id sid tid token lemma pos cord-031835-jx8lzdl8 1 1 key key NN cord-031835-jx8lzdl8 1 2 : : : cord-031835-jx8lzdl8 2 1 cord-031835-jx8lzdl8 cord-031835-jx8lzdl8 NNP cord-031835-jx8lzdl8 2 2 authors author NNS cord-031835-jx8lzdl8 2 3 : : : cord-031835-jx8lzdl8 2 4 Zhao Zhao NNP cord-031835-jx8lzdl8 2 5 , , , cord-031835-jx8lzdl8 2 6 Fei Fei NNP cord-031835-jx8lzdl8 2 7 ; ; : cord-031835-jx8lzdl8 2 8 Zhang Zhang NNP cord-031835-jx8lzdl8 2 9 , , , cord-031835-jx8lzdl8 2 10 Ping Ping NNP cord-031835-jx8lzdl8 2 11 ; ; : cord-031835-jx8lzdl8 2 12 Zhang Zhang NNP cord-031835-jx8lzdl8 2 13 , , , cord-031835-jx8lzdl8 2 14 Yajun Yajun NNP cord-031835-jx8lzdl8 2 15 ; ; : cord-031835-jx8lzdl8 2 16 Ma Ma NNP cord-031835-jx8lzdl8 2 17 , , , cord-031835-jx8lzdl8 2 18 Ze Ze NNP cord-031835-jx8lzdl8 2 19 title title NN cord-031835-jx8lzdl8 2 20 : : : cord-031835-jx8lzdl8 2 21 Time time NN cord-031835-jx8lzdl8 2 22 to to TO cord-031835-jx8lzdl8 2 23 lead lead VB cord-031835-jx8lzdl8 2 24 the the DT cord-031835-jx8lzdl8 2 25 prevention prevention NN cord-031835-jx8lzdl8 2 26 and and CC cord-031835-jx8lzdl8 2 27 control control NN cord-031835-jx8lzdl8 2 28 of of IN cord-031835-jx8lzdl8 2 29 public public JJ cord-031835-jx8lzdl8 2 30 health health NN cord-031835-jx8lzdl8 2 31 emergencies emergency NNS cord-031835-jx8lzdl8 2 32 by by IN cord-031835-jx8lzdl8 2 33 informatics informatics NN cord-031835-jx8lzdl8 2 34 technologies technology NNS cord-031835-jx8lzdl8 2 35 in in IN cord-031835-jx8lzdl8 2 36 an an DT cord-031835-jx8lzdl8 2 37 information information NN cord-031835-jx8lzdl8 2 38 era era NN cord-031835-jx8lzdl8 2 39 date date NN cord-031835-jx8lzdl8 2 40 : : : cord-031835-jx8lzdl8 2 41 2020 2020 CD cord-031835-jx8lzdl8 2 42 - - HYPH cord-031835-jx8lzdl8 2 43 09 09 CD cord-031835-jx8lzdl8 2 44 - - SYM cord-031835-jx8lzdl8 2 45 14 14 CD cord-031835-jx8lzdl8 2 46 journal journal NN cord-031835-jx8lzdl8 2 47 : : : cord-031835-jx8lzdl8 2 48 J J NNP cord-031835-jx8lzdl8 2 49 Biosaf Biosaf NNP cord-031835-jx8lzdl8 3 1 Biosecur Biosecur NNP cord-031835-jx8lzdl8 3 2 DOI DOI NNP cord-031835-jx8lzdl8 3 3 : : : cord-031835-jx8lzdl8 3 4 10.1016 10.1016 CD cord-031835-jx8lzdl8 3 5 / / SYM cord-031835-jx8lzdl8 3 6 j.jobb.2020.06.001 j.jobb.2020.06.001 CD cord-031835-jx8lzdl8 3 7 sha sha NNP cord-031835-jx8lzdl8 3 8 : : : cord-031835-jx8lzdl8 3 9 fd8c22c3d920154c8df999a84efd1f5c7873aa10 fd8c22c3d920154c8df999a84efd1f5c7873aa10 . cord-031835-jx8lzdl8 3 10 doc_id doc_id CD cord-031835-jx8lzdl8 3 11 : : : cord-031835-jx8lzdl8 4 1 31835 31835 CD cord-031835-jx8lzdl8 4 2 cord_uid cord_uid NNS cord-031835-jx8lzdl8 4 3 : : : cord-031835-jx8lzdl8 5 1 jx8lzdl8 jx8lzdl8 NNP cord-031835-jx8lzdl8 5 2 nan nan NNP cord-031835-jx8lzdl8 6 1 On on IN cord-031835-jx8lzdl8 6 2 March March NNP cord-031835-jx8lzdl8 6 3 11 11 CD cord-031835-jx8lzdl8 6 4 , , , cord-031835-jx8lzdl8 6 5 2020 2020 CD cord-031835-jx8lzdl8 6 6 , , , cord-031835-jx8lzdl8 6 7 the the DT cord-031835-jx8lzdl8 6 8 World World NNP cord-031835-jx8lzdl8 6 9 Health Health NNP cord-031835-jx8lzdl8 6 10 Organization Organization NNP cord-031835-jx8lzdl8 6 11 ( ( -LRB- cord-031835-jx8lzdl8 6 12 WHO who WP cord-031835-jx8lzdl8 6 13 ) ) -RRB- cord-031835-jx8lzdl8 6 14 announced announce VBD cord-031835-jx8lzdl8 6 15 that that IN cord-031835-jx8lzdl8 6 16 the the DT cord-031835-jx8lzdl8 6 17 novel novel JJ cord-031835-jx8lzdl8 6 18 coronavirus coronavirus NN cord-031835-jx8lzdl8 6 19 ( ( -LRB- cord-031835-jx8lzdl8 6 20 COVID-19 covid-19 VB cord-031835-jx8lzdl8 6 21 ) ) -RRB- cord-031835-jx8lzdl8 6 22 outbreak outbreak NN cord-031835-jx8lzdl8 6 23 can can MD cord-031835-jx8lzdl8 6 24 be be VB cord-031835-jx8lzdl8 6 25 characterized characterize VBN cord-031835-jx8lzdl8 6 26 a a DT cord-031835-jx8lzdl8 6 27 pandemic pandemic NN cord-031835-jx8lzdl8 6 28 . . . cord-031835-jx8lzdl8 7 1 1 1 LS cord-031835-jx8lzdl8 8 1 Thereafter thereafter RB cord-031835-jx8lzdl8 8 2 , , , cord-031835-jx8lzdl8 8 3 we -PRON- PRP cord-031835-jx8lzdl8 8 4 have have VBP cord-031835-jx8lzdl8 8 5 witnessed witness VBN cord-031835-jx8lzdl8 8 6 the the DT cord-031835-jx8lzdl8 8 7 exponential exponential JJ cord-031835-jx8lzdl8 8 8 growth growth NN cord-031835-jx8lzdl8 8 9 of of IN cord-031835-jx8lzdl8 8 10 COVID-19 covid-19 JJ cord-031835-jx8lzdl8 8 11 cases case NNS cord-031835-jx8lzdl8 8 12 globally globally RB cord-031835-jx8lzdl8 8 13 over over IN cord-031835-jx8lzdl8 8 14 the the DT cord-031835-jx8lzdl8 8 15 past past JJ cord-031835-jx8lzdl8 8 16 few few JJ cord-031835-jx8lzdl8 8 17 months month NNS cord-031835-jx8lzdl8 8 18 ( ( -LRB- cord-031835-jx8lzdl8 8 19 Fig fig NN cord-031835-jx8lzdl8 8 20 . . NNP cord-031835-jx8lzdl8 8 21 1 1 CD cord-031835-jx8lzdl8 8 22 ) ) -RRB- cord-031835-jx8lzdl8 8 23 . . . cord-031835-jx8lzdl8 9 1 This this DT cord-031835-jx8lzdl8 9 2 pandemic pandemic NN cord-031835-jx8lzdl8 9 3 has have VBZ cord-031835-jx8lzdl8 9 4 comprehensively comprehensively RB cord-031835-jx8lzdl8 9 5 disrupted disrupt VBN cord-031835-jx8lzdl8 9 6 daily daily JJ cord-031835-jx8lzdl8 9 7 life life NN cord-031835-jx8lzdl8 9 8 and and CC cord-031835-jx8lzdl8 9 9 social social JJ cord-031835-jx8lzdl8 9 10 - - HYPH cord-031835-jx8lzdl8 9 11 economic economic JJ cord-031835-jx8lzdl8 9 12 activity activity NN cord-031835-jx8lzdl8 9 13 for for IN cord-031835-jx8lzdl8 9 14 everyone everyone NN cord-031835-jx8lzdl8 9 15 . . . cord-031835-jx8lzdl8 10 1 As as IN cord-031835-jx8lzdl8 10 2 a a DT cord-031835-jx8lzdl8 10 3 result result NN cord-031835-jx8lzdl8 10 4 of of IN cord-031835-jx8lzdl8 10 5 the the DT cord-031835-jx8lzdl8 10 6 significant significant JJ cord-031835-jx8lzdl8 10 7 disruption disruption NN cord-031835-jx8lzdl8 10 8 caused cause VBN cord-031835-jx8lzdl8 10 9 by by IN cord-031835-jx8lzdl8 10 10 the the DT cord-031835-jx8lzdl8 10 11 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 10 12 pandemic pandemic NN cord-031835-jx8lzdl8 10 13 , , , cord-031835-jx8lzdl8 10 14 we -PRON- PRP cord-031835-jx8lzdl8 10 15 are be VBP cord-031835-jx8lzdl8 10 16 acutely acutely RB cord-031835-jx8lzdl8 10 17 aware aware JJ cord-031835-jx8lzdl8 10 18 that that IN cord-031835-jx8lzdl8 10 19 many many JJ cord-031835-jx8lzdl8 10 20 activities activity NNS cord-031835-jx8lzdl8 10 21 face face VBP cord-031835-jx8lzdl8 10 22 difficulties difficulty NNS cord-031835-jx8lzdl8 10 23 in in IN cord-031835-jx8lzdl8 10 24 meeting meet VBG cord-031835-jx8lzdl8 10 25 their -PRON- PRP$ cord-031835-jx8lzdl8 10 26 normal normal JJ cord-031835-jx8lzdl8 10 27 process process NN cord-031835-jx8lzdl8 10 28 timelines timeline NNS cord-031835-jx8lzdl8 10 29 . . . cord-031835-jx8lzdl8 11 1 Although although IN cord-031835-jx8lzdl8 11 2 most most JJS cord-031835-jx8lzdl8 11 3 of of IN cord-031835-jx8lzdl8 11 4 them -PRON- PRP cord-031835-jx8lzdl8 11 5 have have VBP cord-031835-jx8lzdl8 11 6 been be VBN cord-031835-jx8lzdl8 11 7 slowed slow VBN cord-031835-jx8lzdl8 11 8 down down RP cord-031835-jx8lzdl8 11 9 , , , cord-031835-jx8lzdl8 11 10 some some DT cord-031835-jx8lzdl8 11 11 must must MD cord-031835-jx8lzdl8 11 12 be be VB cord-031835-jx8lzdl8 11 13 accelerated accelerate VBN cord-031835-jx8lzdl8 11 14 , , , cord-031835-jx8lzdl8 11 15 such such JJ cord-031835-jx8lzdl8 11 16 as as IN cord-031835-jx8lzdl8 11 17 epidemic epidemic NN cord-031835-jx8lzdl8 11 18 simulation simulation NN cord-031835-jx8lzdl8 11 19 and and CC cord-031835-jx8lzdl8 11 20 data datum NNS cord-031835-jx8lzdl8 11 21 sharing sharing NN cord-031835-jx8lzdl8 11 22 , , , cord-031835-jx8lzdl8 11 23 and and CC cord-031835-jx8lzdl8 11 24 a a DT cord-031835-jx8lzdl8 11 25 variety variety NN cord-031835-jx8lzdl8 11 26 of of IN cord-031835-jx8lzdl8 11 27 novel novel JJ cord-031835-jx8lzdl8 11 28 methods method NNS cord-031835-jx8lzdl8 11 29 are be VBP cord-031835-jx8lzdl8 11 30 being be VBG cord-031835-jx8lzdl8 11 31 introduced introduce VBN cord-031835-jx8lzdl8 11 32 and and CC cord-031835-jx8lzdl8 11 33 performed perform VBN cord-031835-jx8lzdl8 11 34 to to TO cord-031835-jx8lzdl8 11 35 provide provide VB cord-031835-jx8lzdl8 11 36 evidence evidence NN cord-031835-jx8lzdl8 11 37 for for IN cord-031835-jx8lzdl8 11 38 disease disease NN cord-031835-jx8lzdl8 11 39 control control NN cord-031835-jx8lzdl8 11 40 . . . cord-031835-jx8lzdl8 12 1 Numerous numerous JJ cord-031835-jx8lzdl8 12 2 models model NNS cord-031835-jx8lzdl8 12 3 such such JJ cord-031835-jx8lzdl8 12 4 as as IN cord-031835-jx8lzdl8 12 5 the the DT cord-031835-jx8lzdl8 12 6 classical classical JJ cord-031835-jx8lzdl8 12 7 dynamic dynamic JJ cord-031835-jx8lzdl8 12 8 model model NN cord-031835-jx8lzdl8 12 9 ( ( -LRB- cord-031835-jx8lzdl8 12 10 SEIS SEIS NNP cord-031835-jx8lzdl8 12 11 ) ) -RRB- cord-031835-jx8lzdl8 12 12 and and CC cord-031835-jx8lzdl8 12 13 artificial artificial JJ cord-031835-jx8lzdl8 12 14 intelligence intelligence NN cord-031835-jx8lzdl8 12 15 ( ( -LRB- cord-031835-jx8lzdl8 12 16 AI AI NNP cord-031835-jx8lzdl8 12 17 ) ) -RRB- cord-031835-jx8lzdl8 12 18 tools tool NNS cord-031835-jx8lzdl8 12 19 , , , cord-031835-jx8lzdl8 12 20 are be VBP cord-031835-jx8lzdl8 12 21 helping help VBG cord-031835-jx8lzdl8 12 22 in in IN cord-031835-jx8lzdl8 12 23 the the DT cord-031835-jx8lzdl8 12 24 fight fight NN cord-031835-jx8lzdl8 12 25 against against IN cord-031835-jx8lzdl8 12 26 the the DT cord-031835-jx8lzdl8 12 27 COVID-19 covid-19 JJ cord-031835-jx8lzdl8 12 28 pandemic pandemic NN cord-031835-jx8lzdl8 12 29 by by IN cord-031835-jx8lzdl8 12 30 predicting predict VBG cord-031835-jx8lzdl8 12 31 the the DT cord-031835-jx8lzdl8 12 32 spread spread NN cord-031835-jx8lzdl8 12 33 of of IN cord-031835-jx8lzdl8 12 34 the the DT cord-031835-jx8lzdl8 12 35 disease disease NN cord-031835-jx8lzdl8 12 36 , , , cord-031835-jx8lzdl8 12 37 hospital hospital NN cord-031835-jx8lzdl8 12 38 demand demand NN cord-031835-jx8lzdl8 12 39 , , , cord-031835-jx8lzdl8 12 40 diagnosis diagnosis NN cord-031835-jx8lzdl8 12 41 , , , cord-031835-jx8lzdl8 12 42 and and CC cord-031835-jx8lzdl8 12 43 death death NN cord-031835-jx8lzdl8 12 44 . . . cord-031835-jx8lzdl8 13 1 [ [ -LRB- cord-031835-jx8lzdl8 13 2 2 2 LS cord-031835-jx8lzdl8 13 3 ] ] -RRB- cord-031835-jx8lzdl8 13 4 [ [ -LRB- cord-031835-jx8lzdl8 13 5 3 3 CD cord-031835-jx8lzdl8 13 6 ] ] -RRB- cord-031835-jx8lzdl8 13 7 [ [ -LRB- cord-031835-jx8lzdl8 13 8 4 4 CD cord-031835-jx8lzdl8 13 9 ] ] -RRB- cord-031835-jx8lzdl8 13 10 [ [ -LRB- cord-031835-jx8lzdl8 13 11 5 5 CD cord-031835-jx8lzdl8 13 12 ] ] -RRB- cord-031835-jx8lzdl8 13 13 [ [ -LRB- cord-031835-jx8lzdl8 13 14 6 6 CD cord-031835-jx8lzdl8 13 15 ] ] -RRB- cord-031835-jx8lzdl8 13 16 [ [ -LRB- cord-031835-jx8lzdl8 13 17 7 7 CD cord-031835-jx8lzdl8 13 18 ] ] -RRB- cord-031835-jx8lzdl8 14 1 Epidemic epidemic NN cord-031835-jx8lzdl8 14 2 forecasting forecasting NN cord-031835-jx8lzdl8 14 3 is be VBZ cord-031835-jx8lzdl8 14 4 helping help VBG cord-031835-jx8lzdl8 14 5 decision decision NN cord-031835-jx8lzdl8 14 6 - - HYPH cord-031835-jx8lzdl8 14 7 makers maker NNS cord-031835-jx8lzdl8 14 8 design design NN cord-031835-jx8lzdl8 14 9 prompt prompt NN cord-031835-jx8lzdl8 14 10 and and CC cord-031835-jx8lzdl8 14 11 flexible flexible JJ cord-031835-jx8lzdl8 14 12 policies policy NNS cord-031835-jx8lzdl8 14 13 that that WDT cord-031835-jx8lzdl8 14 14 allow allow VBP cord-031835-jx8lzdl8 14 15 interventions intervention NNS cord-031835-jx8lzdl8 14 16 to to TO cord-031835-jx8lzdl8 14 17 be be VB cord-031835-jx8lzdl8 14 18 implemented implement VBN cord-031835-jx8lzdl8 14 19 effectively effectively RB cord-031835-jx8lzdl8 14 20 and and CC cord-031835-jx8lzdl8 14 21 medical medical JJ cord-031835-jx8lzdl8 14 22 resources resource NNS cord-031835-jx8lzdl8 14 23 allocated allocate VBN cord-031835-jx8lzdl8 14 24 reasonably reasonably RB cord-031835-jx8lzdl8 14 25 . . . cord-031835-jx8lzdl8 15 1 [ [ -LRB- cord-031835-jx8lzdl8 15 2 8 8 CD cord-031835-jx8lzdl8 15 3 ] ] -RRB- cord-031835-jx8lzdl8 15 4 [ [ -LRB- cord-031835-jx8lzdl8 15 5 9 9 CD cord-031835-jx8lzdl8 15 6 ] ] -RRB- cord-031835-jx8lzdl8 15 7 [ [ -LRB- cord-031835-jx8lzdl8 15 8 10 10 CD cord-031835-jx8lzdl8 15 9 ] ] -RRB- cord-031835-jx8lzdl8 16 1 [ [ -LRB- cord-031835-jx8lzdl8 16 2 11 11 CD cord-031835-jx8lzdl8 16 3 ] ] -RRB- cord-031835-jx8lzdl8 17 1 These these DT cord-031835-jx8lzdl8 17 2 forecasts forecast NNS cord-031835-jx8lzdl8 17 3 which which WDT cord-031835-jx8lzdl8 17 4 use use VBP cord-031835-jx8lzdl8 17 5 different different JJ cord-031835-jx8lzdl8 17 6 types type NNS cord-031835-jx8lzdl8 17 7 of of IN cord-031835-jx8lzdl8 17 8 data datum NNS cord-031835-jx8lzdl8 17 9 ( ( -LRB- cord-031835-jx8lzdl8 17 10 e.g. e.g. RB cord-031835-jx8lzdl8 17 11 , , , cord-031835-jx8lzdl8 17 12 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 17 13 data datum NNS cord-031835-jx8lzdl8 17 14 , , , cord-031835-jx8lzdl8 17 15 demographic demographic JJ cord-031835-jx8lzdl8 17 16 data datum NNS cord-031835-jx8lzdl8 17 17 , , , cord-031835-jx8lzdl8 17 18 mobility mobility NN cord-031835-jx8lzdl8 17 19 data datum NNS cord-031835-jx8lzdl8 17 20 , , , cord-031835-jx8lzdl8 17 21 etc etc FW cord-031835-jx8lzdl8 17 22 . . . cord-031835-jx8lzdl8 17 23 ) ) -RRB- cord-031835-jx8lzdl8 17 24 , , , cord-031835-jx8lzdl8 17 25 methods method NNS cord-031835-jx8lzdl8 17 26 ( ( -LRB- cord-031835-jx8lzdl8 17 27 e.g. e.g. RB cord-031835-jx8lzdl8 17 28 , , , cord-031835-jx8lzdl8 17 29 exponential exponential JJ cord-031835-jx8lzdl8 17 30 and and CC cord-031835-jx8lzdl8 17 31 linear linear JJ cord-031835-jx8lzdl8 17 32 statistical statistical JJ cord-031835-jx8lzdl8 17 33 models model NNS cord-031835-jx8lzdl8 17 34 , , , cord-031835-jx8lzdl8 17 35 SEIR SEIR NNP cord-031835-jx8lzdl8 17 36 model model NN cord-031835-jx8lzdl8 17 37 , , , cord-031835-jx8lzdl8 17 38 Mechanistic mechanistic JJ cord-031835-jx8lzdl8 17 39 Bayesian Bayesian NNP cord-031835-jx8lzdl8 17 40 compartment compartment NN cord-031835-jx8lzdl8 17 41 model model NN cord-031835-jx8lzdl8 17 42 , , , cord-031835-jx8lzdl8 17 43 Nonparametric Nonparametric NNP cord-031835-jx8lzdl8 17 44 spatiotemporal spatiotemporal JJ cord-031835-jx8lzdl8 17 45 model model NN cord-031835-jx8lzdl8 17 46 , , , cord-031835-jx8lzdl8 17 47 Nonlinear nonlinear JJ cord-031835-jx8lzdl8 17 48 Bayesian Bayesian NNP cord-031835-jx8lzdl8 17 49 hierarchical hierarchical JJ cord-031835-jx8lzdl8 17 50 regression regression NN cord-031835-jx8lzdl8 17 51 with with IN cord-031835-jx8lzdl8 17 52 a a DT cord-031835-jx8lzdl8 17 53 negative negative JJ cord-031835-jx8lzdl8 17 54 - - HYPH cord-031835-jx8lzdl8 17 55 binomial binomial NN cord-031835-jx8lzdl8 17 56 model model NN cord-031835-jx8lzdl8 17 57 , , , cord-031835-jx8lzdl8 17 58 etc etc FW cord-031835-jx8lzdl8 17 59 . . . cord-031835-jx8lzdl8 17 60 ) ) -RRB- cord-031835-jx8lzdl8 17 61 and and CC cord-031835-jx8lzdl8 17 62 estimates estimate NNS cord-031835-jx8lzdl8 17 63 of of IN cord-031835-jx8lzdl8 17 64 the the DT cord-031835-jx8lzdl8 17 65 impact impact NN cord-031835-jx8lzdl8 17 66 of of IN cord-031835-jx8lzdl8 17 67 interventions intervention NNS cord-031835-jx8lzdl8 17 68 ( ( -LRB- cord-031835-jx8lzdl8 17 69 e.g. e.g. RB cord-031835-jx8lzdl8 17 70 , , , cord-031835-jx8lzdl8 17 71 social social JJ cord-031835-jx8lzdl8 17 72 distancing distancing NN cord-031835-jx8lzdl8 17 73 , , , cord-031835-jx8lzdl8 17 74 use use NN cord-031835-jx8lzdl8 17 75 of of IN cord-031835-jx8lzdl8 17 76 face face NN cord-031835-jx8lzdl8 17 77 coverings covering NNS cord-031835-jx8lzdl8 17 78 , , , cord-031835-jx8lzdl8 17 79 etc etc FW cord-031835-jx8lzdl8 17 80 . . . cord-031835-jx8lzdl8 17 81 ) ) -RRB- cord-031835-jx8lzdl8 17 82 , , , cord-031835-jx8lzdl8 17 83 help help VB cord-031835-jx8lzdl8 17 84 in in IN cord-031835-jx8lzdl8 17 85 understanding understanding NN cord-031835-jx8lzdl8 17 86 how how WRB cord-031835-jx8lzdl8 17 87 they -PRON- PRP cord-031835-jx8lzdl8 17 88 compare compare VBP cord-031835-jx8lzdl8 17 89 to to IN cord-031835-jx8lzdl8 17 90 each each DT cord-031835-jx8lzdl8 17 91 other other JJ cord-031835-jx8lzdl8 17 92 and and CC cord-031835-jx8lzdl8 17 93 the the DT cord-031835-jx8lzdl8 17 94 level level NN cord-031835-jx8lzdl8 17 95 of of IN cord-031835-jx8lzdl8 17 96 uncertainty uncertainty NN cord-031835-jx8lzdl8 17 97 regarding regard VBG cord-031835-jx8lzdl8 17 98 what what WP cord-031835-jx8lzdl8 17 99 may may MD cord-031835-jx8lzdl8 17 100 happen happen VB cord-031835-jx8lzdl8 17 101 in in IN cord-031835-jx8lzdl8 17 102 the the DT cord-031835-jx8lzdl8 17 103 upcoming upcoming JJ cord-031835-jx8lzdl8 17 104 months month NNS cord-031835-jx8lzdl8 17 105 . . . cord-031835-jx8lzdl8 18 1 12 12 CD cord-031835-jx8lzdl8 19 1 Furthermore furthermore RB cord-031835-jx8lzdl8 19 2 , , , cord-031835-jx8lzdl8 19 3 many many JJ cord-031835-jx8lzdl8 19 4 advanced advanced JJ cord-031835-jx8lzdl8 19 5 technologies technology NNS cord-031835-jx8lzdl8 19 6 are be VBP cord-031835-jx8lzdl8 19 7 being be VBG cord-031835-jx8lzdl8 19 8 used use VBN cord-031835-jx8lzdl8 19 9 to to TO cord-031835-jx8lzdl8 19 10 identify identify VB cord-031835-jx8lzdl8 19 11 the the DT cord-031835-jx8lzdl8 19 12 emerging emerge VBG cord-031835-jx8lzdl8 19 13 risk risk NN cord-031835-jx8lzdl8 19 14 from from IN cord-031835-jx8lzdl8 19 15 COVID-19 covid-19 VB cord-031835-jx8lzdl8 19 16 and and CC cord-031835-jx8lzdl8 19 17 help help VB cord-031835-jx8lzdl8 19 18 notify notify VB cord-031835-jx8lzdl8 19 19 the the DT cord-031835-jx8lzdl8 19 20 government government NN cord-031835-jx8lzdl8 19 21 via via IN cord-031835-jx8lzdl8 19 22 visual visual JJ cord-031835-jx8lzdl8 19 23 platform platform NN cord-031835-jx8lzdl8 19 24 . . . cord-031835-jx8lzdl8 20 1 13 13 CD cord-031835-jx8lzdl8 21 1 These these DT cord-031835-jx8lzdl8 21 2 technologies technology NNS cord-031835-jx8lzdl8 21 3 reveal reveal VBP cord-031835-jx8lzdl8 21 4 COVID-19 covid-19 CD cord-031835-jx8lzdl8 21 5 0 0 CD cord-031835-jx8lzdl8 21 6 s s NN cord-031835-jx8lzdl8 21 7 spread spread NN cord-031835-jx8lzdl8 21 8 and and CC cord-031835-jx8lzdl8 21 9 deliver deliver VB cord-031835-jx8lzdl8 21 10 regular regular JJ cord-031835-jx8lzdl8 21 11 reporting reporting NN cord-031835-jx8lzdl8 21 12 to to TO cord-031835-jx8lzdl8 21 13 answer answer VB cord-031835-jx8lzdl8 21 14 the the DT cord-031835-jx8lzdl8 21 15 most most RBS cord-031835-jx8lzdl8 21 16 pressing pressing JJ cord-031835-jx8lzdl8 21 17 questions question NNS cord-031835-jx8lzdl8 21 18 . . . cord-031835-jx8lzdl8 22 1 14 14 CD cord-031835-jx8lzdl8 23 1 Meanwhile meanwhile RB cord-031835-jx8lzdl8 23 2 , , , cord-031835-jx8lzdl8 23 3 many many JJ cord-031835-jx8lzdl8 23 4 experts expert NNS cord-031835-jx8lzdl8 23 5 intend intend VBP cord-031835-jx8lzdl8 23 6 to to TO cord-031835-jx8lzdl8 23 7 present present VB cord-031835-jx8lzdl8 23 8 the the DT cord-031835-jx8lzdl8 23 9 first first JJ cord-031835-jx8lzdl8 23 10 step step NN cord-031835-jx8lzdl8 23 11 towards towards IN cord-031835-jx8lzdl8 23 12 building build VBG cord-031835-jx8lzdl8 23 13 an an DT cord-031835-jx8lzdl8 23 14 artificial artificial JJ cord-031835-jx8lzdl8 23 15 intelligence intelligence NN cord-031835-jx8lzdl8 23 16 framework framework NN cord-031835-jx8lzdl8 23 17 , , , cord-031835-jx8lzdl8 23 18 with with IN cord-031835-jx8lzdl8 23 19 predictive predictive JJ cord-031835-jx8lzdl8 23 20 analytics analytic NNS cord-031835-jx8lzdl8 23 21 capabil capabil NNP cord-031835-jx8lzdl8 23 22 - - HYPH cord-031835-jx8lzdl8 23 23 ities itie NNS cord-031835-jx8lzdl8 23 24 applied apply VBD cord-031835-jx8lzdl8 23 25 to to IN cord-031835-jx8lzdl8 23 26 real real JJ cord-031835-jx8lzdl8 23 27 patient patient NN cord-031835-jx8lzdl8 23 28 data datum NNS cord-031835-jx8lzdl8 23 29 , , , cord-031835-jx8lzdl8 23 30 to to TO cord-031835-jx8lzdl8 23 31 provide provide VB cord-031835-jx8lzdl8 23 32 rapid rapid JJ cord-031835-jx8lzdl8 23 33 clinical clinical JJ cord-031835-jx8lzdl8 23 34 decisionmaking decisionmaking NN cord-031835-jx8lzdl8 23 35 support support NN cord-031835-jx8lzdl8 23 36 . . . cord-031835-jx8lzdl8 24 1 15 15 CD cord-031835-jx8lzdl8 24 2 , , , cord-031835-jx8lzdl8 24 3 16 16 CD cord-031835-jx8lzdl8 25 1 Thus thus RB cord-031835-jx8lzdl8 25 2 , , , cord-031835-jx8lzdl8 25 3 when when WRB cord-031835-jx8lzdl8 25 4 a a DT cord-031835-jx8lzdl8 25 5 public public JJ cord-031835-jx8lzdl8 25 6 health health NN cord-031835-jx8lzdl8 25 7 emergency emergency NN cord-031835-jx8lzdl8 25 8 occurs occur VBZ cord-031835-jx8lzdl8 25 9 , , , cord-031835-jx8lzdl8 25 10 there there EX cord-031835-jx8lzdl8 25 11 will will MD cord-031835-jx8lzdl8 25 12 be be VB cord-031835-jx8lzdl8 25 13 many many JJ cord-031835-jx8lzdl8 25 14 potential potential JJ cord-031835-jx8lzdl8 25 15 options option NNS cord-031835-jx8lzdl8 25 16 to to TO cord-031835-jx8lzdl8 25 17 block block VB cord-031835-jx8lzdl8 25 18 transmission transmission NN cord-031835-jx8lzdl8 25 19 . . . cord-031835-jx8lzdl8 26 1 But but CC cord-031835-jx8lzdl8 26 2 which which WDT cord-031835-jx8lzdl8 26 3 option option NN cord-031835-jx8lzdl8 26 4 is be VBZ cord-031835-jx8lzdl8 26 5 effective effective JJ cord-031835-jx8lzdl8 26 6 and and CC cord-031835-jx8lzdl8 26 7 feasible feasible JJ cord-031835-jx8lzdl8 26 8 ? ? . cord-031835-jx8lzdl8 27 1 This this DT cord-031835-jx8lzdl8 27 2 was be VBD cord-031835-jx8lzdl8 27 3 unknown unknown JJ cord-031835-jx8lzdl8 27 4 at at IN cord-031835-jx8lzdl8 27 5 the the DT cord-031835-jx8lzdl8 27 6 beginning beginning NN cord-031835-jx8lzdl8 27 7 of of IN cord-031835-jx8lzdl8 27 8 the the DT cord-031835-jx8lzdl8 27 9 epidemic epidemic NN cord-031835-jx8lzdl8 27 10 ; ; : cord-031835-jx8lzdl8 27 11 however however RB cord-031835-jx8lzdl8 27 12 , , , cord-031835-jx8lzdl8 27 13 a a DT cord-031835-jx8lzdl8 27 14 variety variety NN cord-031835-jx8lzdl8 27 15 of of IN cord-031835-jx8lzdl8 27 16 models model NNS cord-031835-jx8lzdl8 27 17 which which WDT cord-031835-jx8lzdl8 27 18 were be VBD cord-031835-jx8lzdl8 27 19 developed develop VBN cord-031835-jx8lzdl8 27 20 to to TO cord-031835-jx8lzdl8 27 21 evaluate evaluate VB cord-031835-jx8lzdl8 27 22 the the DT cord-031835-jx8lzdl8 27 23 interventions intervention NNS cord-031835-jx8lzdl8 27 24 provide provide VB cord-031835-jx8lzdl8 27 25 evidence evidence NN cord-031835-jx8lzdl8 27 26 for for IN cord-031835-jx8lzdl8 27 27 intervention intervention NN cord-031835-jx8lzdl8 27 28 selection selection NN cord-031835-jx8lzdl8 27 29 to to IN cord-031835-jx8lzdl8 27 30 policymakers policymaker NNS cord-031835-jx8lzdl8 27 31 . . . cord-031835-jx8lzdl8 28 1 [ [ -LRB- cord-031835-jx8lzdl8 28 2 17 17 CD cord-031835-jx8lzdl8 28 3 ] ] -RRB- cord-031835-jx8lzdl8 28 4 [ [ -LRB- cord-031835-jx8lzdl8 28 5 18 18 CD cord-031835-jx8lzdl8 28 6 ] ] -RRB- cord-031835-jx8lzdl8 28 7 [ [ -LRB- cord-031835-jx8lzdl8 28 8 19 19 CD cord-031835-jx8lzdl8 28 9 ] ] -RRB- cord-031835-jx8lzdl8 29 1 [ [ -LRB- cord-031835-jx8lzdl8 29 2 20 20 CD cord-031835-jx8lzdl8 29 3 ] ] -RRB- cord-031835-jx8lzdl8 29 4 [ [ -LRB- cord-031835-jx8lzdl8 29 5 21 21 CD cord-031835-jx8lzdl8 29 6 ] ] -RRB- cord-031835-jx8lzdl8 30 1 [ [ -LRB- cord-031835-jx8lzdl8 30 2 22 22 CD cord-031835-jx8lzdl8 30 3 ] ] -RRB- cord-031835-jx8lzdl8 31 1 [ [ -LRB- cord-031835-jx8lzdl8 31 2 23 23 CD cord-031835-jx8lzdl8 31 3 ] ] -RRB- cord-031835-jx8lzdl8 32 1 This this DT cord-031835-jx8lzdl8 32 2 is be VBZ cord-031835-jx8lzdl8 32 3 valuable valuable JJ cord-031835-jx8lzdl8 32 4 to to IN cord-031835-jx8lzdl8 32 5 controlling control VBG cord-031835-jx8lzdl8 32 6 the the DT cord-031835-jx8lzdl8 32 7 spread spread NN cord-031835-jx8lzdl8 32 8 . . . cord-031835-jx8lzdl8 33 1 Real real JJ cord-031835-jx8lzdl8 33 2 - - HYPH cord-031835-jx8lzdl8 33 3 time time NN cord-031835-jx8lzdl8 33 4 data datum NNS cord-031835-jx8lzdl8 33 5 sharing sharing NN cord-031835-jx8lzdl8 33 6 makes make VBZ cord-031835-jx8lzdl8 33 7 spread spread VBN cord-031835-jx8lzdl8 33 8 forecasting forecasting NN cord-031835-jx8lzdl8 33 9 for for IN cord-031835-jx8lzdl8 33 10 public public JJ cord-031835-jx8lzdl8 33 11 health health NN cord-031835-jx8lzdl8 33 12 emergencies emergency NNS cord-031835-jx8lzdl8 33 13 and and CC cord-031835-jx8lzdl8 33 14 the the DT cord-031835-jx8lzdl8 33 15 evaluation evaluation NN cord-031835-jx8lzdl8 33 16 of of IN cord-031835-jx8lzdl8 33 17 various various JJ cord-031835-jx8lzdl8 33 18 interventions intervention NNS cord-031835-jx8lzdl8 33 19 available available JJ cord-031835-jx8lzdl8 33 20 . . . cord-031835-jx8lzdl8 34 1 The the DT cord-031835-jx8lzdl8 34 2 web web NN cord-031835-jx8lzdl8 34 3 - - HYPH cord-031835-jx8lzdl8 34 4 based base VBN cord-031835-jx8lzdl8 34 5 platform platform NN cord-031835-jx8lzdl8 34 6 makes make VBZ cord-031835-jx8lzdl8 34 7 a a DT cord-031835-jx8lzdl8 34 8 great great JJ cord-031835-jx8lzdl8 34 9 contribution contribution NN cord-031835-jx8lzdl8 34 10 to to IN cord-031835-jx8lzdl8 34 11 data datum NNS cord-031835-jx8lzdl8 34 12 transparency transparency NN cord-031835-jx8lzdl8 34 13 in in IN cord-031835-jx8lzdl8 34 14 the the DT cord-031835-jx8lzdl8 34 15 epidemic epidemic NN cord-031835-jx8lzdl8 34 16 . . . cord-031835-jx8lzdl8 35 1 These these DT cord-031835-jx8lzdl8 35 2 platforms platform NNS cord-031835-jx8lzdl8 35 3 provide provide VBP cord-031835-jx8lzdl8 35 4 a a DT cord-031835-jx8lzdl8 35 5 prompt prompt JJ cord-031835-jx8lzdl8 35 6 and and CC cord-031835-jx8lzdl8 35 7 uniform uniform JJ cord-031835-jx8lzdl8 35 8 route route NN cord-031835-jx8lzdl8 35 9 for for IN cord-031835-jx8lzdl8 35 10 global global JJ cord-031835-jx8lzdl8 35 11 researchers researcher NNS cord-031835-jx8lzdl8 35 12 . . . cord-031835-jx8lzdl8 36 1 [ [ -LRB- cord-031835-jx8lzdl8 36 2 24 24 CD cord-031835-jx8lzdl8 36 3 ] ] -RRB- cord-031835-jx8lzdl8 36 4 [ [ -LRB- cord-031835-jx8lzdl8 36 5 25 25 CD cord-031835-jx8lzdl8 36 6 ] ] -RRB- cord-031835-jx8lzdl8 36 7 [ [ -LRB- cord-031835-jx8lzdl8 36 8 26 26 CD cord-031835-jx8lzdl8 36 9 ] ] -RRB- cord-031835-jx8lzdl8 36 10 [ [ -LRB- cord-031835-jx8lzdl8 36 11 27 27 CD cord-031835-jx8lzdl8 36 12 ] ] -RRB- cord-031835-jx8lzdl8 37 1 [ [ -LRB- cord-031835-jx8lzdl8 37 2 28 28 CD cord-031835-jx8lzdl8 37 3 ] ] -RRB- cord-031835-jx8lzdl8 38 1 Furthermore furthermore RB cord-031835-jx8lzdl8 38 2 , , , cord-031835-jx8lzdl8 38 3 the the DT cord-031835-jx8lzdl8 38 4 visual visual JJ cord-031835-jx8lzdl8 38 5 dashboard dashboard NN cord-031835-jx8lzdl8 38 6 makes make VBZ cord-031835-jx8lzdl8 38 7 it -PRON- PRP cord-031835-jx8lzdl8 38 8 easier easy JJR cord-031835-jx8lzdl8 38 9 for for IN cord-031835-jx8lzdl8 38 10 all all DT cord-031835-jx8lzdl8 38 11 people people NNS cord-031835-jx8lzdl8 38 12 to to TO cord-031835-jx8lzdl8 38 13 understand understand VB cord-031835-jx8lzdl8 38 14 the the DT cord-031835-jx8lzdl8 38 15 meaning meaning NN cord-031835-jx8lzdl8 38 16 behind behind IN cord-031835-jx8lzdl8 38 17 the the DT cord-031835-jx8lzdl8 38 18 data datum NNS cord-031835-jx8lzdl8 38 19 . . . cord-031835-jx8lzdl8 39 1 [ [ -LRB- cord-031835-jx8lzdl8 39 2 29 29 CD cord-031835-jx8lzdl8 39 3 ] ] -RRB- cord-031835-jx8lzdl8 39 4 [ [ -LRB- cord-031835-jx8lzdl8 39 5 30 30 CD cord-031835-jx8lzdl8 39 6 ] ] -RRB- cord-031835-jx8lzdl8 39 7 [ [ -LRB- cord-031835-jx8lzdl8 39 8 31 31 CD cord-031835-jx8lzdl8 39 9 ] ] -RRB- cord-031835-jx8lzdl8 40 1 [ [ -LRB- cord-031835-jx8lzdl8 40 2 32 32 CD cord-031835-jx8lzdl8 40 3 ] ] -RRB- cord-031835-jx8lzdl8 40 4 [ [ -LRB- cord-031835-jx8lzdl8 40 5 33 33 CD cord-031835-jx8lzdl8 40 6 ] ] -RRB- cord-031835-jx8lzdl8 41 1 [ [ -LRB- cord-031835-jx8lzdl8 41 2 34 34 CD cord-031835-jx8lzdl8 41 3 ] ] -RRB- cord-031835-jx8lzdl8 42 1 The the DT cord-031835-jx8lzdl8 42 2 rapid rapid JJ cord-031835-jx8lzdl8 42 3 spread spread NN cord-031835-jx8lzdl8 42 4 of of IN cord-031835-jx8lzdl8 42 5 COVID-19 covid-19 NN cord-031835-jx8lzdl8 42 6 , , , cord-031835-jx8lzdl8 42 7 and and CC cord-031835-jx8lzdl8 42 8 the the DT cord-031835-jx8lzdl8 42 9 fact fact NN cord-031835-jx8lzdl8 42 10 that that IN cord-031835-jx8lzdl8 42 11 healthcare healthcare NN cord-031835-jx8lzdl8 42 12 facilities facility NNS cord-031835-jx8lzdl8 42 13 could could MD cord-031835-jx8lzdl8 42 14 be be VB cord-031835-jx8lzdl8 42 15 sources source NNS cord-031835-jx8lzdl8 42 16 of of IN cord-031835-jx8lzdl8 42 17 contagion contagion NN cord-031835-jx8lzdl8 42 18 , , , cord-031835-jx8lzdl8 42 19 has have VBZ cord-031835-jx8lzdl8 42 20 focused focus VBN cord-031835-jx8lzdl8 42 21 attention attention NN cord-031835-jx8lzdl8 42 22 on on IN cord-031835-jx8lzdl8 42 23 new new JJ cord-031835-jx8lzdl8 42 24 models model NNS cord-031835-jx8lzdl8 42 25 of of IN cord-031835-jx8lzdl8 42 26 care care NN cord-031835-jx8lzdl8 42 27 that that WDT cord-031835-jx8lzdl8 42 28 avoid avoid VBP cord-031835-jx8lzdl8 42 29 face face NN cord-031835-jx8lzdl8 42 30 - - HYPH cord-031835-jx8lzdl8 42 31 to to IN cord-031835-jx8lzdl8 42 32 - - HYPH cord-031835-jx8lzdl8 42 33 face face NN cord-031835-jx8lzdl8 42 34 contact contact NN cord-031835-jx8lzdl8 42 35 between between IN cord-031835-jx8lzdl8 42 36 clinician clinician NN cord-031835-jx8lzdl8 42 37 and and CC cord-031835-jx8lzdl8 42 38 patient patient JJ cord-031835-jx8lzdl8 42 39 . . . cord-031835-jx8lzdl8 43 1 35 35 CD cord-031835-jx8lzdl8 44 1 With with IN cord-031835-jx8lzdl8 44 2 the the DT cord-031835-jx8lzdl8 44 3 first first JJ cord-031835-jx8lzdl8 44 4 emergency emergency NN cord-031835-jx8lzdl8 44 5 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 44 6 authorization authorization NN cord-031835-jx8lzdl8 44 7 , , , cord-031835-jx8lzdl8 44 8 the the DT cord-031835-jx8lzdl8 44 9 US US NNP cord-031835-jx8lzdl8 44 10 government government NN cord-031835-jx8lzdl8 44 11 lifted lift VBD cord-031835-jx8lzdl8 44 12 provisions provision NNS cord-031835-jx8lzdl8 44 13 that that WDT cord-031835-jx8lzdl8 44 14 limited limit VBD cord-031835-jx8lzdl8 44 15 telemedicine telemedicine NN cord-031835-jx8lzdl8 44 16 services service NNS cord-031835-jx8lzdl8 44 17 to to IN cord-031835-jx8lzdl8 44 18 rural rural JJ cord-031835-jx8lzdl8 44 19 areas area NNS cord-031835-jx8lzdl8 44 20 , , , cord-031835-jx8lzdl8 44 21 allowing allow VBG cord-031835-jx8lzdl8 44 22 the the DT cord-031835-jx8lzdl8 44 23 use use NN cord-031835-jx8lzdl8 44 24 of of IN cord-031835-jx8lzdl8 44 25 telemedicine telemedicine NN cord-031835-jx8lzdl8 44 26 services service NNS cord-031835-jx8lzdl8 44 27 for for IN cord-031835-jx8lzdl8 44 28 all all DT cord-031835-jx8lzdl8 44 29 beneficiaries beneficiary NNS cord-031835-jx8lzdl8 44 30 of of IN cord-031835-jx8lzdl8 44 31 fee fee NN cord-031835-jx8lzdl8 44 32 - - HYPH cord-031835-jx8lzdl8 44 33 for for IN cord-031835-jx8lzdl8 44 34 - - HYPH cord-031835-jx8lzdl8 44 35 service service NN cord-031835-jx8lzdl8 44 36 Medicare Medicare NNP cord-031835-jx8lzdl8 44 37 . . . cord-031835-jx8lzdl8 45 1 36 36 CD cord-031835-jx8lzdl8 46 1 These these DT cord-031835-jx8lzdl8 46 2 video video NN cord-031835-jx8lzdl8 46 3 consultations consultation NNS cord-031835-jx8lzdl8 46 4 had have VBD cord-031835-jx8lzdl8 46 5 already already RB cord-031835-jx8lzdl8 46 6 been be VBN cord-031835-jx8lzdl8 46 7 deployed deploy VBN cord-031835-jx8lzdl8 46 8 in in IN cord-031835-jx8lzdl8 46 9 many many JJ cord-031835-jx8lzdl8 46 10 countries country NNS cord-031835-jx8lzdl8 46 11 as as IN cord-031835-jx8lzdl8 46 12 part part NN cord-031835-jx8lzdl8 46 13 of of IN cord-031835-jx8lzdl8 46 14 their -PRON- PRP$ cord-031835-jx8lzdl8 46 15 national national JJ cord-031835-jx8lzdl8 46 16 , , , cord-031835-jx8lzdl8 46 17 digital digital JJ cord-031835-jx8lzdl8 46 18 health health NN cord-031835-jx8lzdl8 46 19 strategies strategy NNS cord-031835-jx8lzdl8 46 20 . . . cord-031835-jx8lzdl8 47 1 These these DT cord-031835-jx8lzdl8 47 2 changes change NNS cord-031835-jx8lzdl8 47 3 will will MD cord-031835-jx8lzdl8 47 4 have have VB cord-031835-jx8lzdl8 47 5 a a DT cord-031835-jx8lzdl8 47 6 huge huge JJ cord-031835-jx8lzdl8 47 7 impact impact NN cord-031835-jx8lzdl8 47 8 on on IN cord-031835-jx8lzdl8 47 9 our -PRON- PRP$ cord-031835-jx8lzdl8 47 10 lives life NNS cord-031835-jx8lzdl8 47 11 . . . cord-031835-jx8lzdl8 48 1 Consequently consequently RB cord-031835-jx8lzdl8 48 2 , , , cord-031835-jx8lzdl8 48 3 the the DT cord-031835-jx8lzdl8 48 4 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 48 5 pandemic pandemic NN cord-031835-jx8lzdl8 48 6 presents present VBZ cord-031835-jx8lzdl8 48 7 a a DT cord-031835-jx8lzdl8 48 8 great great JJ cord-031835-jx8lzdl8 48 9 challenge challenge NN cord-031835-jx8lzdl8 48 10 to to IN cord-031835-jx8lzdl8 48 11 global global JJ cord-031835-jx8lzdl8 48 12 health health NN cord-031835-jx8lzdl8 48 13 . . . cord-031835-jx8lzdl8 49 1 The the DT cord-031835-jx8lzdl8 49 2 turning turning NN cord-031835-jx8lzdl8 49 3 point point NN cord-031835-jx8lzdl8 49 4 , , , cord-031835-jx8lzdl8 49 5 however however RB cord-031835-jx8lzdl8 49 6 , , , cord-031835-jx8lzdl8 49 7 where where WRB cord-031835-jx8lzdl8 49 8 informatics informatics NN cord-031835-jx8lzdl8 49 9 technologies technology NNS cord-031835-jx8lzdl8 49 10 lead lead VBP cord-031835-jx8lzdl8 49 11 the the DT cord-031835-jx8lzdl8 49 12 prevention prevention NN cord-031835-jx8lzdl8 49 13 and and CC cord-031835-jx8lzdl8 49 14 control control NN cord-031835-jx8lzdl8 49 15 of of IN cord-031835-jx8lzdl8 49 16 public public JJ cord-031835-jx8lzdl8 49 17 health health NN cord-031835-jx8lzdl8 49 18 emergencies emergency NNS cord-031835-jx8lzdl8 49 19 in in IN cord-031835-jx8lzdl8 49 20 an an DT cord-031835-jx8lzdl8 49 21 information information NN cord-031835-jx8lzdl8 49 22 era era NN cord-031835-jx8lzdl8 49 23 , , , cord-031835-jx8lzdl8 49 24 has have VBZ cord-031835-jx8lzdl8 49 25 already already RB cord-031835-jx8lzdl8 49 26 arrived arrive VBN cord-031835-jx8lzdl8 49 27 . . . cord-031835-jx8lzdl8 50 1 Availability availability NN cord-031835-jx8lzdl8 50 2 of of IN cord-031835-jx8lzdl8 50 3 data datum NNS cord-031835-jx8lzdl8 50 4 and and CC cord-031835-jx8lzdl8 50 5 material material NN cord-031835-jx8lzdl8 50 6 : : : cord-031835-jx8lzdl8 51 1 The the DT cord-031835-jx8lzdl8 51 2 data datum NNS cord-031835-jx8lzdl8 51 3 used use VBN cord-031835-jx8lzdl8 51 4 for for IN cord-031835-jx8lzdl8 51 5 this this DT cord-031835-jx8lzdl8 51 6 study study NN cord-031835-jx8lzdl8 51 7 can can MD cord-031835-jx8lzdl8 51 8 be be VB cord-031835-jx8lzdl8 51 9 freely freely RB cord-031835-jx8lzdl8 51 10 downloaded download VBN cord-031835-jx8lzdl8 51 11 from from IN cord-031835-jx8lzdl8 51 12 Data Data NNP cord-031835-jx8lzdl8 51 13 on on IN cord-031835-jx8lzdl8 51 14 COVID-19 covid-19 CD cord-031835-jx8lzdl8 51 15 by by IN cord-031835-jx8lzdl8 51 16 Our -PRON- PRP$ cord-031835-jx8lzdl8 51 17 World World NNP cord-031835-jx8lzdl8 51 18 in in IN cord-031835-jx8lzdl8 51 19 Data Data NNP cord-031835-jx8lzdl8 51 20 : : : cord-031835-jx8lzdl8 51 21 https://github.com/owid/covid-19-data/tree/master/public/data/. https://github.com/owid/covid-19-data/tree/master/public/data/. NNP cord-031835-jx8lzdl8 51 22 Director Director NNP cord-031835-jx8lzdl8 51 23 - - HYPH cord-031835-jx8lzdl8 51 24 General General NNP cord-031835-jx8lzdl8 51 25 's 's POS cord-031835-jx8lzdl8 51 26 opening opening NN cord-031835-jx8lzdl8 51 27 remarks remark NNS cord-031835-jx8lzdl8 51 28 at at IN cord-031835-jx8lzdl8 51 29 the the DT cord-031835-jx8lzdl8 51 30 media medium NNS cord-031835-jx8lzdl8 51 31 briefing briefing NN cord-031835-jx8lzdl8 51 32 on on IN cord-031835-jx8lzdl8 51 33 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 51 34 - - HYPH cord-031835-jx8lzdl8 51 35 11 11 CD cord-031835-jx8lzdl8 51 36 Early early JJ cord-031835-jx8lzdl8 51 37 dynamics dynamic NNS cord-031835-jx8lzdl8 51 38 of of IN cord-031835-jx8lzdl8 51 39 transmission transmission NN cord-031835-jx8lzdl8 51 40 and and CC cord-031835-jx8lzdl8 51 41 control control NN cord-031835-jx8lzdl8 51 42 of of IN cord-031835-jx8lzdl8 51 43 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 51 44 : : : cord-031835-jx8lzdl8 51 45 a a DT cord-031835-jx8lzdl8 51 46 mathematical mathematical JJ cord-031835-jx8lzdl8 51 47 modelling modelling NN cord-031835-jx8lzdl8 51 48 study study NN cord-031835-jx8lzdl8 51 49 Forecasting forecast VBG cord-031835-jx8lzdl8 51 50 the the DT cord-031835-jx8lzdl8 51 51 impact impact NN cord-031835-jx8lzdl8 51 52 of of IN cord-031835-jx8lzdl8 51 53 the the DT cord-031835-jx8lzdl8 51 54 first first JJ cord-031835-jx8lzdl8 51 55 wave wave NN cord-031835-jx8lzdl8 51 56 of of IN cord-031835-jx8lzdl8 51 57 the the DT cord-031835-jx8lzdl8 51 58 COVID-19 covid-19 JJ cord-031835-jx8lzdl8 51 59 pandemic pandemic NN cord-031835-jx8lzdl8 51 60 on on IN cord-031835-jx8lzdl8 51 61 hospital hospital NN cord-031835-jx8lzdl8 51 62 demand demand NN cord-031835-jx8lzdl8 51 63 and and CC cord-031835-jx8lzdl8 51 64 deaths death NNS cord-031835-jx8lzdl8 51 65 for for IN cord-031835-jx8lzdl8 51 66 the the DT cord-031835-jx8lzdl8 51 67 USA USA NNP cord-031835-jx8lzdl8 51 68 and and CC cord-031835-jx8lzdl8 51 69 European European NNP cord-031835-jx8lzdl8 51 70 Economic Economic NNP cord-031835-jx8lzdl8 51 71 Area Area NNP cord-031835-jx8lzdl8 51 72 countries country NNS cord-031835-jx8lzdl8 52 1 Experimental experimental JJ cord-031835-jx8lzdl8 52 2 AI AI NNP cord-031835-jx8lzdl8 52 3 tool tool NN cord-031835-jx8lzdl8 52 4 predicts predict VBZ cord-031835-jx8lzdl8 52 5 which which WDT cord-031835-jx8lzdl8 52 6 COVID-19 covid-19 CD cord-031835-jx8lzdl8 52 7 patients patient NNS cord-031835-jx8lzdl8 52 8 develop develop VBP cord-031835-jx8lzdl8 52 9 respiratory respiratory JJ cord-031835-jx8lzdl8 52 10 disease disease NN cord-031835-jx8lzdl8 52 11 Coronavirus Coronavirus NNP cord-031835-jx8lzdl8 52 12 10-day 10-day CD cord-031835-jx8lzdl8 52 13 forecast forecast NN cord-031835-jx8lzdl8 52 14 Announcing Announcing NNP cord-031835-jx8lzdl8 52 15 CHIME chime NN cord-031835-jx8lzdl8 52 16 , , , cord-031835-jx8lzdl8 52 17 A a DT cord-031835-jx8lzdl8 52 18 tool tool NN cord-031835-jx8lzdl8 52 19 for for IN cord-031835-jx8lzdl8 52 20 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 52 21 capacity capacity NN cord-031835-jx8lzdl8 52 22 planning planning NN cord-031835-jx8lzdl8 52 23 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 52 24 Capacity Capacity NNP cord-031835-jx8lzdl8 52 25 Planning Planning NNP cord-031835-jx8lzdl8 52 26 Tool Tool NNP cord-031835-jx8lzdl8 52 27 US US NNP cord-031835-jx8lzdl8 52 28 hospital hospital NN cord-031835-jx8lzdl8 52 29 capacity capacity NN cord-031835-jx8lzdl8 53 1 University University NNP cord-031835-jx8lzdl8 53 2 R. R. NNP cord-031835-jx8lzdl8 53 3 Hospital Hospital NNP cord-031835-jx8lzdl8 53 4 Resource Resource NNP cord-031835-jx8lzdl8 53 5 Calculator Calculator NNP cord-031835-jx8lzdl8 53 6 for for IN cord-031835-jx8lzdl8 53 7 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 53 8 Hospital Hospital NNP cord-031835-jx8lzdl8 53 9 Bed Bed NNP cord-031835-jx8lzdl8 53 10 Projections Projections NNPS cord-031835-jx8lzdl8 53 11 Population Population NNP cord-031835-jx8lzdl8 53 12 flow flow NN cord-031835-jx8lzdl8 53 13 drives drive VBZ cord-031835-jx8lzdl8 53 14 spatio spatio JJ cord-031835-jx8lzdl8 53 15 - - HYPH cord-031835-jx8lzdl8 53 16 temporal temporal JJ cord-031835-jx8lzdl8 53 17 distribution distribution NN cord-031835-jx8lzdl8 53 18 of of IN cord-031835-jx8lzdl8 53 19 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 53 20 in in IN cord-031835-jx8lzdl8 53 21 China China NNP cord-031835-jx8lzdl8 53 22 Pneumonia Pneumonia NNP cord-031835-jx8lzdl8 53 23 of of IN cord-031835-jx8lzdl8 53 24 unknown unknown JJ cord-031835-jx8lzdl8 53 25 aetiology aetiology NN cord-031835-jx8lzdl8 53 26 in in IN cord-031835-jx8lzdl8 53 27 Wuhan Wuhan NNP cord-031835-jx8lzdl8 53 28 , , , cord-031835-jx8lzdl8 53 29 China China NNP cord-031835-jx8lzdl8 53 30 : : : cord-031835-jx8lzdl8 53 31 potential potential NN cord-031835-jx8lzdl8 53 32 for for IN cord-031835-jx8lzdl8 53 33 international international JJ cord-031835-jx8lzdl8 53 34 spread spread NN cord-031835-jx8lzdl8 53 35 via via IN cord-031835-jx8lzdl8 53 36 commercial commercial JJ cord-031835-jx8lzdl8 53 37 air air NN cord-031835-jx8lzdl8 53 38 travel travel NN cord-031835-jx8lzdl8 53 39 Towards towards IN cord-031835-jx8lzdl8 53 40 an an DT cord-031835-jx8lzdl8 53 41 artificial artificial JJ cord-031835-jx8lzdl8 53 42 intelligence intelligence NN cord-031835-jx8lzdl8 53 43 framework framework NN cord-031835-jx8lzdl8 53 44 for for IN cord-031835-jx8lzdl8 53 45 data data NN cord-031835-jx8lzdl8 53 46 - - HYPH cord-031835-jx8lzdl8 53 47 driven drive VBN cord-031835-jx8lzdl8 53 48 prediction prediction NN cord-031835-jx8lzdl8 53 49 of of IN cord-031835-jx8lzdl8 53 50 coronavirus coronavirus NN cord-031835-jx8lzdl8 53 51 clinical clinical JJ cord-031835-jx8lzdl8 53 52 severity severity NN cord-031835-jx8lzdl8 53 53 Chinese Chinese NNP cord-031835-jx8lzdl8 53 54 Hospitals hospital NNS cord-031835-jx8lzdl8 53 55 Deploy deploy VBP cord-031835-jx8lzdl8 53 56 AI AI NNP cord-031835-jx8lzdl8 53 57 to to TO cord-031835-jx8lzdl8 53 58 Help help VB cord-031835-jx8lzdl8 53 59 Diagnose diagnose VB cord-031835-jx8lzdl8 53 60 Covid-19 covid-19 NN cord-031835-jx8lzdl8 54 1 The the DT cord-031835-jx8lzdl8 54 2 effect effect NN cord-031835-jx8lzdl8 54 3 of of IN cord-031835-jx8lzdl8 54 4 control control NN cord-031835-jx8lzdl8 54 5 strategies strategy NNS cord-031835-jx8lzdl8 54 6 to to TO cord-031835-jx8lzdl8 54 7 reduce reduce VB cord-031835-jx8lzdl8 54 8 social social JJ cord-031835-jx8lzdl8 54 9 mixing mixing NN cord-031835-jx8lzdl8 54 10 on on IN cord-031835-jx8lzdl8 54 11 outcomes outcome NNS cord-031835-jx8lzdl8 54 12 of of IN cord-031835-jx8lzdl8 54 13 the the DT cord-031835-jx8lzdl8 54 14 COVID-19 covid-19 JJ cord-031835-jx8lzdl8 54 15 epidemic epidemic NN cord-031835-jx8lzdl8 54 16 in in IN cord-031835-jx8lzdl8 54 17 Wuhan Wuhan NNP cord-031835-jx8lzdl8 54 18 , , , cord-031835-jx8lzdl8 54 19 China China NNP cord-031835-jx8lzdl8 54 20 : : : cord-031835-jx8lzdl8 54 21 a a DT cord-031835-jx8lzdl8 54 22 modelling modelling NN cord-031835-jx8lzdl8 54 23 study study NN cord-031835-jx8lzdl8 54 24 Association Association NNP cord-031835-jx8lzdl8 54 25 of of IN cord-031835-jx8lzdl8 54 26 Public Public NNP cord-031835-jx8lzdl8 54 27 Health Health NNP cord-031835-jx8lzdl8 54 28 Interventions Interventions NNPS cord-031835-jx8lzdl8 54 29 With with IN cord-031835-jx8lzdl8 54 30 the the DT cord-031835-jx8lzdl8 54 31 Epidemiology Epidemiology NNP cord-031835-jx8lzdl8 54 32 of of IN cord-031835-jx8lzdl8 54 33 the the DT cord-031835-jx8lzdl8 54 34 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 54 35 Outbreak Outbreak NNP cord-031835-jx8lzdl8 54 36 in in IN cord-031835-jx8lzdl8 54 37 Wuhan Wuhan NNP cord-031835-jx8lzdl8 54 38 , , , cord-031835-jx8lzdl8 54 39 China China NNP cord-031835-jx8lzdl8 54 40 Modelling model VBG cord-031835-jx8lzdl8 54 41 the the DT cord-031835-jx8lzdl8 54 42 COVID-19 covid-19 JJ cord-031835-jx8lzdl8 54 43 epidemic epidemic NN cord-031835-jx8lzdl8 54 44 and and CC cord-031835-jx8lzdl8 54 45 implementation implementation NN cord-031835-jx8lzdl8 54 46 of of IN cord-031835-jx8lzdl8 54 47 population population NN cord-031835-jx8lzdl8 54 48 - - HYPH cord-031835-jx8lzdl8 54 49 wide wide JJ cord-031835-jx8lzdl8 54 50 interventions intervention NNS cord-031835-jx8lzdl8 54 51 in in IN cord-031835-jx8lzdl8 54 52 Italy Italy NNP cord-031835-jx8lzdl8 55 1 How how WRB cord-031835-jx8lzdl8 55 2 will will MD cord-031835-jx8lzdl8 55 3 country country NN cord-031835-jx8lzdl8 55 4 - - HYPH cord-031835-jx8lzdl8 55 5 based base VBN cord-031835-jx8lzdl8 55 6 mitigation mitigation NN cord-031835-jx8lzdl8 55 7 measures measure NNS cord-031835-jx8lzdl8 55 8 influence influence VBP cord-031835-jx8lzdl8 55 9 the the DT cord-031835-jx8lzdl8 55 10 course course NN cord-031835-jx8lzdl8 55 11 of of IN cord-031835-jx8lzdl8 55 12 the the DT cord-031835-jx8lzdl8 55 13 COVID-19 covid-19 JJ cord-031835-jx8lzdl8 55 14 epidemic epidemic NN cord-031835-jx8lzdl8 55 15 ? ? . cord-031835-jx8lzdl8 56 1 Hospital hospital NN cord-031835-jx8lzdl8 56 2 Impact impact NN cord-031835-jx8lzdl8 56 3 Modeling Modeling NNP cord-031835-jx8lzdl8 57 1 Critical Critical NNP cord-031835-jx8lzdl8 57 2 Care Care NNP cord-031835-jx8lzdl8 57 3 Surge Surge NNP cord-031835-jx8lzdl8 57 4 Response response NN cord-031835-jx8lzdl8 57 5 Strategies Strategies NNPS cord-031835-jx8lzdl8 57 6 Reporting Reporting NNP cord-031835-jx8lzdl8 57 7 , , , cord-031835-jx8lzdl8 57 8 epidemic epidemic NN cord-031835-jx8lzdl8 57 9 growth growth NN cord-031835-jx8lzdl8 57 10 , , , cord-031835-jx8lzdl8 57 11 and and CC cord-031835-jx8lzdl8 57 12 reproduction reproduction NN cord-031835-jx8lzdl8 57 13 numbers number NNS cord-031835-jx8lzdl8 57 14 for for IN cord-031835-jx8lzdl8 57 15 the the DT cord-031835-jx8lzdl8 57 16 2019-nCoV 2019-ncov CD cord-031835-jx8lzdl8 57 17 epidemic epidemic NN cord-031835-jx8lzdl8 57 18 : : : cord-031835-jx8lzdl8 58 1 understanding understand VBG cord-031835-jx8lzdl8 58 2 control control NN cord-031835-jx8lzdl8 58 3 Real real JJ cord-031835-jx8lzdl8 58 4 - - HYPH cord-031835-jx8lzdl8 58 5 time time NN cord-031835-jx8lzdl8 58 6 data datum NNS cord-031835-jx8lzdl8 58 7 of of IN cord-031835-jx8lzdl8 58 8 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 58 9 Fig Fig NNP cord-031835-jx8lzdl8 58 10 . . . cord-031835-jx8lzdl8 59 1 1 1 LS cord-031835-jx8lzdl8 59 2 . . . cord-031835-jx8lzdl8 60 1 The the DT cord-031835-jx8lzdl8 60 2 growth growth NN cord-031835-jx8lzdl8 60 3 of of IN cord-031835-jx8lzdl8 60 4 COVID-19 covid-19 JJ cord-031835-jx8lzdl8 60 5 cases case NNS cord-031835-jx8lzdl8 60 6 globally globally RB cord-031835-jx8lzdl8 60 7 from from IN cord-031835-jx8lzdl8 60 8 Data Data NNP cord-031835-jx8lzdl8 60 9 on on IN cord-031835-jx8lzdl8 60 10 COVID-19 covid-19 CD cord-031835-jx8lzdl8 60 11 by by IN cord-031835-jx8lzdl8 60 12 Our -PRON- PRP$ cord-031835-jx8lzdl8 60 13 World World NNP cord-031835-jx8lzdl8 60 14 in in IN cord-031835-jx8lzdl8 60 15 Data Data NNP cord-031835-jx8lzdl8 60 16 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 60 17 map map NNP cord-031835-jx8lzdl8 60 18 Jvion Jvion NNP cord-031835-jx8lzdl8 60 19 . . . cord-031835-jx8lzdl8 61 1 COVID COVID NNP cord-031835-jx8lzdl8 61 2 Community Community NNP cord-031835-jx8lzdl8 61 3 Vulnerability Vulnerability NNP cord-031835-jx8lzdl8 61 4 Map Map NNP cord-031835-jx8lzdl8 61 5 . . . cord-031835-jx8lzdl8 62 1 2020 2020 CD cord-031835-jx8lzdl8 63 1 Locating locate VBG cord-031835-jx8lzdl8 64 1 At at IN cord-031835-jx8lzdl8 64 2 - - HYPH cord-031835-jx8lzdl8 64 3 Risk Risk NNP cord-031835-jx8lzdl8 64 4 Populations Populations NNPS cord-031835-jx8lzdl8 64 5 Tool Tool NNP cord-031835-jx8lzdl8 64 6 COVID-19 COVID-19 NNP cord-031835-jx8lzdl8 64 7 Bed Bed NNP cord-031835-jx8lzdl8 64 8 Occupancy Occupancy NNP cord-031835-jx8lzdl8 64 9 Projection Projection NNP cord-031835-jx8lzdl8 64 10 Tool Tool NNP cord-031835-jx8lzdl8 64 11 and and CC cord-031835-jx8lzdl8 64 12 People People NNS cord-031835-jx8lzdl8 64 13 Per per IN cord-031835-jx8lzdl8 64 14 Hospital Hospital NNP cord-031835-jx8lzdl8 64 15 Bed Bed NNP cord-031835-jx8lzdl8 64 16 by by IN cord-031835-jx8lzdl8 64 17 Region Region NNP cord-031835-jx8lzdl8 64 18 Map Map NNP cord-031835-jx8lzdl8 65 1 COVID-19 covid-19 JJ cord-031835-jx8lzdl8 65 2 pandemic pandemic JJ cord-031835-jx8lzdl8 65 3 navigator navigator NN cord-031835-jx8lzdl8 65 4 Is be VBZ cord-031835-jx8lzdl8 65 5 your -PRON- PRP$ cord-031835-jx8lzdl8 65 6 community community NN cord-031835-jx8lzdl8 65 7 ready ready JJ cord-031835-jx8lzdl8 65 8 to to TO cord-031835-jx8lzdl8 65 9 reopen reopen VB cord-031835-jx8lzdl8 65 10 ? ? . cord-031835-jx8lzdl8 66 1 Video video NN cord-031835-jx8lzdl8 66 2 consultations consultation NNS cord-031835-jx8lzdl8 66 3 for for IN cord-031835-jx8lzdl8 66 4 covid-19 covid-19 NNP cord-031835-jx8lzdl8 66 5 Covid-19 Covid-19 NNP cord-031835-jx8lzdl8 66 6 and and CC cord-031835-jx8lzdl8 66 7 Health Health NNP cord-031835-jx8lzdl8 66 8 Care Care NNP cord-031835-jx8lzdl8 66 9 's 's POS cord-031835-jx8lzdl8 66 10 Digital Digital NNP cord-031835-jx8lzdl8 66 11 Revolution Revolution NNP