id sid tid token lemma pos cord-329856-0m5mc320 1 1 key key JJ cord-329856-0m5mc320 1 2 : : : cord-329856-0m5mc320 1 3 cord-329856 cord-329856 NNP cord-329856-0m5mc320 1 4 - - HYPH cord-329856-0m5mc320 1 5 0m5mc320 0m5mc320 CD cord-329856-0m5mc320 1 6 authors author NNS cord-329856-0m5mc320 1 7 : : : cord-329856-0m5mc320 1 8 Ahmad Ahmad NNP cord-329856-0m5mc320 1 9 , , , cord-329856-0m5mc320 1 10 Shandar Shandar NNP cord-329856-0m5mc320 1 11 title title NN cord-329856-0m5mc320 1 12 : : : cord-329856-0m5mc320 1 13 Potential potential NN cord-329856-0m5mc320 1 14 of of IN cord-329856-0m5mc320 1 15 age age NN cord-329856-0m5mc320 1 16 distribution distribution NN cord-329856-0m5mc320 1 17 profiles profile NNS cord-329856-0m5mc320 1 18 for for IN cord-329856-0m5mc320 1 19 the the DT cord-329856-0m5mc320 1 20 prediction prediction NN cord-329856-0m5mc320 1 21 of of IN cord-329856-0m5mc320 1 22 COVID-19 COVID-19 NNP cord-329856-0m5mc320 1 23 infection infection NN cord-329856-0m5mc320 1 24 origin origin NN cord-329856-0m5mc320 1 25 in in IN cord-329856-0m5mc320 1 26 a a DT cord-329856-0m5mc320 1 27 patient patient JJ cord-329856-0m5mc320 1 28 group group NN cord-329856-0m5mc320 1 29 date date NN cord-329856-0m5mc320 1 30 : : : cord-329856-0m5mc320 1 31 2020 2020 CD cord-329856-0m5mc320 1 32 - - HYPH cord-329856-0m5mc320 1 33 06 06 CD cord-329856-0m5mc320 1 34 - - HYPH cord-329856-0m5mc320 1 35 04 04 CD cord-329856-0m5mc320 1 36 journal journal NN cord-329856-0m5mc320 1 37 : : : cord-329856-0m5mc320 2 1 Inform inform VB cord-329856-0m5mc320 2 2 Med Med NNP cord-329856-0m5mc320 2 3 Unlocked Unlocked NNP cord-329856-0m5mc320 3 1 DOI DOI NNP cord-329856-0m5mc320 3 2 : : : cord-329856-0m5mc320 3 3 10.1016 10.1016 CD cord-329856-0m5mc320 3 4 / / SYM cord-329856-0m5mc320 3 5 j.imu.2020.100364 j.imu.2020.100364 NN cord-329856-0m5mc320 3 6 sha sha NNP cord-329856-0m5mc320 3 7 : : : cord-329856-0m5mc320 3 8 80f596463ccc944f0212430b8864f58b411d47b3 80f596463ccc944f0212430b8864f58b411d47b3 CD cord-329856-0m5mc320 3 9 doc_id doc_id CD cord-329856-0m5mc320 3 10 : : : cord-329856-0m5mc320 3 11 329856 329856 CD cord-329856-0m5mc320 3 12 cord_uid cord_uid NNS cord-329856-0m5mc320 3 13 : : : cord-329856-0m5mc320 3 14 0m5mc320 0m5mc320 CD cord-329856-0m5mc320 4 1 The the DT cord-329856-0m5mc320 4 2 COVID-19 COVID-19 NNP cord-329856-0m5mc320 4 3 pandemic pandemic NN cord-329856-0m5mc320 4 4 is be VBZ cord-329856-0m5mc320 4 5 a a DT cord-329856-0m5mc320 4 6 serious serious JJ cord-329856-0m5mc320 4 7 and and CC cord-329856-0m5mc320 4 8 global global JJ cord-329856-0m5mc320 4 9 public public JJ cord-329856-0m5mc320 4 10 health health NN cord-329856-0m5mc320 4 11 concern concern NN cord-329856-0m5mc320 4 12 . . . cord-329856-0m5mc320 5 1 It -PRON- PRP cord-329856-0m5mc320 5 2 is be VBZ cord-329856-0m5mc320 5 3 now now RB cord-329856-0m5mc320 5 4 well well RB cord-329856-0m5mc320 5 5 known know VBN cord-329856-0m5mc320 5 6 that that IN cord-329856-0m5mc320 5 7 COVID-19 covid-19 CD cord-329856-0m5mc320 5 8 cases case NNS cord-329856-0m5mc320 5 9 may may MD cord-329856-0m5mc320 5 10 result result VB cord-329856-0m5mc320 5 11 in in IN cord-329856-0m5mc320 5 12 mild mild JJ cord-329856-0m5mc320 5 13 symptoms symptom NNS cord-329856-0m5mc320 5 14 leading lead VBG cord-329856-0m5mc320 5 15 to to IN cord-329856-0m5mc320 5 16 patient patient JJ cord-329856-0m5mc320 5 17 recovery recovery NN cord-329856-0m5mc320 5 18 . . . cord-329856-0m5mc320 6 1 However however RB cord-329856-0m5mc320 6 2 , , , cord-329856-0m5mc320 6 3 severity severity NN cord-329856-0m5mc320 6 4 of of IN cord-329856-0m5mc320 6 5 infection infection NN cord-329856-0m5mc320 6 6 , , , cord-329856-0m5mc320 6 7 fatality fatality NN cord-329856-0m5mc320 6 8 rates rate NNS cord-329856-0m5mc320 6 9 , , , cord-329856-0m5mc320 6 10 and and CC cord-329856-0m5mc320 6 11 treatment treatment NN cord-329856-0m5mc320 6 12 responses response NNS cord-329856-0m5mc320 6 13 across across IN cord-329856-0m5mc320 6 14 different different JJ cord-329856-0m5mc320 6 15 countries country NNS cord-329856-0m5mc320 6 16 , , , cord-329856-0m5mc320 6 17 age age NN cord-329856-0m5mc320 6 18 groups group NNS cord-329856-0m5mc320 6 19 , , , cord-329856-0m5mc320 6 20 and and CC cord-329856-0m5mc320 6 21 demographic demographic JJ cord-329856-0m5mc320 6 22 groups group NNS cord-329856-0m5mc320 6 23 suggest suggest VBP cord-329856-0m5mc320 6 24 that that IN cord-329856-0m5mc320 6 25 the the DT cord-329856-0m5mc320 6 26 nature nature NN cord-329856-0m5mc320 6 27 of of IN cord-329856-0m5mc320 6 28 infection infection NN cord-329856-0m5mc320 6 29 is be VBZ cord-329856-0m5mc320 6 30 diverse diverse JJ cord-329856-0m5mc320 6 31 , , , cord-329856-0m5mc320 6 32 and and CC cord-329856-0m5mc320 6 33 a a DT cord-329856-0m5mc320 6 34 timely timely JJ cord-329856-0m5mc320 6 35 investigation investigation NN cord-329856-0m5mc320 6 36 of of IN cord-329856-0m5mc320 6 37 the the DT cord-329856-0m5mc320 6 38 same same JJ cord-329856-0m5mc320 6 39 is be VBZ cord-329856-0m5mc320 6 40 needed need VBN cord-329856-0m5mc320 6 41 for for IN cord-329856-0m5mc320 6 42 evolving evolve VBG cord-329856-0m5mc320 6 43 sound sound JJ cord-329856-0m5mc320 6 44 treatment treatment NN cord-329856-0m5mc320 6 45 and and CC cord-329856-0m5mc320 6 46 preventive preventive JJ cord-329856-0m5mc320 6 47 strategies strategy NNS cord-329856-0m5mc320 6 48 . . . cord-329856-0m5mc320 7 1 This this DT cord-329856-0m5mc320 7 2 paper paper NN cord-329856-0m5mc320 7 3 reports report VBZ cord-329856-0m5mc320 7 4 an an DT cord-329856-0m5mc320 7 5 the the DT cord-329856-0m5mc320 7 6 analysis analysis NN cord-329856-0m5mc320 7 7 of of IN cord-329856-0m5mc320 7 8 age age NN cord-329856-0m5mc320 7 9 distribution distribution NN cord-329856-0m5mc320 7 10 patterns pattern NNS cord-329856-0m5mc320 7 11 in in IN cord-329856-0m5mc320 7 12 six six CD cord-329856-0m5mc320 7 13 groups group NNS cord-329856-0m5mc320 7 14 of of IN cord-329856-0m5mc320 7 15 Indian indian JJ cord-329856-0m5mc320 7 16 COVID-19 COVID-19 NNP cord-329856-0m5mc320 7 17 patient patient JJ cord-329856-0m5mc320 7 18 populations population NNS cord-329856-0m5mc320 7 19 based base VBN cord-329856-0m5mc320 7 20 on on IN cord-329856-0m5mc320 7 21 their -PRON- PRP$ cord-329856-0m5mc320 7 22 likely likely JJ cord-329856-0m5mc320 7 23 geographical geographical JJ cord-329856-0m5mc320 7 24 origin origin NN cord-329856-0m5mc320 7 25 of of IN cord-329856-0m5mc320 7 26 infection infection NN cord-329856-0m5mc320 7 27 viz viz NN cord-329856-0m5mc320 7 28 . . . cord-329856-0m5mc320 8 1 the the DT cord-329856-0m5mc320 8 2 United United NNP cord-329856-0m5mc320 8 3 Kingdom Kingdom NNP cord-329856-0m5mc320 8 4 , , , cord-329856-0m5mc320 8 5 North North NNP cord-329856-0m5mc320 8 6 America America NNP cord-329856-0m5mc320 8 7 , , , cord-329856-0m5mc320 8 8 the the DT cord-329856-0m5mc320 8 9 European European NNP cord-329856-0m5mc320 8 10 Union Union NNP cord-329856-0m5mc320 8 11 , , , cord-329856-0m5mc320 8 12 the the DT cord-329856-0m5mc320 8 13 Middle Middle NNP cord-329856-0m5mc320 8 14 East East NNP cord-329856-0m5mc320 8 15 , , , cord-329856-0m5mc320 8 16 and and CC cord-329856-0m5mc320 8 17 Asian asian JJ cord-329856-0m5mc320 8 18 countries country NNS cord-329856-0m5mc320 8 19 . . . cord-329856-0m5mc320 9 1 It -PRON- PRP cord-329856-0m5mc320 9 2 was be VBD cord-329856-0m5mc320 9 3 observed observe VBN cord-329856-0m5mc320 9 4 that that IN cord-329856-0m5mc320 9 5 patient patient JJ cord-329856-0m5mc320 9 6 groups group NNS cord-329856-0m5mc320 9 7 stratified stratify VBN cord-329856-0m5mc320 9 8 in in IN cord-329856-0m5mc320 9 9 this this DT cord-329856-0m5mc320 9 10 way way NN cord-329856-0m5mc320 9 11 had have VBD cord-329856-0m5mc320 9 12 a a DT cord-329856-0m5mc320 9 13 distinct distinct JJ cord-329856-0m5mc320 9 14 age age NN cord-329856-0m5mc320 9 15 profile profile NN cord-329856-0m5mc320 9 16 and and CC cord-329856-0m5mc320 9 17 that that IN cord-329856-0m5mc320 9 18 some some DT cord-329856-0m5mc320 9 19 of of IN cord-329856-0m5mc320 9 20 these these DT cord-329856-0m5mc320 9 21 groups group NNS cord-329856-0m5mc320 10 1 e.g. e.g. IN cord-329856-0m5mc320 10 2 patient patient JJ cord-329856-0m5mc320 10 3 groups group NNS cord-329856-0m5mc320 10 4 from from IN cord-329856-0m5mc320 10 5 Asia Asia NNP cord-329856-0m5mc320 10 6 , , , cord-329856-0m5mc320 10 7 the the DT cord-329856-0m5mc320 10 8 European European NNP cord-329856-0m5mc320 10 9 Union Union NNP cord-329856-0m5mc320 10 10 , , , cord-329856-0m5mc320 10 11 and and CC cord-329856-0m5mc320 10 12 the the DT cord-329856-0m5mc320 10 13 United United NNP cord-329856-0m5mc320 10 14 Kingdom Kingdom NNP cord-329856-0m5mc320 10 15 formed form VBD cord-329856-0m5mc320 10 16 a a DT cord-329856-0m5mc320 10 17 different different JJ cord-329856-0m5mc320 10 18 cluster cluster NN cord-329856-0m5mc320 10 19 than than IN cord-329856-0m5mc320 10 20 those those DT cord-329856-0m5mc320 10 21 from from IN cord-329856-0m5mc320 10 22 North North NNP cord-329856-0m5mc320 10 23 America America NNP cord-329856-0m5mc320 10 24 , , , cord-329856-0m5mc320 10 25 the the DT cord-329856-0m5mc320 10 26 Middle Middle NNP cord-329856-0m5mc320 10 27 East East NNP cord-329856-0m5mc320 10 28 , , , cord-329856-0m5mc320 10 29 and and CC cord-329856-0m5mc320 10 30 other other JJ cord-329856-0m5mc320 10 31 regions region NNS cord-329856-0m5mc320 10 32 . . . cord-329856-0m5mc320 11 1 Patient patient JJ cord-329856-0m5mc320 11 2 age age NN cord-329856-0m5mc320 11 3 profiles profile NNS cord-329856-0m5mc320 11 4 of of IN cord-329856-0m5mc320 11 5 a a DT cord-329856-0m5mc320 11 6 population population NN cord-329856-0m5mc320 11 7 were be VBD cord-329856-0m5mc320 11 8 found find VBN cord-329856-0m5mc320 11 9 to to TO cord-329856-0m5mc320 11 10 be be VB cord-329856-0m5mc320 11 11 highly highly RB cord-329856-0m5mc320 11 12 predictive predictive JJ cord-329856-0m5mc320 11 13 of of IN cord-329856-0m5mc320 11 14 the the DT cord-329856-0m5mc320 11 15 group group NN cord-329856-0m5mc320 11 16 they -PRON- PRP cord-329856-0m5mc320 11 17 belong belong VBP cord-329856-0m5mc320 11 18 to to IN cord-329856-0m5mc320 11 19 , , , cord-329856-0m5mc320 11 20 and and CC cord-329856-0m5mc320 11 21 there there EX cord-329856-0m5mc320 11 22 are be VBP cord-329856-0m5mc320 11 23 indications indication NNS cord-329856-0m5mc320 11 24 of of IN cord-329856-0m5mc320 11 25 their -PRON- PRP$ cord-329856-0m5mc320 11 26 distinct distinct JJ cord-329856-0m5mc320 11 27 recovery recovery NN cord-329856-0m5mc320 11 28 and and CC cord-329856-0m5mc320 11 29 fatality fatality NN cord-329856-0m5mc320 11 30 rates rate NNS cord-329856-0m5mc320 11 31 across across IN cord-329856-0m5mc320 11 32 gender gender NN cord-329856-0m5mc320 11 33 . . . cord-329856-0m5mc320 12 1 Altogether altogether RB cord-329856-0m5mc320 12 2 this this DT cord-329856-0m5mc320 12 3 study study NN cord-329856-0m5mc320 12 4 provides provide VBZ cord-329856-0m5mc320 12 5 a a DT cord-329856-0m5mc320 12 6 scalable scalable JJ cord-329856-0m5mc320 12 7 framework framework NN cord-329856-0m5mc320 12 8 to to TO cord-329856-0m5mc320 12 9 estimate estimate VB cord-329856-0m5mc320 12 10 the the DT cord-329856-0m5mc320 12 11 source source NN cord-329856-0m5mc320 12 12 of of IN cord-329856-0m5mc320 12 13 infection infection NN cord-329856-0m5mc320 12 14 in in IN cord-329856-0m5mc320 12 15 a a DT cord-329856-0m5mc320 12 16 new new JJ cord-329856-0m5mc320 12 17 population population NN cord-329856-0m5mc320 12 18 of of IN cord-329856-0m5mc320 12 19 COVID-19 covid-19 JJ cord-329856-0m5mc320 12 20 patients patient NNS cord-329856-0m5mc320 12 21 with with IN cord-329856-0m5mc320 12 22 unknown unknown JJ cord-329856-0m5mc320 12 23 origin origin NN cord-329856-0m5mc320 12 24 . . . cord-329856-0m5mc320 13 1 It -PRON- PRP cord-329856-0m5mc320 13 2 is be VBZ cord-329856-0m5mc320 13 3 also also RB cord-329856-0m5mc320 13 4 concluded conclude VBN cord-329856-0m5mc320 13 5 that that IN cord-329856-0m5mc320 13 6 greater great JJR cord-329856-0m5mc320 13 7 public public JJ cord-329856-0m5mc320 13 8 availability availability NN cord-329856-0m5mc320 13 9 of of IN cord-329856-0m5mc320 13 10 age age NN cord-329856-0m5mc320 13 11 and and CC cord-329856-0m5mc320 13 12 other other JJ cord-329856-0m5mc320 13 13 demographic demographic JJ cord-329856-0m5mc320 13 14 profile profile NN cord-329856-0m5mc320 13 15 details detail NNS cord-329856-0m5mc320 13 16 of of IN cord-329856-0m5mc320 13 17 patients patient NNS cord-329856-0m5mc320 13 18 may may MD cord-329856-0m5mc320 13 19 be be VB cord-329856-0m5mc320 13 20 helpful helpful JJ cord-329856-0m5mc320 13 21 in in IN cord-329856-0m5mc320 13 22 gaining gain VBG cord-329856-0m5mc320 13 23 robust robust JJ cord-329856-0m5mc320 13 24 insights insight NNS cord-329856-0m5mc320 13 25 into into IN cord-329856-0m5mc320 13 26 COVID-19 covid-19 JJ cord-329856-0m5mc320 13 27 infection infection NN cord-329856-0m5mc320 13 28 origins origin NNS cord-329856-0m5mc320 13 29 . . . cord-329856-0m5mc320 14 1 Datasets dataset NNS cord-329856-0m5mc320 14 2 and and CC cord-329856-0m5mc320 14 3 scripts script NNS cord-329856-0m5mc320 14 4 used use VBN cord-329856-0m5mc320 14 5 in in IN cord-329856-0m5mc320 14 6 this this DT cord-329856-0m5mc320 14 7 work work NN cord-329856-0m5mc320 14 8 are be VBP cord-329856-0m5mc320 14 9 shared share VBN cord-329856-0m5mc320 14 10 at at IN cord-329856-0m5mc320 14 11 http://covid.sciwhylab.org http://covid.sciwhylab.org NNP cord-329856-0m5mc320 14 12 . . . cord-329856-0m5mc320 15 1 The the DT cord-329856-0m5mc320 15 2 COVID-19 COVID-19 NNP cord-329856-0m5mc320 15 3 pandemic pandemic NN cord-329856-0m5mc320 15 4 is be VBZ cord-329856-0m5mc320 15 5 a a DT cord-329856-0m5mc320 15 6 major major JJ cord-329856-0m5mc320 15 7 challenge challenge NN cord-329856-0m5mc320 15 8 and and CC cord-329856-0m5mc320 15 9 has have VBZ cord-329856-0m5mc320 15 10 already already RB cord-329856-0m5mc320 15 11 caused cause VBN cord-329856-0m5mc320 15 12 close close RB cord-329856-0m5mc320 15 13 to to IN cord-329856-0m5mc320 15 14 5.5 5.5 CD cord-329856-0m5mc320 15 15 million million CD cord-329856-0m5mc320 15 16 infections infection NNS cord-329856-0m5mc320 15 17 and and CC cord-329856-0m5mc320 15 18 more more JJR cord-329856-0m5mc320 15 19 than than IN cord-329856-0m5mc320 15 20 350,000 350,000 CD cord-329856-0m5mc320 15 21 deaths death NNS cord-329856-0m5mc320 15 22 worldwide worldwide RB cord-329856-0m5mc320 15 23 [ [ -LRB- cord-329856-0m5mc320 15 24 1 1 CD cord-329856-0m5mc320 15 25 ] ] -RRB- cord-329856-0m5mc320 15 26 . . . cord-329856-0m5mc320 16 1 In in IN cord-329856-0m5mc320 16 2 order order NN cord-329856-0m5mc320 16 3 to to TO cord-329856-0m5mc320 16 4 understand understand VB cord-329856-0m5mc320 16 5 and and CC cord-329856-0m5mc320 16 6 combat combat VB cord-329856-0m5mc320 16 7 such such PDT cord-329856-0m5mc320 16 8 a a DT cord-329856-0m5mc320 16 9 large large JJ cord-329856-0m5mc320 16 10 - - HYPH cord-329856-0m5mc320 16 11 scale scale NN cord-329856-0m5mc320 16 12 outbreak outbreak NN cord-329856-0m5mc320 16 13 , , , cord-329856-0m5mc320 16 14 the the DT cord-329856-0m5mc320 16 15 treatment treatment NN cord-329856-0m5mc320 16 16 and and CC cord-329856-0m5mc320 16 17 containment containment NN cord-329856-0m5mc320 16 18 strategies strategy NNS cord-329856-0m5mc320 16 19 must must MD cord-329856-0m5mc320 16 20 also also RB cord-329856-0m5mc320 16 21 consider consider VB cord-329856-0m5mc320 16 22 the the DT cord-329856-0m5mc320 16 23 diversity diversity NN cord-329856-0m5mc320 16 24 of of IN cord-329856-0m5mc320 16 25 infection infection NN cord-329856-0m5mc320 16 26 , , , cord-329856-0m5mc320 16 27 and and CC cord-329856-0m5mc320 16 28 potential potential JJ cord-329856-0m5mc320 16 29 differences difference NNS cord-329856-0m5mc320 16 30 such such JJ cord-329856-0m5mc320 16 31 as as IN cord-329856-0m5mc320 16 32 the the DT cord-329856-0m5mc320 16 33 manner manner NN cord-329856-0m5mc320 16 34 in in IN cord-329856-0m5mc320 16 35 which which WDT cord-329856-0m5mc320 16 36 a a DT cord-329856-0m5mc320 16 37 population population NN cord-329856-0m5mc320 16 38 responds respond VBZ cord-329856-0m5mc320 16 39 to to IN cord-329856-0m5mc320 16 40 the the DT cord-329856-0m5mc320 16 41 many many JJ cord-329856-0m5mc320 16 42 variants variant NNS cord-329856-0m5mc320 16 43 that that WDT cord-329856-0m5mc320 16 44 might may MD cord-329856-0m5mc320 16 45 exist exist VB cord-329856-0m5mc320 16 46 . . . cord-329856-0m5mc320 17 1 A a DT cord-329856-0m5mc320 17 2 number number NN cord-329856-0m5mc320 17 3 of of IN cord-329856-0m5mc320 17 4 studies study NNS cord-329856-0m5mc320 17 5 on on IN cord-329856-0m5mc320 17 6 the the DT cord-329856-0m5mc320 17 7 genetic genetic JJ cord-329856-0m5mc320 17 8 diversity diversity NN cord-329856-0m5mc320 17 9 of of IN cord-329856-0m5mc320 17 10 these these DT cord-329856-0m5mc320 17 11 viruses virus NNS cord-329856-0m5mc320 17 12 have have VBP cord-329856-0m5mc320 17 13 been be VBN cord-329856-0m5mc320 17 14 performed perform VBN cord-329856-0m5mc320 17 15 [ [ -LRB- cord-329856-0m5mc320 17 16 2 2 CD cord-329856-0m5mc320 17 17 ] ] -RRB- cord-329856-0m5mc320 17 18 [ [ -LRB- cord-329856-0m5mc320 17 19 3 3 CD cord-329856-0m5mc320 17 20 ] ] -RRB- cord-329856-0m5mc320 17 21 [ [ -LRB- cord-329856-0m5mc320 17 22 4 4 CD cord-329856-0m5mc320 17 23 ] ] -RRB- cord-329856-0m5mc320 17 24 . . . cord-329856-0m5mc320 18 1 The the DT cord-329856-0m5mc320 18 2 biomedical biomedical JJ cord-329856-0m5mc320 18 3 community community NN cord-329856-0m5mc320 18 4 does do VBZ cord-329856-0m5mc320 18 5 not not RB cord-329856-0m5mc320 18 6 yet yet RB cord-329856-0m5mc320 18 7 know know VB cord-329856-0m5mc320 18 8 much much JJ cord-329856-0m5mc320 18 9 about about IN cord-329856-0m5mc320 18 10 the the DT cord-329856-0m5mc320 18 11 diversity diversity NN cord-329856-0m5mc320 18 12 of of IN cord-329856-0m5mc320 18 13 COVID-19 COVID-19 NNP cord-329856-0m5mc320 18 14 variants variant NNS cord-329856-0m5mc320 18 15 and and CC cord-329856-0m5mc320 18 16 the the DT cord-329856-0m5mc320 18 17 likely likely JJ cord-329856-0m5mc320 18 18 impact impact NN cord-329856-0m5mc320 18 19 on on IN cord-329856-0m5mc320 18 20 clinical clinical JJ cord-329856-0m5mc320 18 21 outcomes outcome NNS cord-329856-0m5mc320 18 22 , , , cord-329856-0m5mc320 18 23 but but CC cord-329856-0m5mc320 18 24 the the DT cord-329856-0m5mc320 18 25 transmission transmission NN cord-329856-0m5mc320 18 26 dynamics dynamic NNS cord-329856-0m5mc320 18 27 and and CC cord-329856-0m5mc320 18 28 mutation mutation NN cord-329856-0m5mc320 18 29 rates rate NNS cord-329856-0m5mc320 18 30 of of IN cord-329856-0m5mc320 18 31 viral viral JJ cord-329856-0m5mc320 18 32 genomes genome NNS cord-329856-0m5mc320 18 33 are be VBP cord-329856-0m5mc320 18 34 of of IN cord-329856-0m5mc320 18 35 critical critical JJ cord-329856-0m5mc320 18 36 significance significance NN cord-329856-0m5mc320 18 37 [ [ -LRB- cord-329856-0m5mc320 18 38 5 5 CD cord-329856-0m5mc320 18 39 , , , cord-329856-0m5mc320 18 40 6 6 CD cord-329856-0m5mc320 18 41 ] ] -RRB- cord-329856-0m5mc320 18 42 . . . cord-329856-0m5mc320 19 1 For for IN cord-329856-0m5mc320 19 2 example example NN cord-329856-0m5mc320 19 3 at at IN cord-329856-0m5mc320 19 4 the the DT cord-329856-0m5mc320 19 5 time time NN cord-329856-0m5mc320 19 6 of of IN cord-329856-0m5mc320 19 7 writing write VBG cord-329856-0m5mc320 19 8 this this DT cord-329856-0m5mc320 19 9 report report NN cord-329856-0m5mc320 19 10 the the DT cord-329856-0m5mc320 19 11 fatality fatality NN cord-329856-0m5mc320 19 12 rates rate NNS cord-329856-0m5mc320 19 13 in in IN cord-329856-0m5mc320 19 14 across across IN cord-329856-0m5mc320 19 15 the the DT cord-329856-0m5mc320 19 16 countries country NNS cord-329856-0m5mc320 19 17 range range VBP cord-329856-0m5mc320 19 18 widely widely RB cord-329856-0m5mc320 19 19 from from IN cord-329856-0m5mc320 19 20 as as RB cord-329856-0m5mc320 19 21 low low JJ cord-329856-0m5mc320 19 22 as as IN cord-329856-0m5mc320 19 23 < < NNP cord-329856-0m5mc320 19 24 4 4 CD cord-329856-0m5mc320 19 25 % % NN cord-329856-0m5mc320 19 26 to to IN cord-329856-0m5mc320 19 27 as as RB cord-329856-0m5mc320 19 28 high high JJ cord-329856-0m5mc320 19 29 as as IN cord-329856-0m5mc320 19 30 > > XX cord-329856-0m5mc320 19 31 15 15 CD cord-329856-0m5mc320 19 32 % % NN cord-329856-0m5mc320 19 33 [ [ -LRB- cord-329856-0m5mc320 19 34 7 7 CD cord-329856-0m5mc320 19 35 ] ] -RRB- cord-329856-0m5mc320 19 36 . . . cord-329856-0m5mc320 20 1 Although although IN cord-329856-0m5mc320 20 2 the the DT cord-329856-0m5mc320 20 3 exact exact JJ cord-329856-0m5mc320 20 4 reasons reason NNS cord-329856-0m5mc320 20 5 of of IN cord-329856-0m5mc320 20 6 these these DT cord-329856-0m5mc320 20 7 dramatically dramatically RB cord-329856-0m5mc320 20 8 different different JJ cord-329856-0m5mc320 20 9 mortality mortality NN cord-329856-0m5mc320 20 10 rates rate NNS cord-329856-0m5mc320 20 11 and and CC cord-329856-0m5mc320 20 12 possible possible JJ cord-329856-0m5mc320 20 13 differences difference NNS cord-329856-0m5mc320 20 14 in in IN cord-329856-0m5mc320 20 15 affected affected JJ cord-329856-0m5mc320 20 16 age age NN cord-329856-0m5mc320 20 17 groups group NNS cord-329856-0m5mc320 20 18 are be VBP cord-329856-0m5mc320 20 19 not not RB cord-329856-0m5mc320 20 20 very very RB cord-329856-0m5mc320 20 21 well well RB cord-329856-0m5mc320 20 22 understood understand VBN cord-329856-0m5mc320 20 23 , , , cord-329856-0m5mc320 20 24 it -PRON- PRP cord-329856-0m5mc320 20 25 is be VBZ cord-329856-0m5mc320 20 26 widely widely RB cord-329856-0m5mc320 20 27 recognized recognize VBN cord-329856-0m5mc320 20 28 that that IN cord-329856-0m5mc320 20 29 the the DT cord-329856-0m5mc320 20 30 collection collection NN cord-329856-0m5mc320 20 31 and and CC cord-329856-0m5mc320 20 32 presentation presentation NN cord-329856-0m5mc320 20 33 of of IN cord-329856-0m5mc320 20 34 accurate accurate JJ cord-329856-0m5mc320 20 35 clinical clinical JJ cord-329856-0m5mc320 20 36 data datum NNS cord-329856-0m5mc320 20 37 as as RB cord-329856-0m5mc320 20 38 well well RB cord-329856-0m5mc320 20 39 as as IN cord-329856-0m5mc320 20 40 elaborate elaborate JJ cord-329856-0m5mc320 20 41 epidemiological epidemiological JJ cord-329856-0m5mc320 20 42 studies study NNS cord-329856-0m5mc320 20 43 are be VBP cord-329856-0m5mc320 20 44 needed need VBN cord-329856-0m5mc320 20 45 in in IN cord-329856-0m5mc320 20 46 order order NN cord-329856-0m5mc320 20 47 to to TO cord-329856-0m5mc320 20 48 understand understand VB cord-329856-0m5mc320 20 49 and and CC cord-329856-0m5mc320 20 50 control control VB cord-329856-0m5mc320 20 51 both both CC cord-329856-0m5mc320 20 52 current current JJ cord-329856-0m5mc320 20 53 and and CC cord-329856-0m5mc320 20 54 future future JJ cord-329856-0m5mc320 20 55 outbreaks outbreak NNS cord-329856-0m5mc320 20 56 such such JJ cord-329856-0m5mc320 20 57 as as IN cord-329856-0m5mc320 20 58 COVID-19 COVID-19 NNP cord-329856-0m5mc320 20 59 [ [ -LRB- cord-329856-0m5mc320 20 60 8 8 CD cord-329856-0m5mc320 20 61 , , , cord-329856-0m5mc320 20 62 9 9 CD cord-329856-0m5mc320 20 63 ] ] -RRB- cord-329856-0m5mc320 20 64 . . . cord-329856-0m5mc320 21 1 In in IN cord-329856-0m5mc320 21 2 many many JJ cord-329856-0m5mc320 21 3 demographic demographic JJ cord-329856-0m5mc320 21 4 studies study NNS cord-329856-0m5mc320 21 5 , , , cord-329856-0m5mc320 21 6 patient patient JJ cord-329856-0m5mc320 21 7 age age NN cord-329856-0m5mc320 21 8 has have VBZ cord-329856-0m5mc320 21 9 been be VBN cord-329856-0m5mc320 21 10 recognized recognize VBN cord-329856-0m5mc320 21 11 as as IN cord-329856-0m5mc320 21 12 one one CD cord-329856-0m5mc320 21 13 of of IN cord-329856-0m5mc320 21 14 the the DT cord-329856-0m5mc320 21 15 key key JJ cord-329856-0m5mc320 21 16 factors factor NNS cord-329856-0m5mc320 21 17 predictive predictive JJ cord-329856-0m5mc320 21 18 of of IN cord-329856-0m5mc320 21 19 clinical clinical JJ cord-329856-0m5mc320 21 20 outcome outcome NN cord-329856-0m5mc320 21 21 , , , cord-329856-0m5mc320 21 22 including include VBG cord-329856-0m5mc320 21 23 fatality fatality NN cord-329856-0m5mc320 21 24 rate rate NN cord-329856-0m5mc320 21 25 and and CC cord-329856-0m5mc320 21 26 severity severity NN cord-329856-0m5mc320 21 27 of of IN cord-329856-0m5mc320 21 28 symptoms symptom NNS cord-329856-0m5mc320 21 29 [ [ -LRB- cord-329856-0m5mc320 21 30 8 8 CD cord-329856-0m5mc320 21 31 , , , cord-329856-0m5mc320 21 32 10 10 CD cord-329856-0m5mc320 21 33 , , , cord-329856-0m5mc320 21 34 11 11 CD cord-329856-0m5mc320 21 35 ] ] -RRB- cord-329856-0m5mc320 21 36 . . . cord-329856-0m5mc320 22 1 However however RB cord-329856-0m5mc320 22 2 , , , cord-329856-0m5mc320 22 3 the the DT cord-329856-0m5mc320 22 4 way way NN cord-329856-0m5mc320 22 5 in in IN cord-329856-0m5mc320 22 6 which which WDT cord-329856-0m5mc320 22 7 a a DT cord-329856-0m5mc320 22 8 given give VBN cord-329856-0m5mc320 22 9 viral viral JJ cord-329856-0m5mc320 22 10 variant variant NN cord-329856-0m5mc320 22 11 might may MD cord-329856-0m5mc320 22 12 actually actually RB cord-329856-0m5mc320 22 13 impact impact VB cord-329856-0m5mc320 22 14 different different JJ cord-329856-0m5mc320 22 15 patient patient NN cord-329856-0m5mc320 22 16 age age NN cord-329856-0m5mc320 22 17 groups group NNS cord-329856-0m5mc320 22 18 has have VBZ cord-329856-0m5mc320 22 19 not not RB cord-329856-0m5mc320 22 20 been be VBN cord-329856-0m5mc320 22 21 well well RB cord-329856-0m5mc320 22 22 investigated investigate VBN cord-329856-0m5mc320 22 23 . . . cord-329856-0m5mc320 23 1 A a DT cord-329856-0m5mc320 23 2 detailed detailed JJ cord-329856-0m5mc320 23 3 impact impact NN cord-329856-0m5mc320 23 4 analysis analysis NN cord-329856-0m5mc320 23 5 of of IN cord-329856-0m5mc320 23 6 this this DT cord-329856-0m5mc320 23 7 kind kind NN cord-329856-0m5mc320 23 8 requires require VBZ cord-329856-0m5mc320 23 9 sequencing sequencing NN cord-329856-0m5mc320 23 10 of of IN cord-329856-0m5mc320 23 11 thousands thousand NNS cord-329856-0m5mc320 23 12 of of IN cord-329856-0m5mc320 23 13 samples sample NNS cord-329856-0m5mc320 23 14 across across IN cord-329856-0m5mc320 23 15 various various JJ cord-329856-0m5mc320 23 16 ethnicities ethnicity NNS cord-329856-0m5mc320 23 17 and and CC cord-329856-0m5mc320 23 18 age age NN cord-329856-0m5mc320 23 19 groups group NNS cord-329856-0m5mc320 23 20 , , , cord-329856-0m5mc320 23 21 which which WDT cord-329856-0m5mc320 23 22 is be VBZ cord-329856-0m5mc320 23 23 yet yet RB cord-329856-0m5mc320 23 24 to to TO cord-329856-0m5mc320 23 25 be be VB cord-329856-0m5mc320 23 26 attempted attempt VBN cord-329856-0m5mc320 23 27 . . . cord-329856-0m5mc320 24 1 In in IN cord-329856-0m5mc320 24 2 this this DT cord-329856-0m5mc320 24 3 work work NN cord-329856-0m5mc320 24 4 , , , cord-329856-0m5mc320 24 5 an an DT cord-329856-0m5mc320 24 6 alternative alternative JJ cord-329856-0m5mc320 24 7 approach approach NN cord-329856-0m5mc320 24 8 of of IN cord-329856-0m5mc320 24 9 labeling label VBG cord-329856-0m5mc320 24 10 viral viral JJ cord-329856-0m5mc320 24 11 variants variant NNS cord-329856-0m5mc320 24 12 and and CC cord-329856-0m5mc320 24 13 their -PRON- PRP$ cord-329856-0m5mc320 24 14 relationship relationship NN cord-329856-0m5mc320 24 15 to to IN cord-329856-0m5mc320 24 16 the the DT cord-329856-0m5mc320 24 17 age age NN cord-329856-0m5mc320 24 18 profile profile NN cord-329856-0m5mc320 24 19 of of IN cord-329856-0m5mc320 24 20 patients patient NNS cord-329856-0m5mc320 24 21 is be VBZ cord-329856-0m5mc320 24 22 presented present VBN cord-329856-0m5mc320 24 23 . . . cord-329856-0m5mc320 25 1 Using use VBG cord-329856-0m5mc320 25 2 the the DT cord-329856-0m5mc320 25 3 travel travel NN cord-329856-0m5mc320 25 4 history history NN cord-329856-0m5mc320 25 5 and and CC cord-329856-0m5mc320 25 6 potential potential JJ cord-329856-0m5mc320 25 7 origin origin NN cord-329856-0m5mc320 25 8 of of IN cord-329856-0m5mc320 25 9 infection infection NN cord-329856-0m5mc320 25 10 for for IN cord-329856-0m5mc320 25 11 Indian indian JJ cord-329856-0m5mc320 25 12 COVID-19 COVID-19 NNP cord-329856-0m5mc320 25 13 positive positive JJ cord-329856-0m5mc320 25 14 cases case NNS cord-329856-0m5mc320 25 15 , , , cord-329856-0m5mc320 25 16 six six CD cord-329856-0m5mc320 25 17 groups group NNS cord-329856-0m5mc320 25 18 of of IN cord-329856-0m5mc320 25 19 patients patient NNS cord-329856-0m5mc320 25 20 have have VBP cord-329856-0m5mc320 25 21 been be VBN cord-329856-0m5mc320 25 22 identified identify VBN cord-329856-0m5mc320 25 23 from from IN cord-329856-0m5mc320 25 24 different different JJ cord-329856-0m5mc320 25 25 geographical geographical JJ cord-329856-0m5mc320 25 26 locations location NNS cord-329856-0m5mc320 25 27 from from IN cord-329856-0m5mc320 25 28 where where WRB cord-329856-0m5mc320 25 29 the the DT cord-329856-0m5mc320 25 30 infection infection NN cord-329856-0m5mc320 25 31 was be VBD cord-329856-0m5mc320 25 32 potentially potentially RB cord-329856-0m5mc320 25 33 carried carry VBN cord-329856-0m5mc320 25 34 . . . cord-329856-0m5mc320 26 1 Patient patient JJ cord-329856-0m5mc320 26 2 age age NN cord-329856-0m5mc320 26 3 profiles profile NNS cord-329856-0m5mc320 26 4 of of IN cord-329856-0m5mc320 26 5 these these DT cord-329856-0m5mc320 26 6 groups group NNS cord-329856-0m5mc320 26 7 originating originate VBG cord-329856-0m5mc320 26 8 from from IN cord-329856-0m5mc320 26 9 North North NNP cord-329856-0m5mc320 26 10 America America NNP cord-329856-0m5mc320 26 11 , , , cord-329856-0m5mc320 26 12 the the DT cord-329856-0m5mc320 26 13 United United NNP cord-329856-0m5mc320 26 14 Kingdom Kingdom NNP cord-329856-0m5mc320 26 15 ( ( -LRB- cord-329856-0m5mc320 26 16 UK UK NNP cord-329856-0m5mc320 26 17 ) ) -RRB- cord-329856-0m5mc320 26 18 , , , cord-329856-0m5mc320 26 19 the the DT cord-329856-0m5mc320 26 20 European European NNP cord-329856-0m5mc320 26 21 Union Union NNP cord-329856-0m5mc320 26 22 ( ( -LRB- cord-329856-0m5mc320 26 23 EU EU NNP cord-329856-0m5mc320 26 24 ) ) -RRB- cord-329856-0m5mc320 26 25 , , , cord-329856-0m5mc320 26 26 Asia Asia NNP cord-329856-0m5mc320 26 27 , , , cord-329856-0m5mc320 26 28 the the DT cord-329856-0m5mc320 26 29 Middle Middle NNP cord-329856-0m5mc320 26 30 East East NNP cord-329856-0m5mc320 26 31 , , , cord-329856-0m5mc320 26 32 and and CC cord-329856-0m5mc320 26 33 other other JJ cord-329856-0m5mc320 26 34 regions region NNS cord-329856-0m5mc320 26 35 reveal reveal VBP cord-329856-0m5mc320 26 36 that that IN cord-329856-0m5mc320 26 37 patients patient NNS cord-329856-0m5mc320 26 38 from from IN cord-329856-0m5mc320 26 39 each each DT cord-329856-0m5mc320 26 40 region region NN cord-329856-0m5mc320 26 41 have have VBP cord-329856-0m5mc320 26 42 clearly clearly RB cord-329856-0m5mc320 26 43 distinct distinct JJ cord-329856-0m5mc320 26 44 age age NN cord-329856-0m5mc320 26 45 distributions distribution NNS cord-329856-0m5mc320 26 46 and and CC cord-329856-0m5mc320 26 47 that that IN cord-329856-0m5mc320 26 48 these these DT cord-329856-0m5mc320 26 49 groups group NNS cord-329856-0m5mc320 26 50 tend tend VBP cord-329856-0m5mc320 26 51 to to TO cord-329856-0m5mc320 26 52 cluster cluster VB cord-329856-0m5mc320 26 53 to to TO cord-329856-0m5mc320 26 54 form form VB cord-329856-0m5mc320 26 55 two two CD cord-329856-0m5mc320 26 56 super super JJ cord-329856-0m5mc320 26 57 groups group NNS cord-329856-0m5mc320 26 58 . . . cord-329856-0m5mc320 27 1 There there EX cord-329856-0m5mc320 27 2 are be VBP cord-329856-0m5mc320 27 3 also also RB cord-329856-0m5mc320 27 4 indications indication NNS cord-329856-0m5mc320 27 5 that that IN cord-329856-0m5mc320 27 6 the the DT cord-329856-0m5mc320 27 7 recovery recovery NN cord-329856-0m5mc320 27 8 and and CC cord-329856-0m5mc320 27 9 fatality fatality NN cord-329856-0m5mc320 27 10 ratios ratio NNS cord-329856-0m5mc320 27 11 of of IN cord-329856-0m5mc320 27 12 patients patient NNS cord-329856-0m5mc320 27 13 may may MD cord-329856-0m5mc320 27 14 be be VB cord-329856-0m5mc320 27 15 related relate VBN cord-329856-0m5mc320 27 16 to to IN cord-329856-0m5mc320 27 17 the the DT cord-329856-0m5mc320 27 18 patient patient JJ cord-329856-0m5mc320 27 19 groups group NNS cord-329856-0m5mc320 27 20 defined define VBN cord-329856-0m5mc320 27 21 here here RB cord-329856-0m5mc320 27 22 . . . cord-329856-0m5mc320 28 1 Finally finally RB cord-329856-0m5mc320 28 2 , , , cord-329856-0m5mc320 28 3 an an DT cord-329856-0m5mc320 28 4 attempt attempt NN cord-329856-0m5mc320 28 5 was be VBD cord-329856-0m5mc320 28 6 made make VBN cord-329856-0m5mc320 28 7 to to TO cord-329856-0m5mc320 28 8 quantify quantify VB cord-329856-0m5mc320 28 9 how how WRB cord-329856-0m5mc320 28 10 well well RB cord-329856-0m5mc320 28 11 a a DT cord-329856-0m5mc320 28 12 new new JJ cord-329856-0m5mc320 28 13 population population NN cord-329856-0m5mc320 28 14 group group NN cord-329856-0m5mc320 28 15 can can MD cord-329856-0m5mc320 28 16 be be VB cord-329856-0m5mc320 28 17 assigned assign VBN cord-329856-0m5mc320 28 18 to to IN cord-329856-0m5mc320 28 19 one one CD cord-329856-0m5mc320 28 20 of of IN cord-329856-0m5mc320 28 21 these these DT cord-329856-0m5mc320 28 22 six six CD cord-329856-0m5mc320 28 23 categories category NNS cord-329856-0m5mc320 28 24 based base VBN cord-329856-0m5mc320 28 25 on on IN cord-329856-0m5mc320 28 26 a a DT cord-329856-0m5mc320 28 27 simple simple JJ cord-329856-0m5mc320 28 28 age age NN cord-329856-0m5mc320 28 29 statistic statistic NN cord-329856-0m5mc320 28 30 of of IN cord-329856-0m5mc320 28 31 these these DT cord-329856-0m5mc320 28 32 populations population NNS cord-329856-0m5mc320 28 33 . . . cord-329856-0m5mc320 29 1 Results result NNS cord-329856-0m5mc320 29 2 from from IN cord-329856-0m5mc320 29 3 randomly randomly RB cord-329856-0m5mc320 29 4 sampled sample VBN cord-329856-0m5mc320 29 5 populations population NNS cord-329856-0m5mc320 29 6 from from IN cord-329856-0m5mc320 29 7 these these DT cord-329856-0m5mc320 29 8 data datum NNS cord-329856-0m5mc320 29 9 are be VBP cord-329856-0m5mc320 29 10 highly highly RB cord-329856-0m5mc320 29 11 promising promising JJ cord-329856-0m5mc320 29 12 in in IN cord-329856-0m5mc320 29 13 terms term NNS cord-329856-0m5mc320 29 14 of of IN cord-329856-0m5mc320 29 15 these these DT cord-329856-0m5mc320 29 16 predictabilities predictability NNS cord-329856-0m5mc320 29 17 . . . cord-329856-0m5mc320 30 1 Thus thus RB cord-329856-0m5mc320 30 2 , , , cord-329856-0m5mc320 30 3 this this DT cord-329856-0m5mc320 30 4 study study NN cord-329856-0m5mc320 30 5 establishes establish VBZ cord-329856-0m5mc320 30 6 two two CD cord-329856-0m5mc320 30 7 clusters cluster NNS cord-329856-0m5mc320 30 8 of of IN cord-329856-0m5mc320 30 9 three three CD cord-329856-0m5mc320 30 10 patient patient JJ cord-329856-0m5mc320 30 11 groups group NNS cord-329856-0m5mc320 30 12 each each DT cord-329856-0m5mc320 30 13 from from IN cord-329856-0m5mc320 30 14 COVID-19 covid-19 JJ cord-329856-0m5mc320 30 15 infected infected JJ cord-329856-0m5mc320 30 16 cases case NNS cord-329856-0m5mc320 30 17 , , , cord-329856-0m5mc320 30 18 and and CC cord-329856-0m5mc320 30 19 proposes propose VBZ cord-329856-0m5mc320 30 20 a a DT cord-329856-0m5mc320 30 21 framework framework NN cord-329856-0m5mc320 30 22 to to TO cord-329856-0m5mc320 30 23 assign assign VB cord-329856-0m5mc320 30 24 patient patient JJ cord-329856-0m5mc320 30 25 groups group NNS cord-329856-0m5mc320 30 26 based base VBN cord-329856-0m5mc320 30 27 on on IN cord-329856-0m5mc320 30 28 age age NN cord-329856-0m5mc320 30 29 distribution distribution NN cord-329856-0m5mc320 30 30 in in IN cord-329856-0m5mc320 30 31 a a DT cord-329856-0m5mc320 30 32 patient patient JJ cord-329856-0m5mc320 30 33 cohort cohort NN cord-329856-0m5mc320 30 34 . . . cord-329856-0m5mc320 31 1 It -PRON- PRP cord-329856-0m5mc320 31 2 is be VBZ cord-329856-0m5mc320 31 3 expected expect VBN cord-329856-0m5mc320 31 4 that that IN cord-329856-0m5mc320 31 5 further further JJ cord-329856-0m5mc320 31 6 data datum NNS cord-329856-0m5mc320 31 7 on on IN cord-329856-0m5mc320 31 8 group group NN cord-329856-0m5mc320 31 9 wise wise JJ cord-329856-0m5mc320 31 10 clinical clinical JJ cord-329856-0m5mc320 31 11 responses response NNS cord-329856-0m5mc320 31 12 , , , cord-329856-0m5mc320 31 13 coupled couple VBN cord-329856-0m5mc320 31 14 with with IN cord-329856-0m5mc320 31 15 automatic automatic JJ cord-329856-0m5mc320 31 16 annotations annotation NNS cord-329856-0m5mc320 31 17 of of IN cord-329856-0m5mc320 31 18 patient patient JJ cord-329856-0m5mc320 31 19 groups group NNS cord-329856-0m5mc320 31 20 proposed propose VBN cord-329856-0m5mc320 31 21 here here RB cord-329856-0m5mc320 31 22 , , , cord-329856-0m5mc320 31 23 can can MD cord-329856-0m5mc320 31 24 help help VB cord-329856-0m5mc320 31 25 in in IN cord-329856-0m5mc320 31 26 improving improve VBG cord-329856-0m5mc320 31 27 therapeutic therapeutic JJ cord-329856-0m5mc320 31 28 strategies strategy NNS cord-329856-0m5mc320 31 29 towards towards IN cord-329856-0m5mc320 31 30 the the DT cord-329856-0m5mc320 31 31 COVID-19 COVID-19 NNP cord-329856-0m5mc320 31 32 pandemic pandemic NN cord-329856-0m5mc320 31 33 . . . cord-329856-0m5mc320 32 1 This this DT cord-329856-0m5mc320 32 2 study study NN cord-329856-0m5mc320 32 3 is be VBZ cord-329856-0m5mc320 32 4 based base VBN cord-329856-0m5mc320 32 5 on on IN cord-329856-0m5mc320 32 6 a a DT cord-329856-0m5mc320 32 7 crowd crowd NN cord-329856-0m5mc320 32 8 - - HYPH cord-329856-0m5mc320 32 9 sourced source VBN cord-329856-0m5mc320 32 10 data datum NNS cord-329856-0m5mc320 32 11 on on IN cord-329856-0m5mc320 32 12 COVID-19 COVID-19 NNP cord-329856-0m5mc320 32 13 patients patient NNS cord-329856-0m5mc320 32 14 in in IN cord-329856-0m5mc320 32 15 India India NNP cord-329856-0m5mc320 32 16 compiled compile VBN cord-329856-0m5mc320 32 17 at at IN cord-329856-0m5mc320 32 18 www.covid19india.org www.covid19india.org NNP cord-329856-0m5mc320 32 19 [ [ -LRB- cord-329856-0m5mc320 32 20 12 12 CD cord-329856-0m5mc320 32 21 ] ] -RRB- cord-329856-0m5mc320 32 22 . . . cord-329856-0m5mc320 33 1 JSON JSON NNP cord-329856-0m5mc320 33 2 : : : cord-329856-0m5mc320 33 3 API API NNP cord-329856-0m5mc320 33 4 provided provide VBD cord-329856-0m5mc320 33 5 patient patient NN cord-329856-0m5mc320 33 6 details detail NNS cord-329856-0m5mc320 33 7 including include VBG cord-329856-0m5mc320 33 8 age age NN cord-329856-0m5mc320 33 9 , , , cord-329856-0m5mc320 33 10 gender gender NN cord-329856-0m5mc320 33 11 , , , cord-329856-0m5mc320 33 12 recovery recovery NN cord-329856-0m5mc320 33 13 status status NN cord-329856-0m5mc320 33 14 , , , cord-329856-0m5mc320 33 15 and and CC cord-329856-0m5mc320 33 16 possible possible JJ cord-329856-0m5mc320 33 17 source source NN cord-329856-0m5mc320 33 18 of of IN cord-329856-0m5mc320 33 19 infection infection NN cord-329856-0m5mc320 33 20 . . . cord-329856-0m5mc320 34 1 The the DT cord-329856-0m5mc320 34 2 resource resource NN cord-329856-0m5mc320 34 3 is be VBZ cord-329856-0m5mc320 34 4 basically basically RB cord-329856-0m5mc320 34 5 a a DT cord-329856-0m5mc320 34 6 compilation compilation NN cord-329856-0m5mc320 34 7 of of IN cord-329856-0m5mc320 34 8 daily daily JJ cord-329856-0m5mc320 34 9 updates update NNS cord-329856-0m5mc320 34 10 provided provide VBN cord-329856-0m5mc320 34 11 by by IN cord-329856-0m5mc320 34 12 State state NN cord-329856-0m5mc320 34 13 ( ( -LRB- cord-329856-0m5mc320 34 14 provincial provincial JJ cord-329856-0m5mc320 34 15 ) ) -RRB- cord-329856-0m5mc320 34 16 Governments government NNS cord-329856-0m5mc320 34 17 from from IN cord-329856-0m5mc320 34 18 throughout throughout IN cord-329856-0m5mc320 34 19 India India NNP cord-329856-0m5mc320 34 20 , , , cord-329856-0m5mc320 34 21 and and CC cord-329856-0m5mc320 34 22 it -PRON- PRP cord-329856-0m5mc320 34 23 attempts attempt VBZ cord-329856-0m5mc320 34 24 to to TO cord-329856-0m5mc320 34 25 present present VB cord-329856-0m5mc320 34 26 crucial crucial JJ cord-329856-0m5mc320 34 27 information information NN cord-329856-0m5mc320 34 28 in in IN cord-329856-0m5mc320 34 29 a a DT cord-329856-0m5mc320 34 30 unified unified JJ cord-329856-0m5mc320 34 31 format format NN cord-329856-0m5mc320 34 32 , , , cord-329856-0m5mc320 34 33 most most RBS cord-329856-0m5mc320 34 34 importantly importantly RB cord-329856-0m5mc320 34 35 : : : cord-329856-0m5mc320 34 36 ( ( -LRB- cord-329856-0m5mc320 34 37 a a DT cord-329856-0m5mc320 34 38 ) ) -RRB- cord-329856-0m5mc320 34 39 patient patient JJ cord-329856-0m5mc320 34 40 identification identification NN cord-329856-0m5mc320 34 41 number number NN cord-329856-0m5mc320 34 42 assigned assign VBN cord-329856-0m5mc320 34 43 by by IN cord-329856-0m5mc320 34 44 the the DT cord-329856-0m5mc320 34 45 data datum NNS cord-329856-0m5mc320 34 46 administrators administrator NNS cord-329856-0m5mc320 34 47 ( ( -LRB- cord-329856-0m5mc320 34 48 b b NN cord-329856-0m5mc320 34 49 ) ) -RRB- cord-329856-0m5mc320 34 50 state state NN cord-329856-0m5mc320 34 51 - - HYPH cord-329856-0m5mc320 34 52 wise wise JJ cord-329856-0m5mc320 34 53 patient patient JJ cord-329856-0m5mc320 34 54 identification identification NN cord-329856-0m5mc320 34 55 number number NN cord-329856-0m5mc320 34 56 ( ( -LRB- cord-329856-0m5mc320 34 57 c c NN cord-329856-0m5mc320 34 58 ) ) -RRB- cord-329856-0m5mc320 34 59 age age NN cord-329856-0m5mc320 34 60 of of IN cord-329856-0m5mc320 34 61 the the DT cord-329856-0m5mc320 34 62 patient patient NN cord-329856-0m5mc320 34 63 ( ( -LRB- cord-329856-0m5mc320 34 64 d d NN cord-329856-0m5mc320 34 65 ) ) -RRB- cord-329856-0m5mc320 34 66 gender gender NN cord-329856-0m5mc320 34 67 of of IN cord-329856-0m5mc320 34 68 the the DT cord-329856-0m5mc320 34 69 patient patient NN cord-329856-0m5mc320 34 70 ( ( -LRB- cord-329856-0m5mc320 34 71 e e LS cord-329856-0m5mc320 34 72 ) ) -RRB- cord-329856-0m5mc320 34 73 travel travel NN cord-329856-0m5mc320 34 74 history history NN cord-329856-0m5mc320 34 75 or or CC cord-329856-0m5mc320 34 76 any any DT cord-329856-0m5mc320 34 77 relevant relevant JJ cord-329856-0m5mc320 34 78 detail detail NN cord-329856-0m5mc320 34 79 of of IN cord-329856-0m5mc320 34 80 the the DT cord-329856-0m5mc320 34 81 patient patient NN cord-329856-0m5mc320 34 82 that that WDT cord-329856-0m5mc320 34 83 may may MD cord-329856-0m5mc320 34 84 reveal reveal VB cord-329856-0m5mc320 34 85 the the DT cord-329856-0m5mc320 34 86 source source NN cord-329856-0m5mc320 34 87 of of IN cord-329856-0m5mc320 34 88 infection infection NN cord-329856-0m5mc320 35 1 ( ( -LRB- cord-329856-0m5mc320 35 2 f f LS cord-329856-0m5mc320 35 3 ) ) -RRB- cord-329856-0m5mc320 35 4 link link NN cord-329856-0m5mc320 35 5 to to IN cord-329856-0m5mc320 35 6 the the DT cord-329856-0m5mc320 35 7 potential potential JJ cord-329856-0m5mc320 35 8 patient(s patient(s NNP cord-329856-0m5mc320 35 9 ) ) -RRB- cord-329856-0m5mc320 35 10 who who WP cord-329856-0m5mc320 35 11 could could MD cord-329856-0m5mc320 35 12 have have VB cord-329856-0m5mc320 35 13 been be VBN cord-329856-0m5mc320 35 14 the the DT cord-329856-0m5mc320 35 15 source source NN cord-329856-0m5mc320 35 16 of of IN cord-329856-0m5mc320 35 17 this this DT cord-329856-0m5mc320 35 18 patient patient NN cord-329856-0m5mc320 35 19 's 's POS cord-329856-0m5mc320 35 20 infection infection NN cord-329856-0m5mc320 35 21 and and CC cord-329856-0m5mc320 35 22 ( ( -LRB- cord-329856-0m5mc320 35 23 g g NN cord-329856-0m5mc320 35 24 ) ) -RRB- cord-329856-0m5mc320 35 25 current current JJ cord-329856-0m5mc320 35 26 status status NN cord-329856-0m5mc320 35 27 of of IN cord-329856-0m5mc320 35 28 the the DT cord-329856-0m5mc320 35 29 patient patient NN cord-329856-0m5mc320 35 30 e.g. e.g. RB cord-329856-0m5mc320 35 31 recovered recover VBD cord-329856-0m5mc320 35 32 or or CC cord-329856-0m5mc320 35 33 deceased deceased JJ cord-329856-0m5mc320 35 34 . . . cord-329856-0m5mc320 36 1 Several several JJ cord-329856-0m5mc320 36 2 other other JJ cord-329856-0m5mc320 36 3 aspects aspect NNS cord-329856-0m5mc320 36 4 of of IN cord-329856-0m5mc320 36 5 data datum NNS cord-329856-0m5mc320 36 6 available available JJ cord-329856-0m5mc320 36 7 in in IN cord-329856-0m5mc320 36 8 the the DT cord-329856-0m5mc320 36 9 sheet sheet NN cord-329856-0m5mc320 36 10 are be VBP cord-329856-0m5mc320 36 11 not not RB cord-329856-0m5mc320 36 12 relevant relevant JJ cord-329856-0m5mc320 36 13 for for IN cord-329856-0m5mc320 36 14 the the DT cord-329856-0m5mc320 36 15 current current JJ cord-329856-0m5mc320 36 16 study study NN cord-329856-0m5mc320 36 17 . . . cord-329856-0m5mc320 37 1 The the DT cord-329856-0m5mc320 37 2 first first JJ cord-329856-0m5mc320 37 3 of of IN cord-329856-0m5mc320 37 4 these these DT cord-329856-0m5mc320 37 5 JSON JSON NNP cord-329856-0m5mc320 37 6 : : : cord-329856-0m5mc320 37 7 API api NN cord-329856-0m5mc320 37 8 files file NNS cord-329856-0m5mc320 37 9 ( ( -LRB- cord-329856-0m5mc320 37 10 raw_data1.json raw_data1.json NN cord-329856-0m5mc320 37 11 ) ) -RRB- cord-329856-0m5mc320 37 12 contains contain VBZ cord-329856-0m5mc320 37 13 data datum NNS cord-329856-0m5mc320 37 14 about about IN cord-329856-0m5mc320 37 15 17,305 17,305 CD cord-329856-0m5mc320 37 16 patients patient NNS cord-329856-0m5mc320 37 17 , , , cord-329856-0m5mc320 37 18 which which WDT cord-329856-0m5mc320 37 19 is be VBZ cord-329856-0m5mc320 37 20 the the DT cord-329856-0m5mc320 37 21 primary primary JJ cord-329856-0m5mc320 37 22 source source NN cord-329856-0m5mc320 37 23 of of IN cord-329856-0m5mc320 37 24 data datum NNS cord-329856-0m5mc320 37 25 used use VBN cord-329856-0m5mc320 37 26 in in IN cord-329856-0m5mc320 37 27 this this DT cord-329856-0m5mc320 37 28 study study NN cord-329856-0m5mc320 37 29 . . . cord-329856-0m5mc320 38 1 This this DT cord-329856-0m5mc320 38 2 data data NN cord-329856-0m5mc320 38 3 is be VBZ cord-329856-0m5mc320 38 4 frozen freeze VBN cord-329856-0m5mc320 38 5 on on IN cord-329856-0m5mc320 38 6 April April NNP cord-329856-0m5mc320 38 7 19 19 CD cord-329856-0m5mc320 38 8 , , , cord-329856-0m5mc320 38 9 2020 2020 CD cord-329856-0m5mc320 38 10 and and CC cord-329856-0m5mc320 38 11 is be VBZ cord-329856-0m5mc320 38 12 likely likely JJ cord-329856-0m5mc320 38 13 to to TO cord-329856-0m5mc320 38 14 remain remain VB cord-329856-0m5mc320 38 15 unchanged unchanged JJ cord-329856-0m5mc320 38 16 . . . cord-329856-0m5mc320 39 1 Origin origin NN cord-329856-0m5mc320 39 2 of of IN cord-329856-0m5mc320 39 3 infection infection NN cord-329856-0m5mc320 39 4 is be VBZ cord-329856-0m5mc320 39 5 available available JJ cord-329856-0m5mc320 39 6 only only RB cord-329856-0m5mc320 39 7 for for IN cord-329856-0m5mc320 39 8 the the DT cord-329856-0m5mc320 39 9 first first JJ cord-329856-0m5mc320 39 10 few few JJ cord-329856-0m5mc320 39 11 thousand thousand CD cord-329856-0m5mc320 39 12 cases case NNS cord-329856-0m5mc320 39 13 , , , cord-329856-0m5mc320 39 14 in in IN cord-329856-0m5mc320 39 15 the the DT cord-329856-0m5mc320 39 16 early early JJ cord-329856-0m5mc320 39 17 stages stage NNS cord-329856-0m5mc320 39 18 of of IN cord-329856-0m5mc320 39 19 pandemic pandemic NN cord-329856-0m5mc320 39 20 . . . cord-329856-0m5mc320 40 1 Therefore therefore RB cord-329856-0m5mc320 40 2 , , , cord-329856-0m5mc320 40 3 the the DT cord-329856-0m5mc320 40 4 current current JJ cord-329856-0m5mc320 40 5 study study NN cord-329856-0m5mc320 40 6 has have VBZ cord-329856-0m5mc320 40 7 utilized utilize VBN cord-329856-0m5mc320 40 8 information information NN cord-329856-0m5mc320 40 9 from from IN cord-329856-0m5mc320 40 10 5000 5000 CD cord-329856-0m5mc320 40 11 patients patient NNS cord-329856-0m5mc320 40 12 , , , cord-329856-0m5mc320 40 13 of of IN cord-329856-0m5mc320 40 14 which which WDT cord-329856-0m5mc320 40 15 many many JJ cord-329856-0m5mc320 40 16 do do VBP cord-329856-0m5mc320 40 17 not not RB cord-329856-0m5mc320 40 18 have have VB cord-329856-0m5mc320 40 19 age age NN cord-329856-0m5mc320 40 20 information information NN cord-329856-0m5mc320 40 21 , , , cord-329856-0m5mc320 40 22 leaving leave VBG cord-329856-0m5mc320 40 23 behind behind RB cord-329856-0m5mc320 40 24 fewer few JJR cord-329856-0m5mc320 40 25 patients patient NNS cord-329856-0m5mc320 40 26 ' ' POS cord-329856-0m5mc320 40 27 data datum NNS cord-329856-0m5mc320 40 28 , , , cord-329856-0m5mc320 40 29 as as IN cord-329856-0m5mc320 40 30 detailed detail VBN cord-329856-0m5mc320 40 31 in in IN cord-329856-0m5mc320 40 32 the the DT cord-329856-0m5mc320 40 33 results result NNS cord-329856-0m5mc320 40 34 . . . cord-329856-0m5mc320 41 1 For for IN cord-329856-0m5mc320 41 2 parsing parse VBG cord-329856-0m5mc320 41 3 JSON JSON NNP cord-329856-0m5mc320 41 4 : : : cord-329856-0m5mc320 41 5 API api NN cord-329856-0m5mc320 41 6 files file NNS cord-329856-0m5mc320 41 7 , , , cord-329856-0m5mc320 41 8 the the DT cord-329856-0m5mc320 41 9 R r NN cord-329856-0m5mc320 41 10 package package NN cord-329856-0m5mc320 41 11 called call VBN cord-329856-0m5mc320 41 12 rjson rjson NN cord-329856-0m5mc320 41 13 , , , cord-329856-0m5mc320 41 14 available available JJ cord-329856-0m5mc320 41 15 from from IN cord-329856-0m5mc320 41 16 the the DT cord-329856-0m5mc320 41 17 CRAN CRAN NNP cord-329856-0m5mc320 41 18 repository repository NN cord-329856-0m5mc320 41 19 , , , cord-329856-0m5mc320 41 20 was be VBD cord-329856-0m5mc320 41 21 installed instal VBN cord-329856-0m5mc320 41 22 and and CC cord-329856-0m5mc320 41 23 utilized utilize VBN cord-329856-0m5mc320 41 24 . . . cord-329856-0m5mc320 42 1 At at IN cord-329856-0m5mc320 42 2 least least JJS cord-329856-0m5mc320 42 3 in in IN cord-329856-0m5mc320 42 4 Stage stage NN cord-329856-0m5mc320 42 5 1 1 CD cord-329856-0m5mc320 42 6 of of IN cord-329856-0m5mc320 42 7 the the DT cord-329856-0m5mc320 42 8 pandemic pandemic NN cord-329856-0m5mc320 42 9 , , , cord-329856-0m5mc320 42 10 every every DT cord-329856-0m5mc320 42 11 patient patient NN cord-329856-0m5mc320 42 12 can can MD cord-329856-0m5mc320 42 13 be be VB cord-329856-0m5mc320 42 14 traced trace VBN cord-329856-0m5mc320 42 15 back back RB cord-329856-0m5mc320 42 16 to to IN cord-329856-0m5mc320 42 17 the the DT cord-329856-0m5mc320 42 18 source source NN cord-329856-0m5mc320 42 19 of of IN cord-329856-0m5mc320 42 20 infection infection NN cord-329856-0m5mc320 42 21 ; ; : cord-329856-0m5mc320 42 22 for for IN cord-329856-0m5mc320 42 23 example example NN cord-329856-0m5mc320 42 24 travel travel NN cord-329856-0m5mc320 42 25 history history NN cord-329856-0m5mc320 42 26 to to IN cord-329856-0m5mc320 42 27 a a DT cord-329856-0m5mc320 42 28 specific specific JJ cord-329856-0m5mc320 42 29 country country NN cord-329856-0m5mc320 42 30 with with IN cord-329856-0m5mc320 42 31 high high JJ cord-329856-0m5mc320 42 32 infection infection NN cord-329856-0m5mc320 42 33 rate rate NN cord-329856-0m5mc320 42 34 . . . cord-329856-0m5mc320 43 1 In in IN cord-329856-0m5mc320 43 2 the the DT cord-329856-0m5mc320 43 3 subsequent subsequent JJ cord-329856-0m5mc320 43 4 stages stage NNS cord-329856-0m5mc320 43 5 of of IN cord-329856-0m5mc320 43 6 pandemic pandemic NN cord-329856-0m5mc320 43 7 , , , cord-329856-0m5mc320 43 8 the the DT cord-329856-0m5mc320 43 9 number number NN cord-329856-0m5mc320 43 10 of of IN cord-329856-0m5mc320 43 11 cases case NNS cord-329856-0m5mc320 43 12 with with IN cord-329856-0m5mc320 43 13 unknown unknown JJ cord-329856-0m5mc320 43 14 source source NN cord-329856-0m5mc320 43 15 of of IN cord-329856-0m5mc320 43 16 infection infection NN cord-329856-0m5mc320 43 17 grow grow VBP cord-329856-0m5mc320 43 18 , , , cord-329856-0m5mc320 43 19 and and CC cord-329856-0m5mc320 43 20 the the DT cord-329856-0m5mc320 43 21 data data NN cord-329856-0m5mc320 43 22 becomes become VBZ cord-329856-0m5mc320 43 23 less less RBR cord-329856-0m5mc320 43 24 useful useful JJ cord-329856-0m5mc320 43 25 for for IN cord-329856-0m5mc320 43 26 creating create VBG cord-329856-0m5mc320 43 27 predictive predictive JJ cord-329856-0m5mc320 43 28 models model NNS cord-329856-0m5mc320 43 29 of of IN cord-329856-0m5mc320 43 30 infection infection NN cord-329856-0m5mc320 43 31 origin origin NN cord-329856-0m5mc320 43 32 . . . cord-329856-0m5mc320 44 1 The the DT cord-329856-0m5mc320 44 2 current current JJ cord-329856-0m5mc320 44 3 study study NN cord-329856-0m5mc320 44 4 will will MD cord-329856-0m5mc320 44 5 develop develop VB cord-329856-0m5mc320 44 6 patterns pattern NNS cord-329856-0m5mc320 44 7 from from IN cord-329856-0m5mc320 44 8 all all PDT cord-329856-0m5mc320 44 9 the the DT cord-329856-0m5mc320 44 10 patient patient JJ cord-329856-0m5mc320 44 11 groups group NNS cord-329856-0m5mc320 44 12 that that WDT cord-329856-0m5mc320 44 13 could could MD cord-329856-0m5mc320 44 14 be be VB cord-329856-0m5mc320 44 15 traced trace VBN cord-329856-0m5mc320 44 16 with with IN cord-329856-0m5mc320 44 17 some some DT cord-329856-0m5mc320 44 18 confidence confidence NN cord-329856-0m5mc320 44 19 to to IN cord-329856-0m5mc320 44 20 their -PRON- PRP$ cord-329856-0m5mc320 44 21 likely likely JJ cord-329856-0m5mc320 44 22 source source NN cord-329856-0m5mc320 44 23 of of IN cord-329856-0m5mc320 44 24 infection infection NN cord-329856-0m5mc320 44 25 , , , cord-329856-0m5mc320 44 26 so so IN cord-329856-0m5mc320 44 27 that that IN cord-329856-0m5mc320 44 28 the the DT cord-329856-0m5mc320 44 29 insights insight NNS cord-329856-0m5mc320 44 30 can can MD cord-329856-0m5mc320 44 31 be be VB cord-329856-0m5mc320 44 32 developed develop VBN cord-329856-0m5mc320 44 33 by by IN cord-329856-0m5mc320 44 34 the the DT cord-329856-0m5mc320 44 35 application application NN cord-329856-0m5mc320 44 36 of of IN cord-329856-0m5mc320 44 37 these these DT cord-329856-0m5mc320 44 38 findings finding NNS cord-329856-0m5mc320 44 39 to to IN cord-329856-0m5mc320 44 40 new new JJ cord-329856-0m5mc320 44 41 patient patient JJ cord-329856-0m5mc320 44 42 groups group NNS cord-329856-0m5mc320 44 43 for for IN cord-329856-0m5mc320 44 44 a a DT cord-329856-0m5mc320 44 45 better well JJR cord-329856-0m5mc320 44 46 clinical clinical JJ cord-329856-0m5mc320 44 47 response response NN cord-329856-0m5mc320 44 48 . . . cord-329856-0m5mc320 45 1 In in IN cord-329856-0m5mc320 45 2 this this DT cord-329856-0m5mc320 45 3 study study NN cord-329856-0m5mc320 45 4 , , , cord-329856-0m5mc320 45 5 the the DT cord-329856-0m5mc320 45 6 original original JJ cord-329856-0m5mc320 45 7 travel travel NN cord-329856-0m5mc320 45 8 history history NN cord-329856-0m5mc320 45 9 to to IN cord-329856-0m5mc320 45 10 a a DT cord-329856-0m5mc320 45 11 country country NN cord-329856-0m5mc320 45 12 has have VBZ cord-329856-0m5mc320 45 13 been be VBN cord-329856-0m5mc320 45 14 taken take VBN cord-329856-0m5mc320 45 15 as as IN cord-329856-0m5mc320 45 16 the the DT cord-329856-0m5mc320 45 17 source source NN cord-329856-0m5mc320 45 18 of of IN cord-329856-0m5mc320 45 19 infection infection NN cord-329856-0m5mc320 45 20 . . . cord-329856-0m5mc320 46 1 Patients patient NNS cord-329856-0m5mc320 46 2 with with IN cord-329856-0m5mc320 46 3 no no DT cord-329856-0m5mc320 46 4 travel travel NN cord-329856-0m5mc320 46 5 history history NN cord-329856-0m5mc320 46 6 but but CC cord-329856-0m5mc320 46 7 those those DT cord-329856-0m5mc320 46 8 whose whose WP$ cord-329856-0m5mc320 46 9 likely likely JJ cord-329856-0m5mc320 46 10 contact contact NN cord-329856-0m5mc320 46 11 with with IN cord-329856-0m5mc320 46 12 a a DT cord-329856-0m5mc320 46 13 person person NN cord-329856-0m5mc320 46 14 with with IN cord-329856-0m5mc320 46 15 a a DT cord-329856-0m5mc320 46 16 travel travel NN cord-329856-0m5mc320 46 17 history history NN cord-329856-0m5mc320 46 18 , , , cord-329856-0m5mc320 46 19 has have VBZ cord-329856-0m5mc320 46 20 been be VBN cord-329856-0m5mc320 46 21 established establish VBN cord-329856-0m5mc320 46 22 and and CC cord-329856-0m5mc320 46 23 were be VBD cord-329856-0m5mc320 46 24 labeled label VBN cord-329856-0m5mc320 46 25 by by IN cord-329856-0m5mc320 46 26 the the DT cord-329856-0m5mc320 46 27 original original JJ cord-329856-0m5mc320 46 28 source source NN cord-329856-0m5mc320 46 29 in in IN cord-329856-0m5mc320 46 30 order order NN cord-329856-0m5mc320 46 31 to to TO cord-329856-0m5mc320 46 32 expand expand VB cord-329856-0m5mc320 46 33 the the DT cord-329856-0m5mc320 46 34 annotated annotate VBN cord-329856-0m5mc320 46 35 data datum NNS cord-329856-0m5mc320 46 36 . . . cord-329856-0m5mc320 47 1 In in IN cord-329856-0m5mc320 47 2 this this DT cord-329856-0m5mc320 47 3 way way NN cord-329856-0m5mc320 47 4 , , , cord-329856-0m5mc320 47 5 all all DT cord-329856-0m5mc320 47 6 known know VBN cord-329856-0m5mc320 47 7 sources source NNS cord-329856-0m5mc320 47 8 of of IN cord-329856-0m5mc320 47 9 infection infection NN cord-329856-0m5mc320 47 10 directly directly RB cord-329856-0m5mc320 47 11 or or CC cord-329856-0m5mc320 47 12 traceable traceable JJ cord-329856-0m5mc320 47 13 to to TO cord-329856-0m5mc320 47 14 travel travel VB cord-329856-0m5mc320 47 15 history history NN cord-329856-0m5mc320 47 16 have have VBP cord-329856-0m5mc320 47 17 been be VBN cord-329856-0m5mc320 47 18 used use VBN cord-329856-0m5mc320 47 19 for for IN cord-329856-0m5mc320 47 20 labeling label VBG cord-329856-0m5mc320 47 21 the the DT cord-329856-0m5mc320 47 22 data datum NNS cord-329856-0m5mc320 47 23 . . . cord-329856-0m5mc320 48 1 Five five CD cord-329856-0m5mc320 48 2 specific specific JJ cord-329856-0m5mc320 48 3 groups group NNS cord-329856-0m5mc320 48 4 of of IN cord-329856-0m5mc320 48 5 travel travel NN cord-329856-0m5mc320 48 6 history history NN cord-329856-0m5mc320 48 7 have have VBP cord-329856-0m5mc320 48 8 been be VBN cord-329856-0m5mc320 48 9 defined define VBN cord-329856-0m5mc320 48 10 by by IN cord-329856-0m5mc320 48 11 pooling pool VBG cord-329856-0m5mc320 48 12 travel travel NN cord-329856-0m5mc320 48 13 history history NN cord-329856-0m5mc320 48 14 to to IN cord-329856-0m5mc320 48 15 similar similar JJ cord-329856-0m5mc320 48 16 locations location NNS cord-329856-0m5mc320 48 17 . . . cord-329856-0m5mc320 49 1 Thus thus RB cord-329856-0m5mc320 49 2 , , , cord-329856-0m5mc320 49 3 all all PDT cord-329856-0m5mc320 49 4 the the DT cord-329856-0m5mc320 49 5 patients patient NNS cord-329856-0m5mc320 49 6 with with IN cord-329856-0m5mc320 49 7 travel travel NN cord-329856-0m5mc320 49 8 history history NN cord-329856-0m5mc320 49 9 to to IN cord-329856-0m5mc320 49 10 a a DT cord-329856-0m5mc320 49 11 member member NN cord-329856-0m5mc320 49 12 of of IN cord-329856-0m5mc320 49 13 European European NNP cord-329856-0m5mc320 49 14 Union Union NNP cord-329856-0m5mc320 49 15 have have VBP cord-329856-0m5mc320 49 16 been be VBN cord-329856-0m5mc320 49 17 labeled label VBN cord-329856-0m5mc320 49 18 as as IN cord-329856-0m5mc320 49 19 the the DT cord-329856-0m5mc320 49 20 EU EU NNP cord-329856-0m5mc320 49 21 group group NN cord-329856-0m5mc320 49 22 . . . cord-329856-0m5mc320 50 1 Patients patient NNS cord-329856-0m5mc320 50 2 with with IN cord-329856-0m5mc320 50 3 travel travel NN cord-329856-0m5mc320 50 4 history history NN cord-329856-0m5mc320 50 5 to to IN cord-329856-0m5mc320 50 6 the the DT cord-329856-0m5mc320 50 7 USA USA NNP cord-329856-0m5mc320 50 8 and and CC cord-329856-0m5mc320 50 9 Canada Canada NNP cord-329856-0m5mc320 50 10 , , , cord-329856-0m5mc320 50 11 or or CC cord-329856-0m5mc320 50 12 those those DT cord-329856-0m5mc320 50 13 likely likely RB cord-329856-0m5mc320 50 14 infected infect VBN cord-329856-0m5mc320 50 15 by by IN cord-329856-0m5mc320 50 16 them -PRON- PRP cord-329856-0m5mc320 50 17 , , , cord-329856-0m5mc320 50 18 were be VBD cord-329856-0m5mc320 50 19 pooled pool VBN cord-329856-0m5mc320 50 20 into into IN cord-329856-0m5mc320 50 21 the the DT cord-329856-0m5mc320 50 22 North North NNP cord-329856-0m5mc320 50 23 America America NNP cord-329856-0m5mc320 50 24 ( ( -LRB- cord-329856-0m5mc320 50 25 N_Am n_am CD cord-329856-0m5mc320 50 26 ) ) -RRB- cord-329856-0m5mc320 50 27 group group NN cord-329856-0m5mc320 50 28 and and CC cord-329856-0m5mc320 50 29 those those DT cord-329856-0m5mc320 50 30 from from IN cord-329856-0m5mc320 50 31 any any DT cord-329856-0m5mc320 50 32 Asian asian JJ cord-329856-0m5mc320 50 33 country country NN cord-329856-0m5mc320 50 34 including include VBG cord-329856-0m5mc320 50 35 China China NNP cord-329856-0m5mc320 50 36 , , , cord-329856-0m5mc320 50 37 Singapore Singapore NNP cord-329856-0m5mc320 50 38 , , , cord-329856-0m5mc320 50 39 and and CC cord-329856-0m5mc320 50 40 Malaysia Malaysia NNP cord-329856-0m5mc320 50 41 were be VBD cord-329856-0m5mc320 50 42 likewise likewise RB cord-329856-0m5mc320 50 43 labeled label VBN cord-329856-0m5mc320 50 44 as as IN cord-329856-0m5mc320 50 45 the the DT cord-329856-0m5mc320 50 46 Asia Asia NNP cord-329856-0m5mc320 50 47 group group NN cord-329856-0m5mc320 50 48 . . . cord-329856-0m5mc320 51 1 Similarly similarly RB cord-329856-0m5mc320 51 2 , , , cord-329856-0m5mc320 51 3 Middle middle JJ cord-329856-0m5mc320 51 4 Eastern eastern JJ cord-329856-0m5mc320 51 5 ( ( -LRB- cord-329856-0m5mc320 51 6 MdlEst mdlest NN cord-329856-0m5mc320 51 7 ) ) -RRB- cord-329856-0m5mc320 51 8 cases case NNS cord-329856-0m5mc320 51 9 were be VBD cord-329856-0m5mc320 51 10 those those DT cord-329856-0m5mc320 51 11 with with IN cord-329856-0m5mc320 51 12 travel travel NN cord-329856-0m5mc320 51 13 history history NN cord-329856-0m5mc320 51 14 to to IN cord-329856-0m5mc320 51 15 Iran Iran NNP cord-329856-0m5mc320 51 16 or or CC cord-329856-0m5mc320 51 17 other other JJ cord-329856-0m5mc320 51 18 Middle middle JJ cord-329856-0m5mc320 51 19 Eastern eastern JJ cord-329856-0m5mc320 51 20 countries country NNS cord-329856-0m5mc320 51 21 such such JJ cord-329856-0m5mc320 51 22 as as IN cord-329856-0m5mc320 51 23 the the DT cord-329856-0m5mc320 51 24 United United NNP cord-329856-0m5mc320 51 25 Arab Arab NNP cord-329856-0m5mc320 51 26 Emirates Emirates NNPS cord-329856-0m5mc320 51 27 ( ( -LRB- cord-329856-0m5mc320 51 28 UAE UAE NNP cord-329856-0m5mc320 51 29 ) ) -RRB- cord-329856-0m5mc320 51 30 and and CC cord-329856-0m5mc320 51 31 Saudi Saudi NNP cord-329856-0m5mc320 51 32 Arabia Arabia NNP cord-329856-0m5mc320 51 33 . . . cord-329856-0m5mc320 52 1 Such such JJ cord-329856-0m5mc320 52 2 patients patient NNS cord-329856-0m5mc320 52 3 were be VBD cord-329856-0m5mc320 52 4 excluded exclude VBN cord-329856-0m5mc320 52 5 from from IN cord-329856-0m5mc320 52 6 the the DT cord-329856-0m5mc320 52 7 Asian asian JJ cord-329856-0m5mc320 52 8 group group NN cord-329856-0m5mc320 52 9 . . . cord-329856-0m5mc320 53 1 Wherever wherever WRB cord-329856-0m5mc320 53 2 the the DT cord-329856-0m5mc320 53 3 source source NN cord-329856-0m5mc320 53 4 of of IN cord-329856-0m5mc320 53 5 infection infection NN cord-329856-0m5mc320 53 6 could could MD cord-329856-0m5mc320 53 7 not not RB cord-329856-0m5mc320 53 8 be be VB cord-329856-0m5mc320 53 9 ascertained ascertain VBN cord-329856-0m5mc320 53 10 or or CC cord-329856-0m5mc320 53 11 provided provide VBN cord-329856-0m5mc320 53 12 , , , cord-329856-0m5mc320 53 13 the the DT cord-329856-0m5mc320 53 14 patients patient NNS cord-329856-0m5mc320 53 15 were be VBD cord-329856-0m5mc320 53 16 placed place VBN cord-329856-0m5mc320 53 17 in in IN cord-329856-0m5mc320 53 18 the the DT cord-329856-0m5mc320 53 19 " " `` cord-329856-0m5mc320 53 20 Other other JJ cord-329856-0m5mc320 53 21 " " '' cord-329856-0m5mc320 53 22 group group NN cord-329856-0m5mc320 53 23 . . . cord-329856-0m5mc320 54 1 Thus thus RB cord-329856-0m5mc320 54 2 , , , cord-329856-0m5mc320 54 3 five five CD cord-329856-0m5mc320 54 4 patient patient JJ cord-329856-0m5mc320 54 5 groups group NNS cord-329856-0m5mc320 54 6 from from IN cord-329856-0m5mc320 54 7 a a DT cord-329856-0m5mc320 54 8 specific specific JJ cord-329856-0m5mc320 54 9 travel travel NN cord-329856-0m5mc320 54 10 history history NN cord-329856-0m5mc320 54 11 or or CC cord-329856-0m5mc320 54 12 their -PRON- PRP$ cord-329856-0m5mc320 54 13 infected infected JJ cord-329856-0m5mc320 54 14 cases case NNS cord-329856-0m5mc320 54 15 along along IN cord-329856-0m5mc320 54 16 with with IN cord-329856-0m5mc320 54 17 a a DT cord-329856-0m5mc320 54 18 sixth sixth JJ cord-329856-0m5mc320 54 19 group group NN cord-329856-0m5mc320 54 20 with with IN cord-329856-0m5mc320 54 21 untraceable untraceable JJ cord-329856-0m5mc320 54 22 source source NN cord-329856-0m5mc320 54 23 were be VBD cord-329856-0m5mc320 54 24 identified identify VBN cord-329856-0m5mc320 54 25 in in IN cord-329856-0m5mc320 54 26 this this DT cord-329856-0m5mc320 54 27 study study NN cord-329856-0m5mc320 54 28 viz viz NN cord-329856-0m5mc320 54 29 . . . cord-329856-0m5mc320 55 1 " " `` cord-329856-0m5mc320 55 2 N_Am N_Am NNP cord-329856-0m5mc320 55 3 " " '' cord-329856-0m5mc320 55 4 , , , cord-329856-0m5mc320 55 5 " " `` cord-329856-0m5mc320 55 6 UK UK NNP cord-329856-0m5mc320 55 7 " " '' cord-329856-0m5mc320 55 8 , , , cord-329856-0m5mc320 55 9 " " `` cord-329856-0m5mc320 55 10 EU EU NNP cord-329856-0m5mc320 55 11 " " '' cord-329856-0m5mc320 55 12 , , , cord-329856-0m5mc320 55 13 " " `` cord-329856-0m5mc320 55 14 Asia Asia NNP cord-329856-0m5mc320 55 15 " " '' cord-329856-0m5mc320 55 16 , , , cord-329856-0m5mc320 55 17 " " `` cord-329856-0m5mc320 55 18 MdlEst MdlEst NNP cord-329856-0m5mc320 55 19 " " '' cord-329856-0m5mc320 55 20 and and CC cord-329856-0m5mc320 55 21 " " `` cord-329856-0m5mc320 55 22 Other other JJ cord-329856-0m5mc320 55 23 " " '' cord-329856-0m5mc320 55 24 groups group NNS cord-329856-0m5mc320 55 25 . . . cord-329856-0m5mc320 56 1 The the DT cord-329856-0m5mc320 56 2 final final JJ cord-329856-0m5mc320 56 3 number number NN cord-329856-0m5mc320 56 4 of of IN cord-329856-0m5mc320 56 5 patients patient NNS cord-329856-0m5mc320 56 6 in in IN cord-329856-0m5mc320 56 7 this this DT cord-329856-0m5mc320 56 8 study study NN cord-329856-0m5mc320 56 9 within within IN cord-329856-0m5mc320 56 10 each each DT cord-329856-0m5mc320 56 11 category category NN cord-329856-0m5mc320 56 12 with with IN cord-329856-0m5mc320 56 13 clear clear JJ cord-329856-0m5mc320 56 14 age age NN cord-329856-0m5mc320 56 15 annotation annotation NN cord-329856-0m5mc320 56 16 data datum NNS cord-329856-0m5mc320 56 17 is be VBZ cord-329856-0m5mc320 56 18 as as IN cord-329856-0m5mc320 56 19 shown show VBN cord-329856-0m5mc320 56 20 in in IN cord-329856-0m5mc320 56 21 Figure figure NN cord-329856-0m5mc320 56 22 1 1 CD cord-329856-0m5mc320 56 23 . . . cord-329856-0m5mc320 57 1 In in IN cord-329856-0m5mc320 57 2 many many JJ cord-329856-0m5mc320 57 3 but but CC cord-329856-0m5mc320 57 4 not not RB cord-329856-0m5mc320 57 5 all all DT cord-329856-0m5mc320 57 6 of of IN cord-329856-0m5mc320 57 7 the the DT cord-329856-0m5mc320 57 8 cases case NNS cord-329856-0m5mc320 57 9 , , , cord-329856-0m5mc320 57 10 age age NN cord-329856-0m5mc320 57 11 of of IN cord-329856-0m5mc320 57 12 the the DT cord-329856-0m5mc320 57 13 patient patient NN cord-329856-0m5mc320 57 14 has have VBZ cord-329856-0m5mc320 57 15 been be VBN cord-329856-0m5mc320 57 16 provided provide VBN cord-329856-0m5mc320 57 17 in in IN cord-329856-0m5mc320 57 18 the the DT cord-329856-0m5mc320 57 19 JSON JSON NNP cord-329856-0m5mc320 57 20 : : : cord-329856-0m5mc320 57 21 API api NN cord-329856-0m5mc320 57 22 source source NN cord-329856-0m5mc320 57 23 file file NN cord-329856-0m5mc320 57 24 of of IN cord-329856-0m5mc320 57 25 covid19india.org covid19india.org NN cord-329856-0m5mc320 57 26 in in IN cord-329856-0m5mc320 57 27 the the DT cord-329856-0m5mc320 57 28 attribute attribute NN cord-329856-0m5mc320 57 29 type type NN cord-329856-0m5mc320 57 30 " " `` cord-329856-0m5mc320 57 31 agebracket agebracket NN cord-329856-0m5mc320 57 32 " " '' cord-329856-0m5mc320 57 33 and and CC cord-329856-0m5mc320 57 34 the the DT cord-329856-0m5mc320 57 35 same same JJ cord-329856-0m5mc320 57 36 has have VBZ cord-329856-0m5mc320 57 37 been be VBN cord-329856-0m5mc320 57 38 used use VBN cord-329856-0m5mc320 57 39 for for IN cord-329856-0m5mc320 57 40 the the DT cord-329856-0m5mc320 57 41 purpose purpose NN cord-329856-0m5mc320 57 42 of of IN cord-329856-0m5mc320 57 43 this this DT cord-329856-0m5mc320 57 44 study study NN cord-329856-0m5mc320 57 45 . . . cord-329856-0m5mc320 58 1 Within within IN cord-329856-0m5mc320 58 2 each each DT cord-329856-0m5mc320 58 3 of of IN cord-329856-0m5mc320 58 4 the the DT cord-329856-0m5mc320 58 5 six six CD cord-329856-0m5mc320 58 6 patient patient JJ cord-329856-0m5mc320 58 7 groups group NNS cord-329856-0m5mc320 58 8 , , , cord-329856-0m5mc320 58 9 defined define VBN cord-329856-0m5mc320 58 10 above above RB cord-329856-0m5mc320 58 11 , , , cord-329856-0m5mc320 58 12 the the DT cord-329856-0m5mc320 58 13 patient patient NN cord-329856-0m5mc320 58 14 age age NN cord-329856-0m5mc320 58 15 from from IN cord-329856-0m5mc320 58 16 this this DT cord-329856-0m5mc320 58 17 attribute attribute NN cord-329856-0m5mc320 58 18 has have VBZ cord-329856-0m5mc320 58 19 been be VBN cord-329856-0m5mc320 58 20 used use VBN cord-329856-0m5mc320 58 21 as as IN cord-329856-0m5mc320 58 22 a a DT cord-329856-0m5mc320 58 23 raw raw JJ cord-329856-0m5mc320 58 24 value value NN cord-329856-0m5mc320 58 25 for for IN cord-329856-0m5mc320 58 26 conducting conduct VBG cord-329856-0m5mc320 58 27 statistical statistical JJ cord-329856-0m5mc320 58 28 tests test NNS cord-329856-0m5mc320 58 29 of of IN cord-329856-0m5mc320 58 30 significant significant JJ cord-329856-0m5mc320 58 31 difference difference NN cord-329856-0m5mc320 58 32 using use VBG cord-329856-0m5mc320 58 33 Student Student NNP cord-329856-0m5mc320 58 34 's 's POS cord-329856-0m5mc320 58 35 t t NN cord-329856-0m5mc320 58 36 - - HYPH cord-329856-0m5mc320 58 37 test test NN cord-329856-0m5mc320 58 38 in in IN cord-329856-0m5mc320 58 39 the the DT cord-329856-0m5mc320 58 40 R r NN cord-329856-0m5mc320 58 41 programing programing NN cord-329856-0m5mc320 58 42 language language NN cord-329856-0m5mc320 58 43 [ [ -LRB- cord-329856-0m5mc320 58 44 13 13 CD cord-329856-0m5mc320 58 45 ] ] -RRB- cord-329856-0m5mc320 58 46 . . . cord-329856-0m5mc320 59 1 Further further RB cord-329856-0m5mc320 59 2 , , , cord-329856-0m5mc320 59 3 the the DT cord-329856-0m5mc320 59 4 raw raw JJ cord-329856-0m5mc320 59 5 age age NN cord-329856-0m5mc320 59 6 values value NNS cord-329856-0m5mc320 59 7 were be VBD cord-329856-0m5mc320 59 8 converted convert VBN cord-329856-0m5mc320 59 9 to to IN cord-329856-0m5mc320 59 10 their -PRON- PRP$ cord-329856-0m5mc320 59 11 relative relative JJ cord-329856-0m5mc320 59 12 frequency frequency NN cord-329856-0m5mc320 59 13 histograms histogram NNS cord-329856-0m5mc320 59 14 by by IN cord-329856-0m5mc320 59 15 computing compute VBG cord-329856-0m5mc320 59 16 the the DT cord-329856-0m5mc320 59 17 percentage percentage NN cord-329856-0m5mc320 59 18 of of IN cord-329856-0m5mc320 59 19 patients patient NNS cord-329856-0m5mc320 59 20 from from IN cord-329856-0m5mc320 59 21 within within IN cord-329856-0m5mc320 59 22 that that DT cord-329856-0m5mc320 59 23 group group NN cord-329856-0m5mc320 59 24 that that WDT cord-329856-0m5mc320 59 25 fell fall VBD cord-329856-0m5mc320 59 26 within within IN cord-329856-0m5mc320 59 27 the the DT cord-329856-0m5mc320 59 28 10-year 10-year CD cord-329856-0m5mc320 59 29 class class NN cord-329856-0m5mc320 59 30 interval interval NN cord-329856-0m5mc320 59 31 of of IN cord-329856-0m5mc320 59 32 eight eight CD cord-329856-0m5mc320 59 33 age age NN cord-329856-0m5mc320 59 34 groups group NNS cord-329856-0m5mc320 59 35 from from IN cord-329856-0m5mc320 59 36 0 0 CD cord-329856-0m5mc320 59 37 to to IN cord-329856-0m5mc320 59 38 80 80 CD cord-329856-0m5mc320 59 39 years year NNS cord-329856-0m5mc320 59 40 range range VBP cord-329856-0m5mc320 59 41 . . . cord-329856-0m5mc320 60 1 These these DT cord-329856-0m5mc320 60 2 relative relative JJ cord-329856-0m5mc320 60 3 frequency frequency NN cord-329856-0m5mc320 60 4 histograms histogram NNS cord-329856-0m5mc320 60 5 are be VBP cord-329856-0m5mc320 60 6 used use VBN cord-329856-0m5mc320 60 7 as as IN cord-329856-0m5mc320 60 8 group group NN cord-329856-0m5mc320 60 9 representative representative NN cord-329856-0m5mc320 60 10 features feature VBZ cord-329856-0m5mc320 60 11 for for IN cord-329856-0m5mc320 60 12 clustering cluster VBG cord-329856-0m5mc320 60 13 these these DT cord-329856-0m5mc320 60 14 groups group NNS cord-329856-0m5mc320 60 15 and and CC cord-329856-0m5mc320 60 16 making make VBG cord-329856-0m5mc320 60 17 predictions prediction NNS cord-329856-0m5mc320 60 18 of of IN cord-329856-0m5mc320 60 19 patient patient JJ cord-329856-0m5mc320 60 20 group group NN cord-329856-0m5mc320 60 21 label label NN cord-329856-0m5mc320 60 22 from from IN cord-329856-0m5mc320 60 23 a a DT cord-329856-0m5mc320 60 24 randomly randomly RB cord-329856-0m5mc320 60 25 sampled sample VBN cord-329856-0m5mc320 60 26 population population NN cord-329856-0m5mc320 60 27 ( ( -LRB- cord-329856-0m5mc320 60 28 see see VB cord-329856-0m5mc320 60 29 below below RB cord-329856-0m5mc320 60 30 ) ) -RRB- cord-329856-0m5mc320 60 31 . . . cord-329856-0m5mc320 61 1 In in IN cord-329856-0m5mc320 61 2 order order NN cord-329856-0m5mc320 61 3 to to TO cord-329856-0m5mc320 61 4 estimate estimate VB cord-329856-0m5mc320 61 5 the the DT cord-329856-0m5mc320 61 6 similarity similarity NN cord-329856-0m5mc320 61 7 between between IN cord-329856-0m5mc320 61 8 the the DT cord-329856-0m5mc320 61 9 six six CD cord-329856-0m5mc320 61 10 patient patient JJ cord-329856-0m5mc320 61 11 groups group NNS cord-329856-0m5mc320 61 12 defined define VBN cord-329856-0m5mc320 61 13 above above RB cord-329856-0m5mc320 61 14 , , , cord-329856-0m5mc320 61 15 a a DT cord-329856-0m5mc320 61 16 hierarchical hierarchical JJ cord-329856-0m5mc320 61 17 clustering clustering NN cord-329856-0m5mc320 61 18 using use VBG cord-329856-0m5mc320 61 19 the the DT cord-329856-0m5mc320 61 20 " " `` cord-329856-0m5mc320 61 21 Heatmap Heatmap NNP cord-329856-0m5mc320 61 22 " " '' cord-329856-0m5mc320 61 23 function function NN cord-329856-0m5mc320 61 24 of of IN cord-329856-0m5mc320 61 25 R r NN cord-329856-0m5mc320 61 26 language language NN cord-329856-0m5mc320 61 27 was be VBD cord-329856-0m5mc320 61 28 used use VBN cord-329856-0m5mc320 61 29 . . . cord-329856-0m5mc320 62 1 Two two CD cord-329856-0m5mc320 62 2 clustering clustering NN cord-329856-0m5mc320 62 3 approaches approach NNS cord-329856-0m5mc320 62 4 were be VBD cord-329856-0m5mc320 62 5 used use VBN cord-329856-0m5mc320 62 6 to to TO cord-329856-0m5mc320 62 7 evaluate evaluate VB cord-329856-0m5mc320 62 8 if if IN cord-329856-0m5mc320 62 9 they -PRON- PRP cord-329856-0m5mc320 62 10 both both DT cord-329856-0m5mc320 62 11 produce produce VBP cord-329856-0m5mc320 62 12 similar similar JJ cord-329856-0m5mc320 62 13 outcomes outcome NNS cord-329856-0m5mc320 62 14 . . . cord-329856-0m5mc320 63 1 In in IN cord-329856-0m5mc320 63 2 the the DT cord-329856-0m5mc320 63 3 first first JJ cord-329856-0m5mc320 63 4 approach approach NN cord-329856-0m5mc320 63 5 the the DT cord-329856-0m5mc320 63 6 bin bin JJ cord-329856-0m5mc320 63 7 - - JJ cord-329856-0m5mc320 63 8 wise wise JJ cord-329856-0m5mc320 63 9 population population NN cord-329856-0m5mc320 63 10 densities density NNS cord-329856-0m5mc320 63 11 defined define VBN cord-329856-0m5mc320 63 12 from from IN cord-329856-0m5mc320 63 13 their -PRON- PRP$ cord-329856-0m5mc320 63 14 histograms histogram NNS cord-329856-0m5mc320 63 15 were be VBD cord-329856-0m5mc320 63 16 used use VBN cord-329856-0m5mc320 63 17 to to TO cord-329856-0m5mc320 63 18 represent represent VB cord-329856-0m5mc320 63 19 each each DT cord-329856-0m5mc320 63 20 patient patient JJ cord-329856-0m5mc320 63 21 group group NN cord-329856-0m5mc320 63 22 and and CC cord-329856-0m5mc320 63 23 an an DT cord-329856-0m5mc320 63 24 average average JJ cord-329856-0m5mc320 63 25 linkage linkage NN cord-329856-0m5mc320 63 26 clustering clustering NN cord-329856-0m5mc320 63 27 was be VBD cord-329856-0m5mc320 63 28 performed perform VBN cord-329856-0m5mc320 63 29 . . . cord-329856-0m5mc320 64 1 Next next RB cord-329856-0m5mc320 64 2 , , , cord-329856-0m5mc320 64 3 the the DT cord-329856-0m5mc320 64 4 all all RB cord-329856-0m5mc320 64 5 - - HYPH cord-329856-0m5mc320 64 6 against against IN cord-329856-0m5mc320 64 7 - - HYPH cord-329856-0m5mc320 64 8 all all DT cord-329856-0m5mc320 64 9 pair pair VB cord-329856-0m5mc320 64 10 - - HYPH cord-329856-0m5mc320 64 11 wise wise JJ cord-329856-0m5mc320 64 12 Pearson Pearson NNP cord-329856-0m5mc320 64 13 correlations correlation NNS cord-329856-0m5mc320 64 14 between between IN cord-329856-0m5mc320 64 15 patient patient JJ cord-329856-0m5mc320 64 16 groups group NNS cord-329856-0m5mc320 64 17 were be VBD cord-329856-0m5mc320 64 18 calculated calculate VBN cord-329856-0m5mc320 64 19 from from IN cord-329856-0m5mc320 64 20 the the DT cord-329856-0m5mc320 64 21 bin bin JJ cord-329856-0m5mc320 64 22 - - JJ cord-329856-0m5mc320 64 23 wise wise JJ cord-329856-0m5mc320 64 24 population population NN cord-329856-0m5mc320 64 25 density density NN cord-329856-0m5mc320 64 26 and and CC cord-329856-0m5mc320 64 27 then then RB cord-329856-0m5mc320 64 28 the the DT cord-329856-0m5mc320 64 29 clustering clustering NN cord-329856-0m5mc320 64 30 over over IN cord-329856-0m5mc320 64 31 rows row NNS cord-329856-0m5mc320 64 32 of of IN cord-329856-0m5mc320 64 33 this this DT cord-329856-0m5mc320 64 34 pairwise pairwise JJ cord-329856-0m5mc320 64 35 matrix matrix NN cord-329856-0m5mc320 64 36 was be VBD cord-329856-0m5mc320 64 37 carried carry VBN cord-329856-0m5mc320 64 38 out out RP cord-329856-0m5mc320 64 39 . . . cord-329856-0m5mc320 65 1 Some some DT cord-329856-0m5mc320 65 2 of of IN cord-329856-0m5mc320 65 3 the the DT cord-329856-0m5mc320 65 4 patient patient JJ cord-329856-0m5mc320 65 5 groups group NNS cord-329856-0m5mc320 65 6 are be VBP cord-329856-0m5mc320 65 7 expected expect VBN cord-329856-0m5mc320 65 8 to to TO cord-329856-0m5mc320 65 9 be be VB cord-329856-0m5mc320 65 10 more more RBR cord-329856-0m5mc320 65 11 similar similar JJ cord-329856-0m5mc320 65 12 than than IN cord-329856-0m5mc320 65 13 others other NNS cord-329856-0m5mc320 65 14 and and CC cord-329856-0m5mc320 65 15 such such JJ cord-329856-0m5mc320 65 16 patient patient NN cord-329856-0m5mc320 65 17 group group NN cord-329856-0m5mc320 65 18 clusters cluster NNS cord-329856-0m5mc320 65 19 are be VBP cord-329856-0m5mc320 65 20 explored explore VBN cord-329856-0m5mc320 65 21 from from IN cord-329856-0m5mc320 65 22 these these DT cord-329856-0m5mc320 65 23 two two CD cord-329856-0m5mc320 65 24 clustering clustering NN cord-329856-0m5mc320 65 25 patterns pattern NNS cord-329856-0m5mc320 65 26 . . . cord-329856-0m5mc320 66 1 Recovery recovery NN cord-329856-0m5mc320 66 2 rate rate NN cord-329856-0m5mc320 66 3 within within IN cord-329856-0m5mc320 66 4 each each DT cord-329856-0m5mc320 66 5 group group NN cord-329856-0m5mc320 66 6 of of IN cord-329856-0m5mc320 66 7 patients patient NNS cord-329856-0m5mc320 66 8 has have VBZ cord-329856-0m5mc320 66 9 been be VBN cord-329856-0m5mc320 66 10 defined define VBN cord-329856-0m5mc320 66 11 from from IN cord-329856-0m5mc320 66 12 within within IN cord-329856-0m5mc320 66 13 the the DT cord-329856-0m5mc320 66 14 closed closed JJ cord-329856-0m5mc320 66 15 number number NN cord-329856-0m5mc320 66 16 of of IN cord-329856-0m5mc320 66 17 cases case NNS cord-329856-0m5mc320 66 18 and and CC cord-329856-0m5mc320 66 19 includes include VBZ cord-329856-0m5mc320 66 20 fewer few JJR cord-329856-0m5mc320 66 21 instances instance NNS cord-329856-0m5mc320 66 22 than than IN cord-329856-0m5mc320 66 23 the the DT cord-329856-0m5mc320 66 24 overall overall JJ cord-329856-0m5mc320 66 25 number number NN cord-329856-0m5mc320 66 26 of of IN cord-329856-0m5mc320 66 27 patients patient NNS cord-329856-0m5mc320 66 28 because because IN cord-329856-0m5mc320 66 29 many many JJ cord-329856-0m5mc320 66 30 cases case NNS cord-329856-0m5mc320 66 31 were be VBD cord-329856-0m5mc320 66 32 still still RB cord-329856-0m5mc320 66 33 not not RB cord-329856-0m5mc320 66 34 closed closed JJ cord-329856-0m5mc320 66 35 . . . cord-329856-0m5mc320 67 1 Thus thus RB cord-329856-0m5mc320 67 2 , , , cord-329856-0m5mc320 67 3 the the DT cord-329856-0m5mc320 67 4 fatality fatality NN cord-329856-0m5mc320 67 5 rate rate NN cord-329856-0m5mc320 67 6 is be VBZ cord-329856-0m5mc320 67 7 defined define VBN cord-329856-0m5mc320 67 8 as as IN cord-329856-0m5mc320 67 9 the the DT cord-329856-0m5mc320 67 10 number number NN cord-329856-0m5mc320 67 11 of of IN cord-329856-0m5mc320 67 12 deceased deceased JJ cord-329856-0m5mc320 67 13 patients patient NNS cord-329856-0m5mc320 67 14 within within IN cord-329856-0m5mc320 67 15 the the DT cord-329856-0m5mc320 67 16 patient patient NN cord-329856-0m5mc320 67 17 group group NN cord-329856-0m5mc320 67 18 relative relative JJ cord-329856-0m5mc320 67 19 to to IN cord-329856-0m5mc320 67 20 the the DT cord-329856-0m5mc320 67 21 total total JJ cord-329856-0m5mc320 67 22 number number NN cord-329856-0m5mc320 67 23 of of IN cord-329856-0m5mc320 67 24 closed closed JJ cord-329856-0m5mc320 67 25 cases case NNS cord-329856-0m5mc320 67 26 in in IN cord-329856-0m5mc320 67 27 that that DT cord-329856-0m5mc320 67 28 category category NN cord-329856-0m5mc320 67 29 . . . cord-329856-0m5mc320 68 1 An an DT cord-329856-0m5mc320 68 2 additional additional JJ cord-329856-0m5mc320 68 3 parameter parameter NN cord-329856-0m5mc320 68 4 of of IN cord-329856-0m5mc320 68 5 recovery recovery NN cord-329856-0m5mc320 68 6 index index NN cord-329856-0m5mc320 68 7 was be VBD cord-329856-0m5mc320 68 8 defined define VBN cord-329856-0m5mc320 68 9 to to TO cord-329856-0m5mc320 68 10 estimate estimate VB cord-329856-0m5mc320 68 11 survival survival NN cord-329856-0m5mc320 68 12 probability probability NN cord-329856-0m5mc320 68 13 within within IN cord-329856-0m5mc320 68 14 each each DT cord-329856-0m5mc320 68 15 patient patient JJ cord-329856-0m5mc320 68 16 group group NN cord-329856-0m5mc320 68 17 as as IN cord-329856-0m5mc320 68 18 follows follow VBZ cord-329856-0m5mc320 68 19 : : : cord-329856-0m5mc320 68 20 where where WRB cord-329856-0m5mc320 68 21 Nr Nr NNP cord-329856-0m5mc320 68 22 and and CC cord-329856-0m5mc320 68 23 Nd Nd NNP cord-329856-0m5mc320 68 24 are be VBP cord-329856-0m5mc320 68 25 the the DT cord-329856-0m5mc320 68 26 numbers number NNS cord-329856-0m5mc320 68 27 of of IN cord-329856-0m5mc320 68 28 patients patient NNS cord-329856-0m5mc320 68 29 recovered recover VBN cord-329856-0m5mc320 68 30 and and CC cord-329856-0m5mc320 68 31 deceased deceased JJ cord-329856-0m5mc320 68 32 , , , cord-329856-0m5mc320 68 33 respectively respectively RB cord-329856-0m5mc320 68 34 . . . cord-329856-0m5mc320 69 1 This this DT cord-329856-0m5mc320 69 2 work work NN cord-329856-0m5mc320 69 3 aims aim VBZ cord-329856-0m5mc320 69 4 to to TO cord-329856-0m5mc320 69 5 establish establish VB cord-329856-0m5mc320 69 6 a a DT cord-329856-0m5mc320 69 7 framework framework NN cord-329856-0m5mc320 69 8 in in IN cord-329856-0m5mc320 69 9 which which WDT cord-329856-0m5mc320 69 10 a a DT cord-329856-0m5mc320 69 11 new new JJ cord-329856-0m5mc320 69 12 group group NN cord-329856-0m5mc320 69 13 of of IN cord-329856-0m5mc320 69 14 patients patient NNS cord-329856-0m5mc320 69 15 such such JJ cord-329856-0m5mc320 69 16 as as IN cord-329856-0m5mc320 69 17 a a DT cord-329856-0m5mc320 69 18 community community NN cord-329856-0m5mc320 69 19 or or CC cord-329856-0m5mc320 69 20 village village NN cord-329856-0m5mc320 69 21 can can MD cord-329856-0m5mc320 69 22 be be VB cord-329856-0m5mc320 69 23 assigned assign VBN cord-329856-0m5mc320 69 24 to to IN cord-329856-0m5mc320 69 25 one one CD cord-329856-0m5mc320 69 26 of of IN cord-329856-0m5mc320 69 27 the the DT cord-329856-0m5mc320 69 28 six six CD cord-329856-0m5mc320 69 29 patient patient JJ cord-329856-0m5mc320 69 30 groups group NNS cord-329856-0m5mc320 69 31 defined define VBN cord-329856-0m5mc320 69 32 above above RB cord-329856-0m5mc320 69 33 , , , cord-329856-0m5mc320 69 34 so so IN cord-329856-0m5mc320 69 35 that that IN cord-329856-0m5mc320 69 36 treatment treatment NN cord-329856-0m5mc320 69 37 strategies strategy NNS cord-329856-0m5mc320 69 38 may may MD cord-329856-0m5mc320 69 39 be be VB cord-329856-0m5mc320 69 40 optimized optimize VBN cord-329856-0m5mc320 69 41 for for IN cord-329856-0m5mc320 69 42 that that DT cord-329856-0m5mc320 69 43 group group NN cord-329856-0m5mc320 69 44 . . . cord-329856-0m5mc320 70 1 However however RB cord-329856-0m5mc320 70 2 , , , cord-329856-0m5mc320 70 3 since since IN cord-329856-0m5mc320 70 4 we -PRON- PRP cord-329856-0m5mc320 70 5 only only RB cord-329856-0m5mc320 70 6 have have VBP cord-329856-0m5mc320 70 7 one one CD cord-329856-0m5mc320 70 8 population population NN cord-329856-0m5mc320 70 9 in in IN cord-329856-0m5mc320 70 10 each each DT cord-329856-0m5mc320 70 11 group group NN cord-329856-0m5mc320 70 12 ; ; : cord-329856-0m5mc320 70 13 we -PRON- PRP cord-329856-0m5mc320 70 14 can can MD cord-329856-0m5mc320 70 15 not not RB cord-329856-0m5mc320 70 16 develop develop VB cord-329856-0m5mc320 70 17 a a DT cord-329856-0m5mc320 70 18 model model NN cord-329856-0m5mc320 70 19 with with IN cord-329856-0m5mc320 70 20 pre pre JJ cord-329856-0m5mc320 70 21 - - JJ cord-329856-0m5mc320 70 22 estimated estimated JJ cord-329856-0m5mc320 70 23 confidence confidence NN cord-329856-0m5mc320 70 24 of of IN cord-329856-0m5mc320 70 25 its -PRON- PRP$ cord-329856-0m5mc320 70 26 predictability predictability NN cord-329856-0m5mc320 70 27 . . . cord-329856-0m5mc320 71 1 To to TO cord-329856-0m5mc320 71 2 overcome overcome VB cord-329856-0m5mc320 71 3 this this DT cord-329856-0m5mc320 71 4 problem problem NN cord-329856-0m5mc320 71 5 , , , cord-329856-0m5mc320 71 6 an an DT cord-329856-0m5mc320 71 7 approximate approximate JJ cord-329856-0m5mc320 71 8 approach approach NN cord-329856-0m5mc320 71 9 of of IN cord-329856-0m5mc320 71 10 creating create VBG cord-329856-0m5mc320 71 11 multiple multiple JJ cord-329856-0m5mc320 71 12 samples sample NNS cord-329856-0m5mc320 71 13 of of IN cord-329856-0m5mc320 71 14 populations population NNS cord-329856-0m5mc320 71 15 were be VBD cord-329856-0m5mc320 71 16 created create VBN cord-329856-0m5mc320 71 17 wherein wherein WRB cord-329856-0m5mc320 71 18 fifty fifty CD cord-329856-0m5mc320 71 19 instances instance NNS cord-329856-0m5mc320 71 20 of of IN cord-329856-0m5mc320 71 21 patients patient NNS cord-329856-0m5mc320 71 22 were be VBD cord-329856-0m5mc320 71 23 created create VBN cord-329856-0m5mc320 71 24 from from IN cord-329856-0m5mc320 71 25 the the DT cord-329856-0m5mc320 71 26 already already RB cord-329856-0m5mc320 71 27 labeled label VBN cord-329856-0m5mc320 71 28 patient patient JJ cord-329856-0m5mc320 71 29 groups group NNS cord-329856-0m5mc320 71 30 to to TO cord-329856-0m5mc320 71 31 create create VB cord-329856-0m5mc320 71 32 one one CD cord-329856-0m5mc320 71 33 population population NN cord-329856-0m5mc320 71 34 . . . cord-329856-0m5mc320 72 1 Subsequently subsequently RB cord-329856-0m5mc320 72 2 , , , cord-329856-0m5mc320 72 3 fifty fifty CD cord-329856-0m5mc320 72 4 training training NN cord-329856-0m5mc320 72 5 and and CC cord-329856-0m5mc320 72 6 fifty fifty CD cord-329856-0m5mc320 72 7 test test NN cord-329856-0m5mc320 72 8 sets set NNS cord-329856-0m5mc320 72 9 of of IN cord-329856-0m5mc320 72 10 population population NN cord-329856-0m5mc320 72 11 from from IN cord-329856-0m5mc320 72 12 each each DT cord-329856-0m5mc320 72 13 of of IN cord-329856-0m5mc320 72 14 the the DT cord-329856-0m5mc320 72 15 six six CD cord-329856-0m5mc320 72 16 groups group NNS cord-329856-0m5mc320 72 17 were be VBD cord-329856-0m5mc320 72 18 created create VBN cord-329856-0m5mc320 72 19 and and CC cord-329856-0m5mc320 72 20 represented represent VBN cord-329856-0m5mc320 72 21 by by IN cord-329856-0m5mc320 72 22 the the DT cord-329856-0m5mc320 72 23 histograms histogram NNS cord-329856-0m5mc320 72 24 of of IN cord-329856-0m5mc320 72 25 the the DT cord-329856-0m5mc320 72 26 sampled sample VBN cord-329856-0m5mc320 72 27 populations population NNS cord-329856-0m5mc320 72 28 . . . cord-329856-0m5mc320 73 1 For for IN cord-329856-0m5mc320 73 2 each each DT cord-329856-0m5mc320 73 3 of of IN cord-329856-0m5mc320 73 4 the the DT cord-329856-0m5mc320 73 5 six six CD cord-329856-0m5mc320 73 6 patient patient JJ cord-329856-0m5mc320 73 7 groups group NNS cord-329856-0m5mc320 73 8 , , , cord-329856-0m5mc320 73 9 positive positive JJ cord-329856-0m5mc320 73 10 class class NN cord-329856-0m5mc320 73 11 data datum NNS cord-329856-0m5mc320 73 12 corresponded correspond VBD cord-329856-0m5mc320 73 13 to to IN cord-329856-0m5mc320 73 14 fifty fifty CD cord-329856-0m5mc320 73 15 training training NN cord-329856-0m5mc320 73 16 and and CC cord-329856-0m5mc320 73 17 fifty fifty CD cord-329856-0m5mc320 73 18 test test NN cord-329856-0m5mc320 73 19 examples example NNS cord-329856-0m5mc320 73 20 . . . cord-329856-0m5mc320 74 1 An an DT cord-329856-0m5mc320 74 2 equal equal JJ cord-329856-0m5mc320 74 3 number number NN cord-329856-0m5mc320 74 4 of of IN cord-329856-0m5mc320 74 5 negative negative JJ cord-329856-0m5mc320 74 6 population population NN cord-329856-0m5mc320 74 7 instances instance NNS cord-329856-0m5mc320 74 8 were be VBD cord-329856-0m5mc320 74 9 taken take VBN cord-329856-0m5mc320 74 10 from from IN cord-329856-0m5mc320 74 11 remaining remain VBG cord-329856-0m5mc320 74 12 groups group NNS cord-329856-0m5mc320 74 13 . . . cord-329856-0m5mc320 75 1 A a DT cord-329856-0m5mc320 75 2 multiple multiple JJ cord-329856-0m5mc320 75 3 linear linear JJ cord-329856-0m5mc320 75 4 regression regression NN cord-329856-0m5mc320 75 5 model model NN cord-329856-0m5mc320 75 6 was be VBD cord-329856-0m5mc320 75 7 trained train VBN cord-329856-0m5mc320 75 8 over over IN cord-329856-0m5mc320 75 9 a a DT cord-329856-0m5mc320 75 10 set set NN cord-329856-0m5mc320 75 11 of of IN cord-329856-0m5mc320 75 12 corresponding correspond VBG cord-329856-0m5mc320 75 13 fifty fifty CD cord-329856-0m5mc320 75 14 positive positive JJ cord-329856-0m5mc320 75 15 plus plus CC cord-329856-0m5mc320 75 16 fifty fifty CD cord-329856-0m5mc320 75 17 negative negative JJ cord-329856-0m5mc320 75 18 training training NN cord-329856-0m5mc320 75 19 examples example NNS cord-329856-0m5mc320 75 20 and and CC cord-329856-0m5mc320 75 21 tested test VBN cord-329856-0m5mc320 75 22 on on IN cord-329856-0m5mc320 75 23 another another DT cord-329856-0m5mc320 75 24 set set NN cord-329856-0m5mc320 75 25 of of IN cord-329856-0m5mc320 75 26 one one CD cord-329856-0m5mc320 75 27 hundred hundred CD cord-329856-0m5mc320 75 28 ( ( -LRB- cord-329856-0m5mc320 75 29 fifty fifty CD cord-329856-0m5mc320 75 30 plus plus CC cord-329856-0m5mc320 75 31 fifty fifty CD cord-329856-0m5mc320 75 32 ) ) -RRB- cord-329856-0m5mc320 75 33 example example NN cord-329856-0m5mc320 75 34 populations population NNS cord-329856-0m5mc320 75 35 . . . cord-329856-0m5mc320 76 1 Performance performance NN cord-329856-0m5mc320 76 2 levels level NNS cord-329856-0m5mc320 76 3 of of IN cord-329856-0m5mc320 76 4 the the DT cord-329856-0m5mc320 76 5 training training NN cord-329856-0m5mc320 76 6 and and CC cord-329856-0m5mc320 76 7 the the DT cord-329856-0m5mc320 76 8 test test NN cord-329856-0m5mc320 76 9 data datum NNS cord-329856-0m5mc320 76 10 give give VBP cord-329856-0m5mc320 76 11 us -PRON- PRP cord-329856-0m5mc320 76 12 the the DT cord-329856-0m5mc320 76 13 approximate approximate JJ cord-329856-0m5mc320 76 14 confidence confidence NN cord-329856-0m5mc320 76 15 levels level NNS cord-329856-0m5mc320 76 16 at at IN cord-329856-0m5mc320 76 17 which which WDT cord-329856-0m5mc320 76 18 the the DT cord-329856-0m5mc320 76 19 group group NN cord-329856-0m5mc320 76 20 levels level NNS cord-329856-0m5mc320 76 21 can can MD cord-329856-0m5mc320 76 22 be be VB cord-329856-0m5mc320 76 23 estimated estimate VBN cord-329856-0m5mc320 76 24 for for IN cord-329856-0m5mc320 76 25 new new JJ cord-329856-0m5mc320 76 26 populations population NNS cord-329856-0m5mc320 76 27 . . . cord-329856-0m5mc320 77 1 For for IN cord-329856-0m5mc320 77 2 the the DT cord-329856-0m5mc320 77 3 six six CD cord-329856-0m5mc320 77 4 patient patient JJ cord-329856-0m5mc320 77 5 groups group NNS cord-329856-0m5mc320 77 6 , , , cord-329856-0m5mc320 77 7 separate separate JJ cord-329856-0m5mc320 77 8 prediction prediction NN cord-329856-0m5mc320 77 9 models model NNS cord-329856-0m5mc320 77 10 were be VBD cord-329856-0m5mc320 77 11 created create VBN cord-329856-0m5mc320 77 12 to to TO cord-329856-0m5mc320 77 13 assess assess VB cord-329856-0m5mc320 77 14 how how WRB cord-329856-0m5mc320 77 15 well well RB cord-329856-0m5mc320 77 16 a a DT cord-329856-0m5mc320 77 17 given give VBN cord-329856-0m5mc320 77 18 population population NN cord-329856-0m5mc320 77 19 from from IN cord-329856-0m5mc320 77 20 that that DT cord-329856-0m5mc320 77 21 patient patient JJ cord-329856-0m5mc320 77 22 group group NN cord-329856-0m5mc320 77 23 could could MD cord-329856-0m5mc320 77 24 be be VB cord-329856-0m5mc320 77 25 labeled label VBN cord-329856-0m5mc320 77 26 in in IN cord-329856-0m5mc320 77 27 contrast contrast NN cord-329856-0m5mc320 77 28 to to IN cord-329856-0m5mc320 77 29 other other JJ cord-329856-0m5mc320 77 30 populations population NNS cord-329856-0m5mc320 77 31 . . . cord-329856-0m5mc320 78 1 The the DT cord-329856-0m5mc320 78 2 predictive predictive JJ cord-329856-0m5mc320 78 3 model model NN cord-329856-0m5mc320 78 4 in in IN cord-329856-0m5mc320 78 5 all all DT cord-329856-0m5mc320 78 6 cases case NNS cord-329856-0m5mc320 78 7 for for IN cord-329856-0m5mc320 78 8 this this DT cord-329856-0m5mc320 78 9 work work NN cord-329856-0m5mc320 78 10 is be VBZ cord-329856-0m5mc320 78 11 a a DT cord-329856-0m5mc320 78 12 Multiple Multiple NNP cord-329856-0m5mc320 78 13 Linear linear JJ cord-329856-0m5mc320 78 14 regression regression NN cord-329856-0m5mc320 78 15 ( ( -LRB- cord-329856-0m5mc320 78 16 MLR MLR NNP cord-329856-0m5mc320 78 17 ) ) -RRB- cord-329856-0m5mc320 78 18 model model NN cord-329856-0m5mc320 78 19 , , , cord-329856-0m5mc320 78 20 implemented implement VBD cord-329856-0m5mc320 78 21 using use VBG cord-329856-0m5mc320 78 22 the the DT cord-329856-0m5mc320 78 23 lm lm NNP cord-329856-0m5mc320 78 24 function function NN cord-329856-0m5mc320 78 25 of of IN cord-329856-0m5mc320 78 26 the the DT cord-329856-0m5mc320 78 27 stat stat NN cord-329856-0m5mc320 78 28 package package NN cord-329856-0m5mc320 78 29 in in IN cord-329856-0m5mc320 78 30 R R NNP cord-329856-0m5mc320 78 31 [ [ -LRB- cord-329856-0m5mc320 78 32 14 14 CD cord-329856-0m5mc320 78 33 ] ] -RRB- cord-329856-0m5mc320 78 34 . . . cord-329856-0m5mc320 79 1 Essentially essentially RB cord-329856-0m5mc320 79 2 , , , cord-329856-0m5mc320 79 3 an an DT cord-329856-0m5mc320 79 4 MLR MLR NNP cord-329856-0m5mc320 79 5 fits fit VBZ cord-329856-0m5mc320 79 6 a a DT cord-329856-0m5mc320 79 7 linear linear JJ cord-329856-0m5mc320 79 8 equation equation NN cord-329856-0m5mc320 79 9 with with IN cord-329856-0m5mc320 79 10 histogram histogram NNP cord-329856-0m5mc320 79 11 bin bin NNP cord-329856-0m5mc320 79 12 frequencies frequency NNS cord-329856-0m5mc320 79 13 as as IN cord-329856-0m5mc320 79 14 the the DT cord-329856-0m5mc320 79 15 independent independent JJ cord-329856-0m5mc320 79 16 variable variable NN cord-329856-0m5mc320 79 17 , , , cord-329856-0m5mc320 79 18 and and CC cord-329856-0m5mc320 79 19 the the DT cord-329856-0m5mc320 79 20 class class NN cord-329856-0m5mc320 79 21 label label NN cord-329856-0m5mc320 79 22 of of IN cord-329856-0m5mc320 79 23 origin origin NN cord-329856-0m5mc320 79 24 of of IN cord-329856-0m5mc320 79 25 infection infection NN cord-329856-0m5mc320 79 26 as as IN cord-329856-0m5mc320 79 27 the the DT cord-329856-0m5mc320 79 28 dependent dependent JJ cord-329856-0m5mc320 79 29 variable variable NN cord-329856-0m5mc320 79 30 , , , cord-329856-0m5mc320 79 31 whereas whereas IN cord-329856-0m5mc320 79 32 the the DT cord-329856-0m5mc320 79 33 regression regression NN cord-329856-0m5mc320 79 34 coefficients coefficient NNS cord-329856-0m5mc320 79 35 are be VBP cord-329856-0m5mc320 79 36 determined determine VBN cord-329856-0m5mc320 79 37 during during IN cord-329856-0m5mc320 79 38 training training NN cord-329856-0m5mc320 79 39 so so IN cord-329856-0m5mc320 79 40 as as IN cord-329856-0m5mc320 79 41 to to TO cord-329856-0m5mc320 79 42 provide provide VB cord-329856-0m5mc320 79 43 best good JJS cord-329856-0m5mc320 79 44 classification classification NN cord-329856-0m5mc320 79 45 of of IN cord-329856-0m5mc320 79 46 the the DT cord-329856-0m5mc320 79 47 training training NN cord-329856-0m5mc320 79 48 data datum NNS cord-329856-0m5mc320 79 49 based base VBN cord-329856-0m5mc320 79 50 on on IN cord-329856-0m5mc320 79 51 known know VBN cord-329856-0m5mc320 79 52 class class NN cord-329856-0m5mc320 79 53 labels label NNS cord-329856-0m5mc320 79 54 of of IN cord-329856-0m5mc320 79 55 a a DT cord-329856-0m5mc320 79 56 population population NN cord-329856-0m5mc320 79 57 . . . cord-329856-0m5mc320 80 1 These these DT cord-329856-0m5mc320 80 2 regression regression NN cord-329856-0m5mc320 80 3 coefficients coefficient NNS cord-329856-0m5mc320 80 4 are be VBP cord-329856-0m5mc320 80 5 preserved preserve VBN cord-329856-0m5mc320 80 6 and and CC cord-329856-0m5mc320 80 7 the the DT cord-329856-0m5mc320 80 8 model model NN cord-329856-0m5mc320 80 9 's 's POS cord-329856-0m5mc320 80 10 performance performance NN cord-329856-0m5mc320 80 11 is be VBZ cord-329856-0m5mc320 80 12 tested test VBN cord-329856-0m5mc320 80 13 on on IN cord-329856-0m5mc320 80 14 new new JJ cord-329856-0m5mc320 80 15 sampled sample VBN cord-329856-0m5mc320 80 16 populations population NNS cord-329856-0m5mc320 80 17 using use VBG cord-329856-0m5mc320 80 18 these these DT cord-329856-0m5mc320 80 19 trained train VBN cord-329856-0m5mc320 80 20 parameters parameter NNS cord-329856-0m5mc320 80 21 . . . cord-329856-0m5mc320 81 1 Each each DT cord-329856-0m5mc320 81 2 trained train VBN cord-329856-0m5mc320 81 3 model model NN cord-329856-0m5mc320 81 4 performance performance NN cord-329856-0m5mc320 81 5 was be VBD cord-329856-0m5mc320 81 6 estimated estimate VBN cord-329856-0m5mc320 81 7 on on IN cord-329856-0m5mc320 81 8 independent independent JJ cord-329856-0m5mc320 81 9 data datum NNS cord-329856-0m5mc320 81 10 sets set NNS cord-329856-0m5mc320 81 11 generated generate VBN cord-329856-0m5mc320 81 12 from from IN cord-329856-0m5mc320 81 13 the the DT cord-329856-0m5mc320 81 14 same same JJ cord-329856-0m5mc320 81 15 populations population NNS cord-329856-0m5mc320 81 16 using use VBG cord-329856-0m5mc320 81 17 random random JJ cord-329856-0m5mc320 81 18 sampling sampling NN cord-329856-0m5mc320 81 19 as as IN cord-329856-0m5mc320 81 20 described describe VBN cord-329856-0m5mc320 81 21 above above RB cord-329856-0m5mc320 81 22 . . . cord-329856-0m5mc320 82 1 For for IN cord-329856-0m5mc320 82 2 each each DT cord-329856-0m5mc320 82 3 model model NN cord-329856-0m5mc320 82 4 , , , cord-329856-0m5mc320 82 5 the the DT cord-329856-0m5mc320 82 6 positive positive JJ cord-329856-0m5mc320 82 7 class class NN cord-329856-0m5mc320 82 8 refers refer VBZ cord-329856-0m5mc320 82 9 to to IN cord-329856-0m5mc320 82 10 sampled sample VBN cord-329856-0m5mc320 82 11 populations population NNS cord-329856-0m5mc320 82 12 from from IN cord-329856-0m5mc320 82 13 one one CD cord-329856-0m5mc320 82 14 specific specific JJ cord-329856-0m5mc320 82 15 patient patient NN cord-329856-0m5mc320 82 16 group group NN cord-329856-0m5mc320 82 17 and and CC cord-329856-0m5mc320 82 18 the the DT cord-329856-0m5mc320 82 19 negative negative JJ cord-329856-0m5mc320 82 20 class class NN cord-329856-0m5mc320 82 21 refers refer VBZ cord-329856-0m5mc320 82 22 to to IN cord-329856-0m5mc320 82 23 all all DT cord-329856-0m5mc320 82 24 other other JJ cord-329856-0m5mc320 82 25 sampled sample VBN cord-329856-0m5mc320 82 26 populations population NNS cord-329856-0m5mc320 82 27 . . . cord-329856-0m5mc320 83 1 Binary binary JJ cord-329856-0m5mc320 83 2 class class NN cord-329856-0m5mc320 83 3 labels label NNS cord-329856-0m5mc320 83 4 in in IN cord-329856-0m5mc320 83 5 this this DT cord-329856-0m5mc320 83 6 way way NN cord-329856-0m5mc320 83 7 are be VBP cord-329856-0m5mc320 83 8 estimated estimate VBN cord-329856-0m5mc320 83 9 using use VBG cord-329856-0m5mc320 83 10 multiple multiple JJ cord-329856-0m5mc320 83 11 linear linear JJ cord-329856-0m5mc320 83 12 regression regression NN cord-329856-0m5mc320 83 13 using use VBG cord-329856-0m5mc320 83 14 training/ training/ WRB cord-329856-0m5mc320 83 15 testing testing NN cord-329856-0m5mc320 83 16 protocols protocol NNS cord-329856-0m5mc320 83 17 . . . cord-329856-0m5mc320 84 1 The the DT cord-329856-0m5mc320 84 2 prediction prediction NN cord-329856-0m5mc320 84 3 performances performance NNS cord-329856-0m5mc320 84 4 are be VBP cord-329856-0m5mc320 84 5 estimated estimate VBN cord-329856-0m5mc320 84 6 first first RB cord-329856-0m5mc320 84 7 by by IN cord-329856-0m5mc320 84 8 taking take VBG cord-329856-0m5mc320 84 9 the the DT cord-329856-0m5mc320 84 10 Pearson Pearson NNP cord-329856-0m5mc320 84 11 correlation correlation NN cord-329856-0m5mc320 84 12 between between IN cord-329856-0m5mc320 84 13 binary binary JJ cord-329856-0m5mc320 84 14 class class NN cord-329856-0m5mc320 84 15 labels label NNS cord-329856-0m5mc320 84 16 and and CC cord-329856-0m5mc320 84 17 regression regression NN cord-329856-0m5mc320 84 18 values value NNS cord-329856-0m5mc320 84 19 produced produce VBN cord-329856-0m5mc320 84 20 by by IN cord-329856-0m5mc320 84 21 trained train VBN cord-329856-0m5mc320 84 22 MLR MLR NNP cord-329856-0m5mc320 84 23 . . . cord-329856-0m5mc320 85 1 In in IN cord-329856-0m5mc320 85 2 the the DT cord-329856-0m5mc320 85 3 same same JJ cord-329856-0m5mc320 85 4 way way NN cord-329856-0m5mc320 85 5 , , , cord-329856-0m5mc320 85 6 Area area NN cord-329856-0m5mc320 85 7 Under under IN cord-329856-0m5mc320 85 8 the the DT cord-329856-0m5mc320 85 9 Curve curve NN cord-329856-0m5mc320 85 10 ( ( -LRB- cord-329856-0m5mc320 85 11 AUC AUC NNP cord-329856-0m5mc320 85 12 ) ) -RRB- cord-329856-0m5mc320 85 13 of of IN cord-329856-0m5mc320 85 14 Receiver Receiver NNP cord-329856-0m5mc320 85 15 Operative Operative NNP cord-329856-0m5mc320 85 16 Characteristic Characteristic NNP cord-329856-0m5mc320 85 17 ( ( -LRB- cord-329856-0m5mc320 85 18 ROC ROC NNP cord-329856-0m5mc320 85 19 ) ) -RRB- cord-329856-0m5mc320 85 20 was be VBD cord-329856-0m5mc320 85 21 computed compute VBN cord-329856-0m5mc320 85 22 from from IN cord-329856-0m5mc320 85 23 the the DT cord-329856-0m5mc320 85 24 predicted predict VBN cord-329856-0m5mc320 85 25 analogue analogue JJ cord-329856-0m5mc320 85 26 values value NNS cord-329856-0m5mc320 85 27 for for IN cord-329856-0m5mc320 85 28 each each DT cord-329856-0m5mc320 85 29 pair pair NN cord-329856-0m5mc320 85 30 of of IN cord-329856-0m5mc320 85 31 binary binary JJ cord-329856-0m5mc320 85 32 classes class NNS cord-329856-0m5mc320 85 33 . . . cord-329856-0m5mc320 86 1 Note note VB cord-329856-0m5mc320 86 2 that that IN cord-329856-0m5mc320 86 3 AUC AUC NNP cord-329856-0m5mc320 86 4 of of IN cord-329856-0m5mc320 86 5 ROC ROC NNP cord-329856-0m5mc320 86 6 is be VBZ cord-329856-0m5mc320 86 7 a a DT cord-329856-0m5mc320 86 8 standard standard JJ cord-329856-0m5mc320 86 9 measure measure NN cord-329856-0m5mc320 86 10 to to TO cord-329856-0m5mc320 86 11 assess assess VB cord-329856-0m5mc320 86 12 performances performance NNS cord-329856-0m5mc320 86 13 of of IN cord-329856-0m5mc320 86 14 predictive predictive JJ cord-329856-0m5mc320 86 15 models model NNS cord-329856-0m5mc320 86 16 , , , cord-329856-0m5mc320 86 17 where where WRB cord-329856-0m5mc320 86 18 binary binary JJ cord-329856-0m5mc320 86 19 class class NN cord-329856-0m5mc320 86 20 labels label NNS cord-329856-0m5mc320 86 21 are be VBP cord-329856-0m5mc320 86 22 predicted predict VBN cord-329856-0m5mc320 86 23 with with IN cord-329856-0m5mc320 86 24 some some DT cord-329856-0m5mc320 86 25 variable variable JJ cord-329856-0m5mc320 86 26 confidence confidence NN cord-329856-0m5mc320 86 27 level level NN cord-329856-0m5mc320 86 28 , , , cord-329856-0m5mc320 86 29 allowing allow VBG cord-329856-0m5mc320 86 30 choices choice NNS cord-329856-0m5mc320 86 31 of of IN cord-329856-0m5mc320 86 32 sensitivity sensitivity NN cord-329856-0m5mc320 86 33 and and CC cord-329856-0m5mc320 86 34 specificity specificity NN cord-329856-0m5mc320 86 35 levels level NNS cord-329856-0m5mc320 86 36 based base VBN cord-329856-0m5mc320 86 37 on on IN cord-329856-0m5mc320 86 38 the the DT cord-329856-0m5mc320 86 39 thresholds threshold NNS cord-329856-0m5mc320 86 40 on on IN cord-329856-0m5mc320 86 41 predicted predict VBN cord-329856-0m5mc320 86 42 analog analog JJ cord-329856-0m5mc320 86 43 values value NNS cord-329856-0m5mc320 86 44 . . . cord-329856-0m5mc320 87 1 To to TO cord-329856-0m5mc320 87 2 assess assess VB cord-329856-0m5mc320 87 3 the the DT cord-329856-0m5mc320 87 4 confidence confidence NN cord-329856-0m5mc320 87 5 in in IN cord-329856-0m5mc320 87 6 these these DT cord-329856-0m5mc320 87 7 models model NNS cord-329856-0m5mc320 87 8 , , , cord-329856-0m5mc320 87 9 the the DT cord-329856-0m5mc320 87 10 sampling sampling NN cord-329856-0m5mc320 87 11 , , , cord-329856-0m5mc320 87 12 training training NN cord-329856-0m5mc320 87 13 and and CC cord-329856-0m5mc320 87 14 test test NN cord-329856-0m5mc320 87 15 steps step NNS cord-329856-0m5mc320 87 16 were be VBD cord-329856-0m5mc320 87 17 repeated repeat VBN cord-329856-0m5mc320 87 18 10 10 CD cord-329856-0m5mc320 87 19 times time NNS cord-329856-0m5mc320 87 20 , , , cord-329856-0m5mc320 87 21 and and CC cord-329856-0m5mc320 87 22 the the DT cord-329856-0m5mc320 87 23 prediction prediction NN cord-329856-0m5mc320 87 24 performance performance NN cord-329856-0m5mc320 87 25 scores score NNS cord-329856-0m5mc320 87 26 are be VBP cord-329856-0m5mc320 87 27 presented present VBN cord-329856-0m5mc320 87 28 as as IN cord-329856-0m5mc320 87 29 a a DT cord-329856-0m5mc320 87 30 box box NN cord-329856-0m5mc320 87 31 plot plot NN cord-329856-0m5mc320 87 32 for for IN cord-329856-0m5mc320 87 33 each each DT cord-329856-0m5mc320 87 34 of of IN cord-329856-0m5mc320 87 35 these these DT cord-329856-0m5mc320 87 36 iterations iteration NNS cord-329856-0m5mc320 87 37 . . . cord-329856-0m5mc320 88 1 Age age NN cord-329856-0m5mc320 88 2 distributions distribution NNS cord-329856-0m5mc320 88 3 of of IN cord-329856-0m5mc320 88 4 patient patient JJ cord-329856-0m5mc320 88 5 groups group NNS cord-329856-0m5mc320 88 6 : : : cord-329856-0m5mc320 89 1 Figure figure NN cord-329856-0m5mc320 89 2 2 2 CD cord-329856-0m5mc320 89 3 ( ( -LRB- cord-329856-0m5mc320 89 4 a a FW cord-329856-0m5mc320 89 5 - - HYPH cord-329856-0m5mc320 89 6 c c NN cord-329856-0m5mc320 89 7 ) ) -RRB- cord-329856-0m5mc320 89 8 provide provide VB cord-329856-0m5mc320 89 9 the the DT cord-329856-0m5mc320 89 10 first first JJ cord-329856-0m5mc320 89 11 assessment assessment NN cord-329856-0m5mc320 89 12 of of IN cord-329856-0m5mc320 89 13 patient patient JJ cord-329856-0m5mc320 89 14 age age NN cord-329856-0m5mc320 89 15 distributions distribution NNS cord-329856-0m5mc320 89 16 within within IN cord-329856-0m5mc320 89 17 each each DT cord-329856-0m5mc320 89 18 group group NN cord-329856-0m5mc320 89 19 of of IN cord-329856-0m5mc320 89 20 patients patient NNS cord-329856-0m5mc320 89 21 . . . cord-329856-0m5mc320 90 1 Figure figure NN cord-329856-0m5mc320 90 2 2 2 CD cord-329856-0m5mc320 90 3 ( ( -LRB- cord-329856-0m5mc320 90 4 a a NN cord-329856-0m5mc320 90 5 ) ) -RRB- cord-329856-0m5mc320 90 6 shows show VBZ cord-329856-0m5mc320 90 7 a a DT cord-329856-0m5mc320 90 8 clear clear JJ cord-329856-0m5mc320 90 9 difference difference NN cord-329856-0m5mc320 90 10 between between IN cord-329856-0m5mc320 90 11 the the DT cord-329856-0m5mc320 90 12 overall overall JJ cord-329856-0m5mc320 90 13 distribution distribution NN cord-329856-0m5mc320 90 14 of of IN cord-329856-0m5mc320 90 15 patients patient NNS cord-329856-0m5mc320 90 16 from from IN cord-329856-0m5mc320 90 17 EU EU NNP cord-329856-0m5mc320 90 18 and and CC cord-329856-0m5mc320 90 19 Asia Asia NNP cord-329856-0m5mc320 90 20 infections infection NNS cord-329856-0m5mc320 90 21 on on IN cord-329856-0m5mc320 90 22 the the DT cord-329856-0m5mc320 90 23 one one CD cord-329856-0m5mc320 90 24 hand hand NN cord-329856-0m5mc320 90 25 and and CC cord-329856-0m5mc320 90 26 MidEst MidEst NNP cord-329856-0m5mc320 90 27 and and CC cord-329856-0m5mc320 90 28 N_Am n_am CD cord-329856-0m5mc320 90 29 on on IN cord-329856-0m5mc320 90 30 the the DT cord-329856-0m5mc320 90 31 other other JJ cord-329856-0m5mc320 90 32 . . . cord-329856-0m5mc320 91 1 Figure figure NN cord-329856-0m5mc320 91 2 2(b 2(b CD cord-329856-0m5mc320 91 3 ) ) -RRB- cord-329856-0m5mc320 91 4 shows show VBZ cord-329856-0m5mc320 91 5 a a DT cord-329856-0m5mc320 91 6 more more RBR cord-329856-0m5mc320 91 7 detailed detailed JJ cord-329856-0m5mc320 91 8 distribution distribution NN cord-329856-0m5mc320 91 9 , , , cord-329856-0m5mc320 91 10 which which WDT cord-329856-0m5mc320 91 11 suggests suggest VBZ cord-329856-0m5mc320 91 12 that that IN cord-329856-0m5mc320 91 13 even even RB cord-329856-0m5mc320 91 14 though though IN cord-329856-0m5mc320 91 15 the the DT cord-329856-0m5mc320 91 16 average average JJ cord-329856-0m5mc320 91 17 age age NN cord-329856-0m5mc320 91 18 values value NNS cord-329856-0m5mc320 91 19 place place VBP cord-329856-0m5mc320 91 20 UK UK NNP cord-329856-0m5mc320 91 21 closer close RBR cord-329856-0m5mc320 91 22 to to IN cord-329856-0m5mc320 91 23 MidEst MidEst NNP cord-329856-0m5mc320 91 24 and and CC cord-329856-0m5mc320 91 25 N_Am n_am CD cord-329856-0m5mc320 91 26 , , , cord-329856-0m5mc320 91 27 individual individual JJ cord-329856-0m5mc320 91 28 histogram histogram NN cord-329856-0m5mc320 91 29 bins bin NNS cord-329856-0m5mc320 91 30 suggest suggest VBP cord-329856-0m5mc320 91 31 the the DT cord-329856-0m5mc320 91 32 case case NN cord-329856-0m5mc320 91 33 of of IN cord-329856-0m5mc320 91 34 UK UK NNP cord-329856-0m5mc320 91 35 to to TO cord-329856-0m5mc320 91 36 be be VB cord-329856-0m5mc320 91 37 more more RBR cord-329856-0m5mc320 91 38 complex complex JJ cord-329856-0m5mc320 91 39 , , , cord-329856-0m5mc320 91 40 and and CC cord-329856-0m5mc320 91 41 a a DT cord-329856-0m5mc320 91 42 rigorous rigorous JJ cord-329856-0m5mc320 91 43 clustering clustering NN cord-329856-0m5mc320 91 44 over over IN cord-329856-0m5mc320 91 45 histogram histogram NN cord-329856-0m5mc320 91 46 values value NNS cord-329856-0m5mc320 91 47 suggest suggest VBP cord-329856-0m5mc320 91 48 UK UK NNP cord-329856-0m5mc320 91 49 to to TO cord-329856-0m5mc320 91 50 be be VB cord-329856-0m5mc320 91 51 part part NN cord-329856-0m5mc320 91 52 of of IN cord-329856-0m5mc320 91 53 EU EU NNP cord-329856-0m5mc320 91 54 and and CC cord-329856-0m5mc320 91 55 Asia Asia NNP cord-329856-0m5mc320 91 56 . . . cord-329856-0m5mc320 92 1 Figure figure NN cord-329856-0m5mc320 92 2 2 2 CD cord-329856-0m5mc320 92 3 ( ( -LRB- cord-329856-0m5mc320 92 4 c c NN cord-329856-0m5mc320 92 5 ) ) -RRB- cord-329856-0m5mc320 92 6 reiterates reiterate VBZ cord-329856-0m5mc320 92 7 , , , cord-329856-0m5mc320 92 8 which which WDT cord-329856-0m5mc320 92 9 relies rely VBZ cord-329856-0m5mc320 92 10 on on IN cord-329856-0m5mc320 92 11 the the DT cord-329856-0m5mc320 92 12 difference difference NN cord-329856-0m5mc320 92 13 of of IN cord-329856-0m5mc320 92 14 means mean NNS cord-329856-0m5mc320 92 15 between between IN cord-329856-0m5mc320 92 16 the the DT cord-329856-0m5mc320 92 17 data datum NNS cord-329856-0m5mc320 92 18 ( ( -LRB- cord-329856-0m5mc320 92 19 t t NN cord-329856-0m5mc320 92 20 - - HYPH cord-329856-0m5mc320 92 21 test test NN cord-329856-0m5mc320 92 22 ) ) -RRB- cord-329856-0m5mc320 92 23 . . . cord-329856-0m5mc320 93 1 In in IN cord-329856-0m5mc320 93 2 Figure Figure NNP cord-329856-0m5mc320 93 3 3 3 CD cord-329856-0m5mc320 93 4 , , , cord-329856-0m5mc320 93 5 we -PRON- PRP cord-329856-0m5mc320 93 6 explore explore VBP cord-329856-0m5mc320 93 7 a a DT cord-329856-0m5mc320 93 8 detailed detailed JJ cord-329856-0m5mc320 93 9 pattern pattern NN cord-329856-0m5mc320 93 10 of of IN cord-329856-0m5mc320 93 11 clustering clustering NN cord-329856-0m5mc320 93 12 between between IN cord-329856-0m5mc320 93 13 age age NN cord-329856-0m5mc320 93 14 groups group NNS cord-329856-0m5mc320 93 15 in in IN cord-329856-0m5mc320 93 16 two two CD cord-329856-0m5mc320 93 17 different different JJ cord-329856-0m5mc320 93 18 ways way NNS cord-329856-0m5mc320 93 19 . . . cord-329856-0m5mc320 94 1 Figure figure NN cord-329856-0m5mc320 94 2 3 3 CD cord-329856-0m5mc320 94 3 ( ( -LRB- cord-329856-0m5mc320 94 4 a a NN cord-329856-0m5mc320 94 5 ) ) -RRB- cord-329856-0m5mc320 94 6 shows show VBZ cord-329856-0m5mc320 94 7 how how WRB cord-329856-0m5mc320 94 8 the the DT cord-329856-0m5mc320 94 9 patients patient NNS cord-329856-0m5mc320 94 10 from from IN cord-329856-0m5mc320 94 11 different different JJ cord-329856-0m5mc320 94 12 infection infection NN cord-329856-0m5mc320 94 13 origins origin NNS cord-329856-0m5mc320 94 14 cluster cluster NN cord-329856-0m5mc320 94 15 in in IN cord-329856-0m5mc320 94 16 terms term NNS cord-329856-0m5mc320 94 17 of of IN cord-329856-0m5mc320 94 18 age age NN cord-329856-0m5mc320 94 19 histograms histogram NNS cord-329856-0m5mc320 94 20 . . . cord-329856-0m5mc320 95 1 Clearly clearly RB cord-329856-0m5mc320 95 2 , , , cord-329856-0m5mc320 95 3 the the DT cord-329856-0m5mc320 95 4 UK UK NNP cord-329856-0m5mc320 95 5 group group NN cord-329856-0m5mc320 95 6 , , , cord-329856-0m5mc320 95 7 which which WDT cord-329856-0m5mc320 95 8 looked look VBD cord-329856-0m5mc320 95 9 similar similar JJ cord-329856-0m5mc320 95 10 to to IN cord-329856-0m5mc320 95 11 N_Am n_am CD cord-329856-0m5mc320 95 12 and and CC cord-329856-0m5mc320 95 13 MdlEst MdlEst NNP cord-329856-0m5mc320 95 14 in in IN cord-329856-0m5mc320 95 15 terms term NNS cord-329856-0m5mc320 95 16 of of IN cord-329856-0m5mc320 95 17 average average JJ cord-329856-0m5mc320 95 18 patient patient JJ cord-329856-0m5mc320 95 19 age age NN cord-329856-0m5mc320 95 20 , , , cord-329856-0m5mc320 95 21 tended tend VBD cord-329856-0m5mc320 95 22 to to TO cord-329856-0m5mc320 95 23 cluster cluster VB cord-329856-0m5mc320 95 24 closer close RBR cord-329856-0m5mc320 95 25 to to IN cord-329856-0m5mc320 95 26 the the DT cord-329856-0m5mc320 95 27 EU EU NNP cord-329856-0m5mc320 95 28 and and CC cord-329856-0m5mc320 95 29 Asia Asia NNP cord-329856-0m5mc320 95 30 group group NN cord-329856-0m5mc320 95 31 on on IN cord-329856-0m5mc320 95 32 account account NN cord-329856-0m5mc320 95 33 of of IN cord-329856-0m5mc320 95 34 a a DT cord-329856-0m5mc320 95 35 greater great JJR cord-329856-0m5mc320 95 36 population population NN cord-329856-0m5mc320 95 37 density density NN cord-329856-0m5mc320 95 38 in in IN cord-329856-0m5mc320 95 39 the the DT cord-329856-0m5mc320 95 40 age age NN cord-329856-0m5mc320 95 41 range range NN cord-329856-0m5mc320 95 42 30 30 CD cord-329856-0m5mc320 95 43 - - SYM cord-329856-0m5mc320 95 44 40 40 CD cord-329856-0m5mc320 95 45 , , , cord-329856-0m5mc320 95 46 which which WDT cord-329856-0m5mc320 95 47 suggests suggest VBZ cord-329856-0m5mc320 95 48 more more JJR cord-329856-0m5mc320 95 49 younger young JJR cord-329856-0m5mc320 95 50 people people NNS cord-329856-0m5mc320 95 51 being be VBG cord-329856-0m5mc320 95 52 infected infect VBN cord-329856-0m5mc320 95 53 in in IN cord-329856-0m5mc320 95 54 each each DT cord-329856-0m5mc320 95 55 of of IN cord-329856-0m5mc320 95 56 these these DT cord-329856-0m5mc320 95 57 three three CD cord-329856-0m5mc320 95 58 groups group NNS cord-329856-0m5mc320 95 59 . . . cord-329856-0m5mc320 96 1 A a DT cord-329856-0m5mc320 96 2 second second JJ cord-329856-0m5mc320 96 3 test test NN cord-329856-0m5mc320 96 4 of of IN cord-329856-0m5mc320 96 5 clustering clustering NN cord-329856-0m5mc320 96 6 , , , cord-329856-0m5mc320 96 7 shown show VBN cord-329856-0m5mc320 96 8 in in IN cord-329856-0m5mc320 96 9 Figure figure NN cord-329856-0m5mc320 96 10 3 3 CD cord-329856-0m5mc320 96 11 ( ( -LRB- cord-329856-0m5mc320 96 12 b b NN cord-329856-0m5mc320 96 13 ) ) -RRB- cord-329856-0m5mc320 96 14 was be VBD cord-329856-0m5mc320 96 15 performed perform VBN cord-329856-0m5mc320 96 16 by by IN cord-329856-0m5mc320 96 17 first first JJ cord-329856-0m5mc320 96 18 computing computing NN cord-329856-0m5mc320 96 19 histogram histogram NN cord-329856-0m5mc320 96 20 - - HYPH cord-329856-0m5mc320 96 21 to to IN cord-329856-0m5mc320 96 22 - - HYPH cord-329856-0m5mc320 96 23 histogram histogram NN cord-329856-0m5mc320 96 24 correlations correlation NNS cord-329856-0m5mc320 96 25 between between IN cord-329856-0m5mc320 96 26 all all DT cord-329856-0m5mc320 96 27 six six CD cord-329856-0m5mc320 96 28 against against IN cord-329856-0m5mc320 96 29 six six CD cord-329856-0m5mc320 96 30 groups group NNS cord-329856-0m5mc320 96 31 of of IN cord-329856-0m5mc320 96 32 patients patient NNS cord-329856-0m5mc320 96 33 , , , cord-329856-0m5mc320 96 34 and and CC cord-329856-0m5mc320 96 35 then then RB cord-329856-0m5mc320 96 36 clustering cluster VBG cord-329856-0m5mc320 96 37 them -PRON- PRP cord-329856-0m5mc320 96 38 based base VBN cord-329856-0m5mc320 96 39 on on IN cord-329856-0m5mc320 96 40 correlation correlation NN cord-329856-0m5mc320 96 41 values value NNS cord-329856-0m5mc320 96 42 . . . cord-329856-0m5mc320 97 1 This this DT cord-329856-0m5mc320 97 2 method method NN cord-329856-0m5mc320 97 3 also also RB cord-329856-0m5mc320 97 4 produced produce VBD cord-329856-0m5mc320 97 5 clusters cluster NNS cord-329856-0m5mc320 97 6 similar similar JJ cord-329856-0m5mc320 97 7 to to IN cord-329856-0m5mc320 97 8 those those DT cord-329856-0m5mc320 97 9 shown show VBN cord-329856-0m5mc320 97 10 in in IN cord-329856-0m5mc320 97 11 Figure figure NN cord-329856-0m5mc320 97 12 3 3 CD cord-329856-0m5mc320 97 13 ( ( -LRB- cord-329856-0m5mc320 97 14 a a NN cord-329856-0m5mc320 97 15 ) ) -RRB- cord-329856-0m5mc320 97 16 , , , cord-329856-0m5mc320 97 17 suggesting suggest VBG cord-329856-0m5mc320 97 18 that that IN cord-329856-0m5mc320 97 19 the the DT cord-329856-0m5mc320 97 20 age age NN cord-329856-0m5mc320 97 21 group group NN cord-329856-0m5mc320 97 22 distribution distribution NN cord-329856-0m5mc320 97 23 patterns pattern NNS cord-329856-0m5mc320 97 24 may may MD cord-329856-0m5mc320 97 25 be be VB cord-329856-0m5mc320 97 26 better well RBR cord-329856-0m5mc320 97 27 clustered cluster VBN cord-329856-0m5mc320 97 28 into into IN cord-329856-0m5mc320 97 29 UK UK NNP cord-329856-0m5mc320 97 30 / / SYM cord-329856-0m5mc320 97 31 EU EU NNP cord-329856-0m5mc320 97 32 / / SYM cord-329856-0m5mc320 97 33 Asia Asia NNP cord-329856-0m5mc320 97 34 on on IN cord-329856-0m5mc320 97 35 the the DT cord-329856-0m5mc320 97 36 one one CD cord-329856-0m5mc320 97 37 hand hand NN cord-329856-0m5mc320 97 38 and and CC cord-329856-0m5mc320 97 39 MdlEst MdlEst NNP cord-329856-0m5mc320 97 40 / / SYM cord-329856-0m5mc320 97 41 N_Am/ N_Am/ NNP cord-329856-0m5mc320 98 1 Other other JJ cord-329856-0m5mc320 98 2 on on IN cord-329856-0m5mc320 98 3 the the DT cord-329856-0m5mc320 98 4 other other JJ cord-329856-0m5mc320 98 5 . . . cord-329856-0m5mc320 99 1 Patient patient JJ cord-329856-0m5mc320 99 2 recovery recovery NN cord-329856-0m5mc320 99 3 data datum NNS cord-329856-0m5mc320 99 4 and and CC cord-329856-0m5mc320 99 5 its -PRON- PRP$ cord-329856-0m5mc320 99 6 gender gender NN cord-329856-0m5mc320 99 7 - - HYPH cord-329856-0m5mc320 99 8 wise wise JJ cord-329856-0m5mc320 99 9 variation variation NN cord-329856-0m5mc320 99 10 also also RB cord-329856-0m5mc320 99 11 confirms confirm VBZ cord-329856-0m5mc320 99 12 these these DT cord-329856-0m5mc320 99 13 two two CD cord-329856-0m5mc320 99 14 clusters cluster NNS cord-329856-0m5mc320 99 15 ( ( -LRB- cord-329856-0m5mc320 99 16 see see VB cord-329856-0m5mc320 99 17 below below RB cord-329856-0m5mc320 99 18 ) ) -RRB- cord-329856-0m5mc320 99 19 . . . cord-329856-0m5mc320 100 1 In in IN cord-329856-0m5mc320 100 2 order order NN cord-329856-0m5mc320 100 3 to to TO cord-329856-0m5mc320 100 4 investigate investigate VB cord-329856-0m5mc320 100 5 if if IN cord-329856-0m5mc320 100 6 the the DT cord-329856-0m5mc320 100 7 patient patient JJ cord-329856-0m5mc320 100 8 groups group NNS cord-329856-0m5mc320 100 9 are be VBP cord-329856-0m5mc320 100 10 only only RB cord-329856-0m5mc320 100 11 characterized characterize VBN cord-329856-0m5mc320 100 12 by by IN cord-329856-0m5mc320 100 13 their -PRON- PRP$ cord-329856-0m5mc320 100 14 agewise agewise NN cord-329856-0m5mc320 100 15 population population NN cord-329856-0m5mc320 100 16 distribution distribution NN cord-329856-0m5mc320 100 17 or or CC cord-329856-0m5mc320 100 18 their -PRON- PRP$ cord-329856-0m5mc320 100 19 recovery recovery NN cord-329856-0m5mc320 100 20 rates rate NNS cord-329856-0m5mc320 100 21 are be VBP cord-329856-0m5mc320 100 22 also also RB cord-329856-0m5mc320 100 23 group group NN cord-329856-0m5mc320 100 24 specific specific JJ cord-329856-0m5mc320 100 25 ; ; : cord-329856-0m5mc320 100 26 recovery recovery NN cord-329856-0m5mc320 100 27 and and CC cord-329856-0m5mc320 100 28 fatality fatality NN cord-329856-0m5mc320 100 29 rates rate NNS cord-329856-0m5mc320 100 30 were be VBD cord-329856-0m5mc320 100 31 computed compute VBN cord-329856-0m5mc320 100 32 for for IN cord-329856-0m5mc320 100 33 each each DT cord-329856-0m5mc320 100 34 of of IN cord-329856-0m5mc320 100 35 the the DT cord-329856-0m5mc320 100 36 patient patient JJ cord-329856-0m5mc320 100 37 groups group NNS cord-329856-0m5mc320 100 38 and and CC cord-329856-0m5mc320 100 39 then then RB cord-329856-0m5mc320 100 40 for for IN cord-329856-0m5mc320 100 41 the the DT cord-329856-0m5mc320 100 42 group group NN cord-329856-0m5mc320 100 43 clusters cluster NNS cord-329856-0m5mc320 100 44 , , , cord-329856-0m5mc320 100 45 as as IN cord-329856-0m5mc320 100 46 shown show VBN cord-329856-0m5mc320 100 47 in in IN cord-329856-0m5mc320 100 48 Figure Figure NNP cord-329856-0m5mc320 100 49 4 4 CD cord-329856-0m5mc320 100 50 . . . cord-329856-0m5mc320 101 1 It -PRON- PRP cord-329856-0m5mc320 101 2 is be VBZ cord-329856-0m5mc320 101 3 interesting interesting JJ cord-329856-0m5mc320 101 4 to to TO cord-329856-0m5mc320 101 5 observe observe VB cord-329856-0m5mc320 101 6 that that IN cord-329856-0m5mc320 101 7 the the DT cord-329856-0m5mc320 101 8 patient patient NN cord-329856-0m5mc320 101 9 recovery recovery NN cord-329856-0m5mc320 101 10 rates rate NNS cord-329856-0m5mc320 101 11 also also RB cord-329856-0m5mc320 101 12 indicate indicate VBP cord-329856-0m5mc320 101 13 clustering clustering NN cord-329856-0m5mc320 101 14 patterns pattern NNS cord-329856-0m5mc320 101 15 similar similar JJ cord-329856-0m5mc320 101 16 to to IN cord-329856-0m5mc320 101 17 age age NN cord-329856-0m5mc320 101 18 histograms histogram NNS cord-329856-0m5mc320 101 19 ( ( -LRB- cord-329856-0m5mc320 101 20 sufficient sufficient JJ cord-329856-0m5mc320 101 21 recovery recovery NN cord-329856-0m5mc320 101 22 data datum NNS cord-329856-0m5mc320 101 23 was be VBD cord-329856-0m5mc320 101 24 available available JJ cord-329856-0m5mc320 101 25 and and CC cord-329856-0m5mc320 101 26 shown show VBN cord-329856-0m5mc320 101 27 only only RB cord-329856-0m5mc320 101 28 for for IN cord-329856-0m5mc320 101 29 four four CD cord-329856-0m5mc320 101 30 patient patient JJ cord-329856-0m5mc320 101 31 groups group NNS cord-329856-0m5mc320 101 32 for for IN cord-329856-0m5mc320 101 33 individual individual JJ cord-329856-0m5mc320 101 34 group group NN cord-329856-0m5mc320 101 35 comparison comparison NN cord-329856-0m5mc320 101 36 ) ) -RRB- cord-329856-0m5mc320 101 37 . . . cord-329856-0m5mc320 102 1 For for IN cord-329856-0m5mc320 102 2 example example NN cord-329856-0m5mc320 102 3 Figure figure NN cord-329856-0m5mc320 102 4 4 4 CD cord-329856-0m5mc320 102 5 ( ( -LRB- cord-329856-0m5mc320 102 6 a a NN cord-329856-0m5mc320 102 7 ) ) -RRB- cord-329856-0m5mc320 102 8 shows show VBZ cord-329856-0m5mc320 102 9 that that IN cord-329856-0m5mc320 102 10 overall overall JJ cord-329856-0m5mc320 102 11 / / SYM cord-329856-0m5mc320 102 12 male male JJ cord-329856-0m5mc320 102 13 / / SYM cord-329856-0m5mc320 102 14 female female JJ cord-329856-0m5mc320 102 15 recovery recovery NN cord-329856-0m5mc320 102 16 rate rate NN cord-329856-0m5mc320 102 17 was be VBD cord-329856-0m5mc320 102 18 higher high JJR cord-329856-0m5mc320 102 19 in in IN cord-329856-0m5mc320 102 20 the the DT cord-329856-0m5mc320 102 21 case case NN cord-329856-0m5mc320 102 22 of of IN cord-329856-0m5mc320 102 23 Asia Asia NNP cord-329856-0m5mc320 102 24 / / SYM cord-329856-0m5mc320 102 25 EU EU NNP cord-329856-0m5mc320 102 26 / / SYM cord-329856-0m5mc320 102 27 UK UK NNP cord-329856-0m5mc320 102 28 groups group NNS cord-329856-0m5mc320 102 29 . . . cord-329856-0m5mc320 103 1 The the DT cord-329856-0m5mc320 103 2 N_Am N_Am NNP cord-329856-0m5mc320 103 3 and and CC cord-329856-0m5mc320 103 4 Asia Asia NNP cord-329856-0m5mc320 103 5 groups group NNS cord-329856-0m5mc320 103 6 do do VBP cord-329856-0m5mc320 103 7 not not RB cord-329856-0m5mc320 103 8 have have VB cord-329856-0m5mc320 103 9 sufficient sufficient JJ cord-329856-0m5mc320 103 10 data datum NNS cord-329856-0m5mc320 103 11 to to TO cord-329856-0m5mc320 103 12 compute compute VB cord-329856-0m5mc320 103 13 these these DT cord-329856-0m5mc320 103 14 values value NNS cord-329856-0m5mc320 103 15 since since IN cord-329856-0m5mc320 103 16 an an DT cord-329856-0m5mc320 103 17 insufficient insufficient JJ cord-329856-0m5mc320 103 18 number number NN cord-329856-0m5mc320 103 19 of of IN cord-329856-0m5mc320 103 20 patients patient NNS cord-329856-0m5mc320 103 21 have have VBP cord-329856-0m5mc320 103 22 recovered recover VBN cord-329856-0m5mc320 103 23 or or CC cord-329856-0m5mc320 103 24 died die VBN cord-329856-0m5mc320 103 25 in in IN cord-329856-0m5mc320 103 26 these these DT cord-329856-0m5mc320 103 27 groups group NNS cord-329856-0m5mc320 103 28 . . . cord-329856-0m5mc320 104 1 Merging merge VBG cord-329856-0m5mc320 104 2 the the DT cord-329856-0m5mc320 104 3 data datum NNS cord-329856-0m5mc320 104 4 from from IN cord-329856-0m5mc320 104 5 the the DT cord-329856-0m5mc320 104 6 patient patient JJ cord-329856-0m5mc320 104 7 group group NN cord-329856-0m5mc320 104 8 clusters cluster NNS cord-329856-0m5mc320 104 9 , , , cord-329856-0m5mc320 104 10 differences difference NNS cord-329856-0m5mc320 104 11 in in IN cord-329856-0m5mc320 104 12 the the DT cord-329856-0m5mc320 104 13 fatality fatality NN cord-329856-0m5mc320 104 14 rate rate NN cord-329856-0m5mc320 104 15 become become VBN cord-329856-0m5mc320 104 16 evident evident JJ cord-329856-0m5mc320 104 17 . . . cord-329856-0m5mc320 105 1 We -PRON- PRP cord-329856-0m5mc320 105 2 observe observe VBP cord-329856-0m5mc320 105 3 not not RB cord-329856-0m5mc320 105 4 only only RB cord-329856-0m5mc320 105 5 higher high JJR cord-329856-0m5mc320 105 6 fatality fatality NN cord-329856-0m5mc320 105 7 rates rate NNS cord-329856-0m5mc320 105 8 in in IN cord-329856-0m5mc320 105 9 the the DT cord-329856-0m5mc320 105 10 MdlEst MdlEst NNP cord-329856-0m5mc320 105 11 / / SYM cord-329856-0m5mc320 105 12 N_Am/ N_Am/ NNP cord-329856-0m5mc320 106 1 Other other JJ cord-329856-0m5mc320 106 2 group group NN cord-329856-0m5mc320 106 3 , , , cord-329856-0m5mc320 106 4 but but CC cord-329856-0m5mc320 106 5 also also RB cord-329856-0m5mc320 106 6 subtle subtle JJ cord-329856-0m5mc320 106 7 differences difference NNS cord-329856-0m5mc320 106 8 between between IN cord-329856-0m5mc320 106 9 male male NN cord-329856-0m5mc320 106 10 versus versus IN cord-329856-0m5mc320 106 11 female female JJ cord-329856-0m5mc320 106 12 fatality fatality NN cord-329856-0m5mc320 106 13 rates rate NNS cord-329856-0m5mc320 106 14 that that WDT cord-329856-0m5mc320 106 15 are be VBP cord-329856-0m5mc320 106 16 suggestive suggestive JJ cord-329856-0m5mc320 106 17 that that IN cord-329856-0m5mc320 106 18 fatality fatality NN cord-329856-0m5mc320 106 19 rate rate NN cord-329856-0m5mc320 106 20 is be VBZ cord-329856-0m5mc320 106 21 lower low JJR cord-329856-0m5mc320 106 22 for for IN cord-329856-0m5mc320 106 23 females female NNS cord-329856-0m5mc320 106 24 . . . cord-329856-0m5mc320 107 1 However however RB cord-329856-0m5mc320 107 2 , , , cord-329856-0m5mc320 107 3 given give VBN cord-329856-0m5mc320 107 4 the the DT cord-329856-0m5mc320 107 5 small small JJ cord-329856-0m5mc320 107 6 number number NN cord-329856-0m5mc320 107 7 of of IN cord-329856-0m5mc320 107 8 patient patient JJ cord-329856-0m5mc320 107 9 data datum NNS cord-329856-0m5mc320 107 10 available available JJ cord-329856-0m5mc320 107 11 in in IN cord-329856-0m5mc320 107 12 each each DT cord-329856-0m5mc320 107 13 of of IN cord-329856-0m5mc320 107 14 these these DT cord-329856-0m5mc320 107 15 cases case NNS cord-329856-0m5mc320 107 16 , , , cord-329856-0m5mc320 107 17 the the DT cord-329856-0m5mc320 107 18 confidence confidence NN cord-329856-0m5mc320 107 19 in in IN cord-329856-0m5mc320 107 20 this this DT cord-329856-0m5mc320 107 21 statistic statistic NN cord-329856-0m5mc320 107 22 can can MD cord-329856-0m5mc320 107 23 not not RB cord-329856-0m5mc320 107 24 be be VB cord-329856-0m5mc320 107 25 ascertained ascertain VBN cord-329856-0m5mc320 107 26 with with IN cord-329856-0m5mc320 107 27 a a DT cord-329856-0m5mc320 107 28 proper proper JJ cord-329856-0m5mc320 107 29 test test NN cord-329856-0m5mc320 107 30 , , , cord-329856-0m5mc320 107 31 and and CC cord-329856-0m5mc320 107 32 must must MD cord-329856-0m5mc320 107 33 wait wait VB cord-329856-0m5mc320 107 34 for for IN cord-329856-0m5mc320 107 35 more more JJR cord-329856-0m5mc320 107 36 data datum NNS cord-329856-0m5mc320 107 37 to to TO cord-329856-0m5mc320 107 38 emerge emerge VB cord-329856-0m5mc320 107 39 over over IN cord-329856-0m5mc320 107 40 time time NN cord-329856-0m5mc320 107 41 or or CC cord-329856-0m5mc320 107 42 may may MD cord-329856-0m5mc320 107 43 be be VB cord-329856-0m5mc320 107 44 confirmed confirm VBN cord-329856-0m5mc320 107 45 by by IN cord-329856-0m5mc320 107 46 hospitals hospital NNS cord-329856-0m5mc320 107 47 with with IN cord-329856-0m5mc320 107 48 more more RBR cord-329856-0m5mc320 107 49 elaborate elaborate JJ cord-329856-0m5mc320 107 50 access access NN cord-329856-0m5mc320 107 51 to to IN cord-329856-0m5mc320 107 52 patient patient JJ cord-329856-0m5mc320 107 53 age age NN cord-329856-0m5mc320 107 54 values value NNS cord-329856-0m5mc320 107 55 . . . cord-329856-0m5mc320 108 1 Next next RB cord-329856-0m5mc320 108 2 we -PRON- PRP cord-329856-0m5mc320 108 3 assess assess VBP cord-329856-0m5mc320 108 4 whether whether IN cord-329856-0m5mc320 108 5 the the DT cord-329856-0m5mc320 108 6 results result NNS cord-329856-0m5mc320 108 7 can can MD cord-329856-0m5mc320 108 8 be be VB cord-329856-0m5mc320 108 9 used use VBN cord-329856-0m5mc320 108 10 for for IN cord-329856-0m5mc320 108 11 group group NN cord-329856-0m5mc320 108 12 labels label NNS cord-329856-0m5mc320 108 13 , , , cord-329856-0m5mc320 108 14 whenever whenever WRB cord-329856-0m5mc320 108 15 a a DT cord-329856-0m5mc320 108 16 new new JJ cord-329856-0m5mc320 108 17 population population NN cord-329856-0m5mc320 108 18 age age NN cord-329856-0m5mc320 108 19 distribution distribution NN cord-329856-0m5mc320 108 20 becomes become VBZ cord-329856-0m5mc320 108 21 available available JJ cord-329856-0m5mc320 108 22 from from IN cord-329856-0m5mc320 108 23 a a DT cord-329856-0m5mc320 108 24 community community NN cord-329856-0m5mc320 108 25 of of IN cord-329856-0m5mc320 108 26 patients patient NNS cord-329856-0m5mc320 108 27 . . . cord-329856-0m5mc320 109 1 For for IN cord-329856-0m5mc320 109 2 example example NN cord-329856-0m5mc320 109 3 , , , cord-329856-0m5mc320 109 4 can can MD cord-329856-0m5mc320 109 5 we -PRON- PRP cord-329856-0m5mc320 109 6 predict predict VB cord-329856-0m5mc320 109 7 if if IN cord-329856-0m5mc320 109 8 patients patient NNS cord-329856-0m5mc320 109 9 from from IN cord-329856-0m5mc320 109 10 a a DT cord-329856-0m5mc320 109 11 village village NN cord-329856-0m5mc320 109 12 carry carry VBP cord-329856-0m5mc320 109 13 COVID-19 covid-19 JJ cord-329856-0m5mc320 109 14 virus virus NN cord-329856-0m5mc320 109 15 infection infection NN cord-329856-0m5mc320 109 16 from from IN cord-329856-0m5mc320 109 17 Asia Asia NNP cord-329856-0m5mc320 109 18 , , , cord-329856-0m5mc320 109 19 the the DT cord-329856-0m5mc320 109 20 UK UK NNP cord-329856-0m5mc320 109 21 , , , cord-329856-0m5mc320 109 22 or or CC cord-329856-0m5mc320 109 23 any any DT cord-329856-0m5mc320 109 24 of of IN cord-329856-0m5mc320 109 25 the the DT cord-329856-0m5mc320 109 26 six six CD cord-329856-0m5mc320 109 27 groups group NNS cord-329856-0m5mc320 109 28 studied study VBN cord-329856-0m5mc320 109 29 here here RB cord-329856-0m5mc320 109 30 ? ? . cord-329856-0m5mc320 110 1 Random random JJ cord-329856-0m5mc320 110 2 samples sample NNS cord-329856-0m5mc320 110 3 of of IN cord-329856-0m5mc320 110 4 populations population NNS cord-329856-0m5mc320 110 5 were be VBD cord-329856-0m5mc320 110 6 created create VBN cord-329856-0m5mc320 110 7 to to TO cord-329856-0m5mc320 110 8 evaluate evaluate VB cord-329856-0m5mc320 110 9 this this DT cord-329856-0m5mc320 110 10 , , , cord-329856-0m5mc320 110 11 and and CC cord-329856-0m5mc320 110 12 the the DT cord-329856-0m5mc320 110 13 prediction prediction NN cord-329856-0m5mc320 110 14 models model NNS cord-329856-0m5mc320 110 15 were be VBD cord-329856-0m5mc320 110 16 created create VBN cord-329856-0m5mc320 110 17 on on IN cord-329856-0m5mc320 110 18 random random JJ cord-329856-0m5mc320 110 19 samples sample NNS cord-329856-0m5mc320 110 20 of of IN cord-329856-0m5mc320 110 21 populations population NNS cord-329856-0m5mc320 110 22 . . . cord-329856-0m5mc320 111 1 Subsequently subsequently RB cord-329856-0m5mc320 111 2 , , , cord-329856-0m5mc320 111 3 these these DT cord-329856-0m5mc320 111 4 trained train VBN cord-329856-0m5mc320 111 5 models model NNS cord-329856-0m5mc320 111 6 were be VBD cord-329856-0m5mc320 111 7 tested test VBN cord-329856-0m5mc320 111 8 on on IN cord-329856-0m5mc320 111 9 new new JJ cord-329856-0m5mc320 111 10 random random JJ cord-329856-0m5mc320 111 11 sets set NNS cord-329856-0m5mc320 111 12 as as IN cord-329856-0m5mc320 111 13 explained explain VBN cord-329856-0m5mc320 111 14 in in IN cord-329856-0m5mc320 111 15 the the DT cord-329856-0m5mc320 111 16 Methods method NNS cord-329856-0m5mc320 111 17 . . . cord-329856-0m5mc320 112 1 Figure figure NN cord-329856-0m5mc320 112 2 5 5 CD cord-329856-0m5mc320 112 3 shows show VBZ cord-329856-0m5mc320 112 4 the the DT cord-329856-0m5mc320 112 5 results result NNS cord-329856-0m5mc320 112 6 from from IN cord-329856-0m5mc320 112 7 such such JJ cord-329856-0m5mc320 112 8 prediction prediction NN cord-329856-0m5mc320 112 9 models model NNS cord-329856-0m5mc320 112 10 in in IN cord-329856-0m5mc320 112 11 terms term NNS cord-329856-0m5mc320 112 12 of of IN cord-329856-0m5mc320 112 13 correlation correlation NN cord-329856-0m5mc320 112 14 between between IN cord-329856-0m5mc320 112 15 predicted predict VBN cord-329856-0m5mc320 112 16 class class NN cord-329856-0m5mc320 112 17 and and CC cord-329856-0m5mc320 112 18 group group NN cord-329856-0m5mc320 112 19 labels label NNS cord-329856-0m5mc320 112 20 for for IN cord-329856-0m5mc320 112 21 each each DT cord-329856-0m5mc320 112 22 patient patient JJ cord-329856-0m5mc320 112 23 group group NN cord-329856-0m5mc320 112 24 . . . cord-329856-0m5mc320 113 1 It -PRON- PRP cord-329856-0m5mc320 113 2 is be VBZ cord-329856-0m5mc320 113 3 observed observe VBN cord-329856-0m5mc320 113 4 that that IN cord-329856-0m5mc320 113 5 the the DT cord-329856-0m5mc320 113 6 population population NN cord-329856-0m5mc320 113 7 group group NN cord-329856-0m5mc320 113 8 prediction prediction NN cord-329856-0m5mc320 113 9 in in IN cord-329856-0m5mc320 113 10 each each DT cord-329856-0m5mc320 113 11 of of IN cord-329856-0m5mc320 113 12 these these DT cord-329856-0m5mc320 113 13 categories category NNS cord-329856-0m5mc320 113 14 is be VBZ cord-329856-0m5mc320 113 15 as as RB cord-329856-0m5mc320 113 16 high high JJ cord-329856-0m5mc320 113 17 as as IN cord-329856-0m5mc320 113 18 80 80 CD cord-329856-0m5mc320 113 19 - - SYM cord-329856-0m5mc320 113 20 90 90 CD cord-329856-0m5mc320 113 21 % % NN cord-329856-0m5mc320 113 22 AUC AUC NNP cord-329856-0m5mc320 113 23 . . . cord-329856-0m5mc320 114 1 The the DT cord-329856-0m5mc320 114 2 worst bad JJS cord-329856-0m5mc320 114 3 case case NN cord-329856-0m5mc320 114 4 is be VBZ cord-329856-0m5mc320 114 5 that that DT cord-329856-0m5mc320 114 6 of of IN cord-329856-0m5mc320 114 7 the the DT cord-329856-0m5mc320 114 8 Middle Middle NNP cord-329856-0m5mc320 114 9 East East NNP cord-329856-0m5mc320 114 10 and and CC cord-329856-0m5mc320 114 11 Other other JJ cord-329856-0m5mc320 114 12 groups group NNS cord-329856-0m5mc320 114 13 which which WDT cord-329856-0m5mc320 114 14 also also RB cord-329856-0m5mc320 114 15 show show VBP cord-329856-0m5mc320 114 16 a a DT cord-329856-0m5mc320 114 17 similar similar JJ cord-329856-0m5mc320 114 18 Pearson Pearson NNP cord-329856-0m5mc320 114 19 correlation correlation NN cord-329856-0m5mc320 114 20 of of IN cord-329856-0m5mc320 114 21 0.60 0.60 CD cord-329856-0m5mc320 114 22 and and CC cord-329856-0m5mc320 114 23 above above RB cord-329856-0m5mc320 114 24 , , , cord-329856-0m5mc320 114 25 with with IN cord-329856-0m5mc320 114 26 AUC AUC NNP cord-329856-0m5mc320 114 27 always always RB cord-329856-0m5mc320 114 28 reaching reach VBG cord-329856-0m5mc320 114 29 more more JJR cord-329856-0m5mc320 114 30 than than IN cord-329856-0m5mc320 114 31 88 88 CD cord-329856-0m5mc320 114 32 % % NN cord-329856-0m5mc320 114 33 on on IN cord-329856-0m5mc320 114 34 the the DT cord-329856-0m5mc320 114 35 average average NN cord-329856-0m5mc320 114 36 for for IN cord-329856-0m5mc320 114 37 the the DT cord-329856-0m5mc320 114 38 100 100 CD cord-329856-0m5mc320 114 39 sample sample NN cord-329856-0m5mc320 114 40 populations population NNS cord-329856-0m5mc320 114 41 generated generate VBN cord-329856-0m5mc320 114 42 in in IN cord-329856-0m5mc320 114 43 each each DT cord-329856-0m5mc320 114 44 case case NN cord-329856-0m5mc320 114 45 ( ( -LRB- cord-329856-0m5mc320 114 46 distribution distribution NN cord-329856-0m5mc320 114 47 for for IN cord-329856-0m5mc320 114 48 100 100 CD cord-329856-0m5mc320 114 49 iterations iteration NNS cord-329856-0m5mc320 114 50 shown show VBN cord-329856-0m5mc320 114 51 as as IN cord-329856-0m5mc320 114 52 a a DT cord-329856-0m5mc320 114 53 box box NN cord-329856-0m5mc320 114 54 plot plot NN cord-329856-0m5mc320 114 55 ) ) -RRB- cord-329856-0m5mc320 114 56 . . . cord-329856-0m5mc320 115 1 Even even RB cord-329856-0m5mc320 115 2 though though IN cord-329856-0m5mc320 115 3 the the DT cord-329856-0m5mc320 115 4 Bootstrapping bootstrapping NN cord-329856-0m5mc320 115 5 type type NN cord-329856-0m5mc320 115 6 of of IN cord-329856-0m5mc320 115 7 cross cross NN cord-329856-0m5mc320 115 8 - - NN cord-329856-0m5mc320 115 9 validation validation NN cord-329856-0m5mc320 115 10 is be VBZ cord-329856-0m5mc320 115 11 prone prone JJ cord-329856-0m5mc320 115 12 to to TO cord-329856-0m5mc320 115 13 overestimate overestimate VB cord-329856-0m5mc320 115 14 performance performance NN cord-329856-0m5mc320 115 15 levels level NNS cord-329856-0m5mc320 115 16 because because IN cord-329856-0m5mc320 115 17 of of IN cord-329856-0m5mc320 115 18 redundancy redundancy NN cord-329856-0m5mc320 115 19 between between IN cord-329856-0m5mc320 115 20 the the DT cord-329856-0m5mc320 115 21 training training NN cord-329856-0m5mc320 115 22 and and CC cord-329856-0m5mc320 115 23 test test NN cord-329856-0m5mc320 115 24 examples example NNS cord-329856-0m5mc320 115 25 , , , cord-329856-0m5mc320 115 26 such such JJ cord-329856-0m5mc320 115 27 high high JJ cord-329856-0m5mc320 115 28 levels level NNS cord-329856-0m5mc320 115 29 of of IN cord-329856-0m5mc320 115 30 predictability predictability NN cord-329856-0m5mc320 115 31 from from IN cord-329856-0m5mc320 115 32 a a DT cord-329856-0m5mc320 115 33 small small JJ cord-329856-0m5mc320 115 34 number number NN cord-329856-0m5mc320 115 35 of of IN cord-329856-0m5mc320 115 36 feature feature NN cord-329856-0m5mc320 115 37 values value NNS cord-329856-0m5mc320 115 38 ( ( -LRB- cord-329856-0m5mc320 115 39 8 8 CD cord-329856-0m5mc320 115 40 probability probability NN cord-329856-0m5mc320 115 41 density density NN cord-329856-0m5mc320 115 42 bins bin NNS cord-329856-0m5mc320 115 43 ) ) -RRB- cord-329856-0m5mc320 115 44 is be VBZ cord-329856-0m5mc320 115 45 highly highly RB cord-329856-0m5mc320 115 46 promising promising JJ cord-329856-0m5mc320 115 47 . . . cord-329856-0m5mc320 116 1 There there EX cord-329856-0m5mc320 116 2 are be VBP cord-329856-0m5mc320 117 1 many many JJ cord-329856-0m5mc320 117 2 COVID-19 covid-19 VBP cord-329856-0m5mc320 117 3 related related JJ cord-329856-0m5mc320 117 4 compilations compilation NNS cord-329856-0m5mc320 117 5 of of IN cord-329856-0m5mc320 117 6 data datum NNS cord-329856-0m5mc320 117 7 in in IN cord-329856-0m5mc320 117 8 the the DT cord-329856-0m5mc320 117 9 public public JJ cord-329856-0m5mc320 117 10 domain domain NN cord-329856-0m5mc320 117 11 emerging emerge VBG cord-329856-0m5mc320 117 12 from from IN cord-329856-0m5mc320 117 13 agencies agency NNS cord-329856-0m5mc320 117 14 as as RB cord-329856-0m5mc320 117 15 varied varied JJ cord-329856-0m5mc320 117 16 as as IN cord-329856-0m5mc320 117 17 WHO who WP cord-329856-0m5mc320 117 18 and and CC cord-329856-0m5mc320 117 19 state state NN cord-329856-0m5mc320 117 20 governments government NNS cord-329856-0m5mc320 117 21 . . . cord-329856-0m5mc320 118 1 Infection infection NN cord-329856-0m5mc320 118 2 origin origin NN cord-329856-0m5mc320 118 3 studies study VBZ cord-329856-0m5mc320 118 4 like like IN cord-329856-0m5mc320 118 5 this this DT cord-329856-0m5mc320 118 6 could could MD cord-329856-0m5mc320 118 7 have have VB cord-329856-0m5mc320 118 8 been be VBN cord-329856-0m5mc320 118 9 carried carry VBN cord-329856-0m5mc320 118 10 out out RP cord-329856-0m5mc320 118 11 on on IN cord-329856-0m5mc320 118 12 country country NN cord-329856-0m5mc320 118 13 - - HYPH cord-329856-0m5mc320 118 14 specific specific JJ cord-329856-0m5mc320 118 15 data datum NNS cord-329856-0m5mc320 118 16 , , , cord-329856-0m5mc320 118 17 where where WRB cord-329856-0m5mc320 118 18 all all DT cord-329856-0m5mc320 118 19 infections infection NNS cord-329856-0m5mc320 118 20 are be VBP cord-329856-0m5mc320 118 21 more more RBR cord-329856-0m5mc320 118 22 or or CC cord-329856-0m5mc320 118 23 less less JJR cord-329856-0m5mc320 118 24 of of IN cord-329856-0m5mc320 118 25 the the DT cord-329856-0m5mc320 118 26 same same JJ cord-329856-0m5mc320 118 27 origin origin NN cord-329856-0m5mc320 118 28 . . . cord-329856-0m5mc320 119 1 However however RB cord-329856-0m5mc320 119 2 , , , cord-329856-0m5mc320 119 3 the the DT cord-329856-0m5mc320 119 4 age age NN cord-329856-0m5mc320 119 5 profile profile NN cord-329856-0m5mc320 119 6 differences difference NNS cord-329856-0m5mc320 119 7 observed observe VBN cord-329856-0m5mc320 119 8 between between IN cord-329856-0m5mc320 119 9 different different JJ cord-329856-0m5mc320 119 10 conditions condition NNS cord-329856-0m5mc320 119 11 would would MD cord-329856-0m5mc320 119 12 be be VB cord-329856-0m5mc320 119 13 further further RB cord-329856-0m5mc320 119 14 confounded confound VBN cord-329856-0m5mc320 119 15 by by IN cord-329856-0m5mc320 119 16 various various JJ cord-329856-0m5mc320 119 17 factors factor NNS cord-329856-0m5mc320 119 18 such such JJ cord-329856-0m5mc320 119 19 as as IN cord-329856-0m5mc320 119 20 : : : cord-329856-0m5mc320 119 21 ( ( -LRB- cord-329856-0m5mc320 119 22 i i NN cord-329856-0m5mc320 119 23 ) ) -RRB- cord-329856-0m5mc320 119 24 the the DT cord-329856-0m5mc320 119 25 degree degree NN cord-329856-0m5mc320 119 26 and and CC cord-329856-0m5mc320 119 27 target target VB cord-329856-0m5mc320 119 28 population population NN cord-329856-0m5mc320 119 29 being be VBG cord-329856-0m5mc320 119 30 tested test VBN cord-329856-0m5mc320 119 31 , , , cord-329856-0m5mc320 119 32 ( ( -LRB- cord-329856-0m5mc320 119 33 ii ii NN cord-329856-0m5mc320 119 34 ) ) -RRB- cord-329856-0m5mc320 119 35 ethnic ethnic JJ cord-329856-0m5mc320 119 36 variations variation NNS cord-329856-0m5mc320 119 37 from from IN cord-329856-0m5mc320 119 38 one one CD cord-329856-0m5mc320 119 39 place place NN cord-329856-0m5mc320 119 40 to to IN cord-329856-0m5mc320 119 41 the the DT cord-329856-0m5mc320 119 42 other other JJ cord-329856-0m5mc320 119 43 , , , cord-329856-0m5mc320 119 44 and and CC cord-329856-0m5mc320 119 45 ( ( -LRB- cord-329856-0m5mc320 119 46 iii iii NNP cord-329856-0m5mc320 119 47 ) ) -RRB- cord-329856-0m5mc320 119 48 general general JJ cord-329856-0m5mc320 119 49 population population NN cord-329856-0m5mc320 119 50 age age NN cord-329856-0m5mc320 119 51 variations variation NNS cord-329856-0m5mc320 119 52 . . . cord-329856-0m5mc320 120 1 Taking take VBG cord-329856-0m5mc320 120 2 the the DT cord-329856-0m5mc320 120 3 population population NN cord-329856-0m5mc320 120 4 data datum NNS cord-329856-0m5mc320 120 5 from from IN cord-329856-0m5mc320 120 6 similar similar JJ cord-329856-0m5mc320 120 7 national national JJ cord-329856-0m5mc320 120 8 profiles profile NNS cord-329856-0m5mc320 120 9 takes take VBZ cord-329856-0m5mc320 120 10 care care NN cord-329856-0m5mc320 120 11 of of IN cord-329856-0m5mc320 120 12 differences difference NNS cord-329856-0m5mc320 120 13 between between IN cord-329856-0m5mc320 120 14 testing testing NN cord-329856-0m5mc320 120 15 strategies strategy NNS cord-329856-0m5mc320 120 16 , , , cord-329856-0m5mc320 120 17 background background NN cord-329856-0m5mc320 120 18 population population NN cord-329856-0m5mc320 120 19 demographics demographic NNS cord-329856-0m5mc320 120 20 , , , cord-329856-0m5mc320 120 21 genetic genetic JJ cord-329856-0m5mc320 120 22 variations variation NNS cord-329856-0m5mc320 120 23 , , , cord-329856-0m5mc320 120 24 and and CC cord-329856-0m5mc320 120 25 time time NN cord-329856-0m5mc320 120 26 points point NNS cord-329856-0m5mc320 120 27 of of IN cord-329856-0m5mc320 120 28 infection infection NN cord-329856-0m5mc320 120 29 in in IN cord-329856-0m5mc320 120 30 a a DT cord-329856-0m5mc320 120 31 better well JJR cord-329856-0m5mc320 120 32 way way NN cord-329856-0m5mc320 120 33 . . . cord-329856-0m5mc320 121 1 Some some DT cord-329856-0m5mc320 121 2 of of IN cord-329856-0m5mc320 121 3 the the DT cord-329856-0m5mc320 121 4 caveats caveat NNS cord-329856-0m5mc320 121 5 still still RB cord-329856-0m5mc320 121 6 remain remain VBP cord-329856-0m5mc320 121 7 . . . cord-329856-0m5mc320 122 1 The the DT cord-329856-0m5mc320 122 2 first first JJ cord-329856-0m5mc320 122 3 of of IN cord-329856-0m5mc320 122 4 them -PRON- PRP cord-329856-0m5mc320 122 5 pertains pertain VBZ cord-329856-0m5mc320 122 6 to to IN cord-329856-0m5mc320 122 7 the the DT cord-329856-0m5mc320 122 8 scarcity scarcity NN cord-329856-0m5mc320 122 9 of of IN cord-329856-0m5mc320 122 10 data datum NNS cord-329856-0m5mc320 122 11 on on IN cord-329856-0m5mc320 122 12 age age NN cord-329856-0m5mc320 122 13 , , , cord-329856-0m5mc320 122 14 gender gender NN cord-329856-0m5mc320 122 15 , , , cord-329856-0m5mc320 122 16 and and CC cord-329856-0m5mc320 122 17 recovery recovery NN cord-329856-0m5mc320 122 18 status status NN cord-329856-0m5mc320 122 19 . . . cord-329856-0m5mc320 123 1 There there EX cord-329856-0m5mc320 123 2 are be VBP cord-329856-0m5mc320 123 3 many many JJ cord-329856-0m5mc320 123 4 patients patient NNS cord-329856-0m5mc320 123 5 in in IN cord-329856-0m5mc320 123 6 the the DT cord-329856-0m5mc320 123 7 database database NN cord-329856-0m5mc320 123 8 for for IN cord-329856-0m5mc320 123 9 which which WDT cord-329856-0m5mc320 123 10 none none NN cord-329856-0m5mc320 123 11 or or CC cord-329856-0m5mc320 123 12 only only RB cord-329856-0m5mc320 123 13 some some DT cord-329856-0m5mc320 123 14 of of IN cord-329856-0m5mc320 123 15 this this DT cord-329856-0m5mc320 123 16 information information NN cord-329856-0m5mc320 123 17 are be VBP cord-329856-0m5mc320 123 18 available available JJ cord-329856-0m5mc320 123 19 . . . cord-329856-0m5mc320 124 1 Better well JJR cord-329856-0m5mc320 124 2 recording recording NN cord-329856-0m5mc320 124 3 of of IN cord-329856-0m5mc320 124 4 these these DT cord-329856-0m5mc320 124 5 data datum NNS cord-329856-0m5mc320 124 6 and and CC cord-329856-0m5mc320 124 7 making make VBG cord-329856-0m5mc320 124 8 them -PRON- PRP cord-329856-0m5mc320 124 9 available available JJ cord-329856-0m5mc320 124 10 in in IN cord-329856-0m5mc320 124 11 a a DT cord-329856-0m5mc320 124 12 timely timely JJ cord-329856-0m5mc320 124 13 manner manner NN cord-329856-0m5mc320 124 14 will will MD cord-329856-0m5mc320 124 15 help help VB cord-329856-0m5mc320 124 16 in in IN cord-329856-0m5mc320 124 17 furthering further VBG cord-329856-0m5mc320 124 18 these these DT cord-329856-0m5mc320 124 19 studies study NNS cord-329856-0m5mc320 124 20 . . . cord-329856-0m5mc320 125 1 From from IN cord-329856-0m5mc320 125 2 the the DT cord-329856-0m5mc320 125 3 analytic analytic JJ cord-329856-0m5mc320 125 4 perspective perspective NN cord-329856-0m5mc320 125 5 , , , cord-329856-0m5mc320 125 6 the the DT cord-329856-0m5mc320 125 7 travelling travel VBG cord-329856-0m5mc320 125 8 population population NN cord-329856-0m5mc320 125 9 age age NN cord-329856-0m5mc320 125 10 profile profile NN cord-329856-0m5mc320 125 11 from from IN cord-329856-0m5mc320 125 12 the the DT cord-329856-0m5mc320 125 13 UK UK NNP cord-329856-0m5mc320 125 14 , , , cord-329856-0m5mc320 125 15 USA USA NNP cord-329856-0m5mc320 125 16 , , , cord-329856-0m5mc320 125 17 and and CC cord-329856-0m5mc320 125 18 EU EU NNP cord-329856-0m5mc320 125 19 may may MD cord-329856-0m5mc320 125 20 in in IN cord-329856-0m5mc320 125 21 itself -PRON- PRP cord-329856-0m5mc320 125 22 be be VB cord-329856-0m5mc320 125 23 different different JJ cord-329856-0m5mc320 125 24 from from IN cord-329856-0m5mc320 125 25 those those DT cord-329856-0m5mc320 125 26 traveling travel VBG cord-329856-0m5mc320 125 27 from from IN cord-329856-0m5mc320 125 28 the the DT cord-329856-0m5mc320 125 29 Middle Middle NNP cord-329856-0m5mc320 125 30 East East NNP cord-329856-0m5mc320 125 31 and and CC cord-329856-0m5mc320 125 32 Asian asian JJ cord-329856-0m5mc320 125 33 countries country NNS cord-329856-0m5mc320 125 34 , , , cord-329856-0m5mc320 125 35 for for IN cord-329856-0m5mc320 125 36 which which WDT cord-329856-0m5mc320 125 37 the the DT cord-329856-0m5mc320 125 38 data datum NNS cord-329856-0m5mc320 125 39 was be VBD cord-329856-0m5mc320 125 40 not not RB cord-329856-0m5mc320 125 41 available available JJ cord-329856-0m5mc320 125 42 for for IN cord-329856-0m5mc320 125 43 this this DT cord-329856-0m5mc320 125 44 study study NN cord-329856-0m5mc320 125 45 . . . cord-329856-0m5mc320 126 1 These these DT cord-329856-0m5mc320 126 2 issues issue NNS cord-329856-0m5mc320 126 3 may may MD cord-329856-0m5mc320 126 4 need need VB cord-329856-0m5mc320 126 5 further further JJ cord-329856-0m5mc320 126 6 investigation investigation NN cord-329856-0m5mc320 126 7 in in IN cord-329856-0m5mc320 126 8 the the DT cord-329856-0m5mc320 126 9 future future NN cord-329856-0m5mc320 126 10 . . . cord-329856-0m5mc320 127 1 However however RB cord-329856-0m5mc320 127 2 , , , cord-329856-0m5mc320 127 3 despite despite IN cord-329856-0m5mc320 127 4 these these DT cord-329856-0m5mc320 127 5 caveats caveat NNS cord-329856-0m5mc320 127 6 , , , cord-329856-0m5mc320 127 7 this this DT cord-329856-0m5mc320 127 8 study study NN cord-329856-0m5mc320 127 9 provides provide VBZ cord-329856-0m5mc320 127 10 a a DT cord-329856-0m5mc320 127 11 framework framework NN cord-329856-0m5mc320 127 12 to to TO cord-329856-0m5mc320 127 13 utilize utilize VB cord-329856-0m5mc320 127 14 rudimentary rudimentary JJ cord-329856-0m5mc320 127 15 patient patient JJ cord-329856-0m5mc320 127 16 population population NN cord-329856-0m5mc320 127 17 profiles profile NNS cord-329856-0m5mc320 127 18 such such JJ cord-329856-0m5mc320 127 19 as as IN cord-329856-0m5mc320 127 20 patient patient JJ cord-329856-0m5mc320 127 21 age age NN cord-329856-0m5mc320 127 22 distribution distribution NN cord-329856-0m5mc320 127 23 to to TO cord-329856-0m5mc320 127 24 segregate segregate VB cord-329856-0m5mc320 127 25 them -PRON- PRP cord-329856-0m5mc320 127 26 in in IN cord-329856-0m5mc320 127 27 terms term NNS cord-329856-0m5mc320 127 28 of of IN cord-329856-0m5mc320 127 29 source source NN cord-329856-0m5mc320 127 30 of of IN cord-329856-0m5mc320 127 31 infection infection NN cord-329856-0m5mc320 127 32 , , , cord-329856-0m5mc320 127 33 and and CC cord-329856-0m5mc320 127 34 potentially potentially RB cord-329856-0m5mc320 127 35 develop develop VB cord-329856-0m5mc320 127 36 combative combative JJ cord-329856-0m5mc320 127 37 strategies strategy NNS cord-329856-0m5mc320 127 38 informed inform VBN cord-329856-0m5mc320 127 39 by by IN cord-329856-0m5mc320 127 40 these these DT cord-329856-0m5mc320 127 41 differences difference NNS cord-329856-0m5mc320 127 42 . . . cord-329856-0m5mc320 128 1 One one CD cord-329856-0m5mc320 128 2 natural natural JJ cord-329856-0m5mc320 128 3 question question NN cord-329856-0m5mc320 128 4 that that WDT cord-329856-0m5mc320 128 5 emerges emerge VBZ cord-329856-0m5mc320 128 6 from from IN cord-329856-0m5mc320 128 7 this this DT cord-329856-0m5mc320 128 8 study study NN cord-329856-0m5mc320 128 9 and and CC cord-329856-0m5mc320 128 10 for for IN cord-329856-0m5mc320 128 11 any any DT cord-329856-0m5mc320 128 12 data data NN cord-329856-0m5mc320 128 13 - - HYPH cord-329856-0m5mc320 128 14 driven drive VBN cord-329856-0m5mc320 128 15 study study NN cord-329856-0m5mc320 128 16 is be VBZ cord-329856-0m5mc320 128 17 that that DT cord-329856-0m5mc320 128 18 of of IN cord-329856-0m5mc320 128 19 causality causality NN cord-329856-0m5mc320 128 20 . . . cord-329856-0m5mc320 129 1 Why why WRB cord-329856-0m5mc320 129 2 should should MD cord-329856-0m5mc320 129 3 people people NNS cord-329856-0m5mc320 129 4 with with IN cord-329856-0m5mc320 129 5 different different JJ cord-329856-0m5mc320 129 6 travel travel NN cord-329856-0m5mc320 129 7 history history NN cord-329856-0m5mc320 129 8 respond respond VBP cord-329856-0m5mc320 129 9 to to IN cord-329856-0m5mc320 129 10 a a DT cord-329856-0m5mc320 129 11 virus virus NN cord-329856-0m5mc320 129 12 differently differently RB cord-329856-0m5mc320 129 13 ? ? . cord-329856-0m5mc320 130 1 If if IN cord-329856-0m5mc320 130 2 the the DT cord-329856-0m5mc320 130 3 population population NN cord-329856-0m5mc320 130 4 groups group NNS cord-329856-0m5mc320 130 5 studied study VBN cord-329856-0m5mc320 130 6 here here RB cord-329856-0m5mc320 130 7 are be VBP cord-329856-0m5mc320 130 8 considered consider VBN cord-329856-0m5mc320 130 9 to to TO cord-329856-0m5mc320 130 10 be be VB cord-329856-0m5mc320 130 11 more more RBR cord-329856-0m5mc320 130 12 or or CC cord-329856-0m5mc320 130 13 less less RBR cord-329856-0m5mc320 130 14 uniform uniform JJ cord-329856-0m5mc320 130 15 , , , cord-329856-0m5mc320 130 16 because because IN cord-329856-0m5mc320 130 17 they -PRON- PRP cord-329856-0m5mc320 130 18 are be VBP cord-329856-0m5mc320 130 19 all all RB cord-329856-0m5mc320 130 20 taken take VBN cord-329856-0m5mc320 130 21 from from IN cord-329856-0m5mc320 130 22 the the DT cord-329856-0m5mc320 130 23 same same JJ cord-329856-0m5mc320 130 24 country country NN cord-329856-0m5mc320 130 25 , , , cord-329856-0m5mc320 130 26 the the DT cord-329856-0m5mc320 130 27 differences difference NNS cord-329856-0m5mc320 130 28 are be VBP cord-329856-0m5mc320 130 29 likely likely JJ cord-329856-0m5mc320 130 30 be be VB cord-329856-0m5mc320 130 31 due due JJ cord-329856-0m5mc320 130 32 to to IN cord-329856-0m5mc320 130 33 the the DT cord-329856-0m5mc320 130 34 mutations mutation NNS cord-329856-0m5mc320 130 35 in in IN cord-329856-0m5mc320 130 36 coronavirus coronavirus NN cord-329856-0m5mc320 130 37 in in IN cord-329856-0m5mc320 130 38 the the DT cord-329856-0m5mc320 130 39 country country NN cord-329856-0m5mc320 130 40 where where WRB cord-329856-0m5mc320 130 41 patients patient NNS cord-329856-0m5mc320 130 42 were be VBD cord-329856-0m5mc320 130 43 potentially potentially RB cord-329856-0m5mc320 130 44 infected infect VBN cord-329856-0m5mc320 130 45 . . . cord-329856-0m5mc320 131 1 If if IN cord-329856-0m5mc320 131 2 this this DT cord-329856-0m5mc320 131 3 is be VBZ cord-329856-0m5mc320 131 4 indeed indeed RB cord-329856-0m5mc320 131 5 true true JJ cord-329856-0m5mc320 131 6 , , , cord-329856-0m5mc320 131 7 it -PRON- PRP cord-329856-0m5mc320 131 8 would would MD cord-329856-0m5mc320 131 9 have have VB cord-329856-0m5mc320 131 10 huge huge JJ cord-329856-0m5mc320 131 11 implications implication NNS cord-329856-0m5mc320 131 12 for for IN cord-329856-0m5mc320 131 13 therapeutic therapeutic JJ cord-329856-0m5mc320 131 14 and and CC cord-329856-0m5mc320 131 15 vaccination vaccination NN cord-329856-0m5mc320 131 16 strategies strategy NNS cord-329856-0m5mc320 131 17 , , , cord-329856-0m5mc320 131 18 as as IN cord-329856-0m5mc320 131 19 treatments treatment NNS cord-329856-0m5mc320 131 20 developed develop VBN cord-329856-0m5mc320 131 21 for for IN cord-329856-0m5mc320 131 22 one one CD cord-329856-0m5mc320 131 23 strain strain NN cord-329856-0m5mc320 131 24 and and CC cord-329856-0m5mc320 131 25 target target NN cord-329856-0m5mc320 131 26 population population NN cord-329856-0m5mc320 131 27 may may MD cord-329856-0m5mc320 131 28 not not RB cord-329856-0m5mc320 131 29 be be VB cord-329856-0m5mc320 131 30 effective effective JJ cord-329856-0m5mc320 131 31 on on IN cord-329856-0m5mc320 131 32 other other JJ cord-329856-0m5mc320 131 33 mutated mutate VBN cord-329856-0m5mc320 131 34 variants variant NNS cord-329856-0m5mc320 131 35 . . . cord-329856-0m5mc320 132 1 However however RB cord-329856-0m5mc320 132 2 , , , cord-329856-0m5mc320 132 3 it -PRON- PRP cord-329856-0m5mc320 132 4 would would MD cord-329856-0m5mc320 132 5 be be VB cord-329856-0m5mc320 132 6 a a DT cord-329856-0m5mc320 132 7 bit bit NN cord-329856-0m5mc320 132 8 too too RB cord-329856-0m5mc320 132 9 early early JJ cord-329856-0m5mc320 132 10 to to TO cord-329856-0m5mc320 132 11 draw draw VB cord-329856-0m5mc320 132 12 an an DT cord-329856-0m5mc320 132 13 exact exact JJ cord-329856-0m5mc320 132 14 conclusion conclusion NN cord-329856-0m5mc320 132 15 about about IN cord-329856-0m5mc320 132 16 all all PDT cord-329856-0m5mc320 132 17 the the DT cord-329856-0m5mc320 132 18 variations variation NNS cord-329856-0m5mc320 132 19 attributed attribute VBN cord-329856-0m5mc320 132 20 to to IN cord-329856-0m5mc320 132 21 mutations mutation NNS cord-329856-0m5mc320 132 22 in in IN cord-329856-0m5mc320 132 23 the the DT cord-329856-0m5mc320 132 24 virus virus NN cord-329856-0m5mc320 132 25 . . . cord-329856-0m5mc320 133 1 As as IN cord-329856-0m5mc320 133 2 stated state VBN cord-329856-0m5mc320 133 3 in in IN cord-329856-0m5mc320 133 4 the the DT cord-329856-0m5mc320 133 5 caveats caveat NNS cord-329856-0m5mc320 133 6 above above RB cord-329856-0m5mc320 133 7 , , , cord-329856-0m5mc320 133 8 the the DT cord-329856-0m5mc320 133 9 socio socio JJ cord-329856-0m5mc320 133 10 - - JJ cord-329856-0m5mc320 133 11 economic economic JJ cord-329856-0m5mc320 133 12 backgrounds background NNS cord-329856-0m5mc320 133 13 of of IN cord-329856-0m5mc320 133 14 people people NNS cord-329856-0m5mc320 133 15 traveling travel VBG cord-329856-0m5mc320 133 16 to to IN cord-329856-0m5mc320 133 17 different different JJ cord-329856-0m5mc320 133 18 countries country NNS cord-329856-0m5mc320 133 19 may may MD cord-329856-0m5mc320 133 20 be be VB cord-329856-0m5mc320 133 21 one one CD cord-329856-0m5mc320 133 22 big big JJ cord-329856-0m5mc320 133 23 confounding confounding JJ cord-329856-0m5mc320 133 24 factor factor NN cord-329856-0m5mc320 133 25 , , , cord-329856-0m5mc320 133 26 among among IN cord-329856-0m5mc320 133 27 others other NNS cord-329856-0m5mc320 133 28 . . . cord-329856-0m5mc320 134 1 In in IN cord-329856-0m5mc320 134 2 view view NN cord-329856-0m5mc320 134 3 of of IN cord-329856-0m5mc320 134 4 these these DT cord-329856-0m5mc320 134 5 exciting exciting JJ cord-329856-0m5mc320 134 6 possibilities possibility NNS cord-329856-0m5mc320 134 7 and and CC cord-329856-0m5mc320 134 8 potential potential JJ cord-329856-0m5mc320 134 9 sources source NNS cord-329856-0m5mc320 134 10 and and CC cord-329856-0m5mc320 134 11 implications implication NNS cord-329856-0m5mc320 134 12 of of IN cord-329856-0m5mc320 134 13 variations variation NNS cord-329856-0m5mc320 134 14 , , , cord-329856-0m5mc320 134 15 further further JJ cord-329856-0m5mc320 134 16 studies study NNS cord-329856-0m5mc320 134 17 on on IN cord-329856-0m5mc320 134 18 the the DT cord-329856-0m5mc320 134 19 age age NN cord-329856-0m5mc320 134 20 profiles profile NNS cord-329856-0m5mc320 134 21 of of IN cord-329856-0m5mc320 134 22 COVID-19 covid-19 JJ cord-329856-0m5mc320 134 23 patients patient NNS cord-329856-0m5mc320 134 24 are be VBP cord-329856-0m5mc320 134 25 required require VBN cord-329856-0m5mc320 134 26 and and CC cord-329856-0m5mc320 134 27 continued continue VBN cord-329856-0m5mc320 134 28 . . . cord-329856-0m5mc320 135 1 The the DT cord-329856-0m5mc320 135 2 study study NN cord-329856-0m5mc320 135 3 establishes establish VBZ cord-329856-0m5mc320 135 4 that that IN cord-329856-0m5mc320 135 5 affected affected JJ cord-329856-0m5mc320 135 6 patient patient JJ cord-329856-0m5mc320 135 7 groups group NNS cord-329856-0m5mc320 135 8 stratified stratify VBN cord-329856-0m5mc320 135 9 by by IN cord-329856-0m5mc320 135 10 their -PRON- PRP$ cord-329856-0m5mc320 135 11 travel travel NN cord-329856-0m5mc320 135 12 and and CC cord-329856-0m5mc320 135 13 contact contact NN cord-329856-0m5mc320 135 14 history history NN cord-329856-0m5mc320 135 15 have have VBP cord-329856-0m5mc320 135 16 distinct distinct JJ cord-329856-0m5mc320 135 17 patterns pattern NNS cord-329856-0m5mc320 135 18 of of IN cord-329856-0m5mc320 135 19 patient patient NN cord-329856-0m5mc320 135 20 profiles profile NNS cord-329856-0m5mc320 135 21 . . . cord-329856-0m5mc320 136 1 Out out IN cord-329856-0m5mc320 136 2 of of IN cord-329856-0m5mc320 136 3 the the DT cord-329856-0m5mc320 136 4 six six CD cord-329856-0m5mc320 136 5 categories category NNS cord-329856-0m5mc320 136 6 of of IN cord-329856-0m5mc320 136 7 such such JJ cord-329856-0m5mc320 136 8 patients patient NNS cord-329856-0m5mc320 136 9 , , , cord-329856-0m5mc320 136 10 two two CD cord-329856-0m5mc320 136 11 clusters cluster NNS cord-329856-0m5mc320 136 12 of of IN cord-329856-0m5mc320 136 13 patient patient JJ cord-329856-0m5mc320 136 14 groups group NNS cord-329856-0m5mc320 136 15 were be VBD cord-329856-0m5mc320 136 16 identified identify VBN cord-329856-0m5mc320 136 17 which which WDT cord-329856-0m5mc320 136 18 also also RB cord-329856-0m5mc320 136 19 had have VBD cord-329856-0m5mc320 136 20 differential differential JJ cord-329856-0m5mc320 136 21 patterns pattern NNS cord-329856-0m5mc320 136 22 of of IN cord-329856-0m5mc320 136 23 male male JJ cord-329856-0m5mc320 136 24 versus versus IN cord-329856-0m5mc320 136 25 female female JJ cord-329856-0m5mc320 136 26 fatality fatality NN cord-329856-0m5mc320 136 27 ratio ratio NN cord-329856-0m5mc320 136 28 across across IN cord-329856-0m5mc320 136 29 age age NN cord-329856-0m5mc320 136 30 groups group NNS cord-329856-0m5mc320 136 31 , , , cord-329856-0m5mc320 136 32 although although IN cord-329856-0m5mc320 136 33 only only RB cord-329856-0m5mc320 136 34 subtle subtle JJ cord-329856-0m5mc320 136 35 differences difference NNS cord-329856-0m5mc320 136 36 could could MD cord-329856-0m5mc320 136 37 be be VB cord-329856-0m5mc320 136 38 recorded record VBN cord-329856-0m5mc320 136 39 due due IN cord-329856-0m5mc320 136 40 to to IN cord-329856-0m5mc320 136 41 the the DT cord-329856-0m5mc320 136 42 available available JJ cord-329856-0m5mc320 136 43 data data NN cord-329856-0m5mc320 136 44 size size NN cord-329856-0m5mc320 136 45 . . . cord-329856-0m5mc320 137 1 A a DT cord-329856-0m5mc320 137 2 framework framework NN cord-329856-0m5mc320 137 3 to to TO cord-329856-0m5mc320 137 4 assign assign VB cord-329856-0m5mc320 137 5 a a DT cord-329856-0m5mc320 137 6 new new JJ cord-329856-0m5mc320 137 7 patient patient JJ cord-329856-0m5mc320 137 8 population population NN cord-329856-0m5mc320 137 9 to to IN cord-329856-0m5mc320 137 10 one one CD cord-329856-0m5mc320 137 11 of of IN cord-329856-0m5mc320 137 12 these these DT cord-329856-0m5mc320 137 13 predefined predefined JJ cord-329856-0m5mc320 137 14 categories category NNS cord-329856-0m5mc320 137 15 in in IN cord-329856-0m5mc320 137 16 a a DT cord-329856-0m5mc320 137 17 predictive predictive JJ cord-329856-0m5mc320 137 18 manner manner NN cord-329856-0m5mc320 137 19 was be VBD cord-329856-0m5mc320 137 20 also also RB cord-329856-0m5mc320 137 21 provided provide VBN cord-329856-0m5mc320 137 22 . . . cord-329856-0m5mc320 138 1 Overall overall RB cord-329856-0m5mc320 138 2 , , , cord-329856-0m5mc320 138 3 if if IN cord-329856-0m5mc320 138 4 the the DT cord-329856-0m5mc320 138 5 data datum NNS cord-329856-0m5mc320 138 6 can can MD cord-329856-0m5mc320 138 7 also also RB cord-329856-0m5mc320 138 8 be be VB cord-329856-0m5mc320 138 9 linked link VBN cord-329856-0m5mc320 138 10 to to IN cord-329856-0m5mc320 138 11 detailed detailed JJ cord-329856-0m5mc320 138 12 clinical clinical JJ cord-329856-0m5mc320 138 13 history history NN cord-329856-0m5mc320 138 14 and and CC cord-329856-0m5mc320 138 15 genetic genetic JJ cord-329856-0m5mc320 138 16 constructs construct NNS cord-329856-0m5mc320 138 17 of of IN cord-329856-0m5mc320 138 18 clinical clinical JJ cord-329856-0m5mc320 138 19 variables variable NNS cord-329856-0m5mc320 138 20 , , , cord-329856-0m5mc320 138 21 a a DT cord-329856-0m5mc320 138 22 powerful powerful JJ cord-329856-0m5mc320 138 23 combative combative JJ cord-329856-0m5mc320 138 24 strategy strategy NN cord-329856-0m5mc320 138 25 against against IN cord-329856-0m5mc320 138 26 Coronavirus Coronavirus NNP cord-329856-0m5mc320 138 27 may may MD cord-329856-0m5mc320 138 28 be be VB cord-329856-0m5mc320 138 29 developed develop VBN cord-329856-0m5mc320 138 30 which which WDT cord-329856-0m5mc320 138 31 incorporates incorporate VBZ cord-329856-0m5mc320 138 32 these these DT cord-329856-0m5mc320 138 33 findings finding NNS cord-329856-0m5mc320 138 34 . . . cord-329856-0m5mc320 138 35 _SP cord-329856-0m5mc320 139 1 Genetic genetic JJ cord-329856-0m5mc320 139 2 diversity diversity NN cord-329856-0m5mc320 139 3 and and CC cord-329856-0m5mc320 139 4 evolution evolution NN cord-329856-0m5mc320 139 5 of of IN cord-329856-0m5mc320 139 6 SARS SARS NNP cord-329856-0m5mc320 139 7 - - HYPH cord-329856-0m5mc320 139 8 CoV-2 CoV-2 NNP cord-329856-0m5mc320 139 9 Origin Origin NNP cord-329856-0m5mc320 139 10 and and CC cord-329856-0m5mc320 139 11 evolution evolution NN cord-329856-0m5mc320 139 12 of of IN cord-329856-0m5mc320 139 13 pathogenic pathogenic JJ cord-329856-0m5mc320 139 14 coronaviruses coronaviruse NNS cord-329856-0m5mc320 140 1 The the DT cord-329856-0m5mc320 140 2 establishment establishment NN cord-329856-0m5mc320 140 3 of of IN cord-329856-0m5mc320 140 4 reference reference NN cord-329856-0m5mc320 140 5 sequence sequence NN cord-329856-0m5mc320 140 6 for for IN cord-329856-0m5mc320 140 7 SARS SARS NNP cord-329856-0m5mc320 140 8 - - HYPH cord-329856-0m5mc320 140 9 CoV-2 CoV-2 NNP cord-329856-0m5mc320 140 10 and and CC cord-329856-0m5mc320 140 11 variation variation NN cord-329856-0m5mc320 140 12 analysis analysis NN cord-329856-0m5mc320 140 13 Transmission transmission NN cord-329856-0m5mc320 140 14 dynamics dynamic NNS cord-329856-0m5mc320 140 15 and and CC cord-329856-0m5mc320 140 16 evolutionary evolutionary JJ cord-329856-0m5mc320 140 17 history history NN cord-329856-0m5mc320 140 18 of of IN cord-329856-0m5mc320 140 19 2019-nCoV 2019-ncov CD cord-329856-0m5mc320 140 20 Clinical clinical JJ cord-329856-0m5mc320 140 21 Characteristics characteristic NNS cord-329856-0m5mc320 140 22 of of IN cord-329856-0m5mc320 140 23 Imported import VBN cord-329856-0m5mc320 140 24 Cases Cases NNPS cord-329856-0m5mc320 140 25 of of IN cord-329856-0m5mc320 140 26 COVID-19 covid-19 CD cord-329856-0m5mc320 140 27 in in IN cord-329856-0m5mc320 140 28 Jiangsu Jiangsu NNP cord-329856-0m5mc320 140 29 Province Province NNP cord-329856-0m5mc320 140 30 : : : cord-329856-0m5mc320 140 31 A a DT cord-329856-0m5mc320 140 32 Multicenter Multicenter NNP cord-329856-0m5mc320 140 33 Descriptive Descriptive NNP cord-329856-0m5mc320 140 34 Study Study NNP cord-329856-0m5mc320 140 35 COVID-19 COVID-19 NNP cord-329856-0m5mc320 140 36 worldwide worldwide RB cord-329856-0m5mc320 140 37 : : : cord-329856-0m5mc320 140 38 we -PRON- PRP cord-329856-0m5mc320 140 39 need need VBP cord-329856-0m5mc320 140 40 precise precise JJ cord-329856-0m5mc320 140 41 data datum NNS cord-329856-0m5mc320 140 42 by by IN cord-329856-0m5mc320 140 43 age age NN cord-329856-0m5mc320 140 44 group group NN cord-329856-0m5mc320 140 45 and and CC cord-329856-0m5mc320 140 46 sex sex NN cord-329856-0m5mc320 140 47 urgently urgently RB cord-329856-0m5mc320 140 48 Defining define VBG cord-329856-0m5mc320 140 49 the the DT cord-329856-0m5mc320 140 50 Epidemiology Epidemiology NNP cord-329856-0m5mc320 140 51 of of IN cord-329856-0m5mc320 140 52 COVID-19 COVID-19 NNP cord-329856-0m5mc320 140 53 -Studies -studie NNS cord-329856-0m5mc320 141 1 Needed Needed NNP cord-329856-0m5mc320 141 2 Biomarkers Biomarkers NNPS cord-329856-0m5mc320 141 3 of of IN cord-329856-0m5mc320 141 4 biological biological JJ cord-329856-0m5mc320 141 5 age age NN cord-329856-0m5mc320 141 6 as as IN cord-329856-0m5mc320 141 7 predictors predictor NNS cord-329856-0m5mc320 141 8 of of IN cord-329856-0m5mc320 141 9 COVID-19 COVID-19 NNP cord-329856-0m5mc320 141 10 disease disease NN cord-329856-0m5mc320 141 11 severity severity NN cord-329856-0m5mc320 141 12 COVID-19 covid-19 VB cord-329856-0m5mc320 141 13 : : : cord-329856-0m5mc320 141 14 death death NN cord-329856-0m5mc320 141 15 rate rate NN cord-329856-0m5mc320 141 16 is be VBZ cord-329856-0m5mc320 141 17 0.66 0.66 CD cord-329856-0m5mc320 141 18 % % NN cord-329856-0m5mc320 141 19 and and CC cord-329856-0m5mc320 141 20 increases increase NNS cord-329856-0m5mc320 141 21 with with IN cord-329856-0m5mc320 141 22 age age NN cord-329856-0m5mc320 141 23 , , , cord-329856-0m5mc320 141 24 study study NN cord-329856-0m5mc320 141 25 estimates estimate VBZ cord-329856-0m5mc320 141 26 Team Team NNP cord-329856-0m5mc320 141 27 RC RC NNP cord-329856-0m5mc320 141 28 : : : cord-329856-0m5mc320 141 29 R r NN cord-329856-0m5mc320 141 30 : : : cord-329856-0m5mc320 141 31 A a DT cord-329856-0m5mc320 141 32 language language NN cord-329856-0m5mc320 141 33 and and CC cord-329856-0m5mc320 141 34 environment environment NN cord-329856-0m5mc320 141 35 for for IN cord-329856-0m5mc320 141 36 statistical statistical JJ cord-329856-0m5mc320 141 37 computing computing NN cord-329856-0m5mc320 141 38 . . . cord-329856-0m5mc320 142 1 R R NNP cord-329856-0m5mc320 142 2 Foundation Foundation NNP cord-329856-0m5mc320 142 3 for for IN cord-329856-0m5mc320 142 4 Statistical Statistical NNP cord-329856-0m5mc320 142 5 Computing Computing NNP cord-329856-0m5mc320 142 6 Acknowledgement Acknowledgement NNP cord-329856-0m5mc320 142 7 : : : cord-329856-0m5mc320 143 1 The the DT cord-329856-0m5mc320 143 2 authors author NNS cord-329856-0m5mc320 143 3 confirm confirm VBP cord-329856-0m5mc320 143 4 that that IN cord-329856-0m5mc320 143 5 there there EX cord-329856-0m5mc320 143 6 are be VBP cord-329856-0m5mc320 143 7 no no DT cord-329856-0m5mc320 143 8 known know VBN cord-329856-0m5mc320 143 9 conflicts conflict NNS cord-329856-0m5mc320 143 10 of of IN cord-329856-0m5mc320 143 11 interest interest NN cord-329856-0m5mc320 143 12 associated associate VBN cord-329856-0m5mc320 143 13 with with IN cord-329856-0m5mc320 143 14 this this DT cord-329856-0m5mc320 143 15 publication publication NN cord-329856-0m5mc320 143 16 and and CC cord-329856-0m5mc320 143 17 there there EX cord-329856-0m5mc320 143 18 has have VBZ cord-329856-0m5mc320 143 19 been be VBN cord-329856-0m5mc320 143 20 no no DT cord-329856-0m5mc320 143 21 significant significant JJ cord-329856-0m5mc320 143 22 financial financial JJ cord-329856-0m5mc320 143 23 support support NN cord-329856-0m5mc320 143 24 for for IN cord-329856-0m5mc320 143 25 this this DT cord-329856-0m5mc320 143 26 work work NN cord-329856-0m5mc320 143 27 that that WDT cord-329856-0m5mc320 143 28 could could MD cord-329856-0m5mc320 143 29 have have VB cord-329856-0m5mc320 143 30 influenced influence VBN cord-329856-0m5mc320 143 31 its -PRON- PRP$ cord-329856-0m5mc320 143 32 outcome outcome NN cord-329856-0m5mc320 143 33 . . . cord-329856-0m5mc320 144 1 The the DT cord-329856-0m5mc320 144 2 authors author NNS cord-329856-0m5mc320 144 3 must must MD cord-329856-0m5mc320 144 4 make make VB cord-329856-0m5mc320 144 5 a a DT cord-329856-0m5mc320 144 6 clear clear JJ cord-329856-0m5mc320 144 7 statement statement NN cord-329856-0m5mc320 144 8 that that IN cord-329856-0m5mc320 144 9 the the DT cord-329856-0m5mc320 144 10 laws law NNS cord-329856-0m5mc320 144 11 which which WDT cord-329856-0m5mc320 144 12 apply apply VBP cord-329856-0m5mc320 144 13 to to IN cord-329856-0m5mc320 144 14 them -PRON- PRP cord-329856-0m5mc320 144 15 in in IN cord-329856-0m5mc320 144 16 their -PRON- PRP$ cord-329856-0m5mc320 144 17 own own JJ cord-329856-0m5mc320 144 18 country country NN cord-329856-0m5mc320 144 19 were be VBD cord-329856-0m5mc320 144 20 followed follow VBN cord-329856-0m5mc320 144 21 . . .