1fgnyg 87 32 April April NNP cord-303489-ve1fgnyg 87 33 9 9 CD cord-303489-ve1fgnyg 87 34 th th XX cord-303489-ve1fgnyg 87 35 for for IN cord-303489-ve1fgnyg 87 36 Italy Italy NNP cord-303489-ve1fgnyg 87 37 , , , cord-303489-ve1fgnyg 87 38 respectively respectively RB cord-303489-ve1fgnyg 87 39 , , , cord-303489-ve1fgnyg 87 40 allowed allow VBD cord-303489-ve1fgnyg 87 41 us -PRON- PRP cord-303489-ve1fgnyg 87 42 to to TO cord-303489-ve1fgnyg 87 43 model model VB cord-303489-ve1fgnyg 87 44 the the DT cord-303489-ve1fgnyg 87 45 growth growth NN cord-303489-ve1fgnyg 87 46 rate rate NN cord-303489-ve1fgnyg 87 47 using use VBG cord-303489-ve1fgnyg 87 48 equation equation NN cord-303489-ve1fgnyg 87 49 ( ( -LRB- cord-303489-ve1fgnyg 87 50 2 2 CD cord-303489-ve1fgnyg 87 51 ) ) -RRB- cord-303489-ve1fgnyg 87 52 . . . cord-303489-ve1fgnyg 88 1 Here here RB cord-303489-ve1fgnyg 88 2 we -PRON- PRP cord-303489-ve1fgnyg 88 3 could could MD cord-303489-ve1fgnyg 88 4 identify identify VB cord-303489-ve1fgnyg 88 5 the the DT cord-303489-ve1fgnyg 88 6 values value NNS cord-303489-ve1fgnyg 88 7 for for IN cord-303489-ve1fgnyg 88 8   NN cord-303489-ve1fgnyg 88 9 and and CC cord-303489-ve1fgnyg 88 10 the the DT cord-303489-ve1fgnyg 88 11 intercept intercept NN cord-303489-ve1fgnyg 88 12 as as RB cord-303489-ve1fgnyg 88 13 well well RB cord-303489-ve1fgnyg 88 14 as as IN cord-303489-ve1fgnyg 88 15 their -PRON- PRP$ cord-303489-ve1fgnyg 88 16 standard standard JJ cord-303489-ve1fgnyg 88 17 deviation deviation NN cord-303489-ve1fgnyg 88 18 and and CC cord-303489-ve1fgnyg 88 19 confidence confidence NN cord-303489-ve1fgnyg 88 20 intervals interval NNS cord-303489-ve1fgnyg 88 21 . . . cord-303489-ve1fgnyg 89 1 This this DT cord-303489-ve1fgnyg 89 2 allowed allow VBD cord-303489-ve1fgnyg 89 3 us -PRON- PRP cord-303489-ve1fgnyg 89 4 to to TO cord-303489-ve1fgnyg 89 5 estimate estimate VB cord-303489-ve1fgnyg 89 6 the the DT cord-303489-ve1fgnyg 89 7 expected expect VBN cord-303489-ve1fgnyg 89 8 growth growth NN cord-303489-ve1fgnyg 89 9 rate rate NN cord-303489-ve1fgnyg 89 10 for for IN cord-303489-ve1fgnyg 89 11 each each DT cord-303489-ve1fgnyg 89 12 day day NN cord-303489-ve1fgnyg 89 13 beyond beyond IN cord-303489-ve1fgnyg 89 14 April April NNP cord-303489-ve1fgnyg 89 15 10 10 CD cord-303489-ve1fgnyg 89 16 th th XX cord-303489-ve1fgnyg 89 17 , , , cord-303489-ve1fgnyg 89 18 as as RB cord-303489-ve1fgnyg 89 19 well well RB cord-303489-ve1fgnyg 89 20 as as IN cord-303489-ve1fgnyg 89 21 an an DT cord-303489-ve1fgnyg 89 22 upper upper JJ cord-303489-ve1fgnyg 89 23 and and CC cord-303489-ve1fgnyg 89 24 lower low JJR cord-303489-ve1fgnyg 89 25 limit limit NN cord-303489-ve1fgnyg 89 26 of of IN cord-303489-ve1fgnyg 89 27 the the DT cord-303489-ve1fgnyg 89 28 growth growth NN cord-303489-ve1fgnyg 89 29 rate rate NN cord-303489-ve1fgnyg 89 30 based base VBN cord-303489-ve1fgnyg 89 31 on on IN cord-303489-ve1fgnyg 89 32 the the DT cord-303489-ve1fgnyg 89 33 95 95 CD cord-303489-ve1fgnyg 89 34 % % NN cord-303489-ve1fgnyg 89 35 confidence confidence NN cord-303489-ve1fgnyg 89 36 interval interval NN cord-303489-ve1fgnyg 89 37 of of IN cord-303489-ve1fgnyg 89 38 the the DT cord-303489-ve1fgnyg 89 39 linear linear JJ cord-303489-ve1fgnyg 89 40 model model NN cord-303489-ve1fgnyg 89 41 . . . cord-303489-ve1fgnyg 90 1 For for IN cord-303489-ve1fgnyg 90 2 the the DT cord-303489-ve1fgnyg 90 3 prediction prediction NN cord-303489-ve1fgnyg 90 4 of of IN cord-303489-ve1fgnyg 90 5 the the DT cord-303489-ve1fgnyg 90 6 number number NN cord-303489-ve1fgnyg 90 7 of of IN cord-303489-ve1fgnyg 90 8 total total JJ cord-303489-ve1fgnyg 90 9 cases case NNS cord-303489-ve1fgnyg 90 10 for for IN cord-303489-ve1fgnyg 90 11 April April NNP cord-303489-ve1fgnyg 90 12 10 10 CD cord-303489-ve1fgnyg 90 13 th th XX cord-303489-ve1fgnyg 90 14 onwards onwards RB cord-303489-ve1fgnyg 90 15 by by IN cord-303489-ve1fgnyg 90 16 equation equation NN cord-303489-ve1fgnyg 90 17 ( ( -LRB- cord-303489-ve1fgnyg 90 18 3 3 LS cord-303489-ve1fgnyg 90 19 ) ) -RRB- cord-303489-ve1fgnyg 90 20 we -PRON- PRP cord-303489-ve1fgnyg 90 21 calculated calculate VBD cord-303489-ve1fgnyg 90 22 the the DT cord-303489-ve1fgnyg 90 23 expected expect VBN cord-303489-ve1fgnyg 90 24 number number NN cord-303489-ve1fgnyg 90 25 of of IN cord-303489-ve1fgnyg 90 26 total total JJ cord-303489-ve1fgnyg 90 27 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 90 28 cases case NNS cord-303489-ve1fgnyg 90 29 using use VBG cord-303489-ve1fgnyg 90 30 the the DT cord-303489-ve1fgnyg 90 31 calculated calculate VBN cord-303489-ve1fgnyg 90 32 growth growth NN cord-303489-ve1fgnyg 90 33 rate rate NN cord-303489-ve1fgnyg 90 34 value value NN cord-303489-ve1fgnyg 90 35 and and CC cord-303489-ve1fgnyg 90 36 its -PRON- PRP$ cord-303489-ve1fgnyg 90 37 upper upper JJ cord-303489-ve1fgnyg 90 38 and and CC cord-303489-ve1fgnyg 90 39 lower low JJR cord-303489-ve1fgnyg 90 40 limit limit NN cord-303489-ve1fgnyg 90 41 . . . cord-303489-ve1fgnyg 91 1 This this DT cord-303489-ve1fgnyg 91 2 allowed allow VBD cord-303489-ve1fgnyg 91 3 us -PRON- PRP cord-303489-ve1fgnyg 91 4 to to TO cord-303489-ve1fgnyg 91 5 project project VB cord-303489-ve1fgnyg 91 6 the the DT cord-303489-ve1fgnyg 91 7 uncertainty uncertainty NN cord-303489-ve1fgnyg 91 8 in in IN cord-303489-ve1fgnyg 91 9 the the DT cord-303489-ve1fgnyg 91 10 parameter parameter NN cord-303489-ve1fgnyg 91 11 identification identification NN cord-303489-ve1fgnyg 91 12 from from IN cord-303489-ve1fgnyg 91 13 the the DT cord-303489-ve1fgnyg 91 14 logistic logistic JJ cord-303489-ve1fgnyg 91 15 regression regression NN cord-303489-ve1fgnyg 91 16 model model NN cord-303489-ve1fgnyg 91 17 into into IN cord-303489-ve1fgnyg 91 18 a a DT cord-303489-ve1fgnyg 91 19 confidence confidence NN cord-303489-ve1fgnyg 91 20 interval interval NN cord-303489-ve1fgnyg 91 21 for for IN cord-303489-ve1fgnyg 91 22 the the DT cord-303489-ve1fgnyg 91 23 predicted predict VBN cord-303489-ve1fgnyg 91 24 COVID-19 covid-19 CD cord-303489-ve1fgnyg 91 25 cases case NNS cord-303489-ve1fgnyg 91 26 . . . cord-303489-ve1fgnyg 92 1 ( ( -LRB- cord-303489-ve1fgnyg 92 2 3 3 LS cord-303489-ve1fgnyg 92 3 ) ) -RRB- cord-303489-ve1fgnyg 92 4 We -PRON- PRP cord-303489-ve1fgnyg 92 5 have have VBP cord-303489-ve1fgnyg 92 6 used use VBN cord-303489-ve1fgnyg 92 7 the the DT cord-303489-ve1fgnyg 92 8 predicted predict VBN cord-303489-ve1fgnyg 92 9 number number NN cord-303489-ve1fgnyg 92 10 of of IN cord-303489-ve1fgnyg 92 11 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 92 12 cases case NNS cord-303489-ve1fgnyg 92 13 ( ( -LRB- cord-303489-ve1fgnyg 92 14 including include VBG cord-303489-ve1fgnyg 92 15 the the DT cord-303489-ve1fgnyg 92 16 confidence confidence NN cord-303489-ve1fgnyg 92 17 intervals interval NNS cord-303489-ve1fgnyg 92 18 of of IN cord-303489-ve1fgnyg 92 19 these these DT cord-303489-ve1fgnyg 92 20 predictions prediction NNS cord-303489-ve1fgnyg 92 21 ) ) -RRB- cord-303489-ve1fgnyg 92 22 in in IN cord-303489-ve1fgnyg 92 23 the the DT cord-303489-ve1fgnyg 92 24 remaining remain VBG cord-303489-ve1fgnyg 92 25 of of IN cord-303489-ve1fgnyg 92 26 April April NNP cord-303489-ve1fgnyg 92 27 and and CC cord-303489-ve1fgnyg 92 28 May May NNP cord-303489-ve1fgnyg 92 29 to to TO cord-303489-ve1fgnyg 92 30 estimate estimate VB cord-303489-ve1fgnyg 92 31 the the DT cord-303489-ve1fgnyg 92 32 daily daily JJ cord-303489-ve1fgnyg 92 33 required require VBN cord-303489-ve1fgnyg 92 34 capacity capacity NN cord-303489-ve1fgnyg 92 35 of of IN cord-303489-ve1fgnyg 92 36 hospital hospital NN cord-303489-ve1fgnyg 92 37 beds bed NNS cord-303489-ve1fgnyg 92 38 , , , cord-303489-ve1fgnyg 92 39 in in IN cord-303489-ve1fgnyg 92 40 particular particular JJ cord-303489-ve1fgnyg 92 41 ICU ICU NNP cord-303489-ve1fgnyg 92 42 beds bed NNS cord-303489-ve1fgnyg 92 43 with with IN cord-303489-ve1fgnyg 92 44 ECMO ecmo NN cord-303489-ve1fgnyg 92 45 equipment equipment NN cord-303489-ve1fgnyg 92 46 to to TO cord-303489-ve1fgnyg 92 47 treat treat VB cord-303489-ve1fgnyg 92 48 the the DT cord-303489-ve1fgnyg 92 49 predicted predict VBN cord-303489-ve1fgnyg 92 50 severe severe JJ cord-303489-ve1fgnyg 92 51 and and CC cord-303489-ve1fgnyg 92 52 critical critical JJ cord-303489-ve1fgnyg 92 53 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 92 54 cases case NNS cord-303489-ve1fgnyg 92 55 in in IN cord-303489-ve1fgnyg 92 56 Germany Germany NNP cord-303489-ve1fgnyg 92 57 . . . cord-303489-ve1fgnyg 93 1 We -PRON- PRP cord-303489-ve1fgnyg 93 2 used use VBD cord-303489-ve1fgnyg 93 3 assumptions assumption NNS cord-303489-ve1fgnyg 93 4 adapted adapt VBN cord-303489-ve1fgnyg 93 5 from from IN cord-303489-ve1fgnyg 93 6 Thomas Thomas NNP cord-303489-ve1fgnyg 93 7 - - HYPH cord-303489-ve1fgnyg 93 8 Rüddel Rüddel NNP cord-303489-ve1fgnyg 93 9 et et NNP cord-303489-ve1fgnyg 93 10 al al NNP cord-303489-ve1fgnyg 93 11 . . . cord-303489-ve1fgnyg 94 1 [ [ -LRB- cord-303489-ve1fgnyg 94 2 13 13 CD cord-303489-ve1fgnyg 94 3 ] ] -RRB- cord-303489-ve1fgnyg 94 4 on on IN cord-303489-ve1fgnyg 94 5 the the DT cord-303489-ve1fgnyg 94 6 fraction fraction NN cord-303489-ve1fgnyg 94 7 of of IN cord-303489-ve1fgnyg 94 8 diagnosed diagnose VBN cord-303489-ve1fgnyg 94 9 COVID-19 covid-19 CD cord-303489-ve1fgnyg 94 10 cases case NNS cord-303489-ve1fgnyg 94 11 requiring require VBG cord-303489-ve1fgnyg 94 12 hospitalization hospitalization NN cord-303489-ve1fgnyg 94 13 and and CC cord-303489-ve1fgnyg 94 14 the the DT cord-303489-ve1fgnyg 94 15 subset subset NN cord-303489-ve1fgnyg 94 16 of of IN cord-303489-ve1fgnyg 94 17 cases case NNS cord-303489-ve1fgnyg 94 18 that that WDT cord-303489-ve1fgnyg 94 19 progress progress VBP cord-303489-ve1fgnyg 94 20 to to IN cord-303489-ve1fgnyg 94 21 intensive intensive JJ cord-303489-ve1fgnyg 94 22 care care NN cord-303489-ve1fgnyg 94 23 along along IN cord-303489-ve1fgnyg 94 24 with with IN cord-303489-ve1fgnyg 94 25 the the DT cord-303489-ve1fgnyg 94 26 average average JJ cord-303489-ve1fgnyg 94 27 length length NN cord-303489-ve1fgnyg 94 28 of of IN cord-303489-ve1fgnyg 94 29 each each DT cord-303489-ve1fgnyg 94 30 disease disease NN cord-303489-ve1fgnyg 94 31 state state NN cord-303489-ve1fgnyg 94 32 of of IN cord-303489-ve1fgnyg 94 33 an an DT cord-303489-ve1fgnyg 94 34 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 94 35 patient patient NN cord-303489-ve1fgnyg 94 36 ( ( -LRB- cord-303489-ve1fgnyg 94 37 summarized summarize VBN cord-303489-ve1fgnyg 94 38 in in IN cord-303489-ve1fgnyg 94 39 Figure figure NN cord-303489-ve1fgnyg 94 40 _SP cord-303489-ve1fgnyg 94 41 . . . cord-303489-ve1fgnyg 95 1 CC CC NNP cord-303489-ve1fgnyg 95 2 - - HYPH cord-303489-ve1fgnyg 95 3 BY BY NNP cord-303489-ve1fgnyg 95 4 - - HYPH cord-303489-ve1fgnyg 95 5 ND ND NNP cord-303489-ve1fgnyg 95 6 4.0 4.0 CD cord-303489-ve1fgnyg 95 7 International international JJ cord-303489-ve1fgnyg 95 8 license license NN cord-303489-ve1fgnyg 96 1 It -PRON- PRP cord-303489-ve1fgnyg 96 2 is be VBZ cord-303489-ve1fgnyg 96 3 made make VBN cord-303489-ve1fgnyg 96 4 available available JJ cord-303489-ve1fgnyg 96 5 under under IN cord-303489-ve1fgnyg 96 6 a a DT cord-303489-ve1fgnyg 97 1 is be VBZ cord-303489-ve1fgnyg 97 2 the the DT cord-303489-ve1fgnyg 97 3 author author NN cord-303489-ve1fgnyg 97 4 / / SYM cord-303489-ve1fgnyg 97 5 funder funder NN cord-303489-ve1fgnyg 97 6 , , , cord-303489-ve1fgnyg 97 7 who who WP cord-303489-ve1fgnyg 97 8 has have VBZ cord-303489-ve1fgnyg 97 9 granted grant VBN cord-303489-ve1fgnyg 97 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 97 11 a a DT cord-303489-ve1fgnyg 97 12 license license NN cord-303489-ve1fgnyg 97 13 to to TO cord-303489-ve1fgnyg 97 14 display display VB cord-303489-ve1fgnyg 97 15 the the DT cord-303489-ve1fgnyg 97 16 preprint preprint NN cord-303489-ve1fgnyg 97 17 in in IN cord-303489-ve1fgnyg 97 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 97 19 . . . cord-303489-ve1fgnyg 98 1 The the DT cord-303489-ve1fgnyg 98 2 copyright copyright NN cord-303489-ve1fgnyg 98 3 holder holder NN cord-303489-ve1fgnyg 98 4 for for IN cord-303489-ve1fgnyg 98 5 this this DT cord-303489-ve1fgnyg 98 6 preprint preprint NN cord-303489-ve1fgnyg 98 7 . . . cord-303489-ve1fgnyg 99 1 https://doi.org/10.1101/2020.04.14.20064790 https://doi.org/10.1101/2020.04.14.20064790 NNP cord-303489-ve1fgnyg 99 2 doi doi NN cord-303489-ve1fgnyg 99 3 : : : cord-303489-ve1fgnyg 100 1 medRxiv medRxiv NNP cord-303489-ve1fgnyg 100 2 preprint preprint NNP cord-303489-ve1fgnyg 100 3 2 2 CD cord-303489-ve1fgnyg 100 4 ) ) -RRB- cord-303489-ve1fgnyg 100 5 . . . cord-303489-ve1fgnyg 101 1 After after IN cord-303489-ve1fgnyg 101 2 first first JJ cord-303489-ve1fgnyg 101 3 symptoms symptom NNS cord-303489-ve1fgnyg 101 4 appear appear VBP cord-303489-ve1fgnyg 101 5 on on IN cord-303489-ve1fgnyg 101 6 day day NN cord-303489-ve1fgnyg 101 7 0 0 CD cord-303489-ve1fgnyg 101 8 for for IN cord-303489-ve1fgnyg 101 9 an an DT cord-303489-ve1fgnyg 101 10 average average JJ cord-303489-ve1fgnyg 101 11 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 101 12 patient patient NN cord-303489-ve1fgnyg 101 13 , , , cord-303489-ve1fgnyg 101 14 we -PRON- PRP cord-303489-ve1fgnyg 101 15 assume assume VBP cord-303489-ve1fgnyg 101 16 ~7 ~7 CD cord-303489-ve1fgnyg 101 17 days day NNS cord-303489-ve1fgnyg 101 18 to to IN cord-303489-ve1fgnyg 101 19 reported report VBN cord-303489-ve1fgnyg 101 20 diagnosis diagnosis NN cord-303489-ve1fgnyg 101 21 ( ( -LRB- cord-303489-ve1fgnyg 101 22 labeled label VBN cord-303489-ve1fgnyg 101 23 with with IN cord-303489-ve1fgnyg 101 24 D d NN cord-303489-ve1fgnyg 101 25 in in IN cord-303489-ve1fgnyg 101 26 Figure figure NN cord-303489-ve1fgnyg 101 27 2 2 CD cord-303489-ve1fgnyg 101 28 ) ) -RRB- cord-303489-ve1fgnyg 101 29 [ [ -LRB- cord-303489-ve1fgnyg 101 30 14 14 CD cord-303489-ve1fgnyg 101 31 ] ] -RRB- cord-303489-ve1fgnyg 101 32 . . . cord-303489-ve1fgnyg 102 1 For for IN cord-303489-ve1fgnyg 102 2 severe severe JJ cord-303489-ve1fgnyg 102 3 cases case NNS cord-303489-ve1fgnyg 102 4 we -PRON- PRP cord-303489-ve1fgnyg 102 5 assume assume VBP cord-303489-ve1fgnyg 102 6 ~7 ~7 CD cord-303489-ve1fgnyg 102 7 days day NNS cord-303489-ve1fgnyg 102 8 from from IN cord-303489-ve1fgnyg 102 9 first first JJ cord-303489-ve1fgnyg 102 10 symptoms symptom NNS cord-303489-ve1fgnyg 102 11 to to IN cord-303489-ve1fgnyg 102 12 hospitalization hospitalization NN cord-303489-ve1fgnyg 102 13 [ [ -LRB- cord-303489-ve1fgnyg 102 14 15 15 CD cord-303489-ve1fgnyg 102 15 ] ] -RRB- cord-303489-ve1fgnyg 102 16 , , , cord-303489-ve1fgnyg 102 17 for for IN cord-303489-ve1fgnyg 102 18 critical critical JJ cord-303489-ve1fgnyg 102 19 cases case NNS cord-303489-ve1fgnyg 102 20 ~8 ~8 CD cord-303489-ve1fgnyg 102 21 days day NNS cord-303489-ve1fgnyg 102 22 from from IN cord-303489-ve1fgnyg 102 23 first first JJ cord-303489-ve1fgnyg 102 24 symptoms symptom NNS cord-303489-ve1fgnyg 102 25 to to IN cord-303489-ve1fgnyg 102 26 ICU ICU NNP cord-303489-ve1fgnyg 102 27 and and CC cord-303489-ve1fgnyg 102 28 for for IN cord-303489-ve1fgnyg 102 29 fatal fatal JJ cord-303489-ve1fgnyg 102 30 cases case NNS cord-303489-ve1fgnyg 102 31 ~14 ~14 NFP cord-303489-ve1fgnyg 102 32 days day NNS cord-303489-ve1fgnyg 102 33 from from IN cord-303489-ve1fgnyg 102 34 first first JJ cord-303489-ve1fgnyg 102 35 symptoms symptom NNS cord-303489-ve1fgnyg 102 36 to to IN cord-303489-ve1fgnyg 102 37 death death NN cord-303489-ve1fgnyg 102 38 ( ( -LRB- cord-303489-ve1fgnyg 102 39 labeled label VBN cord-303489-ve1fgnyg 102 40 with with IN cord-303489-ve1fgnyg 102 41 M M NNP cord-303489-ve1fgnyg 102 42 in in IN cord-303489-ve1fgnyg 102 43 Figure figure NN cord-303489-ve1fgnyg 102 44 2 2 CD cord-303489-ve1fgnyg 102 45 ) ) -RRB- cord-303489-ve1fgnyg 102 46 [ [ -LRB- cord-303489-ve1fgnyg 102 47 16 16 CD cord-303489-ve1fgnyg 102 48 ] ] -RRB- cord-303489-ve1fgnyg 102 49 . . . cord-303489-ve1fgnyg 103 1 Thus thus RB cord-303489-ve1fgnyg 103 2 we -PRON- PRP cord-303489-ve1fgnyg 103 3 expect expect VBP cord-303489-ve1fgnyg 103 4 a a DT cord-303489-ve1fgnyg 103 5 time time NN cord-303489-ve1fgnyg 103 6 period period NN cord-303489-ve1fgnyg 103 7 of of IN cord-303489-ve1fgnyg 103 8 ~7 ~7 CD cord-303489-ve1fgnyg 103 9 days day NNS cord-303489-ve1fgnyg 103 10 between between IN cord-303489-ve1fgnyg 103 11 reported reported JJ cord-303489-ve1fgnyg 103 12 diagnosis diagnosis NN cord-303489-ve1fgnyg 103 13 and and CC cord-303489-ve1fgnyg 103 14 death death NN cord-303489-ve1fgnyg 103 15 . . . cord-303489-ve1fgnyg 104 1 We -PRON- PRP cord-303489-ve1fgnyg 104 2 assume assume VBP cord-303489-ve1fgnyg 104 3 an an DT cord-303489-ve1fgnyg 104 4 average average JJ cord-303489-ve1fgnyg 104 5 duration duration NN cord-303489-ve1fgnyg 104 6 of of IN cord-303489-ve1fgnyg 104 7 hospital hospital NN cord-303489-ve1fgnyg 104 8 stay stay NN cord-303489-ve1fgnyg 104 9 for for IN cord-303489-ve1fgnyg 104 10 severe severe JJ cord-303489-ve1fgnyg 104 11 and and CC cord-303489-ve1fgnyg 104 12 critical critical JJ cord-303489-ve1fgnyg 104 13 cases case NNS cord-303489-ve1fgnyg 104 14 of of IN cord-303489-ve1fgnyg 104 15 12 12 CD cord-303489-ve1fgnyg 104 16 days day NNS cord-303489-ve1fgnyg 104 17 [ [ -LRB- cord-303489-ve1fgnyg 104 18 17 17 CD cord-303489-ve1fgnyg 104 19 ] ] -RRB- cord-303489-ve1fgnyg 104 20 , , , cord-303489-ve1fgnyg 104 21 an an DT cord-303489-ve1fgnyg 104 22 average average JJ cord-303489-ve1fgnyg 104 23 duration duration NN cord-303489-ve1fgnyg 104 24 of of IN cord-303489-ve1fgnyg 104 25 a a DT cord-303489-ve1fgnyg 104 26 stay stay NN cord-303489-ve1fgnyg 104 27 in in IN cord-303489-ve1fgnyg 104 28 intensive intensive JJ cord-303489-ve1fgnyg 104 29 care care NN cord-303489-ve1fgnyg 104 30 unit unit NN cord-303489-ve1fgnyg 104 31 of of IN cord-303489-ve1fgnyg 104 32 6 6 CD cord-303489-ve1fgnyg 104 33 days day NNS cord-303489-ve1fgnyg 104 34 for for IN cord-303489-ve1fgnyg 104 35 fatal fatal JJ cord-303489-ve1fgnyg 104 36 critical critical JJ cord-303489-ve1fgnyg 104 37 cases case NNS cord-303489-ve1fgnyg 104 38 and and CC cord-303489-ve1fgnyg 104 39 of of IN cord-303489-ve1fgnyg 104 40 12 12 CD cord-303489-ve1fgnyg 104 41 days day NNS cord-303489-ve1fgnyg 104 42 for for IN cord-303489-ve1fgnyg 104 43 critical critical JJ cord-303489-ve1fgnyg 104 44 cases case NNS cord-303489-ve1fgnyg 104 45 that that WDT cord-303489-ve1fgnyg 104 46 recover recover VBP cord-303489-ve1fgnyg 104 47 [ [ -LRB- cord-303489-ve1fgnyg 104 48 17 17 CD cord-303489-ve1fgnyg 104 49 ] ] -RRB- cord-303489-ve1fgnyg 104 50 . . . cord-303489-ve1fgnyg 105 1 We -PRON- PRP cord-303489-ve1fgnyg 105 2 assume assume VBP cord-303489-ve1fgnyg 105 3 that that IN cord-303489-ve1fgnyg 105 4 ~20 ~20 NFP cord-303489-ve1fgnyg 105 5 % % NN cord-303489-ve1fgnyg 105 6 of of IN cord-303489-ve1fgnyg 105 7 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 105 8 cases case NNS cord-303489-ve1fgnyg 105 9 are be VBP cord-303489-ve1fgnyg 105 10 severe severe JJ cord-303489-ve1fgnyg 105 11 and and CC cord-303489-ve1fgnyg 105 12 require require VBP cord-303489-ve1fgnyg 105 13 hospitalization hospitalization NN cord-303489-ve1fgnyg 105 14 , , , cord-303489-ve1fgnyg 105 15 ~25 ~25 NFP cord-303489-ve1fgnyg 105 16 % % NN cord-303489-ve1fgnyg 105 17 of of IN cord-303489-ve1fgnyg 105 18 the the DT cord-303489-ve1fgnyg 105 19 severe severe JJ cord-303489-ve1fgnyg 105 20 cases case NNS cord-303489-ve1fgnyg 105 21 developed develop VBN cord-303489-ve1fgnyg 105 22 into into IN cord-303489-ve1fgnyg 105 23 critical critical JJ cord-303489-ve1fgnyg 105 24 cases case NNS cord-303489-ve1fgnyg 105 25 requiring require VBG cord-303489-ve1fgnyg 105 26 intensive intensive JJ cord-303489-ve1fgnyg 105 27 care care NN cord-303489-ve1fgnyg 105 28 and and CC cord-303489-ve1fgnyg 105 29 ~50 ~50 NFP cord-303489-ve1fgnyg 105 30 % % NN cord-303489-ve1fgnyg 105 31 of of IN cord-303489-ve1fgnyg 105 32 the the DT cord-303489-ve1fgnyg 105 33 ICU ICU NNP cord-303489-ve1fgnyg 105 34 patients patient NNS cord-303489-ve1fgnyg 105 35 have have VBP cord-303489-ve1fgnyg 105 36 a a DT cord-303489-ve1fgnyg 105 37 fatal fatal JJ cord-303489-ve1fgnyg 105 38 outcome outcome NN cord-303489-ve1fgnyg 105 39 [ [ -LRB- cord-303489-ve1fgnyg 105 40 17 17 CD cord-303489-ve1fgnyg 105 41 ] ] -RRB- cord-303489-ve1fgnyg 105 42 . . . cord-303489-ve1fgnyg 105 43 _SP cord-303489-ve1fgnyg 106 1 We -PRON- PRP cord-303489-ve1fgnyg 106 2 have have VBP cord-303489-ve1fgnyg 106 3 used use VBN cord-303489-ve1fgnyg 106 4 an an DT cord-303489-ve1fgnyg 106 5 exponential exponential JJ cord-303489-ve1fgnyg 106 6 decline decline NN cord-303489-ve1fgnyg 106 7 of of IN cord-303489-ve1fgnyg 106 8 the the DT cord-303489-ve1fgnyg 106 9 growth growth NN cord-303489-ve1fgnyg 106 10 rate rate NN cord-303489-ve1fgnyg 106 11 modelwith modelwith NN cord-303489-ve1fgnyg 106 12 the the DT cord-303489-ve1fgnyg 106 13 growth growth NN cord-303489-ve1fgnyg 106 14 rate rate NN cord-303489-ve1fgnyg 106 15 being be VBG cord-303489-ve1fgnyg 106 16 defined define VBN cord-303489-ve1fgnyg 106 17 by by IN cord-303489-ve1fgnyg 106 18 daily daily JJ cord-303489-ve1fgnyg 106 19 new new JJ cord-303489-ve1fgnyg 106 20 cases case NNS cord-303489-ve1fgnyg 106 21 today today NN cord-303489-ve1fgnyg 106 22 versus versus IN cord-303489-ve1fgnyg 106 23 daily daily JJ cord-303489-ve1fgnyg 106 24 total total JJ cord-303489-ve1fgnyg 106 25 cases case NNS cord-303489-ve1fgnyg 106 26 yesterdayto yesterdayto NN cord-303489-ve1fgnyg 106 27 analyze analyze VB cord-303489-ve1fgnyg 106 28 the the DT cord-303489-ve1fgnyg 106 29 trajectory trajectory NN cord-303489-ve1fgnyg 106 30 of of IN cord-303489-ve1fgnyg 106 31 the the DT cord-303489-ve1fgnyg 106 32 daily daily JJ cord-303489-ve1fgnyg 106 33 growth growth NN cord-303489-ve1fgnyg 106 34 rate rate NN cord-303489-ve1fgnyg 106 35 in in IN cord-303489-ve1fgnyg 106 36 Germany Germany NNP cord-303489-ve1fgnyg 106 37 and and CC cord-303489-ve1fgnyg 106 38 Italy Italy NNP cord-303489-ve1fgnyg 106 39 . . . cord-303489-ve1fgnyg 107 1 Figure figure NN cord-303489-ve1fgnyg 107 2 3 3 CD cord-303489-ve1fgnyg 107 3 shows show VBZ cord-303489-ve1fgnyg 107 4 the the DT cord-303489-ve1fgnyg 107 5 plot plot NN cord-303489-ve1fgnyg 107 6 of of IN cord-303489-ve1fgnyg 107 7 the the DT cord-303489-ve1fgnyg 107 8 daily daily JJ cord-303489-ve1fgnyg 107 9 growth growth NN cord-303489-ve1fgnyg 107 10 rateusing rateuse VBG cord-303489-ve1fgnyg 107 11 a a DT cord-303489-ve1fgnyg 107 12 logarithmic logarithmic JJ cord-303489-ve1fgnyg 107 13 function function NN cord-303489-ve1fgnyg 107 14 for for IN cord-303489-ve1fgnyg 107 15 linearizationfrom linearizationfrom NNP cord-303489-ve1fgnyg 107 16 March March NNP cord-303489-ve1fgnyg 107 17 1 1 CD cord-303489-ve1fgnyg 107 18 st st NNP cord-303489-ve1fgnyg 107 19 to to IN cord-303489-ve1fgnyg 107 20 April April NNP cord-303489-ve1fgnyg 107 21 9 9 CD cord-303489-ve1fgnyg 107 22 th th XX cord-303489-ve1fgnyg 107 23 in in IN cord-303489-ve1fgnyg 107 24 Italy Italy NNP cord-303489-ve1fgnyg 107 25 and and CC cord-303489-ve1fgnyg 107 26 Germany Germany NNP cord-303489-ve1fgnyg 107 27 . . . cord-303489-ve1fgnyg 108 1 By by IN cord-303489-ve1fgnyg 108 2 fitting fit VBG cord-303489-ve1fgnyg 108 3 the the DT cord-303489-ve1fgnyg 108 4 data datum NNS cord-303489-ve1fgnyg 108 5 using use VBG cord-303489-ve1fgnyg 108 6 linear linear JJ cord-303489-ve1fgnyg 108 7 regression regression NN cord-303489-ve1fgnyg 108 8 , , , cord-303489-ve1fgnyg 108 9 we -PRON- PRP cord-303489-ve1fgnyg 108 10 obtained obtain VBD cord-303489-ve1fgnyg 108 11 two two CD cord-303489-ve1fgnyg 108 12 fits fit NNS cord-303489-ve1fgnyg 108 13 of of IN cord-303489-ve1fgnyg 108 14 the the DT cord-303489-ve1fgnyg 108 15 data datum NNS cord-303489-ve1fgnyg 108 16 that that WDT cord-303489-ve1fgnyg 108 17 are be VBP cord-303489-ve1fgnyg 108 18 shown show VBN cord-303489-ve1fgnyg 108 19 in in IN cord-303489-ve1fgnyg 108 20 blue blue JJ cord-303489-ve1fgnyg 108 21 and and CC cord-303489-ve1fgnyg 108 22 orange orange NN cord-303489-ve1fgnyg 108 23 . . . cord-303489-ve1fgnyg 108 24 . . . cord-303489-ve1fgnyg 109 1 CC CC NNP cord-303489-ve1fgnyg 109 2 - - HYPH cord-303489-ve1fgnyg 109 3 BY BY NNP cord-303489-ve1fgnyg 109 4 - - HYPH cord-303489-ve1fgnyg 109 5 ND ND NNP cord-303489-ve1fgnyg 109 6 4.0 4.0 CD cord-303489-ve1fgnyg 109 7 International international JJ cord-303489-ve1fgnyg 109 8 license license NN cord-303489-ve1fgnyg 110 1 It -PRON- PRP cord-303489-ve1fgnyg 110 2 is be VBZ cord-303489-ve1fgnyg 110 3 made make VBN cord-303489-ve1fgnyg 110 4 available available JJ cord-303489-ve1fgnyg 110 5 under under IN cord-303489-ve1fgnyg 110 6 a a DT cord-303489-ve1fgnyg 111 1 is be VBZ cord-303489-ve1fgnyg 111 2 the the DT cord-303489-ve1fgnyg 111 3 author author NN cord-303489-ve1fgnyg 111 4 / / SYM cord-303489-ve1fgnyg 111 5 funder funder NN cord-303489-ve1fgnyg 111 6 , , , cord-303489-ve1fgnyg 111 7 who who WP cord-303489-ve1fgnyg 111 8 has have VBZ cord-303489-ve1fgnyg 111 9 granted grant VBN cord-303489-ve1fgnyg 111 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 111 11 a a DT cord-303489-ve1fgnyg 111 12 license license NN cord-303489-ve1fgnyg 111 13 to to TO cord-303489-ve1fgnyg 111 14 display display VB cord-303489-ve1fgnyg 111 15 the the DT cord-303489-ve1fgnyg 111 16 preprint preprint NN cord-303489-ve1fgnyg 111 17 in in IN cord-303489-ve1fgnyg 111 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 111 19 . . . cord-303489-ve1fgnyg 112 1 The the DT cord-303489-ve1fgnyg 112 2 copyright copyright NN cord-303489-ve1fgnyg 112 3 holder holder NN cord-303489-ve1fgnyg 112 4 for for IN cord-303489-ve1fgnyg 112 5 this this DT cord-303489-ve1fgnyg 112 6 preprint preprint NN cord-303489-ve1fgnyg 112 7 . . . cord-303489-ve1fgnyg 113 1 https://doi.org/10.1101/2020.04.14.20064790 https://doi.org/10.1101/2020.04.14.20064790 NNP cord-303489-ve1fgnyg 113 2 doi doi NN cord-303489-ve1fgnyg 113 3 : : : cord-303489-ve1fgnyg 114 1 medRxiv medRxiv NNP cord-303489-ve1fgnyg 114 2 preprint preprint NNP cord-303489-ve1fgnyg 114 3 _SP cord-303489-ve1fgnyg 115 1 With with IN cord-303489-ve1fgnyg 115 2 the the DT cord-303489-ve1fgnyg 115 3 value value NN cord-303489-ve1fgnyg 115 4 for for IN cord-303489-ve1fgnyg 115 5   NN cord-303489-ve1fgnyg 115 6 being be VBG cord-303489-ve1fgnyg 115 7 identified identify VBN cord-303489-ve1fgnyg 115 8 we -PRON- PRP cord-303489-ve1fgnyg 115 9 predicted predict VBD cord-303489-ve1fgnyg 115 10 the the DT cord-303489-ve1fgnyg 115 11 trend trend NN cord-303489-ve1fgnyg 115 12 for for IN cord-303489-ve1fgnyg 115 13 new new JJ cord-303489-ve1fgnyg 115 14 daily daily JJ cord-303489-ve1fgnyg 115 15 cases case NNS cord-303489-ve1fgnyg 115 16 and and CC cord-303489-ve1fgnyg 115 17 accumulated accumulate VBN cord-303489-ve1fgnyg 115 18 total total JJ cord-303489-ve1fgnyg 115 19 cases case NNS cord-303489-ve1fgnyg 115 20 for for IN cord-303489-ve1fgnyg 115 21 Germany Germany NNP cord-303489-ve1fgnyg 115 22 and and CC cord-303489-ve1fgnyg 115 23 Italy Italy NNP cord-303489-ve1fgnyg 115 24 assuming assume VBG cord-303489-ve1fgnyg 115 25 that that IN cord-303489-ve1fgnyg 115 26 the the DT cord-303489-ve1fgnyg 115 27 same same JJ cord-303489-ve1fgnyg 115 28 control control NN cord-303489-ve1fgnyg 115 29 measures measure NNS cord-303489-ve1fgnyg 115 30 remain remain VBP cord-303489-ve1fgnyg 115 31 in in IN cord-303489-ve1fgnyg 115 32 place place NN cord-303489-ve1fgnyg 115 33 until until IN cord-303489-ve1fgnyg 115 34 the the DT cord-303489-ve1fgnyg 115 35 last last JJ cord-303489-ve1fgnyg 115 36 day day NN cord-303489-ve1fgnyg 115 37 of of IN cord-303489-ve1fgnyg 116 1 May. May NNP cord-303489-ve1fgnyg 116 2 We -PRON- PRP cord-303489-ve1fgnyg 116 3 projected project VBD cord-303489-ve1fgnyg 116 4 beyond beyond IN cord-303489-ve1fgnyg 116 5 April April NNP cord-303489-ve1fgnyg 116 6 10 10 CD cord-303489-ve1fgnyg 116 7 th th XX cord-303489-ve1fgnyg 116 8 using use VBG cord-303489-ve1fgnyg 116 9 a a DT cord-303489-ve1fgnyg 116 10 value value NN cord-303489-ve1fgnyg 116 11 for for IN cord-303489-ve1fgnyg 116 12   NN cord-303489-ve1fgnyg 116 13 of of IN cord-303489-ve1fgnyg 116 14 10.3 10.3 CD cord-303489-ve1fgnyg 116 15 and and CC cord-303489-ve1fgnyg 116 16 12.4 12.4 CD cord-303489-ve1fgnyg 116 17 days day NNS cord-303489-ve1fgnyg 116 18 for for IN cord-303489-ve1fgnyg 116 19 Germany Germany NNP cord-303489-ve1fgnyg 116 20 and and CC cord-303489-ve1fgnyg 116 21 Italy Italy NNP cord-303489-ve1fgnyg 116 22 , , , cord-303489-ve1fgnyg 116 23 respectively respectively RB cord-303489-ve1fgnyg 116 24 , , , cord-303489-ve1fgnyg 116 25 that that WDT cord-303489-ve1fgnyg 116 26 has have VBZ cord-303489-ve1fgnyg 116 27 been be VBN cord-303489-ve1fgnyg 116 28 determined determine VBN cord-303489-ve1fgnyg 116 29 from from IN cord-303489-ve1fgnyg 116 30 the the DT cord-303489-ve1fgnyg 116 31 regression regression NN cord-303489-ve1fgnyg 116 32 analysis analysis NN cord-303489-ve1fgnyg 116 33 using use VBG cord-303489-ve1fgnyg 116 34 data datum NNS cord-303489-ve1fgnyg 116 35 from from IN cord-303489-ve1fgnyg 116 36 the the DT cord-303489-ve1fgnyg 116 37 day day NN cord-303489-ve1fgnyg 116 38 the the DT cord-303489-ve1fgnyg 116 39 impact impact NN cord-303489-ve1fgnyg 116 40 of of IN cord-303489-ve1fgnyg 116 41 the the DT cord-303489-ve1fgnyg 116 42 measures measure NNS cord-303489-ve1fgnyg 116 43 have have VBP cord-303489-ve1fgnyg 116 44 become become VBN cord-303489-ve1fgnyg 116 45 visible visible JJ cord-303489-ve1fgnyg 116 46 until until IN cord-303489-ve1fgnyg 116 47 April April NNP cord-303489-ve1fgnyg 116 48 9 9 CD cord-303489-ve1fgnyg 116 49 th th XX cord-303489-ve1fgnyg 116 50 . . . cord-303489-ve1fgnyg 117 1 Figure figure NN cord-303489-ve1fgnyg 117 2 4 4 CD cord-303489-ve1fgnyg 117 3 shows show VBZ cord-303489-ve1fgnyg 117 4 the the DT cord-303489-ve1fgnyg 117 5 observed observed JJ cord-303489-ve1fgnyg 117 6 data datum NNS cord-303489-ve1fgnyg 117 7 in in IN cord-303489-ve1fgnyg 117 8 blue blue NN cord-303489-ve1fgnyg 117 9 for for IN cord-303489-ve1fgnyg 117 10 the the DT cord-303489-ve1fgnyg 117 11 total total JJ cord-303489-ve1fgnyg 117 12 and and CC cord-303489-ve1fgnyg 117 13 daily daily JJ cord-303489-ve1fgnyg 117 14 new new JJ cord-303489-ve1fgnyg 118 1 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 118 2 cases case NNS cord-303489-ve1fgnyg 118 3 and and CC cord-303489-ve1fgnyg 118 4 the the DT cord-303489-ve1fgnyg 118 5 projected project VBN cord-303489-ve1fgnyg 118 6 cases case NNS cord-303489-ve1fgnyg 118 7 in in IN cord-303489-ve1fgnyg 118 8 the the DT cord-303489-ve1fgnyg 118 9 same same JJ cord-303489-ve1fgnyg 118 10 graph graph NN cord-303489-ve1fgnyg 118 11 in in IN cord-303489-ve1fgnyg 118 12 red red NN cord-303489-ve1fgnyg 118 13 . . . cord-303489-ve1fgnyg 119 1 For for IN cord-303489-ve1fgnyg 119 2 the the DT cord-303489-ve1fgnyg 119 3 projections projection NNS cord-303489-ve1fgnyg 119 4 of of IN cord-303489-ve1fgnyg 119 5 the the DT cord-303489-ve1fgnyg 119 6 total total JJ cord-303489-ve1fgnyg 119 7 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 119 8 cases case NNS cord-303489-ve1fgnyg 119 9 an an DT cord-303489-ve1fgnyg 119 10 estimate estimate NN cord-303489-ve1fgnyg 119 11 of of IN cord-303489-ve1fgnyg 119 12 the the DT cord-303489-ve1fgnyg 119 13 total total JJ cord-303489-ve1fgnyg 119 14 case case NN cord-303489-ve1fgnyg 119 15 range range NN cord-303489-ve1fgnyg 119 16 ( ( -LRB- cord-303489-ve1fgnyg 119 17 upper upper JJ cord-303489-ve1fgnyg 119 18 and and CC cord-303489-ve1fgnyg 119 19 lower lower RBR cord-303489-ve1fgnyg 119 20 bound bind VBN cord-303489-ve1fgnyg 119 21 ) ) -RRB- cord-303489-ve1fgnyg 119 22 is be VBZ cord-303489-ve1fgnyg 119 23 given give VBN cord-303489-ve1fgnyg 119 24 that that IN cord-303489-ve1fgnyg 119 25 results result NNS cord-303489-ve1fgnyg 119 26 from from IN cord-303489-ve1fgnyg 119 27 the the DT cord-303489-ve1fgnyg 119 28 uncertainty uncertainty NN cord-303489-ve1fgnyg 119 29 in in IN cord-303489-ve1fgnyg 119 30 the the DT cord-303489-ve1fgnyg 119 31 parameter parameter NN cord-303489-ve1fgnyg 119 32 identification identification NN cord-303489-ve1fgnyg 119 33 from from IN cord-303489-ve1fgnyg 119 34 the the DT cord-303489-ve1fgnyg 119 35 linear linear JJ cord-303489-ve1fgnyg 119 36 regression regression NN cord-303489-ve1fgnyg 119 37 . . . cord-303489-ve1fgnyg 119 38 _SP cord-303489-ve1fgnyg 119 39 . . . cord-303489-ve1fgnyg 120 1 CC CC NNP cord-303489-ve1fgnyg 120 2 - - HYPH cord-303489-ve1fgnyg 120 3 BY BY NNP cord-303489-ve1fgnyg 120 4 - - HYPH cord-303489-ve1fgnyg 120 5 ND ND NNP cord-303489-ve1fgnyg 120 6 4.0 4.0 CD cord-303489-ve1fgnyg 120 7 International international JJ cord-303489-ve1fgnyg 120 8 license license NN cord-303489-ve1fgnyg 121 1 It -PRON- PRP cord-303489-ve1fgnyg 121 2 is be VBZ cord-303489-ve1fgnyg 121 3 made make VBN cord-303489-ve1fgnyg 121 4 available available JJ cord-303489-ve1fgnyg 121 5 under under IN cord-303489-ve1fgnyg 121 6 a a DT cord-303489-ve1fgnyg 122 1 is be VBZ cord-303489-ve1fgnyg 122 2 the the DT cord-303489-ve1fgnyg 122 3 author author NN cord-303489-ve1fgnyg 122 4 / / SYM cord-303489-ve1fgnyg 122 5 funder funder NN cord-303489-ve1fgnyg 122 6 , , , cord-303489-ve1fgnyg 122 7 who who WP cord-303489-ve1fgnyg 122 8 has have VBZ cord-303489-ve1fgnyg 122 9 granted grant VBN cord-303489-ve1fgnyg 122 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 122 11 a a DT cord-303489-ve1fgnyg 122 12 license license NN cord-303489-ve1fgnyg 122 13 to to TO cord-303489-ve1fgnyg 122 14 display display VB cord-303489-ve1fgnyg 122 15 the the DT cord-303489-ve1fgnyg 122 16 preprint preprint NN cord-303489-ve1fgnyg 122 17 in in IN cord-303489-ve1fgnyg 122 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 122 19 . . . cord-303489-ve1fgnyg 123 1 The the DT cord-303489-ve1fgnyg 123 2 copyright copyright NN cord-303489-ve1fgnyg 123 3 holder holder NN cord-303489-ve1fgnyg 123 4 for for IN cord-303489-ve1fgnyg 123 5 this this DT cord-303489-ve1fgnyg 123 6 preprint preprint NN cord-303489-ve1fgnyg 123 7 . . . cord-303489-ve1fgnyg 124 1 https://doi.org/10.1101/2020.04.14.20064790 https://doi.org/10.1101/2020.04.14.20064790 NNP cord-303489-ve1fgnyg 124 2 doi doi NN cord-303489-ve1fgnyg 124 3 : : : cord-303489-ve1fgnyg 125 1 medRxiv medRxiv NNP cord-303489-ve1fgnyg 125 2 preprint preprint NNP cord-303489-ve1fgnyg 125 3 _SP cord-303489-ve1fgnyg 125 4 . . . cord-303489-ve1fgnyg 126 1 CC CC NNP cord-303489-ve1fgnyg 126 2 - - HYPH cord-303489-ve1fgnyg 126 3 BY BY NNP cord-303489-ve1fgnyg 126 4 - - HYPH cord-303489-ve1fgnyg 126 5 ND ND NNP cord-303489-ve1fgnyg 126 6 4.0 4.0 CD cord-303489-ve1fgnyg 126 7 International international JJ cord-303489-ve1fgnyg 126 8 license license NN cord-303489-ve1fgnyg 127 1 It -PRON- PRP cord-303489-ve1fgnyg 127 2 is be VBZ cord-303489-ve1fgnyg 127 3 made make VBN cord-303489-ve1fgnyg 127 4 available available JJ cord-303489-ve1fgnyg 127 5 under under IN cord-303489-ve1fgnyg 127 6 a a DT cord-303489-ve1fgnyg 128 1 is be VBZ cord-303489-ve1fgnyg 128 2 the the DT cord-303489-ve1fgnyg 128 3 author author NN cord-303489-ve1fgnyg 128 4 / / SYM cord-303489-ve1fgnyg 128 5 funder funder NN cord-303489-ve1fgnyg 128 6 , , , cord-303489-ve1fgnyg 128 7 who who WP cord-303489-ve1fgnyg 128 8 has have VBZ cord-303489-ve1fgnyg 128 9 granted grant VBN cord-303489-ve1fgnyg 128 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 128 11 a a DT cord-303489-ve1fgnyg 128 12 license license NN cord-303489-ve1fgnyg 128 13 to to TO cord-303489-ve1fgnyg 128 14 display display VB cord-303489-ve1fgnyg 128 15 the the DT cord-303489-ve1fgnyg 128 16 preprint preprint NN cord-303489-ve1fgnyg 128 17 in in IN cord-303489-ve1fgnyg 128 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 128 19 . . . cord-303489-ve1fgnyg 129 1 The the DT cord-303489-ve1fgnyg 129 2 copyright copyright NN cord-303489-ve1fgnyg 129 3 holder holder NN cord-303489-ve1fgnyg 129 4 for for IN cord-303489-ve1fgnyg 129 5 this this DT cord-303489-ve1fgnyg 129 6 preprint preprint NN cord-303489-ve1fgnyg 129 7 . . . cord-303489-ve1fgnyg 130 1 https://doi.org/10.1101/2020.04.14.20064790 https://doi.org/10.1101/2020.04.14.20064790 NNP cord-303489-ve1fgnyg 130 2 doi doi NN cord-303489-ve1fgnyg 130 3 : : : cord-303489-ve1fgnyg 131 1 medRxiv medRxiv NNP cord-303489-ve1fgnyg 131 2 preprint preprint NN cord-303489-ve1fgnyg 131 3 Based base VBN cord-303489-ve1fgnyg 131 4 on on IN cord-303489-ve1fgnyg 131 5 these these DT cord-303489-ve1fgnyg 131 6 projections projection NNS cord-303489-ve1fgnyg 132 1 the the DT cord-303489-ve1fgnyg 132 2 total total JJ cord-303489-ve1fgnyg 132 3 number number NN cord-303489-ve1fgnyg 132 4 of of IN cord-303489-ve1fgnyg 132 5 cases case NNS cord-303489-ve1fgnyg 132 6 in in IN cord-303489-ve1fgnyg 132 7 Germany Germany NNP cord-303489-ve1fgnyg 132 8 by by IN cord-303489-ve1fgnyg 132 9 end end NN cord-303489-ve1fgnyg 132 10 of of IN cord-303489-ve1fgnyg 132 11 May May NNP cord-303489-ve1fgnyg 132 12 can can MD cord-303489-ve1fgnyg 132 13 be be VB cord-303489-ve1fgnyg 132 14 predicted predict VBN cord-303489-ve1fgnyg 132 15 to to TO cord-303489-ve1fgnyg 132 16 be be VB cord-303489-ve1fgnyg 132 17 140,000 140,000 CD cord-303489-ve1fgnyg 132 18 to to TO cord-303489-ve1fgnyg 132 19 180,000 180,000 CD cord-303489-ve1fgnyg 132 20 with with IN cord-303489-ve1fgnyg 132 21 a a DT cord-303489-ve1fgnyg 132 22 peak peak NN cord-303489-ve1fgnyg 132 23 in in IN cord-303489-ve1fgnyg 132 24 the the DT cord-303489-ve1fgnyg 132 25 cases case NNS cord-303489-ve1fgnyg 132 26 around around IN cord-303489-ve1fgnyg 132 27 April April NNP cord-303489-ve1fgnyg 132 28 1 1 CD cord-303489-ve1fgnyg 132 29 st st NNP cord-303489-ve1fgnyg 132 30 . . . cord-303489-ve1fgnyg 133 1 For for IN cord-303489-ve1fgnyg 133 2 Italy Italy NNP cord-303489-ve1fgnyg 133 3 the the DT cord-303489-ve1fgnyg 133 4 estimated estimate VBN cord-303489-ve1fgnyg 133 5 total total JJ cord-303489-ve1fgnyg 133 6 size size NN cord-303489-ve1fgnyg 133 7 of of IN cord-303489-ve1fgnyg 133 8 the the DT cord-303489-ve1fgnyg 133 9 epidemic epidemic NN cord-303489-ve1fgnyg 133 10 is be VBZ cord-303489-ve1fgnyg 133 11 predicted predict VBN cord-303489-ve1fgnyg 133 12 to to TO cord-303489-ve1fgnyg 133 13 be be VB cord-303489-ve1fgnyg 133 14 175,000 175,000 CD cord-303489-ve1fgnyg 133 15 to to TO cord-303489-ve1fgnyg 133 16 200,000 200,000 CD cord-303489-ve1fgnyg 133 17 cases case NNS cord-303489-ve1fgnyg 133 18 . . . cord-303489-ve1fgnyg 134 1 Evidently evidently RB cord-303489-ve1fgnyg 134 2 these these DT cord-303489-ve1fgnyg 134 3 projections projection NNS cord-303489-ve1fgnyg 134 4 assume assume VBP cord-303489-ve1fgnyg 134 5 that that IN cord-303489-ve1fgnyg 134 6 the the DT cord-303489-ve1fgnyg 134 7 decline decline NN cord-303489-ve1fgnyg 134 8 of of IN cord-303489-ve1fgnyg 134 9 the the DT cord-303489-ve1fgnyg 134 10 daily daily JJ cord-303489-ve1fgnyg 134 11 number number NN cord-303489-ve1fgnyg 134 12 of of IN cord-303489-ve1fgnyg 134 13 new new JJ cord-303489-ve1fgnyg 134 14 cases case NNS cord-303489-ve1fgnyg 134 15 continues continue VBZ cord-303489-ve1fgnyg 134 16 to to TO cord-303489-ve1fgnyg 134 17 follow follow VB cord-303489-ve1fgnyg 134 18 the the DT cord-303489-ve1fgnyg 134 19 exponential exponential JJ cord-303489-ve1fgnyg 134 20 trend trend NN cord-303489-ve1fgnyg 134 21 due due IN cord-303489-ve1fgnyg 134 22 to to IN cord-303489-ve1fgnyg 134 23 successful successful JJ cord-303489-ve1fgnyg 134 24 control control NN cord-303489-ve1fgnyg 134 25 measures measure NNS cord-303489-ve1fgnyg 134 26 taken take VBN cord-303489-ve1fgnyg 134 27 by by IN cord-303489-ve1fgnyg 134 28 both both DT cord-303489-ve1fgnyg 134 29 countries country NNS cord-303489-ve1fgnyg 134 30 . . . cord-303489-ve1fgnyg 135 1 How how WRB cord-303489-ve1fgnyg 135 2 high high JJ cord-303489-ve1fgnyg 135 3 will will MD cord-303489-ve1fgnyg 135 4 be be VB cord-303489-ve1fgnyg 135 5 the the DT cord-303489-ve1fgnyg 135 6 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 135 7 patient patient JJ cord-303489-ve1fgnyg 135 8 wave wave NN cord-303489-ve1fgnyg 135 9 for for IN cord-303489-ve1fgnyg 135 10 the the DT cord-303489-ve1fgnyg 135 11 German german JJ cord-303489-ve1fgnyg 135 12 health health NN cord-303489-ve1fgnyg 135 13 system system NN cord-303489-ve1fgnyg 135 14 ? ? . cord-303489-ve1fgnyg 136 1 When when WRB cord-303489-ve1fgnyg 136 2 will will MD cord-303489-ve1fgnyg 136 3 it -PRON- PRP cord-303489-ve1fgnyg 136 4 hit hit VB cord-303489-ve1fgnyg 136 5 ? ? . cord-303489-ve1fgnyg 137 1 How how WRB cord-303489-ve1fgnyg 137 2 many many JJ cord-303489-ve1fgnyg 137 3 people people NNS cord-303489-ve1fgnyg 137 4 will will MD cord-303489-ve1fgnyg 137 5 die die VB cord-303489-ve1fgnyg 137 6 ? ? . cord-303489-ve1fgnyg 138 1 We -PRON- PRP cord-303489-ve1fgnyg 138 2 have have VBP cord-303489-ve1fgnyg 138 3 used use VBN cord-303489-ve1fgnyg 138 4 the the DT cord-303489-ve1fgnyg 138 5 prediction prediction NN cord-303489-ve1fgnyg 138 6 of of IN cord-303489-ve1fgnyg 138 7 the the DT cord-303489-ve1fgnyg 138 8 newly newly RB cord-303489-ve1fgnyg 138 9 diagnosed diagnose VBN cord-303489-ve1fgnyg 138 10 COVID-19 covid-19 CD cord-303489-ve1fgnyg 138 11 cases case NNS cord-303489-ve1fgnyg 138 12 for for IN cord-303489-ve1fgnyg 138 13 Germany Germany NNP cord-303489-ve1fgnyg 138 14 to to TO cord-303489-ve1fgnyg 138 15 estimate estimate VB cord-303489-ve1fgnyg 138 16 the the DT cord-303489-ve1fgnyg 138 17 daily daily JJ cord-303489-ve1fgnyg 138 18 capacity capacity NN cord-303489-ve1fgnyg 138 19 requirements requirement NNS cord-303489-ve1fgnyg 138 20 for for IN cord-303489-ve1fgnyg 138 21 hospital hospital NN cord-303489-ve1fgnyg 138 22 beds bed NNS cord-303489-ve1fgnyg 138 23 and and CC cord-303489-ve1fgnyg 138 24 ICUs icus NN cord-303489-ve1fgnyg 138 25 as as RB cord-303489-ve1fgnyg 138 26 well well RB cord-303489-ve1fgnyg 138 27 as as IN cord-303489-ve1fgnyg 138 28 daily daily JJ cord-303489-ve1fgnyg 138 29 death death NN cord-303489-ve1fgnyg 138 30 rates rate NNS cord-303489-ve1fgnyg 138 31 for for IN cord-303489-ve1fgnyg 138 32 April April NNP cord-303489-ve1fgnyg 138 33 and and CC cord-303489-ve1fgnyg 138 34 May May NNP cord-303489-ve1fgnyg 138 35 in in IN cord-303489-ve1fgnyg 138 36 Germany Germany NNP cord-303489-ve1fgnyg 138 37 . . . cord-303489-ve1fgnyg 138 38 _SP cord-303489-ve1fgnyg 139 1 Mrz Mrz NNP cord-303489-ve1fgnyg 139 2 . . . cord-303489-ve1fgnyg 139 3 Apr. April NNP cord-303489-ve1fgnyg 139 4 Apr. April NNP cord-303489-ve1fgnyg 139 5 Apr. April NNP cord-303489-ve1fgnyg 139 6 Mai Mai NNP cord-303489-ve1fgnyg 139 7 . . . cord-303489-ve1fgnyg 140 1 Mai Mai NNP cord-303489-ve1fgnyg 140 2 . . NNP cord-303489-ve1fgnyg 140 3 . . . cord-303489-ve1fgnyg 141 1 CC CC NNP cord-303489-ve1fgnyg 141 2 - - HYPH cord-303489-ve1fgnyg 141 3 BY BY NNP cord-303489-ve1fgnyg 141 4 - - HYPH cord-303489-ve1fgnyg 141 5 ND ND NNP cord-303489-ve1fgnyg 141 6 4.0 4.0 CD cord-303489-ve1fgnyg 141 7 International international JJ cord-303489-ve1fgnyg 141 8 license license NN cord-303489-ve1fgnyg 142 1 It -PRON- PRP cord-303489-ve1fgnyg 142 2 is be VBZ cord-303489-ve1fgnyg 142 3 made make VBN cord-303489-ve1fgnyg 142 4 available available JJ cord-303489-ve1fgnyg 142 5 under under IN cord-303489-ve1fgnyg 142 6 a a DT cord-303489-ve1fgnyg 143 1 is be VBZ cord-303489-ve1fgnyg 143 2 the the DT cord-303489-ve1fgnyg 143 3 author author NN cord-303489-ve1fgnyg 143 4 / / SYM cord-303489-ve1fgnyg 143 5 funder funder NN cord-303489-ve1fgnyg 143 6 , , , cord-303489-ve1fgnyg 143 7 who who WP cord-303489-ve1fgnyg 143 8 has have VBZ cord-303489-ve1fgnyg 143 9 granted grant VBN cord-303489-ve1fgnyg 143 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 143 11 a a DT cord-303489-ve1fgnyg 143 12 license license NN cord-303489-ve1fgnyg 143 13 to to TO cord-303489-ve1fgnyg 143 14 display display VB cord-303489-ve1fgnyg 143 15 the the DT cord-303489-ve1fgnyg 143 16 preprint preprint NN cord-303489-ve1fgnyg 143 17 in in IN cord-303489-ve1fgnyg 143 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 143 19 . . . cord-303489-ve1fgnyg 144 1 The the DT cord-303489-ve1fgnyg 144 2 copyright copyright NN cord-303489-ve1fgnyg 144 3 holder holder NN cord-303489-ve1fgnyg 144 4 for for IN cord-303489-ve1fgnyg 144 5 this this DT cord-303489-ve1fgnyg 144 6 preprint preprint NN cord-303489-ve1fgnyg 144 7 . . . cord-303489-ve1fgnyg 145 1 https://doi.org/10.1101/2020.04.14.20064790 https://doi.org/10.1101/2020.04.14.20064790 NNP cord-303489-ve1fgnyg 145 2 doi doi NN cord-303489-ve1fgnyg 145 3 : : : cord-303489-ve1fgnyg 146 1 medRxiv medRxiv NNP cord-303489-ve1fgnyg 146 2 preprint preprint NN cord-303489-ve1fgnyg 146 3 estimated estimate VBN cord-303489-ve1fgnyg 146 4 calculated calculate VBN cord-303489-ve1fgnyg 146 5 to to IN cord-303489-ve1fgnyg 146 6 3850 3850 CD cord-303489-ve1fgnyg 146 7 ( ( -LRB- cord-303489-ve1fgnyg 146 8 range range NN cord-303489-ve1fgnyg 146 9 3508 3508 CD cord-303489-ve1fgnyg 146 10 to to IN cord-303489-ve1fgnyg 146 11 4450 4450 CD cord-303489-ve1fgnyg 146 12 using use VBG cord-303489-ve1fgnyg 146 13 the the DT cord-303489-ve1fgnyg 146 14 growth growth NN cord-303489-ve1fgnyg 146 15 rate rate NN cord-303489-ve1fgnyg 146 16 confidence confidence NN cord-303489-ve1fgnyg 146 17 interval interval NN cord-303489-ve1fgnyg 146 18 of of IN cord-303489-ve1fgnyg 146 19 95 95 CD cord-303489-ve1fgnyg 146 20 % % NN cord-303489-ve1fgnyg 146 21 for for IN cord-303489-ve1fgnyg 146 22 the the DT cord-303489-ve1fgnyg 146 23 expected expect VBN cord-303489-ve1fgnyg 146 24 diagnosed diagnose VBN cord-303489-ve1fgnyg 146 25 patients patient NNS cord-303489-ve1fgnyg 146 26 beyond beyond IN cord-303489-ve1fgnyg 146 27 April April NNP cord-303489-ve1fgnyg 146 28 10 10 CD cord-303489-ve1fgnyg 146 29 th th XX cord-303489-ve1fgnyg 146 30 ) ) -RRB- cord-303489-ve1fgnyg 146 31 . . . cord-303489-ve1fgnyg 147 1 Next next RB cord-303489-ve1fgnyg 147 2 , , , cord-303489-ve1fgnyg 147 3 Figure Figure NNP cord-303489-ve1fgnyg 147 4 6 6 CD cord-303489-ve1fgnyg 147 5 provides provide VBZ cord-303489-ve1fgnyg 147 6 an an DT cord-303489-ve1fgnyg 147 7 estimate estimate NN cord-303489-ve1fgnyg 147 8 for for IN cord-303489-ve1fgnyg 147 9 every every DT cord-303489-ve1fgnyg 147 10 day day NN cord-303489-ve1fgnyg 147 11 in in IN cord-303489-ve1fgnyg 147 12 April April NNP cord-303489-ve1fgnyg 147 13 or or CC cord-303489-ve1fgnyg 147 14 May May NNP cord-303489-ve1fgnyg 147 15 for for IN cord-303489-ve1fgnyg 147 16 the the DT cord-303489-ve1fgnyg 147 17 required require VBN cord-303489-ve1fgnyg 147 18 capacity capacity NN cord-303489-ve1fgnyg 147 19 of of IN cord-303489-ve1fgnyg 147 20 hospital hospital NN cord-303489-ve1fgnyg 147 21 beds bed NNS cord-303489-ve1fgnyg 147 22 , , , cord-303489-ve1fgnyg 147 23 in in IN cord-303489-ve1fgnyg 147 24 particular particular JJ cord-303489-ve1fgnyg 147 25 ICU ICU NNP cord-303489-ve1fgnyg 147 26 beds bed NNS cord-303489-ve1fgnyg 147 27 with with IN cord-303489-ve1fgnyg 147 28 ECMO ecmo NN cord-303489-ve1fgnyg 147 29 equipment equipment NN cord-303489-ve1fgnyg 147 30 , , , cord-303489-ve1fgnyg 147 31 to to TO cord-303489-ve1fgnyg 147 32 adequately adequately RB cord-303489-ve1fgnyg 147 33 treat treat VB cord-303489-ve1fgnyg 147 34 the the DT cord-303489-ve1fgnyg 147 35 predicted predict VBN cord-303489-ve1fgnyg 147 36 severe severe JJ cord-303489-ve1fgnyg 147 37 and and CC cord-303489-ve1fgnyg 147 38 critical critical JJ cord-303489-ve1fgnyg 147 39 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 147 40 cases case NNS cord-303489-ve1fgnyg 147 41 in in IN cord-303489-ve1fgnyg 147 42 Germany Germany NNP cord-303489-ve1fgnyg 147 43 . . . cord-303489-ve1fgnyg 148 1 We -PRON- PRP cord-303489-ve1fgnyg 148 2 made make VBD cord-303489-ve1fgnyg 148 3 assumptions assumption NNS cord-303489-ve1fgnyg 148 4 on on IN cord-303489-ve1fgnyg 148 5 the the DT cord-303489-ve1fgnyg 148 6 fraction fraction NN cord-303489-ve1fgnyg 148 7 of of IN cord-303489-ve1fgnyg 148 8 mild mild JJ cord-303489-ve1fgnyg 148 9 , , , cord-303489-ve1fgnyg 148 10 severe severe JJ cord-303489-ve1fgnyg 148 11 , , , cord-303489-ve1fgnyg 148 12 critical critical JJ cord-303489-ve1fgnyg 148 13 or or CC cord-303489-ve1fgnyg 148 14 fatal fatal JJ cord-303489-ve1fgnyg 148 15 COVID-19 covid-19 CD cord-303489-ve1fgnyg 148 16 cases case NNS cord-303489-ve1fgnyg 148 17 and and CC cord-303489-ve1fgnyg 148 18 on on IN cord-303489-ve1fgnyg 148 19 the the DT cord-303489-ve1fgnyg 148 20 average average JJ cord-303489-ve1fgnyg 148 21 length length NN cord-303489-ve1fgnyg 148 22 of of IN cord-303489-ve1fgnyg 148 23 the the DT cord-303489-ve1fgnyg 148 24 required require VBN cord-303489-ve1fgnyg 148 25 hospitalization hospitalization NN cord-303489-ve1fgnyg 148 26 and/or and/or CC cord-303489-ve1fgnyg 148 27 intensive intensive JJ cord-303489-ve1fgnyg 148 28 care care NN cord-303489-ve1fgnyg 148 29 for for IN cord-303489-ve1fgnyg 148 30 each each DT cord-303489-ve1fgnyg 148 31 disease disease NN cord-303489-ve1fgnyg 148 32 state state NN cord-303489-ve1fgnyg 148 33 ( ( -LRB- cord-303489-ve1fgnyg 148 34 see see VB cord-303489-ve1fgnyg 148 35 methods method NNS cord-303489-ve1fgnyg 148 36 and and CC cord-303489-ve1fgnyg 148 37 Figure figure NN cord-303489-ve1fgnyg 148 38 2 2 CD cord-303489-ve1fgnyg 148 39 ) ) -RRB- cord-303489-ve1fgnyg 148 40 . . . cord-303489-ve1fgnyg 149 1 We -PRON- PRP cord-303489-ve1fgnyg 149 2 used use VBD cord-303489-ve1fgnyg 149 3 the the DT cord-303489-ve1fgnyg 149 4 observed observed JJ cord-303489-ve1fgnyg 149 5 number number NN cord-303489-ve1fgnyg 149 6 of of IN cord-303489-ve1fgnyg 149 7 diagnosed diagnose VBN cord-303489-ve1fgnyg 149 8 COVID-19 covid-19 CD cord-303489-ve1fgnyg 149 9 cases case NNS cord-303489-ve1fgnyg 149 10 as as IN cord-303489-ve1fgnyg 149 11 input input NN cord-303489-ve1fgnyg 149 12 before before IN cord-303489-ve1fgnyg 149 13 April April NNP cord-303489-ve1fgnyg 149 14 10 10 CD cord-303489-ve1fgnyg 149 15 th th XX cord-303489-ve1fgnyg 149 16 and and CC cord-303489-ve1fgnyg 149 17 the the DT cord-303489-ve1fgnyg 149 18 number number NN cord-303489-ve1fgnyg 149 19 of of IN cord-303489-ve1fgnyg 149 20 projected project VBN cord-303489-ve1fgnyg 149 21 COVID-19 covid-19 CD cord-303489-ve1fgnyg 149 22 cases case NNS cord-303489-ve1fgnyg 149 23 after after IN cord-303489-ve1fgnyg 149 24 April April NNP cord-303489-ve1fgnyg 149 25 10 10 CD cord-303489-ve1fgnyg 149 26 th th XX cord-303489-ve1fgnyg 149 27 . . . cord-303489-ve1fgnyg 150 1 For for IN cord-303489-ve1fgnyg 150 2 the the DT cord-303489-ve1fgnyg 150 3 projections projection NNS cord-303489-ve1fgnyg 150 4 beyond beyond IN cord-303489-ve1fgnyg 150 5 April April NNP cord-303489-ve1fgnyg 150 6 10 10 CD cord-303489-ve1fgnyg 150 7 th th XX cord-303489-ve1fgnyg 150 8 a a DT cord-303489-ve1fgnyg 150 9 confidence confidence NN cord-303489-ve1fgnyg 150 10 interval interval NN cord-303489-ve1fgnyg 150 11 is be VBZ cord-303489-ve1fgnyg 150 12 given give VBN cord-303489-ve1fgnyg 150 13 that that IN cord-303489-ve1fgnyg 150 14 results result NNS cord-303489-ve1fgnyg 150 15 from from IN cord-303489-ve1fgnyg 150 16 the the DT cord-303489-ve1fgnyg 150 17 uncertainty uncertainty NN cord-303489-ve1fgnyg 150 18 in in IN cord-303489-ve1fgnyg 150 19 the the DT cord-303489-ve1fgnyg 150 20 parameter parameter NN cord-303489-ve1fgnyg 150 21 identification identification NN cord-303489-ve1fgnyg 150 22 from from IN cord-303489-ve1fgnyg 150 23 a a DT cord-303489-ve1fgnyg 150 24 linear linear JJ cord-303489-ve1fgnyg 150 25 regression regression NN cord-303489-ve1fgnyg 150 26 . . . cord-303489-ve1fgnyg 151 1 According accord VBG cord-303489-ve1fgnyg 151 2 to to IN cord-303489-ve1fgnyg 151 3 the the DT cord-303489-ve1fgnyg 151 4 model model NN cord-303489-ve1fgnyg 151 5 the the DT cord-303489-ve1fgnyg 151 6 number number NN cord-303489-ve1fgnyg 151 7 of of IN cord-303489-ve1fgnyg 151 8 severe severe JJ cord-303489-ve1fgnyg 151 9 cases case NNS cord-303489-ve1fgnyg 151 10 requiring require VBG cord-303489-ve1fgnyg 151 11 hospitalization hospitalization NN cord-303489-ve1fgnyg 151 12 is be VBZ cord-303489-ve1fgnyg 151 13 expected expect VBN cord-303489-ve1fgnyg 151 14 to to TO cord-303489-ve1fgnyg 151 15 peak peak VB cord-303489-ve1fgnyg 151 16 in in IN cord-303489-ve1fgnyg 151 17 the the DT cord-303489-ve1fgnyg 151 18 first first JJ cord-303489-ve1fgnyg 151 19 week week NN cord-303489-ve1fgnyg 151 20 of of IN cord-303489-ve1fgnyg 151 21 April April NNP cord-303489-ve1fgnyg 151 22 at at IN cord-303489-ve1fgnyg 151 23 ~13,000 ~13,000 CD cord-303489-ve1fgnyg 151 24 . . . cord-303489-ve1fgnyg 152 1 The the DT cord-303489-ve1fgnyg 152 2 maximum maximum NN cord-303489-ve1fgnyg 152 3 of of IN cord-303489-ve1fgnyg 152 4 ~2500 ~2500 CD cord-303489-ve1fgnyg 152 5 critical critical JJ cord-303489-ve1fgnyg 152 6 cases case NNS cord-303489-ve1fgnyg 152 7 requiring require VBG cord-303489-ve1fgnyg 152 8 intensive intensive JJ cord-303489-ve1fgnyg 152 9 care care NN cord-303489-ve1fgnyg 152 10 with with IN cord-303489-ve1fgnyg 152 11 ECMO ecmo NN cord-303489-ve1fgnyg 152 12 capability capability NN cord-303489-ve1fgnyg 152 13 is be VBZ cord-303489-ve1fgnyg 152 14 expected expect VBN cord-303489-ve1fgnyg 152 15 at at IN cord-303489-ve1fgnyg 152 16 in in IN cord-303489-ve1fgnyg 152 17 the the DT cord-303489-ve1fgnyg 152 18 first first JJ cord-303489-ve1fgnyg 152 19 week week NN cord-303489-ve1fgnyg 152 20 of of IN cord-303489-ve1fgnyg 152 21 April April NNP cord-303489-ve1fgnyg 152 22 . . . cord-303489-ve1fgnyg 153 1 This this DT cord-303489-ve1fgnyg 153 2 is be VBZ cord-303489-ve1fgnyg 153 3 in in IN cord-303489-ve1fgnyg 153 4 good good JJ cord-303489-ve1fgnyg 153 5 agreement agreement NN cord-303489-ve1fgnyg 153 6 with with IN cord-303489-ve1fgnyg 153 7 the the DT cord-303489-ve1fgnyg 153 8 reported report VBN cord-303489-ve1fgnyg 153 9 number number NN cord-303489-ve1fgnyg 153 10 of of IN cord-303489-ve1fgnyg 153 11 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 153 12 cases case NNS cord-303489-ve1fgnyg 153 13 on on IN cord-303489-ve1fgnyg 153 14 ICUs ICUs NNP cord-303489-ve1fgnyg 153 15 in in IN cord-303489-ve1fgnyg 153 16 Germany Germany NNP cord-303489-ve1fgnyg 153 17 of of IN cord-303489-ve1fgnyg 153 18 2.405 2.405 CD cord-303489-ve1fgnyg 153 19 on on IN cord-303489-ve1fgnyg 153 20 April April NNP cord-303489-ve1fgnyg 153 21 12 12 CD cord-303489-ve1fgnyg 153 22 th th XX cord-303489-ve1fgnyg 153 23 [ [ -LRB- cord-303489-ve1fgnyg 153 24 1 1 CD cord-303489-ve1fgnyg 153 25 , , , cord-303489-ve1fgnyg 153 26 11 11 CD cord-303489-ve1fgnyg 153 27 ] ] -RRB- cord-303489-ve1fgnyg 153 28 . . . cord-303489-ve1fgnyg 154 1 Based base VBN cord-303489-ve1fgnyg 154 2 on on IN cord-303489-ve1fgnyg 154 3 the the DT cord-303489-ve1fgnyg 154 4 expected expect VBN cord-303489-ve1fgnyg 154 5 number number NN cord-303489-ve1fgnyg 154 6 of of IN cord-303489-ve1fgnyg 154 7 new new JJ cord-303489-ve1fgnyg 154 8 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 154 9 cases case NNS cord-303489-ve1fgnyg 154 10 we -PRON- PRP cord-303489-ve1fgnyg 154 11 would would MD cord-303489-ve1fgnyg 154 12 expect expect VB cord-303489-ve1fgnyg 154 13 that that IN cord-303489-ve1fgnyg 154 14 the the DT cord-303489-ve1fgnyg 154 15 capacity capacity NN cord-303489-ve1fgnyg 154 16 needs need VBZ cord-303489-ve1fgnyg 154 17 for for IN cord-303489-ve1fgnyg 154 18 severe severe JJ cord-303489-ve1fgnyg 154 19 and and CC cord-303489-ve1fgnyg 154 20 critical critical JJ cord-303489-ve1fgnyg 154 21 cases case NNS cord-303489-ve1fgnyg 154 22 will will MD cord-303489-ve1fgnyg 154 23 decline decline VB cord-303489-ve1fgnyg 154 24 from from IN cord-303489-ve1fgnyg 154 25 the the DT cord-303489-ve1fgnyg 154 26 2 2 CD cord-303489-ve1fgnyg 154 27 nd nd NNP cord-303489-ve1fgnyg 154 28 week week NN cord-303489-ve1fgnyg 154 29 of of IN cord-303489-ve1fgnyg 154 30 April April NNP cord-303489-ve1fgnyg 154 31 onwards onwards RB cord-303489-ve1fgnyg 154 32 from from IN cord-303489-ve1fgnyg 154 33 ~13,500 ~13,500 CD cord-303489-ve1fgnyg 154 34 to to IN cord-303489-ve1fgnyg 154 35 ~2500 ~2500 CD cord-303489-ve1fgnyg 155 1 ( ( -LRB- cord-303489-ve1fgnyg 155 2 range range VB cord-303489-ve1fgnyg 155 3 1500 1500 CD cord-303489-ve1fgnyg 155 4 to to IN cord-303489-ve1fgnyg 155 5 4300 4300 CD cord-303489-ve1fgnyg 155 6 ) ) -RRB- cord-303489-ve1fgnyg 155 7 for for IN cord-303489-ve1fgnyg 155 8 hospital hospital NN cord-303489-ve1fgnyg 155 9 beds bed NNS cord-303489-ve1fgnyg 155 10 and and CC cord-303489-ve1fgnyg 155 11 from from IN cord-303489-ve1fgnyg 155 12 ~2500 ~2500 CD cord-303489-ve1fgnyg 155 13 to to IN cord-303489-ve1fgnyg 155 14 ~500 ~500 . cord-303489-ve1fgnyg 156 1 ( ( -LRB- cord-303489-ve1fgnyg 156 2 range range VB cord-303489-ve1fgnyg 156 3 300 300 CD cord-303489-ve1fgnyg 156 4 to to IN cord-303489-ve1fgnyg 156 5 800 800 CD cord-303489-ve1fgnyg 156 6 ) ) -RRB- cord-303489-ve1fgnyg 156 7 for for IN cord-303489-ve1fgnyg 156 8 ICU ICU NNP cord-303489-ve1fgnyg 156 9 units unit NNS cord-303489-ve1fgnyg 156 10 , , , cord-303489-ve1fgnyg 156 11 respectively respectively RB cord-303489-ve1fgnyg 156 12 . . . cord-303489-ve1fgnyg 156 13 _SP cord-303489-ve1fgnyg 157 1 Predicted predict VBN cord-303489-ve1fgnyg 157 2 severe severe JJ cord-303489-ve1fgnyg 157 3 and and CC cord-303489-ve1fgnyg 157 4 cricial cricial JJ cord-303489-ve1fgnyg 157 5 cases case NNS cord-303489-ve1fgnyg 157 6 in in IN cord-303489-ve1fgnyg 157 7 hospital hospital NN cord-303489-ve1fgnyg 157 8 at at IN cord-303489-ve1fgnyg 157 9 given give VBN cord-303489-ve1fgnyg 157 10 day day NN cord-303489-ve1fgnyg 157 11 . . . cord-303489-ve1fgnyg 158 1 CC CC NNP cord-303489-ve1fgnyg 158 2 - - HYPH cord-303489-ve1fgnyg 158 3 BY BY NNP cord-303489-ve1fgnyg 158 4 - - HYPH cord-303489-ve1fgnyg 158 5 ND ND NNP cord-303489-ve1fgnyg 158 6 4.0 4.0 CD cord-303489-ve1fgnyg 158 7 International international JJ cord-303489-ve1fgnyg 158 8 license license NN cord-303489-ve1fgnyg 159 1 It -PRON- PRP cord-303489-ve1fgnyg 159 2 is be VBZ cord-303489-ve1fgnyg 159 3 made make VBN cord-303489-ve1fgnyg 159 4 available available JJ cord-303489-ve1fgnyg 159 5 under under IN cord-303489-ve1fgnyg 159 6 a a DT cord-303489-ve1fgnyg 160 1 is be VBZ cord-303489-ve1fgnyg 160 2 the the DT cord-303489-ve1fgnyg 160 3 author author NN cord-303489-ve1fgnyg 160 4 / / SYM cord-303489-ve1fgnyg 160 5 funder funder NN cord-303489-ve1fgnyg 160 6 , , , cord-303489-ve1fgnyg 160 7 who who WP cord-303489-ve1fgnyg 160 8 has have VBZ cord-303489-ve1fgnyg 160 9 granted grant VBN cord-303489-ve1fgnyg 160 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 160 11 a a DT cord-303489-ve1fgnyg 160 12 license license NN cord-303489-ve1fgnyg 160 13 to to TO cord-303489-ve1fgnyg 160 14 display display VB cord-303489-ve1fgnyg 160 15 the the DT cord-303489-ve1fgnyg 160 16 preprint preprint NN cord-303489-ve1fgnyg 160 17 in in IN cord-303489-ve1fgnyg 160 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 160 19 . . . cord-303489-ve1fgnyg 161 1 The the DT cord-303489-ve1fgnyg 161 2 copyright copyright NN cord-303489-ve1fgnyg 161 3 holder holder NN cord-303489-ve1fgnyg 161 4 for for IN cord-303489-ve1fgnyg 161 5 this this DT cord-303489-ve1fgnyg 161 6 preprint preprint NN cord-303489-ve1fgnyg 161 7 . . . cord-303489-ve1fgnyg 162 1 https://doi.org/10.1101/2020.04.14.20064790 https://doi.org/10.1101/2020.04.14.20064790 NNP cord-303489-ve1fgnyg 162 2 doi doi NN cord-303489-ve1fgnyg 162 3 : : : cord-303489-ve1fgnyg 163 1 medRxiv medRxiv NNP cord-303489-ve1fgnyg 163 2 preprint preprint NNP cord-303489-ve1fgnyg 164 1 In in IN cord-303489-ve1fgnyg 164 2 this this DT cord-303489-ve1fgnyg 164 3 study study NN cord-303489-ve1fgnyg 164 4 we -PRON- PRP cord-303489-ve1fgnyg 164 5 have have VBP cord-303489-ve1fgnyg 164 6 captured capture VBN cord-303489-ve1fgnyg 164 7 the the DT cord-303489-ve1fgnyg 164 8 trajectory trajectory NN cord-303489-ve1fgnyg 164 9 of of IN cord-303489-ve1fgnyg 164 10 the the DT cord-303489-ve1fgnyg 164 11 daily daily JJ cord-303489-ve1fgnyg 164 12 growth growth NN cord-303489-ve1fgnyg 164 13 rate rate NN cord-303489-ve1fgnyg 164 14 of of IN cord-303489-ve1fgnyg 164 15 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 164 16 cases case NNS cord-303489-ve1fgnyg 164 17 in in IN cord-303489-ve1fgnyg 164 18 Germany Germany NNP cord-303489-ve1fgnyg 164 19 and and CC cord-303489-ve1fgnyg 164 20 Italy Italy NNP cord-303489-ve1fgnyg 164 21 with with IN cord-303489-ve1fgnyg 164 22 an an DT cord-303489-ve1fgnyg 164 23 exponential exponential JJ cord-303489-ve1fgnyg 164 24 decline decline NN cord-303489-ve1fgnyg 164 25 model model NN cord-303489-ve1fgnyg 164 26 . . . cord-303489-ve1fgnyg 165 1 Analyzing analyze VBG cord-303489-ve1fgnyg 165 2 the the DT cord-303489-ve1fgnyg 165 3 data datum NNS cord-303489-ve1fgnyg 165 4 from from IN cord-303489-ve1fgnyg 165 5 Germany Germany NNP cord-303489-ve1fgnyg 165 6 and and CC cord-303489-ve1fgnyg 165 7 Italy Italy NNP cord-303489-ve1fgnyg 165 8 allowed allow VBD cord-303489-ve1fgnyg 165 9 us -PRON- PRP cord-303489-ve1fgnyg 165 10 to to TO cord-303489-ve1fgnyg 165 11 identify identify VB cord-303489-ve1fgnyg 165 12 changes change NNS cord-303489-ve1fgnyg 165 13 in in IN cord-303489-ve1fgnyg 165 14 the the DT cord-303489-ve1fgnyg 165 15 trajectory trajectory NN cord-303489-ve1fgnyg 165 16 of of IN cord-303489-ve1fgnyg 165 17 the the DT cord-303489-ve1fgnyg 165 18 growth growth NN cord-303489-ve1fgnyg 165 19 rate rate NN cord-303489-ve1fgnyg 165 20 that that WDT cord-303489-ve1fgnyg 165 21 most most RBS cord-303489-ve1fgnyg 165 22 likely likely RB cord-303489-ve1fgnyg 165 23 are be VBP cord-303489-ve1fgnyg 165 24 the the DT cord-303489-ve1fgnyg 165 25 result result NN cord-303489-ve1fgnyg 165 26 from from IN cord-303489-ve1fgnyg 165 27 the the DT cord-303489-ve1fgnyg 165 28 various various JJ cord-303489-ve1fgnyg 165 29 " " `` cord-303489-ve1fgnyg 165 30 social social JJ cord-303489-ve1fgnyg 165 31 distancing distance VBG cord-303489-ve1fgnyg 165 32 " " '' cord-303489-ve1fgnyg 165 33 measures measure NNS cord-303489-ve1fgnyg 165 34 that that WDT cord-303489-ve1fgnyg 165 35 have have VBP cord-303489-ve1fgnyg 165 36 been be VBN cord-303489-ve1fgnyg 165 37 implemented implement VBN cord-303489-ve1fgnyg 165 38 to to TO cord-303489-ve1fgnyg 165 39 reduce reduce VB cord-303489-ve1fgnyg 165 40 the the DT cord-303489-ve1fgnyg 165 41 transmission transmission NN cord-303489-ve1fgnyg 165 42 of of IN cord-303489-ve1fgnyg 165 43 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 165 44 . . . cord-303489-ve1fgnyg 166 1 For for IN cord-303489-ve1fgnyg 166 2 Italy Italy NNP cord-303489-ve1fgnyg 166 3 a a DT cord-303489-ve1fgnyg 166 4 stronger strong JJR cord-303489-ve1fgnyg 166 5 decline decline NN cord-303489-ve1fgnyg 166 6 in in IN cord-303489-ve1fgnyg 166 7 the the DT cord-303489-ve1fgnyg 166 8 growth growth NN cord-303489-ve1fgnyg 166 9 rate rate NN cord-303489-ve1fgnyg 166 10 has have VBZ cord-303489-ve1fgnyg 166 11 been be VBN cord-303489-ve1fgnyg 166 12 observed observe VBN cord-303489-ve1fgnyg 166 13 starting start VBG cord-303489-ve1fgnyg 166 14 around around IN cord-303489-ve1fgnyg 166 15 the the DT cord-303489-ve1fgnyg 166 16 week week NN cord-303489-ve1fgnyg 166 17 of of IN cord-303489-ve1fgnyg 166 18 March March NNP cord-303489-ve1fgnyg 166 19 Beyond Beyond NNP cord-303489-ve1fgnyg 166 20 the the DT cord-303489-ve1fgnyg 166 21 analysis analysis NN cord-303489-ve1fgnyg 166 22 of of IN cord-303489-ve1fgnyg 166 23 the the DT cord-303489-ve1fgnyg 166 24 given give VBN cord-303489-ve1fgnyg 166 25 data datum NNS cord-303489-ve1fgnyg 166 26 the the DT cord-303489-ve1fgnyg 166 27 data data NN cord-303489-ve1fgnyg 166 28 - - HYPH cord-303489-ve1fgnyg 166 29 driven drive VBN cord-303489-ve1fgnyg 166 30 modeling modeling NN cord-303489-ve1fgnyg 166 31 approach approach NN cord-303489-ve1fgnyg 166 32 presented present VBN cord-303489-ve1fgnyg 166 33 allowed allow VBN cord-303489-ve1fgnyg 166 34 to to TO cord-303489-ve1fgnyg 166 35 describe describe VB cord-303489-ve1fgnyg 166 36 the the DT cord-303489-ve1fgnyg 166 37 observed observed JJ cord-303489-ve1fgnyg 166 38 data datum NNS cord-303489-ve1fgnyg 166 39 with with IN cord-303489-ve1fgnyg 166 40 a a DT cord-303489-ve1fgnyg 166 41 mathematical mathematical JJ cord-303489-ve1fgnyg 166 42 model model NN cord-303489-ve1fgnyg 166 43 and and CC cord-303489-ve1fgnyg 166 44 to to TO cord-303489-ve1fgnyg 166 45 provide provide VB cord-303489-ve1fgnyg 166 46 predictions prediction NNS cord-303489-ve1fgnyg 166 47 of of IN cord-303489-ve1fgnyg 166 48 new new JJ cord-303489-ve1fgnyg 166 49 and and CC cord-303489-ve1fgnyg 166 50 cumulative cumulative JJ cord-303489-ve1fgnyg 166 51 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 166 52 cases case NNS cord-303489-ve1fgnyg 166 53 for for IN cord-303489-ve1fgnyg 166 54 both both DT cord-303489-ve1fgnyg 166 55 countries country NNS cord-303489-ve1fgnyg 166 56 . . . cord-303489-ve1fgnyg 167 1 The the DT cord-303489-ve1fgnyg 167 2 predictions prediction NNS cord-303489-ve1fgnyg 167 3 suggest suggest VBP cord-303489-ve1fgnyg 167 4 that that IN cord-303489-ve1fgnyg 167 5 the the DT cord-303489-ve1fgnyg 167 6 peak peak NN cord-303489-ve1fgnyg 167 7 of of IN cord-303489-ve1fgnyg 167 8 the the DT cord-303489-ve1fgnyg 167 9 epidemic epidemic NN cord-303489-ve1fgnyg 167 10 in in IN cord-303489-ve1fgnyg 167 11 terms term NNS cord-303489-ve1fgnyg 167 12 of of IN cord-303489-ve1fgnyg 167 13 newly newly RB cord-303489-ve1fgnyg 167 14 diagnosed diagnose VBN cord-303489-ve1fgnyg 167 15 cases case NNS cord-303489-ve1fgnyg 167 16 has have VBZ cord-303489-ve1fgnyg 167 17 passed pass VBN cord-303489-ve1fgnyg 167 18 not not RB cord-303489-ve1fgnyg 167 19 only only RB cord-303489-ve1fgnyg 167 20 in in IN cord-303489-ve1fgnyg 167 21 Italy Italy NNP cord-303489-ve1fgnyg 167 22 ( ( -LRB- cord-303489-ve1fgnyg 167 23 in in IN cord-303489-ve1fgnyg 167 24 late late JJ cord-303489-ve1fgnyg 167 25 March March NNP cord-303489-ve1fgnyg 167 26 ) ) -RRB- cord-303489-ve1fgnyg 167 27 , , , cord-303489-ve1fgnyg 167 28 but but CC cord-303489-ve1fgnyg 167 29 that that DT cord-303489-ve1fgnyg 167 30 also also RB cord-303489-ve1fgnyg 167 31 in in IN cord-303489-ve1fgnyg 167 32 Germany Germany NNP cord-303489-ve1fgnyg 167 33 ( ( -LRB- cord-303489-ve1fgnyg 167 34 early early JJ cord-303489-ve1fgnyg 167 35 April April NNP cord-303489-ve1fgnyg 167 36 ) ) -RRB- cord-303489-ve1fgnyg 167 37 . . . cord-303489-ve1fgnyg 168 1 Under under IN cord-303489-ve1fgnyg 168 2 the the DT cord-303489-ve1fgnyg 168 3 assumptions assumption NNS cord-303489-ve1fgnyg 168 4 that that WDT cord-303489-ve1fgnyg 168 5 the the DT cord-303489-ve1fgnyg 168 6 impact impact NN cord-303489-ve1fgnyg 168 7 of of IN cord-303489-ve1fgnyg 168 8 the the DT cord-303489-ve1fgnyg 168 9 control control NN cord-303489-ve1fgnyg 168 10 measures measure NNS cord-303489-ve1fgnyg 168 11 on on IN cord-303489-ve1fgnyg 168 12 the the DT cord-303489-ve1fgnyg 168 13 transmission transmission NN cord-303489-ve1fgnyg 168 14 of of IN cord-303489-ve1fgnyg 168 15 the the DT cord-303489-ve1fgnyg 168 16 virus virus NN cord-303489-ve1fgnyg 168 17 will will MD cord-303489-ve1fgnyg 168 18 last last VB cord-303489-ve1fgnyg 168 19 for for IN cord-303489-ve1fgnyg 168 20 the the DT cord-303489-ve1fgnyg 168 21 duration duration NN cord-303489-ve1fgnyg 168 22 of of IN cord-303489-ve1fgnyg 168 23 the the DT cord-303489-ve1fgnyg 168 24 simulated simulated JJ cord-303489-ve1fgnyg 168 25 time time NN cord-303489-ve1fgnyg 168 26 period period NN cord-303489-ve1fgnyg 168 27 , , , cord-303489-ve1fgnyg 168 28 the the DT cord-303489-ve1fgnyg 168 29 total total JJ cord-303489-ve1fgnyg 168 30 size size NN cord-303489-ve1fgnyg 168 31 of of IN cord-303489-ve1fgnyg 168 32 the the DT cord-303489-ve1fgnyg 168 33 epidemic epidemic NN cord-303489-ve1fgnyg 168 34 can can MD cord-303489-ve1fgnyg 168 35 be be VB cord-303489-ve1fgnyg 168 36 estimated estimate VBN cord-303489-ve1fgnyg 168 37 to to TO cord-303489-ve1fgnyg 168 38 be be VB cord-303489-ve1fgnyg 168 39 155,000 155,000 CD cord-303489-ve1fgnyg 168 40 cases case NNS cord-303489-ve1fgnyg 168 41 for for IN cord-303489-ve1fgnyg 168 42 Germany Germany NNP cord-303489-ve1fgnyg 168 43 ( ( -LRB- cord-303489-ve1fgnyg 168 44 range range NN cord-303489-ve1fgnyg 168 45 140,000 140,000 CD cord-303489-ve1fgnyg 168 46 to to IN cord-303489-ve1fgnyg 168 47 180,000 180,000 CD cord-303489-ve1fgnyg 168 48 ) ) -RRB- cord-303489-ve1fgnyg 168 49 and and CC cord-303489-ve1fgnyg 168 50 to to TO cord-303489-ve1fgnyg 168 51 be be VB cord-303489-ve1fgnyg 168 52 185,000 185,000 CD cord-303489-ve1fgnyg 168 53 cases case NNS cord-303489-ve1fgnyg 168 54 for for IN cord-303489-ve1fgnyg 168 55 Italy Italy NNP cord-303489-ve1fgnyg 168 56 ( ( -LRB- cord-303489-ve1fgnyg 168 57 range range VB cord-303489-ve1fgnyg 168 58 175,000 175,000 CD cord-303489-ve1fgnyg 168 59 to to IN cord-303489-ve1fgnyg 168 60 200,000 200,000 CD cord-303489-ve1fgnyg 168 61 ) ) -RRB- cord-303489-ve1fgnyg 168 62 for for IN cord-303489-ve1fgnyg 168 63 Italy Italy NNP cord-303489-ve1fgnyg 168 64 . . . cord-303489-ve1fgnyg 169 1 Evidently evidently RB cord-303489-ve1fgnyg 169 2 these these DT cord-303489-ve1fgnyg 169 3 projections projection NNS cord-303489-ve1fgnyg 169 4 assume assume VBP cord-303489-ve1fgnyg 169 5 that that IN cord-303489-ve1fgnyg 169 6 the the DT cord-303489-ve1fgnyg 169 7 decline decline NN cord-303489-ve1fgnyg 169 8 of of IN cord-303489-ve1fgnyg 169 9 the the DT cord-303489-ve1fgnyg 169 10 daily daily JJ cord-303489-ve1fgnyg 169 11 number number NN cord-303489-ve1fgnyg 169 12 of of IN cord-303489-ve1fgnyg 169 13 new new JJ cord-303489-ve1fgnyg 169 14 cases case NNS cord-303489-ve1fgnyg 169 15 will will MD cord-303489-ve1fgnyg 169 16 continue continue VB cord-303489-ve1fgnyg 169 17 to to TO cord-303489-ve1fgnyg 169 18 follow follow VB cord-303489-ve1fgnyg 169 19 the the DT cord-303489-ve1fgnyg 169 20 exponential exponential JJ cord-303489-ve1fgnyg 169 21 trend trend NN cord-303489-ve1fgnyg 169 22 due due IN cord-303489-ve1fgnyg 169 23 to to IN cord-303489-ve1fgnyg 169 24 successful successful JJ cord-303489-ve1fgnyg 169 25 measures measure NNS cord-303489-ve1fgnyg 169 26 taken take VBN cord-303489-ve1fgnyg 169 27 in in IN cord-303489-ve1fgnyg 169 28 both both DT cord-303489-ve1fgnyg 169 29 countries country NNS cord-303489-ve1fgnyg 169 30 . . . cord-303489-ve1fgnyg 170 1 We -PRON- PRP cord-303489-ve1fgnyg 170 2 have have VBP cord-303489-ve1fgnyg 170 3 used use VBN cord-303489-ve1fgnyg 170 4 the the DT cord-303489-ve1fgnyg 170 5 predicted predict VBN cord-303489-ve1fgnyg 170 6 daily daily JJ cord-303489-ve1fgnyg 170 7 new new JJ cord-303489-ve1fgnyg 170 8 diagnosed diagnose VBN cord-303489-ve1fgnyg 170 9 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 170 10 cases case NNS cord-303489-ve1fgnyg 170 11 in in IN cord-303489-ve1fgnyg 170 12 Germany Germany NNP cord-303489-ve1fgnyg 170 13 to to TO cord-303489-ve1fgnyg 170 14 estimate estimate VB cord-303489-ve1fgnyg 170 15 the the DT cord-303489-ve1fgnyg 170 16 number number NN cord-303489-ve1fgnyg 170 17 of of IN cord-303489-ve1fgnyg 170 18 daily daily JJ cord-303489-ve1fgnyg 170 19 new new JJ cord-303489-ve1fgnyg 170 20 severe severe JJ cord-303489-ve1fgnyg 170 21 , , , cord-303489-ve1fgnyg 170 22 critical critical JJ cord-303489-ve1fgnyg 170 23 and and CC cord-303489-ve1fgnyg 170 24 fatal fatal JJ cord-303489-ve1fgnyg 170 25 COVID-19 covid-19 CD cord-303489-ve1fgnyg 170 26 cases case NNS cord-303489-ve1fgnyg 170 27 allowing allow VBG cord-303489-ve1fgnyg 170 28 us -PRON- PRP cord-303489-ve1fgnyg 170 29 to to TO cord-303489-ve1fgnyg 170 30 estimate estimate VB cord-303489-ve1fgnyg 170 31 the the DT cord-303489-ve1fgnyg 170 32 actual actual JJ cord-303489-ve1fgnyg 170 33 requirements requirement NNS cord-303489-ve1fgnyg 170 34 for for IN cord-303489-ve1fgnyg 170 35 hospital hospital NN cord-303489-ve1fgnyg 170 36 beds bed NNS cord-303489-ve1fgnyg 170 37 and and CC cord-303489-ve1fgnyg 170 38 ICUs icus XX cord-303489-ve1fgnyg 170 39 at at IN cord-303489-ve1fgnyg 170 40 any any DT cord-303489-ve1fgnyg 170 41 given give VBN cord-303489-ve1fgnyg 170 42 day day NN cord-303489-ve1fgnyg 170 43 for for IN cord-303489-ve1fgnyg 170 44 April April NNP cord-303489-ve1fgnyg 170 45 and and CC cord-303489-ve1fgnyg 171 1 May. May NNP cord-303489-ve1fgnyg 171 2 Based Based NNP cord-303489-ve1fgnyg 171 3 on on IN cord-303489-ve1fgnyg 171 4 the the DT cord-303489-ve1fgnyg 171 5 projected project VBN cord-303489-ve1fgnyg 171 6 number number NN cord-303489-ve1fgnyg 171 7 of of IN cord-303489-ve1fgnyg 171 8 new new JJ cord-303489-ve1fgnyg 171 9 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 171 10 cases case NNS cord-303489-ve1fgnyg 171 11 we -PRON- PRP cord-303489-ve1fgnyg 171 12 would would MD cord-303489-ve1fgnyg 171 13 expect expect VB cord-303489-ve1fgnyg 171 14 that that IN cord-303489-ve1fgnyg 171 15 the the DT cord-303489-ve1fgnyg 171 16 capacity capacity NN cord-303489-ve1fgnyg 171 17 needs need VBZ cord-303489-ve1fgnyg 171 18 for for IN cord-303489-ve1fgnyg 171 19 severe severe JJ cord-303489-ve1fgnyg 171 20 and and CC cord-303489-ve1fgnyg 171 21 critical critical JJ cord-303489-ve1fgnyg 171 22 cases case NNS cord-303489-ve1fgnyg 171 23 will will MD cord-303489-ve1fgnyg 171 24 decline decline VB cord-303489-ve1fgnyg 171 25 from from IN cord-303489-ve1fgnyg 171 26 the the DT cord-303489-ve1fgnyg 171 27 2 2 CD cord-303489-ve1fgnyg 171 28 nd nd NNP cord-303489-ve1fgnyg 171 29 week week NN cord-303489-ve1fgnyg 171 30 of of IN cord-303489-ve1fgnyg 171 31 April April NNP cord-303489-ve1fgnyg 171 32 onwards onwards RB cord-303489-ve1fgnyg 171 33 from from IN cord-303489-ve1fgnyg 171 34 ~13,500 ~13,500 CD cord-303489-ve1fgnyg 171 35 to to IN cord-303489-ve1fgnyg 171 36 ~2500 ~2500 CD cord-303489-ve1fgnyg 171 37 hospital hospital NN cord-303489-ve1fgnyg 171 38 beds bed NNS cord-303489-ve1fgnyg 171 39 in in IN cord-303489-ve1fgnyg 171 40 early early JJ cord-303489-ve1fgnyg 171 41 May May NNP cord-303489-ve1fgnyg 171 42 ( ( -LRB- cord-303489-ve1fgnyg 171 43 range range VB cord-303489-ve1fgnyg 171 44 1500 1500 CD cord-303489-ve1fgnyg 171 45 to to IN cord-303489-ve1fgnyg 171 46 4300 4300 CD cord-303489-ve1fgnyg 171 47 ) ) -RRB- cord-303489-ve1fgnyg 171 48 and and CC cord-303489-ve1fgnyg 171 49 from from IN cord-303489-ve1fgnyg 171 50 ~2500 ~2500 CD cord-303489-ve1fgnyg 171 51 to to IN cord-303489-ve1fgnyg 171 52 ~500 ~500 CD cord-303489-ve1fgnyg 171 53 ICU ICU NNP cord-303489-ve1fgnyg 171 54 beds bed NNS cord-303489-ve1fgnyg 171 55 in in IN cord-303489-ve1fgnyg 171 56 early early JJ cord-303489-ve1fgnyg 171 57 May May NNP cord-303489-ve1fgnyg 171 58 ( ( -LRB- cord-303489-ve1fgnyg 171 59 range range VB cord-303489-ve1fgnyg 171 60 300 300 CD cord-303489-ve1fgnyg 171 61 to to IN cord-303489-ve1fgnyg 171 62 800 800 CD cord-303489-ve1fgnyg 171 63 ) ) -RRB- cord-303489-ve1fgnyg 171 64 , , , cord-303489-ve1fgnyg 171 65 respectively respectively RB cord-303489-ve1fgnyg 171 66 . . . cord-303489-ve1fgnyg 172 1 The the DT cord-303489-ve1fgnyg 172 2 German german JJ cord-303489-ve1fgnyg 172 3 hospital hospital NN cord-303489-ve1fgnyg 172 4 register register NN cord-303489-ve1fgnyg 172 5 tracks track NNS cord-303489-ve1fgnyg 172 6 all all DT cord-303489-ve1fgnyg 172 7 occupied occupy VBN cord-303489-ve1fgnyg 172 8 and and CC cord-303489-ve1fgnyg 172 9 available available JJ cord-303489-ve1fgnyg 172 10 intensive intensive JJ cord-303489-ve1fgnyg 172 11 care care NN cord-303489-ve1fgnyg 172 12 beds bed NNS cord-303489-ve1fgnyg 172 13 in in IN cord-303489-ve1fgnyg 172 14 Germany Germany NNP cord-303489-ve1fgnyg 172 15 [ [ -LRB- cord-303489-ve1fgnyg 172 16 1 1 CD cord-303489-ve1fgnyg 172 17 ] ] -RRB- cord-303489-ve1fgnyg 172 18 . . . cord-303489-ve1fgnyg 173 1 As as IN cord-303489-ve1fgnyg 173 2 of of IN cord-303489-ve1fgnyg 173 3 April April NNP cord-303489-ve1fgnyg 173 4 12 12 CD cord-303489-ve1fgnyg 173 5 this this DT cord-303489-ve1fgnyg 173 6 register register NN cord-303489-ve1fgnyg 173 7 covers cover VBZ cord-303489-ve1fgnyg 173 8 approximately approximately RB cord-303489-ve1fgnyg 173 9 19,700 19,700 CD cord-303489-ve1fgnyg 173 10 ICU ICU NNP cord-303489-ve1fgnyg 173 11 beds bed NNS cord-303489-ve1fgnyg 173 12 with with IN cord-303489-ve1fgnyg 173 13 11,376 11,376 CD cord-303489-ve1fgnyg 173 14 occupied occupy VBN cord-303489-ve1fgnyg 173 15 beds bed NNS cord-303489-ve1fgnyg 173 16 and and CC cord-303489-ve1fgnyg 173 17 8,325 8,325 CD cord-303489-ve1fgnyg 173 18 available available JJ cord-303489-ve1fgnyg 173 19 beds bed NNS cord-303489-ve1fgnyg 173 20 . . . cord-303489-ve1fgnyg 174 1 Compared compare VBN cord-303489-ve1fgnyg 174 2 to to IN cord-303489-ve1fgnyg 174 3 the the DT cord-303489-ve1fgnyg 174 4 expected expect VBN cord-303489-ve1fgnyg 174 5 now now RB cord-303489-ve1fgnyg 174 6 decreasing decrease VBG cord-303489-ve1fgnyg 174 7 demand demand NN cord-303489-ve1fgnyg 174 8 for for IN cord-303489-ve1fgnyg 174 9 ICU ICU NNP cord-303489-ve1fgnyg 174 10 beds bed NNS cord-303489-ve1fgnyg 174 11 this this DT cord-303489-ve1fgnyg 174 12 indicates indicate VBZ cord-303489-ve1fgnyg 174 13 that that IN cord-303489-ve1fgnyg 174 14 there there EX cord-303489-ve1fgnyg 174 15 is be VBZ cord-303489-ve1fgnyg 174 16 sufficient sufficient JJ cord-303489-ve1fgnyg 174 17 capacity capacity NN cord-303489-ve1fgnyg 174 18 for for IN cord-303489-ve1fgnyg 174 19 the the DT cord-303489-ve1fgnyg 174 20 new new JJ cord-303489-ve1fgnyg 174 21 critical critical JJ cord-303489-ve1fgnyg 174 22 and and CC cord-303489-ve1fgnyg 174 23 severe severe JJ cord-303489-ve1fgnyg 174 24 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 174 25 cases case NNS cord-303489-ve1fgnyg 174 26 . . . cord-303489-ve1fgnyg 175 1 In in IN cord-303489-ve1fgnyg 175 2 other other JJ cord-303489-ve1fgnyg 175 3 words word NNS cord-303489-ve1fgnyg 175 4 , , , cord-303489-ve1fgnyg 175 5 we -PRON- PRP cord-303489-ve1fgnyg 175 6 are be VBP cord-303489-ve1fgnyg 175 7 just just RB cord-303489-ve1fgnyg 175 8 in in RB cord-303489-ve1fgnyg 175 9 with with IN cord-303489-ve1fgnyg 175 10 respect respect NN cord-303489-ve1fgnyg 175 11 to to IN cord-303489-ve1fgnyg 175 12 the the DT cord-303489-ve1fgnyg 175 13 requirements requirement NNS cord-303489-ve1fgnyg 175 14 for for IN cord-303489-ve1fgnyg 175 15 the the DT cord-303489-ve1fgnyg 175 16 German german JJ cord-303489-ve1fgnyg 175 17 hospitals hospital NNS cord-303489-ve1fgnyg 175 18 middle middle JJ cord-303489-ve1fgnyg 175 19 of of IN cord-303489-ve1fgnyg 175 20 the the DT cord-303489-ve1fgnyg 175 21 wave wave NN cord-303489-ve1fgnyg 175 22 -that -that NN cord-303489-ve1fgnyg 175 23 has have VBZ cord-303489-ve1fgnyg 175 24 been be VBN cord-303489-ve1fgnyg 175 25 expected expect VBN cord-303489-ve1fgnyg 175 26 to to TO cord-303489-ve1fgnyg 175 27 hit hit VB cord-303489-ve1fgnyg 175 28 and and CC cord-303489-ve1fgnyg 175 29 possibly possibly RB cord-303489-ve1fgnyg 175 30 overwhelm overwhelm VB cord-303489-ve1fgnyg 175 31 the the DT cord-303489-ve1fgnyg 175 32 German german JJ cord-303489-ve1fgnyg 175 33 health health NN cord-303489-ve1fgnyg 175 34 system system NN cord-303489-ve1fgnyg 175 35 -has -has : cord-303489-ve1fgnyg 175 36 been be VBN cord-303489-ve1fgnyg 175 37 reached reach VBN cord-303489-ve1fgnyg 175 38 and and CC cord-303489-ve1fgnyg 175 39 it -PRON- PRP cord-303489-ve1fgnyg 175 40 can can MD cord-303489-ve1fgnyg 175 41 be be VB cord-303489-ve1fgnyg 175 42 well well RB cord-303489-ve1fgnyg 175 43 covered cover VBN cord-303489-ve1fgnyg 175 44 by by IN cord-303489-ve1fgnyg 175 45 the the DT cord-303489-ve1fgnyg 175 46 . . . cord-303489-ve1fgnyg 176 1 CC CC NNP cord-303489-ve1fgnyg 176 2 - - HYPH cord-303489-ve1fgnyg 176 3 BY BY NNP cord-303489-ve1fgnyg 176 4 - - HYPH cord-303489-ve1fgnyg 176 5 ND ND NNP cord-303489-ve1fgnyg 176 6 4.0 4.0 CD cord-303489-ve1fgnyg 176 7 International international JJ cord-303489-ve1fgnyg 176 8 license license NN cord-303489-ve1fgnyg 177 1 It -PRON- PRP cord-303489-ve1fgnyg 177 2 is be VBZ cord-303489-ve1fgnyg 177 3 made make VBN cord-303489-ve1fgnyg 177 4 available available JJ cord-303489-ve1fgnyg 177 5 under under IN cord-303489-ve1fgnyg 177 6 a a DT cord-303489-ve1fgnyg 178 1 is be VBZ cord-303489-ve1fgnyg 178 2 the the DT cord-303489-ve1fgnyg 178 3 author author NN cord-303489-ve1fgnyg 178 4 / / SYM cord-303489-ve1fgnyg 178 5 funder funder NN cord-303489-ve1fgnyg 178 6 , , , cord-303489-ve1fgnyg 178 7 who who WP cord-303489-ve1fgnyg 178 8 has have VBZ cord-303489-ve1fgnyg 178 9 granted grant VBN cord-303489-ve1fgnyg 178 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 178 11 a a DT cord-303489-ve1fgnyg 178 12 license license NN cord-303489-ve1fgnyg 178 13 to to TO cord-303489-ve1fgnyg 178 14 display display VB cord-303489-ve1fgnyg 178 15 the the DT cord-303489-ve1fgnyg 178 16 preprint preprint NN cord-303489-ve1fgnyg 178 17 in in IN cord-303489-ve1fgnyg 178 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 178 19 . . . cord-303489-ve1fgnyg 179 1 The the DT cord-303489-ve1fgnyg 179 2 copyright copyright NN cord-303489-ve1fgnyg 179 3 holder holder NN cord-303489-ve1fgnyg 179 4 for for IN cord-303489-ve1fgnyg 179 5 this this DT cord-303489-ve1fgnyg 179 6 preprint preprint NN cord-303489-ve1fgnyg 179 7 . . . cord-303489-ve1fgnyg 180 1 https://doi.org/10.1101/2020.04.14.20064790 https://doi.org/10.1101/2020.04.14.20064790 NNP cord-303489-ve1fgnyg 180 2 doi doi NN cord-303489-ve1fgnyg 180 3 : : : cord-303489-ve1fgnyg 181 1 medRxiv medRxiv NNS cord-303489-ve1fgnyg 181 2 preprint preprint NN cord-303489-ve1fgnyg 181 3 available available JJ cord-303489-ve1fgnyg 181 4 capacities capacity NNS cord-303489-ve1fgnyg 181 5 . . . cord-303489-ve1fgnyg 182 1 Our -PRON- PRP$ cord-303489-ve1fgnyg 182 2 analysis analysis NN cord-303489-ve1fgnyg 182 3 covers cover VBZ cord-303489-ve1fgnyg 182 4 Germany Germany NNP cord-303489-ve1fgnyg 182 5 as as IN cord-303489-ve1fgnyg 182 6 a a DT cord-303489-ve1fgnyg 182 7 single single JJ cord-303489-ve1fgnyg 182 8 entity entity NN cord-303489-ve1fgnyg 182 9 and and CC cord-303489-ve1fgnyg 182 10 does do VBZ cord-303489-ve1fgnyg 182 11 not not RB cord-303489-ve1fgnyg 182 12 offer offer VB cord-303489-ve1fgnyg 182 13 the the DT cord-303489-ve1fgnyg 182 14 granularity granularity NN cord-303489-ve1fgnyg 182 15 that that WDT cord-303489-ve1fgnyg 182 16 may may MD cord-303489-ve1fgnyg 182 17 be be VB cord-303489-ve1fgnyg 182 18 needed need VBN cord-303489-ve1fgnyg 182 19 to to TO cord-303489-ve1fgnyg 182 20 identify identify VB cord-303489-ve1fgnyg 182 21 regional regional JJ cord-303489-ve1fgnyg 182 22 short short JJ cord-303489-ve1fgnyg 182 23 comings coming NNS cord-303489-ve1fgnyg 182 24 of of IN cord-303489-ve1fgnyg 182 25 hospital hospital NN cord-303489-ve1fgnyg 182 26 capacities capacity NNS cord-303489-ve1fgnyg 182 27 in in IN cord-303489-ve1fgnyg 182 28 areas area NNS cord-303489-ve1fgnyg 182 29 that that WDT cord-303489-ve1fgnyg 182 30 are be VBP cord-303489-ve1fgnyg 182 31 more more RBR cord-303489-ve1fgnyg 182 32 severely severely RB cord-303489-ve1fgnyg 182 33 effected effect VBN cord-303489-ve1fgnyg 182 34 by by IN cord-303489-ve1fgnyg 182 35 the the DT cord-303489-ve1fgnyg 182 36 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 182 37 epidemic epidemic NN cord-303489-ve1fgnyg 182 38 . . . cord-303489-ve1fgnyg 183 1 Evidently evidently RB cord-303489-ve1fgnyg 183 2 projections projection NNS cord-303489-ve1fgnyg 183 3 in in IN cord-303489-ve1fgnyg 183 4 the the DT cord-303489-ve1fgnyg 183 5 future future NN cord-303489-ve1fgnyg 183 6 come come VBP cord-303489-ve1fgnyg 183 7 with with IN cord-303489-ve1fgnyg 183 8 certain certain JJ cord-303489-ve1fgnyg 183 9 limitations limitation NNS cord-303489-ve1fgnyg 183 10 . . . cord-303489-ve1fgnyg 184 1 First first RB cord-303489-ve1fgnyg 184 2 the the DT cord-303489-ve1fgnyg 184 3 projection projection NN cord-303489-ve1fgnyg 184 4 for for IN cord-303489-ve1fgnyg 184 5 new new JJ cord-303489-ve1fgnyg 184 6 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 184 7 cases case NNS cord-303489-ve1fgnyg 184 8 assume assume VBP cord-303489-ve1fgnyg 184 9 a a DT cord-303489-ve1fgnyg 184 10 continuation continuation NN cord-303489-ve1fgnyg 184 11 of of IN cord-303489-ve1fgnyg 184 12 ( ( -LRB- cord-303489-ve1fgnyg 184 13 similar similar JJ cord-303489-ve1fgnyg 184 14 ) ) -RRB- cord-303489-ve1fgnyg 184 15 control control NN cord-303489-ve1fgnyg 184 16 measures measure NNS cord-303489-ve1fgnyg 184 17 of of IN cord-303489-ve1fgnyg 184 18 social social JJ cord-303489-ve1fgnyg 184 19 distancing distancing NN cord-303489-ve1fgnyg 184 20 having have VBG cord-303489-ve1fgnyg 184 21 the the DT cord-303489-ve1fgnyg 184 22 same same JJ cord-303489-ve1fgnyg 184 23 impact impact NN cord-303489-ve1fgnyg 184 24 on on IN cord-303489-ve1fgnyg 184 25 the the DT cord-303489-ve1fgnyg 184 26 growth growth NN cord-303489-ve1fgnyg 184 27 rate rate NN cord-303489-ve1fgnyg 184 28 of of IN cord-303489-ve1fgnyg 184 29 new new JJ cord-303489-ve1fgnyg 184 30 cases case NNS cord-303489-ve1fgnyg 184 31 . . . cord-303489-ve1fgnyg 185 1 They -PRON- PRP cord-303489-ve1fgnyg 185 2 can can MD cord-303489-ve1fgnyg 185 3 only only RB cord-303489-ve1fgnyg 185 4 provide provide VB cord-303489-ve1fgnyg 185 5 a a DT cord-303489-ve1fgnyg 185 6 trend trend NN cord-303489-ve1fgnyg 185 7 , , , cord-303489-ve1fgnyg 185 8 ca can MD cord-303489-ve1fgnyg 185 9 n't not RB cord-303489-ve1fgnyg 185 10 be be VB cord-303489-ve1fgnyg 185 11 applied apply VBN cord-303489-ve1fgnyg 185 12 to to TO cord-303489-ve1fgnyg 185 13 project project VB cord-303489-ve1fgnyg 185 14 further further RB cord-303489-ve1fgnyg 185 15 out out RB cord-303489-ve1fgnyg 185 16 into into IN cord-303489-ve1fgnyg 185 17 the the DT cord-303489-ve1fgnyg 185 18 future future NN cord-303489-ve1fgnyg 185 19 and and CC cord-303489-ve1fgnyg 185 20 obviously obviously RB cord-303489-ve1fgnyg 185 21 are be VBP cord-303489-ve1fgnyg 185 22 not not RB cord-303489-ve1fgnyg 185 23 able able JJ cord-303489-ve1fgnyg 185 24 to to TO cord-303489-ve1fgnyg 185 25 predict predict VB cord-303489-ve1fgnyg 185 26 the the DT cord-303489-ve1fgnyg 185 27 size size NN cord-303489-ve1fgnyg 185 28 of of IN cord-303489-ve1fgnyg 185 29 a a DT cord-303489-ve1fgnyg 185 30 second second JJ cord-303489-ve1fgnyg 185 31 wave wave NN cord-303489-ve1fgnyg 185 32 ( ( -LRB- cord-303489-ve1fgnyg 185 33 or or CC cord-303489-ve1fgnyg 185 34 whether whether IN cord-303489-ve1fgnyg 185 35 there there EX cord-303489-ve1fgnyg 185 36 would would MD cord-303489-ve1fgnyg 185 37 be be VB cord-303489-ve1fgnyg 185 38 one one CD cord-303489-ve1fgnyg 185 39 at at RB cord-303489-ve1fgnyg 185 40 all all RB cord-303489-ve1fgnyg 185 41 ) ) -RRB- cord-303489-ve1fgnyg 185 42 . . . cord-303489-ve1fgnyg 186 1 In in IN cord-303489-ve1fgnyg 186 2 addition addition NN cord-303489-ve1fgnyg 186 3 , , , cord-303489-ve1fgnyg 186 4 for for IN cord-303489-ve1fgnyg 186 5 the the DT cord-303489-ve1fgnyg 186 6 calculations calculation NNS cord-303489-ve1fgnyg 186 7 used use VBN cord-303489-ve1fgnyg 186 8 above above RB cord-303489-ve1fgnyg 186 9 to to TO cord-303489-ve1fgnyg 186 10 estimate estimate VB cord-303489-ve1fgnyg 186 11 the the DT cord-303489-ve1fgnyg 186 12 risk risk NN cord-303489-ve1fgnyg 186 13 for for IN cord-303489-ve1fgnyg 186 14 the the DT cord-303489-ve1fgnyg 186 15 overwhelming overwhelming NN cord-303489-ve1fgnyg 186 16 of of IN cord-303489-ve1fgnyg 186 17 the the DT cord-303489-ve1fgnyg 186 18 German german JJ cord-303489-ve1fgnyg 186 19 health health NN cord-303489-ve1fgnyg 186 20 care care NN cord-303489-ve1fgnyg 186 21 system system NN cord-303489-ve1fgnyg 186 22 , , , cord-303489-ve1fgnyg 186 23 several several JJ cord-303489-ve1fgnyg 186 24 assumptions assumption NNS cord-303489-ve1fgnyg 186 25 are be VBP cord-303489-ve1fgnyg 186 26 based base VBN cord-303489-ve1fgnyg 186 27 on on IN cord-303489-ve1fgnyg 186 28 clinical clinical JJ cord-303489-ve1fgnyg 186 29 data datum NNS cord-303489-ve1fgnyg 186 30 from from IN cord-303489-ve1fgnyg 186 31 the the DT cord-303489-ve1fgnyg 186 32 epidemic epidemic NN cord-303489-ve1fgnyg 186 33 in in IN cord-303489-ve1fgnyg 186 34 China China NNP cord-303489-ve1fgnyg 186 35 . . . cord-303489-ve1fgnyg 187 1 Evidently evidently RB cord-303489-ve1fgnyg 187 2 due due JJ cord-303489-ve1fgnyg 187 3 to to IN cord-303489-ve1fgnyg 187 4 differences difference NNS cord-303489-ve1fgnyg 187 5 in in IN cord-303489-ve1fgnyg 187 6 the the DT cord-303489-ve1fgnyg 187 7 age age NN cord-303489-ve1fgnyg 187 8 distribution distribution NN cord-303489-ve1fgnyg 187 9 of of IN cord-303489-ve1fgnyg 187 10 patients patient NNS cord-303489-ve1fgnyg 187 11 and and CC cord-303489-ve1fgnyg 187 12 in in IN cord-303489-ve1fgnyg 187 13 the the DT cord-303489-ve1fgnyg 187 14 health health NN cord-303489-ve1fgnyg 187 15 system system NN cord-303489-ve1fgnyg 187 16 between between IN cord-303489-ve1fgnyg 187 17 both both DT cord-303489-ve1fgnyg 187 18 countries country NNS cord-303489-ve1fgnyg 187 19 these these DT cord-303489-ve1fgnyg 187 20 can can MD cord-303489-ve1fgnyg 187 21 only only RB cord-303489-ve1fgnyg 187 22 be be VB cord-303489-ve1fgnyg 187 23 estimates estimate NNS cord-303489-ve1fgnyg 187 24 for for IN cord-303489-ve1fgnyg 187 25 the the DT cord-303489-ve1fgnyg 187 26 situation situation NN cord-303489-ve1fgnyg 187 27 in in IN cord-303489-ve1fgnyg 187 28 Germany Germany NNP cord-303489-ve1fgnyg 187 29 . . . cord-303489-ve1fgnyg 188 1 Nevertheless nevertheless RB cord-303489-ve1fgnyg 188 2 , , , cord-303489-ve1fgnyg 188 3 it -PRON- PRP cord-303489-ve1fgnyg 188 4 appears appear VBZ cord-303489-ve1fgnyg 188 5 that that IN cord-303489-ve1fgnyg 188 6 several several JJ cord-303489-ve1fgnyg 188 7 of of IN cord-303489-ve1fgnyg 188 8 these these DT cord-303489-ve1fgnyg 188 9 assumptions assumption NNS cord-303489-ve1fgnyg 188 10 translate translate VBP cord-303489-ve1fgnyg 188 11 into into IN cord-303489-ve1fgnyg 188 12 projections projection NNS cord-303489-ve1fgnyg 188 13 of of IN cord-303489-ve1fgnyg 188 14 death death NN cord-303489-ve1fgnyg 188 15 rate rate NN cord-303489-ve1fgnyg 188 16 and and CC cord-303489-ve1fgnyg 188 17 capacity capacity NN cord-303489-ve1fgnyg 188 18 needs need NNS cord-303489-ve1fgnyg 188 19 for for IN cord-303489-ve1fgnyg 188 20 ICU ICU NNP cord-303489-ve1fgnyg 188 21 beds bed NNS cord-303489-ve1fgnyg 188 22 that that WDT cord-303489-ve1fgnyg 188 23 are be VBP cord-303489-ve1fgnyg 188 24 in in IN cord-303489-ve1fgnyg 188 25 - - HYPH cord-303489-ve1fgnyg 188 26 line line NN cord-303489-ve1fgnyg 188 27 with with IN cord-303489-ve1fgnyg 188 28 the the DT cord-303489-ve1fgnyg 188 29 observed observed JJ cord-303489-ve1fgnyg 188 30 clinical clinical JJ cord-303489-ve1fgnyg 188 31 findings finding NNS cord-303489-ve1fgnyg 188 32 in in IN cord-303489-ve1fgnyg 188 33 Germany Germany NNP cord-303489-ve1fgnyg 188 34 . . . cord-303489-ve1fgnyg 189 1 We -PRON- PRP cord-303489-ve1fgnyg 189 2 estimate estimate VBP cord-303489-ve1fgnyg 189 3 the the DT cord-303489-ve1fgnyg 189 4 total total JJ cord-303489-ve1fgnyg 189 5 rate rate NN cord-303489-ve1fgnyg 189 6 of of IN cord-303489-ve1fgnyg 189 7 fatalities fatality NNS cord-303489-ve1fgnyg 189 8 per per IN cord-303489-ve1fgnyg 189 9 diagnosed diagnose VBN cord-303489-ve1fgnyg 189 10 COVID-19 covid-19 DT cord-303489-ve1fgnyg 189 11 case case NN cord-303489-ve1fgnyg 189 12 to to TO cord-303489-ve1fgnyg 189 13 be be VB cord-303489-ve1fgnyg 189 14 2.5 2.5 CD cord-303489-ve1fgnyg 189 15 % % NN cord-303489-ve1fgnyg 189 16 for for IN cord-303489-ve1fgnyg 189 17 Germany Germany NNP cord-303489-ve1fgnyg 189 18 , , , cord-303489-ve1fgnyg 189 19 resulting result VBG cord-303489-ve1fgnyg 189 20 from from IN cord-303489-ve1fgnyg 189 21 the the DT cord-303489-ve1fgnyg 189 22 assumption assumption NN cord-303489-ve1fgnyg 189 23 that that IN cord-303489-ve1fgnyg 189 24 20 20 CD cord-303489-ve1fgnyg 189 25 % % NN cord-303489-ve1fgnyg 189 26 of of IN cord-303489-ve1fgnyg 189 27 the the DT cord-303489-ve1fgnyg 189 28 diagnosed diagnose VBN cord-303489-ve1fgnyg 189 29 cases case NNS cord-303489-ve1fgnyg 189 30 are be VBP cord-303489-ve1fgnyg 189 31 severe severe JJ cord-303489-ve1fgnyg 189 32 , , , cord-303489-ve1fgnyg 189 33 25 25 CD cord-303489-ve1fgnyg 189 34 % % NN cord-303489-ve1fgnyg 189 35 of of IN cord-303489-ve1fgnyg 189 36 the the DT cord-303489-ve1fgnyg 189 37 severe severe JJ cord-303489-ve1fgnyg 189 38 cases case NNS cord-303489-ve1fgnyg 189 39 get get VBP cord-303489-ve1fgnyg 189 40 critical critical JJ cord-303489-ve1fgnyg 189 41 and and CC cord-303489-ve1fgnyg 189 42 50 50 CD cord-303489-ve1fgnyg 189 43 % % NN cord-303489-ve1fgnyg 189 44 of of IN cord-303489-ve1fgnyg 189 45 the the DT cord-303489-ve1fgnyg 189 46 critical critical JJ cord-303489-ve1fgnyg 189 47 cases case NNS cord-303489-ve1fgnyg 189 48 are be VBP cord-303489-ve1fgnyg 189 49 fatal fatal JJ cord-303489-ve1fgnyg 189 50 . . . cord-303489-ve1fgnyg 190 1 On on IN cord-303489-ve1fgnyg 190 2 April April NNP cord-303489-ve1fgnyg 190 3 12 12 CD cord-303489-ve1fgnyg 190 4 th th CD cord-303489-ve1fgnyg 190 5 for for IN cord-303489-ve1fgnyg 190 6 2.2 2.2 CD cord-303489-ve1fgnyg 190 7 % % NN cord-303489-ve1fgnyg 190 8 of of IN cord-303489-ve1fgnyg 190 9 diagnosed diagnose VBN cord-303489-ve1fgnyg 190 10 COVID-19 covid-19 CD cord-303489-ve1fgnyg 190 11 cases case NNS cord-303489-ve1fgnyg 190 12 in in IN cord-303489-ve1fgnyg 190 13 Germany Germany NNP cord-303489-ve1fgnyg 190 14 a a DT cord-303489-ve1fgnyg 190 15 fatal fatal JJ cord-303489-ve1fgnyg 190 16 outcome outcome NN cord-303489-ve1fgnyg 190 17 has have VBZ cord-303489-ve1fgnyg 190 18 been be VBN cord-303489-ve1fgnyg 190 19 reported report VBN cord-303489-ve1fgnyg 190 20 [ [ -LRB- cord-303489-ve1fgnyg 190 21 11 11 CD cord-303489-ve1fgnyg 190 22 ] ] -RRB- cord-303489-ve1fgnyg 190 23 . . . cord-303489-ve1fgnyg 191 1 While while IN cord-303489-ve1fgnyg 191 2 the the DT cord-303489-ve1fgnyg 191 3 epidemic epidemic NN cord-303489-ve1fgnyg 191 4 is be VBZ cord-303489-ve1fgnyg 191 5 still still RB cord-303489-ve1fgnyg 191 6 ongoing ongoing JJ cord-303489-ve1fgnyg 191 7 , , , cord-303489-ve1fgnyg 191 8 this this DT cord-303489-ve1fgnyg 191 9 formula formula NN cord-303489-ve1fgnyg 191 10 to to TO cord-303489-ve1fgnyg 191 11 calculate calculate VB cord-303489-ve1fgnyg 191 12 the the DT cord-303489-ve1fgnyg 191 13 final final JJ cord-303489-ve1fgnyg 191 14 death death NN cord-303489-ve1fgnyg 191 15 rate rate NN cord-303489-ve1fgnyg 191 16 can can MD cord-303489-ve1fgnyg 191 17 be be VB cord-303489-ve1fgnyg 191 18 misleading misleading JJ cord-303489-ve1fgnyg 191 19 and and CC cord-303489-ve1fgnyg 191 20 may may MD cord-303489-ve1fgnyg 191 21 lead lead VB cord-303489-ve1fgnyg 191 22 to to IN cord-303489-ve1fgnyg 191 23 a a DT cord-303489-ve1fgnyg 191 24 too too RB cord-303489-ve1fgnyg 191 25 low low JJ cord-303489-ve1fgnyg 191 26 number number NN cord-303489-ve1fgnyg 191 27 as as IN cord-303489-ve1fgnyg 191 28 of of IN cord-303489-ve1fgnyg 191 29 today today NN cord-303489-ve1fgnyg 191 30 the the DT cord-303489-ve1fgnyg 191 31 outcome outcome NN cord-303489-ve1fgnyg 191 32 is be VBZ cord-303489-ve1fgnyg 191 33 unknown unknown JJ cord-303489-ve1fgnyg 191 34 for for IN cord-303489-ve1fgnyg 191 35 a a DT cord-303489-ve1fgnyg 191 36 non non JJ cord-303489-ve1fgnyg 191 37 - - JJ cord-303489-ve1fgnyg 191 38 negligible negligible JJ cord-303489-ve1fgnyg 191 39 proportion proportion NN cord-303489-ve1fgnyg 191 40 of of IN cord-303489-ve1fgnyg 191 41 these these DT cord-303489-ve1fgnyg 191 42 diagnosed diagnose VBN cord-303489-ve1fgnyg 191 43 patients patient NNS cord-303489-ve1fgnyg 191 44 [ [ -LRB- cord-303489-ve1fgnyg 191 45 18 18 CD cord-303489-ve1fgnyg 191 46 ] ] -RRB- cord-303489-ve1fgnyg 191 47 . . . cord-303489-ve1fgnyg 192 1 In in IN cord-303489-ve1fgnyg 192 2 other other JJ cord-303489-ve1fgnyg 192 3 words word NNS cord-303489-ve1fgnyg 192 4 , , , cord-303489-ve1fgnyg 192 5 current current JJ cord-303489-ve1fgnyg 192 6 deaths death NNS cord-303489-ve1fgnyg 192 7 belong belong VBP cord-303489-ve1fgnyg 192 8 to to IN cord-303489-ve1fgnyg 192 9 a a DT cord-303489-ve1fgnyg 192 10 total total JJ cord-303489-ve1fgnyg 192 11 case case NN cord-303489-ve1fgnyg 192 12 figure figure NN cord-303489-ve1fgnyg 192 13 of of IN cord-303489-ve1fgnyg 192 14 the the DT cord-303489-ve1fgnyg 192 15 past past NN cord-303489-ve1fgnyg 192 16 , , , cord-303489-ve1fgnyg 192 17 not not RB cord-303489-ve1fgnyg 192 18 to to IN cord-303489-ve1fgnyg 192 19 the the DT cord-303489-ve1fgnyg 192 20 current current JJ cord-303489-ve1fgnyg 192 21 case case NN cord-303489-ve1fgnyg 192 22 figure figure NN cord-303489-ve1fgnyg 192 23 in in IN cord-303489-ve1fgnyg 192 24 which which WDT cord-303489-ve1fgnyg 192 25 the the DT cord-303489-ve1fgnyg 192 26 outcome outcome NN cord-303489-ve1fgnyg 192 27 ( ( -LRB- cord-303489-ve1fgnyg 192 28 recovery recovery NN cord-303489-ve1fgnyg 192 29 or or CC cord-303489-ve1fgnyg 192 30 death death NN cord-303489-ve1fgnyg 192 31 ) ) -RRB- cord-303489-ve1fgnyg 192 32 of of IN cord-303489-ve1fgnyg 192 33 a a DT cord-303489-ve1fgnyg 192 34 proportion proportion NN cord-303489-ve1fgnyg 192 35 ( ( -LRB- cord-303489-ve1fgnyg 192 36 the the DT cord-303489-ve1fgnyg 192 37 most most RBS cord-303489-ve1fgnyg 192 38 recent recent JJ cord-303489-ve1fgnyg 192 39 cases case NNS cord-303489-ve1fgnyg 192 40 ) ) -RRB- cord-303489-ve1fgnyg 192 41 has have VBZ cord-303489-ve1fgnyg 192 42 n't not RB cord-303489-ve1fgnyg 192 43 yet yet RB cord-303489-ve1fgnyg 192 44 been be VBN cord-303489-ve1fgnyg 192 45 determined determine VBN cord-303489-ve1fgnyg 192 46 . . . cord-303489-ve1fgnyg 193 1 Applying apply VBG cord-303489-ve1fgnyg 193 2 the the DT cord-303489-ve1fgnyg 193 3 recommended recommend VBN cord-303489-ve1fgnyg 193 4 equation equation NN cord-303489-ve1fgnyg 193 5 to to TO cord-303489-ve1fgnyg 193 6 calculate calculate VB cord-303489-ve1fgnyg 193 7 the the DT cord-303489-ve1fgnyg 193 8 case case NN cord-303489-ve1fgnyg 193 9 fatality fatality NN cord-303489-ve1fgnyg 193 10 ratio ratio NN cord-303489-ve1fgnyg 193 11 ( ( -LRB- cord-303489-ve1fgnyg 193 12 CFR CFR NNP cord-303489-ve1fgnyg 193 13 ) ) -RRB- cord-303489-ve1fgnyg 193 14 by by IN cord-303489-ve1fgnyg 193 15 death death NN cord-303489-ve1fgnyg 193 16 at at IN cord-303489-ve1fgnyg 193 17 day day NN cord-303489-ve1fgnyg 193 18 D d NN cord-303489-ve1fgnyg 193 19 / / SYM cord-303489-ve1fgnyg 193 20 cases case NNS cord-303489-ve1fgnyg 193 21 at at IN cord-303489-ve1fgnyg 193 22 day day NN cord-303489-ve1fgnyg 193 23 D D NNP cord-303489-ve1fgnyg 193 24 - - HYPH cord-303489-ve1fgnyg 193 25 X x NN cord-303489-ve1fgnyg 193 26 and and CC cord-303489-ve1fgnyg 193 27 assuming assume VBG cord-303489-ve1fgnyg 193 28 a a DT cord-303489-ve1fgnyg 193 29 time time NN cord-303489-ve1fgnyg 193 30 of of IN cord-303489-ve1fgnyg 193 31 7 7 CD cord-303489-ve1fgnyg 193 32 days day NNS cord-303489-ve1fgnyg 193 33 between between IN cord-303489-ve1fgnyg 193 34 reported reported JJ cord-303489-ve1fgnyg 193 35 diagnosis diagnosis NN cord-303489-ve1fgnyg 193 36 and and CC cord-303489-ve1fgnyg 193 37 death death NN cord-303489-ve1fgnyg 193 38 an an DT cord-303489-ve1fgnyg 193 39 average average JJ cord-303489-ve1fgnyg 193 40 death death NN cord-303489-ve1fgnyg 193 41 rate rate NN cord-303489-ve1fgnyg 193 42 for for IN cord-303489-ve1fgnyg 193 43 Germany Germany NNP cord-303489-ve1fgnyg 193 44 of of IN cord-303489-ve1fgnyg 193 45 ~2.9 ~2.9 CD cord-303489-ve1fgnyg 193 46 % % NN cord-303489-ve1fgnyg 193 47 can can MD cord-303489-ve1fgnyg 193 48 be be VB cord-303489-ve1fgnyg 193 49 obtained obtain VBN cord-303489-ve1fgnyg 193 50 from from IN cord-303489-ve1fgnyg 193 51 the the DT cord-303489-ve1fgnyg 193 52 data datum NNS cord-303489-ve1fgnyg 193 53 up up IN cord-303489-ve1fgnyg 193 54 to to IN cord-303489-ve1fgnyg 193 55 April April NNP cord-303489-ve1fgnyg 193 56 12 12 CD cord-303489-ve1fgnyg 193 57 th th XX cord-303489-ve1fgnyg 193 58 ( ( -LRB- cord-303489-ve1fgnyg 193 59 total total JJ cord-303489-ve1fgnyg 193 60 death death NN cord-303489-ve1fgnyg 193 61 by by IN cord-303489-ve1fgnyg 193 62 April April NNP cord-303489-ve1fgnyg 193 63 12 12 CD cord-303489-ve1fgnyg 193 64 th th XX cord-303489-ve1fgnyg 193 65 / / SYM cord-303489-ve1fgnyg 193 66 total total JJ cord-303489-ve1fgnyg 193 67 cases case NNS cord-303489-ve1fgnyg 193 68 by by IN cord-303489-ve1fgnyg 193 69 April April NNP cord-303489-ve1fgnyg 193 70 5 5 CD cord-303489-ve1fgnyg 193 71 th th XX cord-303489-ve1fgnyg 193 72 ) ) -RRB- cord-303489-ve1fgnyg 193 73 [ [ -LRB- cord-303489-ve1fgnyg 193 74 10 10 CD cord-303489-ve1fgnyg 193 75 ] ] -RRB- cord-303489-ve1fgnyg 193 76 . . . cord-303489-ve1fgnyg 194 1 Assuming assume VBG cord-303489-ve1fgnyg 194 2 2.5 2.5 CD cord-303489-ve1fgnyg 194 3 % % NN cord-303489-ve1fgnyg 194 4 of of IN cord-303489-ve1fgnyg 194 5 diagnosed diagnosed JJ cord-303489-ve1fgnyg 194 6 cases case NNS cord-303489-ve1fgnyg 194 7 will will MD cord-303489-ve1fgnyg 194 8 have have VB cord-303489-ve1fgnyg 194 9 a a DT cord-303489-ve1fgnyg 194 10 fatal fatal JJ cord-303489-ve1fgnyg 194 11 outcome outcome NN cord-303489-ve1fgnyg 195 1 7 7 CD cord-303489-ve1fgnyg 195 2 days day NNS cord-303489-ve1fgnyg 195 3 later later RBR cord-303489-ve1fgnyg 195 4 we -PRON- PRP cord-303489-ve1fgnyg 195 5 calculated calculate VBD cord-303489-ve1fgnyg 195 6 the the DT cord-303489-ve1fgnyg 195 7 expected expect VBN cord-303489-ve1fgnyg 195 8 daily daily JJ cord-303489-ve1fgnyg 195 9 deaths death NNS cord-303489-ve1fgnyg 195 10 in in IN cord-303489-ve1fgnyg 195 11 Germany Germany NNP cord-303489-ve1fgnyg 195 12 ( ( -LRB- cord-303489-ve1fgnyg 195 13 see see VB cord-303489-ve1fgnyg 195 14 Figure figure NN cord-303489-ve1fgnyg 195 15 5 5 CD cord-303489-ve1fgnyg 195 16 ) ) -RRB- cord-303489-ve1fgnyg 195 17 . . . cord-303489-ve1fgnyg 196 1 The the DT cord-303489-ve1fgnyg 196 2 maximum maximum NN cord-303489-ve1fgnyg 196 3 of of IN cord-303489-ve1fgnyg 196 4 new new JJ cord-303489-ve1fgnyg 196 5 deaths death NNS cord-303489-ve1fgnyg 196 6 per per IN cord-303489-ve1fgnyg 196 7 day day NN cord-303489-ve1fgnyg 196 8 of of IN cord-303489-ve1fgnyg 196 9 ~150 ~150 NN cord-303489-ve1fgnyg 196 10 is be VBZ cord-303489-ve1fgnyg 196 11 expected expect VBN cord-303489-ve1fgnyg 196 12 for for IN cord-303489-ve1fgnyg 196 13 April April NNP cord-303489-ve1fgnyg 196 14 10 10 CD cord-303489-ve1fgnyg 196 15 th th XX cord-303489-ve1fgnyg 196 16 . . . cord-303489-ve1fgnyg 197 1 As as IN cord-303489-ve1fgnyg 197 2 shown show VBN cord-303489-ve1fgnyg 197 3 in in IN cord-303489-ve1fgnyg 197 4 Figure figure NN cord-303489-ve1fgnyg 197 5 5 5 CD cord-303489-ve1fgnyg 197 6 most most JJS cord-303489-ve1fgnyg 197 7 of of IN cord-303489-ve1fgnyg 197 8 the the DT cord-303489-ve1fgnyg 197 9 daily daily JJ cord-303489-ve1fgnyg 197 10 death death NN cord-303489-ve1fgnyg 197 11 calculations calculation NNS cord-303489-ve1fgnyg 197 12 match match VBP cord-303489-ve1fgnyg 197 13 well well UH cord-303489-ve1fgnyg 197 14 the the DT cord-303489-ve1fgnyg 197 15 data datum NNS cord-303489-ve1fgnyg 197 16 . . . cord-303489-ve1fgnyg 198 1 Some some DT cord-303489-ve1fgnyg 198 2 differences difference NNS cord-303489-ve1fgnyg 198 3 between between IN cord-303489-ve1fgnyg 198 4 the the DT cord-303489-ve1fgnyg 198 5 predictions prediction NNS cord-303489-ve1fgnyg 198 6 and and CC cord-303489-ve1fgnyg 198 7 observed observe VBD cord-303489-ve1fgnyg 198 8 data datum NNS cord-303489-ve1fgnyg 198 9 are be VBP cord-303489-ve1fgnyg 198 10 evident evident JJ cord-303489-ve1fgnyg 198 11 for for IN cord-303489-ve1fgnyg 198 12 the the DT cord-303489-ve1fgnyg 198 13 daily daily JJ cord-303489-ve1fgnyg 198 14 new new JJ cord-303489-ve1fgnyg 198 15 fatalities fatality NNS cord-303489-ve1fgnyg 198 16 , , , cord-303489-ve1fgnyg 198 17 which which WDT cord-303489-ve1fgnyg 198 18 have have VBP cord-303489-ve1fgnyg 198 19 unexpected unexpected JJ cord-303489-ve1fgnyg 198 20 high high JJ cord-303489-ve1fgnyg 198 21 values value NNS cord-303489-ve1fgnyg 198 22 from from IN cord-303489-ve1fgnyg 198 23 April April NNP cord-303489-ve1fgnyg 198 24 8 8 CD cord-303489-ve1fgnyg 198 25 to to IN cord-303489-ve1fgnyg 198 26 April April NNP cord-303489-ve1fgnyg 198 27 10 10 CD cord-303489-ve1fgnyg 198 28 . . . cord-303489-ve1fgnyg 199 1 This this DT cord-303489-ve1fgnyg 199 2 difference difference NN cord-303489-ve1fgnyg 199 3 may may MD cord-303489-ve1fgnyg 199 4 be be VB cord-303489-ve1fgnyg 199 5 attributed attribute VBN cord-303489-ve1fgnyg 199 6 to to IN cord-303489-ve1fgnyg 199 7 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 199 8 outbreaks outbreak NNS cord-303489-ve1fgnyg 199 9 in in IN cord-303489-ve1fgnyg 199 10 nursing nursing NN cord-303489-ve1fgnyg 199 11 homes home NNS cord-303489-ve1fgnyg 199 12 leading lead VBG cord-303489-ve1fgnyg 199 13 to to IN cord-303489-ve1fgnyg 199 14 unexpectedly unexpectedly RB cord-303489-ve1fgnyg 199 15 high high JJ cord-303489-ve1fgnyg 199 16 case case NN cord-303489-ve1fgnyg 199 17 numbers number NNS cord-303489-ve1fgnyg 199 18 in in IN cord-303489-ve1fgnyg 199 19 this this DT cord-303489-ve1fgnyg 199 20 period period NN cord-303489-ve1fgnyg 199 21 . . . cord-303489-ve1fgnyg 200 1 It -PRON- PRP cord-303489-ve1fgnyg 200 2 is be VBZ cord-303489-ve1fgnyg 200 3 also also RB cord-303489-ve1fgnyg 200 4 noteworthy noteworthy JJ cord-303489-ve1fgnyg 200 5 that that IN cord-303489-ve1fgnyg 200 6 with with IN cord-303489-ve1fgnyg 200 7 the the DT cord-303489-ve1fgnyg 200 8 number number NN cord-303489-ve1fgnyg 200 9 of of IN cord-303489-ve1fgnyg 200 10 diagnosed diagnose VBN cord-303489-ve1fgnyg 200 11 COVID-19 covid-19 CD cord-303489-ve1fgnyg 200 12 cases case NNS cord-303489-ve1fgnyg 200 13 as as IN cord-303489-ve1fgnyg 200 14 input input NN cord-303489-ve1fgnyg 200 15 , , , cord-303489-ve1fgnyg 200 16 the the DT cord-303489-ve1fgnyg 200 17 assumptions assumption NNS cord-303489-ve1fgnyg 200 18 on on IN cord-303489-ve1fgnyg 200 19 the the DT cord-303489-ve1fgnyg 200 20 length length NN cord-303489-ve1fgnyg 200 21 of of IN cord-303489-ve1fgnyg 200 22 hospital hospital NN cord-303489-ve1fgnyg 200 23 stays stay NNS cord-303489-ve1fgnyg 200 24 for for IN cord-303489-ve1fgnyg 200 25 critical critical JJ cord-303489-ve1fgnyg 200 26 patients patient NNS cord-303489-ve1fgnyg 200 27 and and CC cord-303489-ve1fgnyg 200 28 the the DT cord-303489-ve1fgnyg 200 29 assumed assume VBN cord-303489-ve1fgnyg 200 30 fraction fraction NN cord-303489-ve1fgnyg 200 31 of of IN cord-303489-ve1fgnyg 200 32 5 5 CD cord-303489-ve1fgnyg 200 33 % % NN cord-303489-ve1fgnyg 200 34 critical critical JJ cord-303489-ve1fgnyg 200 35 cases case NNS cord-303489-ve1fgnyg 200 36 of of IN cord-303489-ve1fgnyg 200 37 all all DT cord-303489-ve1fgnyg 200 38 diagnosed diagnose VBN cord-303489-ve1fgnyg 200 39 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 200 40 , , , cord-303489-ve1fgnyg 200 41 we -PRON- PRP cord-303489-ve1fgnyg 200 42 expected expect VBD cord-303489-ve1fgnyg 200 43 the the DT cord-303489-ve1fgnyg 200 44 maximum maximum NN cord-303489-ve1fgnyg 200 45 of of IN cord-303489-ve1fgnyg 200 46 ~2500 ~2500 CD cord-303489-ve1fgnyg 200 47 critical critical JJ cord-303489-ve1fgnyg 200 48 cases case NNS cord-303489-ve1fgnyg 200 49 requiring require VBG cord-303489-ve1fgnyg 200 50 intensive intensive JJ cord-303489-ve1fgnyg 200 51 care care NN cord-303489-ve1fgnyg 200 52 with with IN cord-303489-ve1fgnyg 200 53 ECMO ecmo NN cord-303489-ve1fgnyg 200 54 capability capability NN cord-303489-ve1fgnyg 200 55 at at IN cord-303489-ve1fgnyg 200 56 the the DT cord-303489-ve1fgnyg 200 57 first first JJ cord-303489-ve1fgnyg 200 58 week week NN cord-303489-ve1fgnyg 200 59 of of IN cord-303489-ve1fgnyg 200 60 April April NNP cord-303489-ve1fgnyg 200 61 . . . cord-303489-ve1fgnyg 201 1 This this DT cord-303489-ve1fgnyg 201 2 is be VBZ cord-303489-ve1fgnyg 201 3 in in IN cord-303489-ve1fgnyg 201 4 good good JJ cord-303489-ve1fgnyg 201 5 agreement agreement NN cord-303489-ve1fgnyg 201 6 with with IN cord-303489-ve1fgnyg 201 7 the the DT cord-303489-ve1fgnyg 201 8 reported report VBN cord-303489-ve1fgnyg 201 9 number number NN cord-303489-ve1fgnyg 201 10 of of IN cord-303489-ve1fgnyg 201 11 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 201 12 cases case NNS cord-303489-ve1fgnyg 201 13 currently currently RB cord-303489-ve1fgnyg 201 14 in in IN cord-303489-ve1fgnyg 201 15 ICUs ICUs NNP cord-303489-ve1fgnyg 201 16 in in IN cord-303489-ve1fgnyg 201 17 Germany Germany NNP cord-303489-ve1fgnyg 201 18 of of IN cord-303489-ve1fgnyg 201 19 2405 2405 CD cord-303489-ve1fgnyg 201 20 on on IN cord-303489-ve1fgnyg 201 21 April April NNP cord-303489-ve1fgnyg 201 22 12 12 CD cord-303489-ve1fgnyg 201 23 th th XX cord-303489-ve1fgnyg 201 24 [ [ -LRB- cord-303489-ve1fgnyg 201 25 1 1 CD cord-303489-ve1fgnyg 201 26 , , , cord-303489-ve1fgnyg 201 27 11 11 CD cord-303489-ve1fgnyg 201 28 ] ] -RRB- cord-303489-ve1fgnyg 201 29 . . . cord-303489-ve1fgnyg 201 30 . . . cord-303489-ve1fgnyg 202 1 CC CC NNP cord-303489-ve1fgnyg 202 2 - - HYPH cord-303489-ve1fgnyg 202 3 BY BY NNP cord-303489-ve1fgnyg 202 4 - - HYPH cord-303489-ve1fgnyg 202 5 ND ND NNP cord-303489-ve1fgnyg 202 6 4.0 4.0 CD cord-303489-ve1fgnyg 202 7 International international JJ cord-303489-ve1fgnyg 202 8 license license NN cord-303489-ve1fgnyg 203 1 It -PRON- PRP cord-303489-ve1fgnyg 203 2 is be VBZ cord-303489-ve1fgnyg 203 3 made make VBN cord-303489-ve1fgnyg 203 4 available available JJ cord-303489-ve1fgnyg 203 5 under under IN cord-303489-ve1fgnyg 203 6 a a DT cord-303489-ve1fgnyg 204 1 is be VBZ cord-303489-ve1fgnyg 204 2 the the DT cord-303489-ve1fgnyg 204 3 author author NN cord-303489-ve1fgnyg 204 4 / / SYM cord-303489-ve1fgnyg 204 5 funder funder NN cord-303489-ve1fgnyg 204 6 , , , cord-303489-ve1fgnyg 204 7 who who WP cord-303489-ve1fgnyg 204 8 has have VBZ cord-303489-ve1fgnyg 204 9 granted grant VBN cord-303489-ve1fgnyg 204 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 204 11 a a DT cord-303489-ve1fgnyg 204 12 license license NN cord-303489-ve1fgnyg 204 13 to to TO cord-303489-ve1fgnyg 204 14 display display VB cord-303489-ve1fgnyg 204 15 the the DT cord-303489-ve1fgnyg 204 16 preprint preprint NN cord-303489-ve1fgnyg 204 17 in in IN cord-303489-ve1fgnyg 204 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 204 19 . . . cord-303489-ve1fgnyg 205 1 ( ( -LRB- cord-303489-ve1fgnyg 205 2 which which WDT cord-303489-ve1fgnyg 205 3 was be VBD cord-303489-ve1fgnyg 205 4 not not RB cord-303489-ve1fgnyg 205 5 peer peer NN cord-303489-ve1fgnyg 205 6 - - HYPH cord-303489-ve1fgnyg 205 7 reviewed review VBN cord-303489-ve1fgnyg 205 8 ) ) -RRB- cord-303489-ve1fgnyg 206 1 The the DT cord-303489-ve1fgnyg 206 2 copyright copyright NN cord-303489-ve1fgnyg 206 3 holder holder NN cord-303489-ve1fgnyg 206 4 for for IN cord-303489-ve1fgnyg 206 5 this this DT cord-303489-ve1fgnyg 206 6 preprint preprint NN cord-303489-ve1fgnyg 206 7 . . . cord-303489-ve1fgnyg 207 1 https://doi.org/10.1101/2020.04 https://doi.org/10.1101/2020.04 UH cord-303489-ve1fgnyg 207 2 . . . cord-303489-ve1fgnyg 208 1 14.20064790 14.20064790 CD cord-303489-ve1fgnyg 208 2 doi doi NN cord-303489-ve1fgnyg 208 3 : : : cord-303489-ve1fgnyg 209 1 medRxiv medRxiv NNP cord-303489-ve1fgnyg 209 2 preprint preprint NNP cord-303489-ve1fgnyg 210 1 In in IN cord-303489-ve1fgnyg 210 2 conclusion conclusion NN cord-303489-ve1fgnyg 210 3 , , , cord-303489-ve1fgnyg 210 4 we -PRON- PRP cord-303489-ve1fgnyg 210 5 are be VBP cord-303489-ve1fgnyg 210 6 convinced convince VBN cord-303489-ve1fgnyg 210 7 that that IN cord-303489-ve1fgnyg 210 8 regardless regardless RB cord-303489-ve1fgnyg 210 9 of of IN cord-303489-ve1fgnyg 210 10 numerous numerous JJ cord-303489-ve1fgnyg 210 11 included include VBN cord-303489-ve1fgnyg 210 12 assumptions assumption NNS cord-303489-ve1fgnyg 210 13 derived derive VBN cord-303489-ve1fgnyg 210 14 from from IN cord-303489-ve1fgnyg 210 15 clinical clinical JJ cord-303489-ve1fgnyg 210 16 observations observation NNS cord-303489-ve1fgnyg 210 17 and and CC cord-303489-ve1fgnyg 210 18 regardless regardless RB cord-303489-ve1fgnyg 210 19 of of IN cord-303489-ve1fgnyg 210 20 the the DT cord-303489-ve1fgnyg 210 21 given give VBN cord-303489-ve1fgnyg 210 22 uncertainty uncertainty NN cord-303489-ve1fgnyg 210 23 of of IN cord-303489-ve1fgnyg 210 24 the the DT cord-303489-ve1fgnyg 210 25 model model NN cord-303489-ve1fgnyg 210 26 projections projection NNS cord-303489-ve1fgnyg 210 27 beyond beyond IN cord-303489-ve1fgnyg 210 28 April April NNP cord-303489-ve1fgnyg 210 29 10 10 CD cord-303489-ve1fgnyg 210 30 th th XX cord-303489-ve1fgnyg 210 31 , , , cord-303489-ve1fgnyg 210 32 the the DT cord-303489-ve1fgnyg 210 33 model model NN cord-303489-ve1fgnyg 210 34 predictions prediction NNS cord-303489-ve1fgnyg 210 35 can can MD cord-303489-ve1fgnyg 210 36 help help VB cord-303489-ve1fgnyg 210 37 to to TO cord-303489-ve1fgnyg 210 38 capture capture VB cord-303489-ve1fgnyg 210 39 the the DT cord-303489-ve1fgnyg 210 40 impact impact NN cord-303489-ve1fgnyg 210 41 of of IN cord-303489-ve1fgnyg 210 42 social social JJ cord-303489-ve1fgnyg 210 43 distancing distance VBG cord-303489-ve1fgnyg 210 44 measures measure NNS cord-303489-ve1fgnyg 210 45 on on IN cord-303489-ve1fgnyg 210 46 the the DT cord-303489-ve1fgnyg 210 47 epidemic epidemic NN cord-303489-ve1fgnyg 210 48 in in IN cord-303489-ve1fgnyg 210 49 European european JJ cord-303489-ve1fgnyg 210 50 countries country NNS cord-303489-ve1fgnyg 210 51 , , , cord-303489-ve1fgnyg 210 52 to to TO cord-303489-ve1fgnyg 210 53 understand understand VB cord-303489-ve1fgnyg 210 54 the the DT cord-303489-ve1fgnyg 210 55 dynamics dynamic NNS cord-303489-ve1fgnyg 210 56 of of IN cord-303489-ve1fgnyg 210 57 the the DT cord-303489-ve1fgnyg 210 58 epidemic epidemic NN cord-303489-ve1fgnyg 210 59 with with IN cord-303489-ve1fgnyg 210 60 respect respect NN cord-303489-ve1fgnyg 210 61 to to IN cord-303489-ve1fgnyg 210 62 diagnosed diagnosed JJ cord-303489-ve1fgnyg 210 63 and and CC cord-303489-ve1fgnyg 210 64 fatal fatal JJ cord-303489-ve1fgnyg 210 65 cases case NNS cord-303489-ve1fgnyg 210 66 and and CC cord-303489-ve1fgnyg 210 67 to to TO cord-303489-ve1fgnyg 210 68 estimate estimate VB cord-303489-ve1fgnyg 210 69 the the DT cord-303489-ve1fgnyg 210 70 required require VBN cord-303489-ve1fgnyg 210 71 daily daily JJ cord-303489-ve1fgnyg 210 72 capacity capacity NN cord-303489-ve1fgnyg 210 73 for for IN cord-303489-ve1fgnyg 210 74 German german JJ cord-303489-ve1fgnyg 210 75 hospitals hospital NNS cord-303489-ve1fgnyg 210 76 . . . cord-303489-ve1fgnyg 211 1 Thus thus RB cord-303489-ve1fgnyg 211 2 , , , cord-303489-ve1fgnyg 211 3 it -PRON- PRP cord-303489-ve1fgnyg 211 4 appears appear VBZ cord-303489-ve1fgnyg 211 5 to to TO cord-303489-ve1fgnyg 211 6 be be VB cord-303489-ve1fgnyg 211 7 a a DT cord-303489-ve1fgnyg 211 8 valuable valuable JJ cord-303489-ve1fgnyg 211 9 tool tool NN cord-303489-ve1fgnyg 211 10 for for IN cord-303489-ve1fgnyg 211 11 Germany Germany NNP cord-303489-ve1fgnyg 211 12 or or CC cord-303489-ve1fgnyg 211 13 other other JJ cord-303489-ve1fgnyg 211 14 countries country NNS cord-303489-ve1fgnyg 211 15 to to TO cord-303489-ve1fgnyg 211 16 provide provide VB cord-303489-ve1fgnyg 211 17 guidance guidance NN cord-303489-ve1fgnyg 211 18 and and CC cord-303489-ve1fgnyg 211 19 support support NN cord-303489-ve1fgnyg 211 20 decision decision NN cord-303489-ve1fgnyg 211 21 making make VBG cord-303489-ve1fgnyg 211 22 in in IN cord-303489-ve1fgnyg 211 23 the the DT cord-303489-ve1fgnyg 211 24 health health NN cord-303489-ve1fgnyg 211 25 care care NN cord-303489-ve1fgnyg 211 26 system system NN cord-303489-ve1fgnyg 211 27 with with IN cord-303489-ve1fgnyg 211 28 respect respect NN cord-303489-ve1fgnyg 211 29 to to IN cord-303489-ve1fgnyg 211 30 how how WRB cord-303489-ve1fgnyg 211 31 much much JJ cord-303489-ve1fgnyg 211 32 hospital hospital NN cord-303489-ve1fgnyg 211 33 capacity capacity NN cord-303489-ve1fgnyg 211 34 is be VBZ cord-303489-ve1fgnyg 211 35 required require VBN cord-303489-ve1fgnyg 211 36 to to TO cord-303489-ve1fgnyg 211 37 be be VB cord-303489-ve1fgnyg 211 38 well well RB cord-303489-ve1fgnyg 211 39 prepared prepared JJ cord-303489-ve1fgnyg 211 40 for for IN cord-303489-ve1fgnyg 211 41 the the DT cord-303489-ve1fgnyg 211 42 ( ( -LRB- cord-303489-ve1fgnyg 211 43 next next JJ cord-303489-ve1fgnyg 211 44 ) ) -RRB- cord-303489-ve1fgnyg 211 45 wave wave NN cord-303489-ve1fgnyg 211 46 . . . cord-303489-ve1fgnyg 212 1 Forecasting forecast VBG cord-303489-ve1fgnyg 212 2 the the DT cord-303489-ve1fgnyg 212 3 Worldwide Worldwide NNP cord-303489-ve1fgnyg 212 4 Spread Spread NNP cord-303489-ve1fgnyg 212 5 of of IN cord-303489-ve1fgnyg 212 6 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 212 7 based base VBN cord-303489-ve1fgnyg 212 8 on on IN cord-303489-ve1fgnyg 212 9 Logistic Logistic NNP cord-303489-ve1fgnyg 212 10 Model Model NNP cord-303489-ve1fgnyg 212 11 and and CC cord-303489-ve1fgnyg 212 12 SEIR SEIR NNP cord-303489-ve1fgnyg 212 13 Model Model NNP cord-303489-ve1fgnyg 212 14 Quantifying quantify VBG cord-303489-ve1fgnyg 212 15 undetected undetected JJ cord-303489-ve1fgnyg 212 16 COVID-19 covid-19 CD cord-303489-ve1fgnyg 212 17 cases case NNS cord-303489-ve1fgnyg 212 18 and and CC cord-303489-ve1fgnyg 212 19 effects effect NNS cord-303489-ve1fgnyg 212 20 of of IN cord-303489-ve1fgnyg 212 21 containment containment NN cord-303489-ve1fgnyg 212 22 measures measure NNS cord-303489-ve1fgnyg 212 23 in in IN cord-303489-ve1fgnyg 212 24 Italy Italy NNP cord-303489-ve1fgnyg 212 25 Modellierung Modellierung NNP cord-303489-ve1fgnyg 212 26 von von NNP cord-303489-ve1fgnyg 212 27 Beispielszenarien Beispielszenarien NNP cord-303489-ve1fgnyg 212 28 der der NNP cord-303489-ve1fgnyg 212 29 SARS SARS NNP cord-303489-ve1fgnyg 212 30 - - HYPH cord-303489-ve1fgnyg 212 31 CoV-2-Epidemie CoV-2-Epidemie NNP cord-303489-ve1fgnyg 212 32 2020 2020 CD cord-303489-ve1fgnyg 212 33 in in IN cord-303489-ve1fgnyg 212 34 Deutschland Deutschland NNP cord-303489-ve1fgnyg 212 35 on on IN cord-303489-ve1fgnyg 212 36 behalf behalf NN cord-303489-ve1fgnyg 212 37 of of IN cord-303489-ve1fgnyg 212 38 the the DT cord-303489-ve1fgnyg 212 39 Imperial Imperial NNP cord-303489-ve1fgnyg 212 40 College College NNP cord-303489-ve1fgnyg 212 41 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 212 42 Response Response NNP cord-303489-ve1fgnyg 212 43 Team Team NNP cord-303489-ve1fgnyg 212 44 . . . cord-303489-ve1fgnyg 213 1 Impact impact NN cord-303489-ve1fgnyg 213 2 of of IN cord-303489-ve1fgnyg 213 3 nonpharmaceutical nonpharmaceutical JJ cord-303489-ve1fgnyg 213 4 interventions intervention NNS cord-303489-ve1fgnyg 213 5 ( ( -LRB- cord-303489-ve1fgnyg 213 6 NPIs NPIs NNP cord-303489-ve1fgnyg 213 7 ) ) -RRB- cord-303489-ve1fgnyg 213 8 to to TO cord-303489-ve1fgnyg 213 9 reduce reduce VB cord-303489-ve1fgnyg 213 10 COVID19 COVID19 NNP cord-303489-ve1fgnyg 213 11 mortality mortality NN cord-303489-ve1fgnyg 213 12 and and CC cord-303489-ve1fgnyg 213 13 healthcare healthcare NN cord-303489-ve1fgnyg 213 14 demand demand NN cord-303489-ve1fgnyg 213 15 Quantifying quantify VBG cord-303489-ve1fgnyg 213 16 SARS SARS NNP cord-303489-ve1fgnyg 213 17 - - HYPH cord-303489-ve1fgnyg 213 18 CoV-2 CoV-2 NNP cord-303489-ve1fgnyg 213 19 transmission transmission NN cord-303489-ve1fgnyg 213 20 suggests suggest VBZ cord-303489-ve1fgnyg 213 21 epidemic epidemic NN cord-303489-ve1fgnyg 213 22 control control NN cord-303489-ve1fgnyg 213 23 with with IN cord-303489-ve1fgnyg 213 24 digital digital JJ cord-303489-ve1fgnyg 213 25 contact contact NN cord-303489-ve1fgnyg 213 26 tracing trace VBG cord-303489-ve1fgnyg 213 27 Rational rational JJ cord-303489-ve1fgnyg 213 28 evaluation evaluation NN cord-303489-ve1fgnyg 213 29 of of IN cord-303489-ve1fgnyg 213 30 various various JJ cord-303489-ve1fgnyg 213 31 epidemic epidemic NN cord-303489-ve1fgnyg 213 32 models model NNS cord-303489-ve1fgnyg 213 33 Modeling Modeling NNP cord-303489-ve1fgnyg 213 34 and and CC cord-303489-ve1fgnyg 213 35 Forecasting Forecasting NNP cord-303489-ve1fgnyg 213 36 Trend Trend NNP cord-303489-ve1fgnyg 213 37 of of IN cord-303489-ve1fgnyg 213 38 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 213 39 Estimation Estimation NNP cord-303489-ve1fgnyg 213 40 of of IN cord-303489-ve1fgnyg 213 41 the the DT cord-303489-ve1fgnyg 213 42 final final JJ cord-303489-ve1fgnyg 213 43 size size NN cord-303489-ve1fgnyg 213 44 of of IN cord-303489-ve1fgnyg 213 45 the the DT cord-303489-ve1fgnyg 213 46 second second JJ cord-303489-ve1fgnyg 213 47 phase phase NN cord-303489-ve1fgnyg 213 48 of of IN cord-303489-ve1fgnyg 213 49 the the DT cord-303489-ve1fgnyg 213 50 coronavirus coronavirus NN cord-303489-ve1fgnyg 213 51 epidemic epidemic NN cord-303489-ve1fgnyg 213 52 by by IN cord-303489-ve1fgnyg 213 53 the the DT cord-303489-ve1fgnyg 213 54 logistic logistic JJ cord-303489-ve1fgnyg 213 55 model model NN cord-303489-ve1fgnyg 213 56 Generalized generalized JJ cord-303489-ve1fgnyg 213 57 logistic logistic JJ cord-303489-ve1fgnyg 213 58 growth growth NN cord-303489-ve1fgnyg 213 59 modeling modeling NN cord-303489-ve1fgnyg 213 60 of of IN cord-303489-ve1fgnyg 213 61 the the DT cord-303489-ve1fgnyg 213 62 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 213 63 outbreak outbreak NN cord-303489-ve1fgnyg 213 64 in in IN cord-303489-ve1fgnyg 213 65 29 29 CD cord-303489-ve1fgnyg 213 66 provinces province NNS cord-303489-ve1fgnyg 213 67 in in IN cord-303489-ve1fgnyg 213 68 China China NNP cord-303489-ve1fgnyg 213 69 and and CC cord-303489-ve1fgnyg 213 70 in in IN cord-303489-ve1fgnyg 213 71 the the DT cord-303489-ve1fgnyg 213 72 rest rest NN cord-303489-ve1fgnyg 213 73 of of IN cord-303489-ve1fgnyg 213 74 the the DT cord-303489-ve1fgnyg 213 75 world world NN cord-303489-ve1fgnyg 214 1 COVID-19 covid-19 LS cord-303489-ve1fgnyg 214 2 ) ) -RRB- cord-303489-ve1fgnyg 214 3 Daily Daily NNP cord-303489-ve1fgnyg 214 4 Situation Situation NNP cord-303489-ve1fgnyg 214 5 Report Report NNP cord-303489-ve1fgnyg 214 6 of of IN cord-303489-ve1fgnyg 214 7 the the DT cord-303489-ve1fgnyg 214 8 Robert Robert NNP cord-303489-ve1fgnyg 214 9 Koch Koch NNP cord-303489-ve1fgnyg 214 10 Institute Institute NNP cord-303489-ve1fgnyg 214 11 An an DT cord-303489-ve1fgnyg 214 12 interactive interactive JJ cord-303489-ve1fgnyg 214 13 web web NN cord-303489-ve1fgnyg 214 14 - - HYPH cord-303489-ve1fgnyg 214 15 based base VBN cord-303489-ve1fgnyg 214 16 dashboard dashboard NN cord-303489-ve1fgnyg 214 17 to to TO cord-303489-ve1fgnyg 214 18 track track VB cord-303489-ve1fgnyg 214 19 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 214 20 in in IN cord-303489-ve1fgnyg 214 21 real real JJ cord-303489-ve1fgnyg 214 22 time time NN cord-303489-ve1fgnyg 214 23 Coronavirus Coronavirus NNP cord-303489-ve1fgnyg 214 24 disease disease NN cord-303489-ve1fgnyg 214 25 2019 2019 CD cord-303489-ve1fgnyg 214 26 " " '' cord-303489-ve1fgnyg 215 1 ( ( -LRB- cord-303489-ve1fgnyg 215 2 COVID-19 COVID-19 NNP cord-303489-ve1fgnyg 215 3 ) ) -RRB- cord-303489-ve1fgnyg 215 4 : : : cord-303489-ve1fgnyg 215 5 update update VB cord-303489-ve1fgnyg 215 6 für für IN cord-303489-ve1fgnyg 215 7 Anästhesisten Anästhesisten NNP cord-303489-ve1fgnyg 216 1 und und NNP cord-303489-ve1fgnyg 217 1 Intensivmediziner Intensivmediziner NNP cord-303489-ve1fgnyg 217 2 März März NNP cord-303489-ve1fgnyg 217 3 2020 2020 CD cord-303489-ve1fgnyg 218 1 Schätzung Schätzung NNP cord-303489-ve1fgnyg 218 2 der der NNP cord-303489-ve1fgnyg 218 3 aktuellen aktuellen NNP cord-303489-ve1fgnyg 218 4 Entwicklung Entwicklung NNP cord-303489-ve1fgnyg 218 5 der der NNP cord-303489-ve1fgnyg 218 6 SARS SARS NNP cord-303489-ve1fgnyg 218 7 - - HYPH cord-303489-ve1fgnyg 218 8 CoV-2-Epidemie CoV-2-Epidemie NNP cord-303489-ve1fgnyg 218 9 in in IN cord-303489-ve1fgnyg 218 10 Deutschland Deutschland NNP cord-303489-ve1fgnyg 219 1 -Nowcasting -nowcaste VBG cord-303489-ve1fgnyg 220 1 Clinical clinical JJ cord-303489-ve1fgnyg 220 2 Characteristics characteristic NNS cord-303489-ve1fgnyg 220 3 of of IN cord-303489-ve1fgnyg 220 4 138 138 CD cord-303489-ve1fgnyg 220 5 Hospitalized hospitalize VBN cord-303489-ve1fgnyg 220 6 Patients patient NNS cord-303489-ve1fgnyg 220 7 With with IN cord-303489-ve1fgnyg 220 8 2019 2019 CD cord-303489-ve1fgnyg 220 9 Novel Novel NNP cord-303489-ve1fgnyg 220 10 Coronavirus Coronavirus NNP cord-303489-ve1fgnyg 220 11 - - HYPH cord-303489-ve1fgnyg 220 12 Infected infect VBN cord-303489-ve1fgnyg 220 13 Pneumoniain Pneumoniain NNP cord-303489-ve1fgnyg 220 14 Wuhan Wuhan NNP cord-303489-ve1fgnyg 220 15 , , , cord-303489-ve1fgnyg 220 16 China China NNP cord-303489-ve1fgnyg 220 17 Updated update VBN cord-303489-ve1fgnyg 220 18 understanding understanding NN cord-303489-ve1fgnyg 220 19 of of IN cord-303489-ve1fgnyg 220 20 the the DT cord-303489-ve1fgnyg 220 21 outbreak outbreak NN cord-303489-ve1fgnyg 220 22 of of IN cord-303489-ve1fgnyg 220 23 2019 2019 CD cord-303489-ve1fgnyg 220 24 novel novel JJ cord-303489-ve1fgnyg 220 25 coronavirus coronavirus NN cord-303489-ve1fgnyg 220 26 ( ( -LRB- cord-303489-ve1fgnyg 220 27 2019-nCoV 2019-ncov CD cord-303489-ve1fgnyg 220 28 ) ) -RRB- cord-303489-ve1fgnyg 220 29 in in IN cord-303489-ve1fgnyg 220 30 Wuhan Wuhan NNP cord-303489-ve1fgnyg 220 31 for for IN cord-303489-ve1fgnyg 220 32 the the DT cord-303489-ve1fgnyg 220 33 China China NNP cord-303489-ve1fgnyg 220 34 Medical Medical NNP cord-303489-ve1fgnyg 220 35 Treatment Treatment NNP cord-303489-ve1fgnyg 220 36 Expert Expert NNP cord-303489-ve1fgnyg 220 37 Group Group NNP cord-303489-ve1fgnyg 220 38 for for IN cord-303489-ve1fgnyg 220 39 Covid-19 Covid-19 NNP cord-303489-ve1fgnyg 220 40 /funder /funder NNP cord-303489-ve1fgnyg 220 41 , , , cord-303489-ve1fgnyg 220 42 who who WP cord-303489-ve1fgnyg 220 43 has have VBZ cord-303489-ve1fgnyg 220 44 granted grant VBN cord-303489-ve1fgnyg 220 45 medRxiv medRxiv NNS cord-303489-ve1fgnyg 220 46 a a DT cord-303489-ve1fgnyg 220 47 license license NN cord-303489-ve1fgnyg 220 48 to to TO cord-303489-ve1fgnyg 220 49 display display VB cord-303489-ve1fgnyg 220 50 the the DT cord-303489-ve1fgnyg 220 51 preprint preprint NN cord-303489-ve1fgnyg 220 52 in in IN cord-303489-ve1fgnyg 220 53 perpetuity perpetuity NN cord-303489-ve1fgnyg 220 54 . . . cord-303489-ve1fgnyg 221 1 ( ( -LRB- cord-303489-ve1fgnyg 221 2 which which WDT cord-303489-ve1fgnyg 221 3 was be VBD cord-303489-ve1fgnyg 221 4 not not RB cord-303489-ve1fgnyg 221 5 peer peer NN cord-303489-ve1fgnyg 221 6 - - HYPH cord-303489-ve1fgnyg 221 7 reviewed review VBN cord-303489-ve1fgnyg 221 8 ) ) -RRB- cord-303489-ve1fgnyg 222 1 The the DT cord-303489-ve1fgnyg 222 2 copyright copyright NN cord-303489-ve1fgnyg 222 3 holder holder NN cord-303489-ve1fgnyg 222 4 for for IN cord-303489-ve1fgnyg 222 5 this this DT cord-303489-ve1fgnyg 222 6 preprint preprint NN cord-303489-ve1fgnyg 222 7 We -PRON- PRP cord-303489-ve1fgnyg 222 8 are be VBP cord-303489-ve1fgnyg 222 9 thankful thankful JJ cord-303489-ve1fgnyg 222 10 to to IN cord-303489-ve1fgnyg 222 11 Munkhjargal Munkhjargal NNP cord-303489-ve1fgnyg 222 12 Schöpfel Schöpfel NNP cord-303489-ve1fgnyg 222 13 ( ( -LRB- cord-303489-ve1fgnyg 222 14 Klinikum Klinikum NNP cord-303489-ve1fgnyg 222 15 Koblenz Koblenz NNP cord-303489-ve1fgnyg 222 16 ) ) -RRB- cord-303489-ve1fgnyg 222 17 for for IN cord-303489-ve1fgnyg 222 18 sharing share VBG cord-303489-ve1fgnyg 222 19 her -PRON- PRP$ cord-303489-ve1fgnyg 222 20 own own JJ cord-303489-ve1fgnyg 222 21 professional professional JJ cord-303489-ve1fgnyg 222 22 experience experience NN cord-303489-ve1fgnyg 222 23 with with IN cord-303489-ve1fgnyg 222 24 COVID-19 covid-19 JJ cord-303489-ve1fgnyg 222 25 patients patient NNS cord-303489-ve1fgnyg 222 26 , , , cord-303489-ve1fgnyg 222 27 for for IN cord-303489-ve1fgnyg 222 28 being be VBG cord-303489-ve1fgnyg 222 29 a a DT cord-303489-ve1fgnyg 222 30 sounding sound VBG cord-303489-ve1fgnyg 222 31 board board NN cord-303489-ve1fgnyg 222 32 while while IN cord-303489-ve1fgnyg 222 33 this this DT cord-303489-ve1fgnyg 222 34 work work NN cord-303489-ve1fgnyg 222 35 has have VBZ cord-303489-ve1fgnyg 222 36 been be VBN cord-303489-ve1fgnyg 222 37 performed perform VBN cord-303489-ve1fgnyg 222 38 and and CC cord-303489-ve1fgnyg 222 39 for for IN cord-303489-ve1fgnyg 222 40 the the DT cord-303489-ve1fgnyg 222 41 supportive supportive JJ cord-303489-ve1fgnyg 222 42 daily daily JJ cord-303489-ve1fgnyg 222 43 discussions discussion NNS cord-303489-ve1fgnyg 222 44 . . . cord-303489-ve1fgnyg 223 1 We -PRON- PRP cord-303489-ve1fgnyg 223 2 gratefully gratefully RB cord-303489-ve1fgnyg 223 3 acknowledge acknowledge VBP cord-303489-ve1fgnyg 223 4 Susana Susana NNP cord-303489-ve1fgnyg 223 5 Zaph Zaph NNP cord-303489-ve1fgnyg 223 6 ( ( -LRB- cord-303489-ve1fgnyg 223 7 Sanofi Sanofi NNP cord-303489-ve1fgnyg 223 8 US US NNP cord-303489-ve1fgnyg 223 9 ) ) -RRB- cord-303489-ve1fgnyg 223 10 for for IN cord-303489-ve1fgnyg 223 11 her -PRON- PRP$ cord-303489-ve1fgnyg 223 12 thorough thorough JJ cord-303489-ve1fgnyg 223 13 and and CC cord-303489-ve1fgnyg 223 14 mindful mindful JJ cord-303489-ve1fgnyg 223 15 revision revision NN cord-303489-ve1fgnyg 223 16 of of IN cord-303489-ve1fgnyg 223 17 the the DT cord-303489-ve1fgnyg 223 18 manuscript manuscript NN cord-303489-ve1fgnyg 223 19 . . . cord-303489-ve1fgnyg 223 20 . . . cord-303489-ve1fgnyg 224 1 CC CC NNP cord-303489-ve1fgnyg 224 2 - - HYPH cord-303489-ve1fgnyg 224 3 BY BY NNP cord-303489-ve1fgnyg 224 4 - - HYPH cord-303489-ve1fgnyg 224 5 ND ND NNP cord-303489-ve1fgnyg 224 6 4.0 4.0 CD cord-303489-ve1fgnyg 224 7 International international JJ cord-303489-ve1fgnyg 224 8 license license NN cord-303489-ve1fgnyg 225 1 It -PRON- PRP cord-303489-ve1fgnyg 225 2 is be VBZ cord-303489-ve1fgnyg 225 3 made make VBN cord-303489-ve1fgnyg 225 4 available available JJ cord-303489-ve1fgnyg 225 5 under under IN cord-303489-ve1fgnyg 225 6 a a DT cord-303489-ve1fgnyg 226 1 is be VBZ cord-303489-ve1fgnyg 226 2 the the DT cord-303489-ve1fgnyg 226 3 author author NN cord-303489-ve1fgnyg 226 4 / / SYM cord-303489-ve1fgnyg 226 5 funder funder NN cord-303489-ve1fgnyg 226 6 , , , cord-303489-ve1fgnyg 226 7 who who WP cord-303489-ve1fgnyg 226 8 has have VBZ cord-303489-ve1fgnyg 226 9 granted grant VBN cord-303489-ve1fgnyg 226 10 medRxiv medRxiv NNS cord-303489-ve1fgnyg 226 11 a a DT cord-303489-ve1fgnyg 226 12 license license NN cord-303489-ve1fgnyg 226 13 to to TO cord-303489-ve1fgnyg 226 14 display display VB cord-303489-ve1fgnyg 226 15 the the DT cord-303489-ve1fgnyg 226 16 preprint preprint NN cord-303489-ve1fgnyg 226 17 in in IN cord-303489-ve1fgnyg 226 18 perpetuity perpetuity NN cord-303489-ve1fgnyg 226 19 . . . cord-303489-ve1fgnyg 227 1 The the DT cord-303489-ve1fgnyg 227 2 copyright copyright NN cord-303489-ve1fgnyg 227 3 holder holder NN cord-303489-ve1fgnyg 227 4 for for IN cord-303489-ve1fgnyg 227 5 this this DT cord-303489-ve1fgnyg 227 6 preprint preprint NN cord-303489-ve1fgnyg 227 7 . . . cord-303489-ve1fgnyg 228 1 https://doi.org/10.1101/2020.04.14.20064790 https://doi.org/10.1101/2020.04.14.20064790 NNP cord-303489-ve1fgnyg 228 2 doi doi NN cord-303489-ve1fgnyg 228 3 : : : cord-303489-ve1fgnyg 229 1 medRxiv medRxiv NNP cord-303489-ve1fgnyg 229 2 preprint preprint NNP