id sid tid token lemma pos cord-196129-3zfeamgs 1 1 key key JJ cord-196129-3zfeamgs 1 2 : : : cord-196129-3zfeamgs 1 3 cord-196129 cord-196129 XX cord-196129-3zfeamgs 1 4 - - HYPH cord-196129-3zfeamgs 1 5 3zfeamgs 3zfeamgs CD cord-196129-3zfeamgs 1 6 authors author NNS cord-196129-3zfeamgs 1 7 : : : cord-196129-3zfeamgs 1 8 Demertzis Demertzis NNP cord-196129-3zfeamgs 1 9 , , , cord-196129-3zfeamgs 1 10 Konstantinos Konstantinos NNP cord-196129-3zfeamgs 1 11 ; ; : cord-196129-3zfeamgs 1 12 Magafas Magafas NNP cord-196129-3zfeamgs 1 13 , , , cord-196129-3zfeamgs 1 14 Lykourgos Lykourgos NNP cord-196129-3zfeamgs 1 15 ; ; : cord-196129-3zfeamgs 1 16 Tsiotas Tsiotas NNP cord-196129-3zfeamgs 1 17 , , , cord-196129-3zfeamgs 1 18 Dimitrios Dimitrios NNP cord-196129-3zfeamgs 1 19 title title NN cord-196129-3zfeamgs 1 20 : : : cord-196129-3zfeamgs 1 21 Flattening flatten VBG cord-196129-3zfeamgs 1 22 the the DT cord-196129-3zfeamgs 1 23 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 1 24 Curve curve NN cord-196129-3zfeamgs 1 25 : : : cord-196129-3zfeamgs 1 26 The"Greek"case The"Greek"case NNP cord-196129-3zfeamgs 1 27 in in IN cord-196129-3zfeamgs 1 28 the the DT cord-196129-3zfeamgs 1 29 Global Global NNP cord-196129-3zfeamgs 1 30 Pandemic Pandemic NNP cord-196129-3zfeamgs 1 31 date date NN cord-196129-3zfeamgs 1 32 : : : cord-196129-3zfeamgs 1 33 2020 2020 CD cord-196129-3zfeamgs 1 34 - - SYM cord-196129-3zfeamgs 1 35 10 10 CD cord-196129-3zfeamgs 1 36 - - HYPH cord-196129-3zfeamgs 1 37 09 09 CD cord-196129-3zfeamgs 1 38 journal journal NN cord-196129-3zfeamgs 1 39 : : : cord-196129-3zfeamgs 1 40 nan nan NNP cord-196129-3zfeamgs 1 41 DOI DOI NNP cord-196129-3zfeamgs 1 42 : : : cord-196129-3zfeamgs 1 43 nan nan NNP cord-196129-3zfeamgs 1 44 sha sha NNP cord-196129-3zfeamgs 1 45 : : : cord-196129-3zfeamgs 1 46 3b8ae812011ba8e5849a211dff2981341eb3a76b 3b8ae812011ba8e5849a211dff2981341eb3a76b CD cord-196129-3zfeamgs 1 47 doc_id doc_id CD cord-196129-3zfeamgs 1 48 : : : cord-196129-3zfeamgs 1 49 196129 196129 CD cord-196129-3zfeamgs 1 50 cord_uid cord_uid FW cord-196129-3zfeamgs 1 51 : : : cord-196129-3zfeamgs 2 1 3zfeamgs 3zfeamgs CD cord-196129-3zfeamgs 3 1 The the DT cord-196129-3zfeamgs 3 2 global global JJ cord-196129-3zfeamgs 3 3 crisis crisis NN cord-196129-3zfeamgs 3 4 caused cause VBN cord-196129-3zfeamgs 3 5 by by IN cord-196129-3zfeamgs 3 6 the the DT cord-196129-3zfeamgs 3 7 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 3 8 pandemic pandemic NN cord-196129-3zfeamgs 3 9 , , , cord-196129-3zfeamgs 3 10 in in IN cord-196129-3zfeamgs 3 11 conjunction conjunction NN cord-196129-3zfeamgs 3 12 with with IN cord-196129-3zfeamgs 3 13 the the DT cord-196129-3zfeamgs 3 14 economic economic JJ cord-196129-3zfeamgs 3 15 consequences consequence NNS cord-196129-3zfeamgs 3 16 and and CC cord-196129-3zfeamgs 3 17 the the DT cord-196129-3zfeamgs 3 18 collapse collapse NN cord-196129-3zfeamgs 3 19 of of IN cord-196129-3zfeamgs 3 20 health health NN cord-196129-3zfeamgs 3 21 systems system NNS cord-196129-3zfeamgs 3 22 , , , cord-196129-3zfeamgs 3 23 has have VBZ cord-196129-3zfeamgs 3 24 raised raise VBN cord-196129-3zfeamgs 3 25 serious serious JJ cord-196129-3zfeamgs 3 26 concerns concern NNS cord-196129-3zfeamgs 3 27 in in IN cord-196129-3zfeamgs 3 28 Europe Europe NNP cord-196129-3zfeamgs 3 29 , , , cord-196129-3zfeamgs 3 30 which which WDT cord-196129-3zfeamgs 3 31 is be VBZ cord-196129-3zfeamgs 3 32 the the DT cord-196129-3zfeamgs 3 33 most most RBS cord-196129-3zfeamgs 3 34 affected affect VBN cord-196129-3zfeamgs 3 35 continent continent NN cord-196129-3zfeamgs 3 36 by by IN cord-196129-3zfeamgs 3 37 the the DT cord-196129-3zfeamgs 3 38 pandemic pandemic NN cord-196129-3zfeamgs 3 39 since since IN cord-196129-3zfeamgs 3 40 it -PRON- PRP cord-196129-3zfeamgs 3 41 recorded record VBD cord-196129-3zfeamgs 3 42 2,388,694 2,388,694 CD cord-196129-3zfeamgs 3 43 cases case NNS cord-196129-3zfeamgs 3 44 and and CC cord-196129-3zfeamgs 3 45 190,091 190,091 CD cord-196129-3zfeamgs 3 46 deaths death NNS cord-196129-3zfeamgs 3 47 ( ( -LRB- cord-196129-3zfeamgs 3 48 39.6 39.6 CD cord-196129-3zfeamgs 3 49 % % NN cord-196129-3zfeamgs 3 50 of of IN cord-196129-3zfeamgs 3 51 the the DT cord-196129-3zfeamgs 3 52 worldwide worldwide JJ cord-196129-3zfeamgs 3 53 total total NN cord-196129-3zfeamgs 3 54 ) ) -RRB- cord-196129-3zfeamgs 3 55 , , , cord-196129-3zfeamgs 3 56 of of IN cord-196129-3zfeamgs 3 57 which which WDT cord-196129-3zfeamgs 3 58 71.7 71.7 CD cord-196129-3zfeamgs 3 59 % % NN cord-196129-3zfeamgs 3 60 ( ( -LRB- cord-196129-3zfeamgs 3 61 136,238 136,238 CD cord-196129-3zfeamgs 3 62 ) ) -RRB- cord-196129-3zfeamgs 3 63 are be VBP cord-196129-3zfeamgs 3 64 in in IN cord-196129-3zfeamgs 3 65 the the DT cord-196129-3zfeamgs 3 66 United United NNP cord-196129-3zfeamgs 3 67 Kingdom Kingdom NNP cord-196129-3zfeamgs 3 68 ( ( -LRB- cord-196129-3zfeamgs 3 69 43,414 43,414 CD cord-196129-3zfeamgs 3 70 ) ) -RRB- cord-196129-3zfeamgs 3 71 , , , cord-196129-3zfeamgs 3 72 Italy Italy NNP cord-196129-3zfeamgs 3 73 ( ( -LRB- cord-196129-3zfeamgs 3 74 34,708 34,708 CD cord-196129-3zfeamgs 3 75 ) ) -RRB- cord-196129-3zfeamgs 3 76 , , , cord-196129-3zfeamgs 3 77 France France NNP cord-196129-3zfeamgs 3 78 ( ( -LRB- cord-196129-3zfeamgs 3 79 29,778 29,778 CD cord-196129-3zfeamgs 3 80 ) ) -RRB- cord-196129-3zfeamgs 3 81 , , , cord-196129-3zfeamgs 3 82 and and CC cord-196129-3zfeamgs 3 83 Spain Spain NNP cord-196129-3zfeamgs 3 84 ( ( -LRB- cord-196129-3zfeamgs 3 85 28,338 28,338 CD cord-196129-3zfeamgs 3 86 ) ) -RRB- cord-196129-3zfeamgs 3 87 . . . cord-196129-3zfeamgs 4 1 Unlike unlike IN cord-196129-3zfeamgs 4 2 other other JJ cord-196129-3zfeamgs 4 3 countries country NNS cord-196129-3zfeamgs 4 4 , , , cord-196129-3zfeamgs 4 5 Greece Greece NNP cord-196129-3zfeamgs 4 6 , , , cord-196129-3zfeamgs 4 7 with with IN cord-196129-3zfeamgs 4 8 about about RB cord-196129-3zfeamgs 4 9 310 310 CD cord-196129-3zfeamgs 4 10 confirmed confirm VBN cord-196129-3zfeamgs 4 11 cases case NNS cord-196129-3zfeamgs 4 12 and and CC cord-196129-3zfeamgs 4 13 18 18 CD cord-196129-3zfeamgs 4 14 deaths death NNS cord-196129-3zfeamgs 4 15 per per IN cord-196129-3zfeamgs 4 16 million million CD cord-196129-3zfeamgs 4 17 , , , cord-196129-3zfeamgs 4 18 is be VBZ cord-196129-3zfeamgs 4 19 one one CD cord-196129-3zfeamgs 4 20 bright bright JJ cord-196129-3zfeamgs 4 21 exception exception NN cord-196129-3zfeamgs 4 22 in in IN cord-196129-3zfeamgs 4 23 the the DT cord-196129-3zfeamgs 4 24 study study NN cord-196129-3zfeamgs 4 25 and and CC cord-196129-3zfeamgs 4 26 analysis analysis NN cord-196129-3zfeamgs 4 27 of of IN cord-196129-3zfeamgs 4 28 this this DT cord-196129-3zfeamgs 4 29 phenomenon phenomenon NN cord-196129-3zfeamgs 4 30 . . . cord-196129-3zfeamgs 5 1 Focusing focus VBG cord-196129-3zfeamgs 5 2 on on IN cord-196129-3zfeamgs 5 3 the the DT cord-196129-3zfeamgs 5 4 peculiarities peculiarity NNS cord-196129-3zfeamgs 5 5 of of IN cord-196129-3zfeamgs 5 6 the the DT cord-196129-3zfeamgs 5 7 disease disease NN cord-196129-3zfeamgs 5 8 spreading spread VBG cord-196129-3zfeamgs 5 9 in in IN cord-196129-3zfeamgs 5 10 Greece Greece NNP cord-196129-3zfeamgs 5 11 , , , cord-196129-3zfeamgs 5 12 both both CC cord-196129-3zfeamgs 5 13 in in IN cord-196129-3zfeamgs 5 14 epidemiological epidemiological JJ cord-196129-3zfeamgs 5 15 and and CC cord-196129-3zfeamgs 5 16 in in IN cord-196129-3zfeamgs 5 17 implementation implementation NN cord-196129-3zfeamgs 5 18 terms term NNS cord-196129-3zfeamgs 5 19 , , , cord-196129-3zfeamgs 5 20 this this DT cord-196129-3zfeamgs 5 21 paper paper NN cord-196129-3zfeamgs 5 22 applies apply VBZ cord-196129-3zfeamgs 5 23 an an DT cord-196129-3zfeamgs 5 24 exploratory exploratory JJ cord-196129-3zfeamgs 5 25 analysis analysis NN cord-196129-3zfeamgs 5 26 of of IN cord-196129-3zfeamgs 5 27 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 5 28 temporal temporal JJ cord-196129-3zfeamgs 5 29 spread spread NN cord-196129-3zfeamgs 5 30 in in IN cord-196129-3zfeamgs 5 31 Greece Greece NNP cord-196129-3zfeamgs 5 32 and and CC cord-196129-3zfeamgs 5 33 proposes propose VBZ cord-196129-3zfeamgs 5 34 a a DT cord-196129-3zfeamgs 5 35 methodological methodological JJ cord-196129-3zfeamgs 5 36 approach approach NN cord-196129-3zfeamgs 5 37 for for IN cord-196129-3zfeamgs 5 38 the the DT cord-196129-3zfeamgs 5 39 modeling modeling NN cord-196129-3zfeamgs 5 40 and and CC cord-196129-3zfeamgs 5 41 prediction prediction NN cord-196129-3zfeamgs 5 42 of of IN cord-196129-3zfeamgs 5 43 the the DT cord-196129-3zfeamgs 5 44 disease disease NN cord-196129-3zfeamgs 5 45 based base VBN cord-196129-3zfeamgs 5 46 on on IN cord-196129-3zfeamgs 5 47 the the DT cord-196129-3zfeamgs 5 48 Regression Regression NNP cord-196129-3zfeamgs 5 49 Splines Splines NNPS cord-196129-3zfeamgs 5 50 algorithm algorithm NN cord-196129-3zfeamgs 5 51 and and CC cord-196129-3zfeamgs 5 52 the the DT cord-196129-3zfeamgs 5 53 change change NN cord-196129-3zfeamgs 5 54 rate rate NN cord-196129-3zfeamgs 5 55 of of IN cord-196129-3zfeamgs 5 56 the the DT cord-196129-3zfeamgs 5 57 total total JJ cord-196129-3zfeamgs 5 58 infections infection NNS cord-196129-3zfeamgs 5 59 . . . cord-196129-3zfeamgs 6 1 Also also RB cord-196129-3zfeamgs 6 2 , , , cord-196129-3zfeamgs 6 3 it -PRON- PRP cord-196129-3zfeamgs 6 4 proposes propose VBZ cord-196129-3zfeamgs 6 5 a a DT cord-196129-3zfeamgs 6 6 hybrid hybrid JJ cord-196129-3zfeamgs 6 7 spline spline NN cord-196129-3zfeamgs 6 8 regression regression NN cord-196129-3zfeamgs 6 9 and and CC cord-196129-3zfeamgs 6 10 complex complex JJ cord-196129-3zfeamgs 6 11 network network NN cord-196129-3zfeamgs 6 12 model model NN cord-196129-3zfeamgs 6 13 of of IN cord-196129-3zfeamgs 6 14 social social JJ cord-196129-3zfeamgs 6 15 distance distance NN cord-196129-3zfeamgs 6 16 measures measure NNS cord-196129-3zfeamgs 6 17 evaluating evaluate VBG cord-196129-3zfeamgs 6 18 and and CC cord-196129-3zfeamgs 6 19 interpreting interpret VBG cord-196129-3zfeamgs 6 20 the the DT cord-196129-3zfeamgs 6 21 spread spread NN cord-196129-3zfeamgs 6 22 of of IN cord-196129-3zfeamgs 6 23 the the DT cord-196129-3zfeamgs 6 24 disease disease NN cord-196129-3zfeamgs 6 25 . . . cord-196129-3zfeamgs 7 1 The the DT cord-196129-3zfeamgs 7 2 overall overall JJ cord-196129-3zfeamgs 7 3 approach approach NN cord-196129-3zfeamgs 7 4 contributes contribute VBZ cord-196129-3zfeamgs 7 5 to to TO cord-196129-3zfeamgs 7 6 decision decision VB cord-196129-3zfeamgs 7 7 making making NN cord-196129-3zfeamgs 7 8 and and CC cord-196129-3zfeamgs 7 9 support support NN cord-196129-3zfeamgs 7 10 of of IN cord-196129-3zfeamgs 7 11 the the DT cord-196129-3zfeamgs 7 12 public public JJ cord-196129-3zfeamgs 7 13 health health NN cord-196129-3zfeamgs 7 14 system system NN cord-196129-3zfeamgs 7 15 and and CC cord-196129-3zfeamgs 7 16 to to IN cord-196129-3zfeamgs 7 17 the the DT cord-196129-3zfeamgs 7 18 fight fight NN cord-196129-3zfeamgs 7 19 against against IN cord-196129-3zfeamgs 7 20 the the DT cord-196129-3zfeamgs 7 21 pandemic pandemic NN cord-196129-3zfeamgs 7 22 . . . cord-196129-3zfeamgs 8 1 The the DT cord-196129-3zfeamgs 8 2 SARS SARS NNP cord-196129-3zfeamgs 8 3 - - HYPH cord-196129-3zfeamgs 8 4 CoV-2 CoV-2 NNP cord-196129-3zfeamgs 8 5 , , , cord-196129-3zfeamgs 8 6 which which WDT cord-196129-3zfeamgs 8 7 causes cause VBZ cord-196129-3zfeamgs 8 8 the the DT cord-196129-3zfeamgs 8 9 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 8 10 disease disease NN cord-196129-3zfeamgs 8 11 , , , cord-196129-3zfeamgs 8 12 is be VBZ cord-196129-3zfeamgs 8 13 responsible responsible JJ cord-196129-3zfeamgs 8 14 for for IN cord-196129-3zfeamgs 8 15 the the DT cord-196129-3zfeamgs 8 16 evolving evolve VBG cord-196129-3zfeamgs 8 17 coronavirus coronavirus NN cord-196129-3zfeamgs 8 18 pandemic pandemic NN cord-196129-3zfeamgs 8 19 of of IN cord-196129-3zfeamgs 8 20 the the DT cord-196129-3zfeamgs 8 21 period period NN cord-196129-3zfeamgs 8 22 2019 2019 CD cord-196129-3zfeamgs 8 23 - - SYM cord-196129-3zfeamgs 8 24 20 20 CD cord-196129-3zfeamgs 8 25 , , , cord-196129-3zfeamgs 8 26 causing cause VBG cord-196129-3zfeamgs 8 27 a a DT cord-196129-3zfeamgs 8 28 state state NN cord-196129-3zfeamgs 8 29 of of IN cord-196129-3zfeamgs 8 30 emergency emergency NN cord-196129-3zfeamgs 8 31 of of IN cord-196129-3zfeamgs 8 32 the the DT cord-196129-3zfeamgs 8 33 public public JJ cord-196129-3zfeamgs 8 34 health health NN cord-196129-3zfeamgs 8 35 system system NN cord-196129-3zfeamgs 8 36 ( ( -LRB- cord-196129-3zfeamgs 8 37 Ahmed Ahmed NNP cord-196129-3zfeamgs 8 38 et et NNP cord-196129-3zfeamgs 8 39 al al NNP cord-196129-3zfeamgs 8 40 . . NNP cord-196129-3zfeamgs 8 41 , , , cord-196129-3zfeamgs 8 42 2020 2020 CD cord-196129-3zfeamgs 8 43 ) ) -RRB- cord-196129-3zfeamgs 8 44 . . . cord-196129-3zfeamgs 9 1 The the DT cord-196129-3zfeamgs 9 2 pandemic pandemic NN cord-196129-3zfeamgs 9 3 can can MD cord-196129-3zfeamgs 9 4 not not RB cord-196129-3zfeamgs 9 5 be be VB cord-196129-3zfeamgs 9 6 prevented prevent VBN cord-196129-3zfeamgs 9 7 from from IN cord-196129-3zfeamgs 9 8 transmission transmission NN cord-196129-3zfeamgs 9 9 between between IN cord-196129-3zfeamgs 9 10 persons person NNS cord-196129-3zfeamgs 9 11 since since IN cord-196129-3zfeamgs 9 12 no no DT cord-196129-3zfeamgs 9 13 vaccine vaccine NN cord-196129-3zfeamgs 9 14 currently currently RB cord-196129-3zfeamgs 9 15 exists exist VBZ cord-196129-3zfeamgs 9 16 and and CC cord-196129-3zfeamgs 9 17 thus thus RB cord-196129-3zfeamgs 9 18 it -PRON- PRP cord-196129-3zfeamgs 9 19 inevitably inevitably RB cord-196129-3zfeamgs 9 20 infects infect VBZ cord-196129-3zfeamgs 9 21 millions million NNS cord-196129-3zfeamgs 9 22 of of IN cord-196129-3zfeamgs 9 23 people people NNS cord-196129-3zfeamgs 9 24 around around IN cord-196129-3zfeamgs 9 25 the the DT cord-196129-3zfeamgs 9 26 world world NN cord-196129-3zfeamgs 9 27 . . . cord-196129-3zfeamgs 10 1 In in IN cord-196129-3zfeamgs 10 2 particular particular JJ cord-196129-3zfeamgs 10 3 , , , cord-196129-3zfeamgs 10 4 more more JJR cord-196129-3zfeamgs 10 5 than than IN cord-196129-3zfeamgs 10 6 9.9 9.9 CD cord-196129-3zfeamgs 10 7 million million CD cord-196129-3zfeamgs 10 8 people people NNS cord-196129-3zfeamgs 10 9 have have VBP cord-196129-3zfeamgs 10 10 been be VBN cord-196129-3zfeamgs 10 11 reported report VBN cord-196129-3zfeamgs 10 12 to to TO cord-196129-3zfeamgs 10 13 be be VB cord-196129-3zfeamgs 10 14 infected infect VBN cord-196129-3zfeamgs 10 15 by by IN cord-196129-3zfeamgs 10 16 the the DT cord-196129-3zfeamgs 10 17 new new JJ cord-196129-3zfeamgs 10 18 coronavirus coronavirus NN cord-196129-3zfeamgs 10 19 worldwide worldwide RB cord-196129-3zfeamgs 10 20 , , , cord-196129-3zfeamgs 10 21 and and CC cord-196129-3zfeamgs 10 22 nearly nearly RB cord-196129-3zfeamgs 10 23 497,000 497,000 CD cord-196129-3zfeamgs 10 24 have have VBP cord-196129-3zfeamgs 10 25 died die VBN cord-196129-3zfeamgs 10 26 so so RB cord-196129-3zfeamgs 10 27 far far RB cord-196129-3zfeamgs 10 28 ( ( -LRB- cord-196129-3zfeamgs 10 29 Roser Roser NNP cord-196129-3zfeamgs 10 30 and and CC cord-196129-3zfeamgs 10 31 Ritchie Ritchie NNP cord-196129-3zfeamgs 10 32 , , , cord-196129-3zfeamgs 10 33 2020 2020 CD cord-196129-3zfeamgs 10 34 ; ; , cord-196129-3zfeamgs 10 35 source source NN cord-196129-3zfeamgs 10 36 : : : cord-196129-3zfeamgs 10 37 https://www.worldometers.info/ https://www.worldometers.info/ NNP cord-196129-3zfeamgs 10 38 , , , cord-196129-3zfeamgs 10 39 accessed access VBN cord-196129-3zfeamgs 10 40 : : : cord-196129-3zfeamgs 10 41 30/6/20 30/6/20 LS cord-196129-3zfeamgs 10 42 ) ) -RRB- cord-196129-3zfeamgs 10 43 . . . cord-196129-3zfeamgs 11 1 Since since IN cord-196129-3zfeamgs 11 2 the the DT cord-196129-3zfeamgs 11 3 emergence emergence NN cord-196129-3zfeamgs 11 4 of of IN cord-196129-3zfeamgs 11 5 the the DT cord-196129-3zfeamgs 11 6 disease disease NN cord-196129-3zfeamgs 11 7 in in IN cord-196129-3zfeamgs 11 8 China China NNP cord-196129-3zfeamgs 11 9 , , , cord-196129-3zfeamgs 11 10 in in IN cord-196129-3zfeamgs 11 11 December December NNP cord-196129-3zfeamgs 11 12 2019 2019 CD cord-196129-3zfeamgs 11 13 , , , cord-196129-3zfeamgs 11 14 more more JJR cord-196129-3zfeamgs 11 15 than than IN cord-196129-3zfeamgs 11 16 215 215 CD cord-196129-3zfeamgs 11 17 countries country NNS cord-196129-3zfeamgs 11 18 and and CC cord-196129-3zfeamgs 11 19 regions region NNS cord-196129-3zfeamgs 11 20 have have VBP cord-196129-3zfeamgs 11 21 reported report VBN cord-196129-3zfeamgs 11 22 infected infected JJ cord-196129-3zfeamgs 11 23 cases case NNS cord-196129-3zfeamgs 11 24 ( ( -LRB- cord-196129-3zfeamgs 11 25 Roser Roser NNP cord-196129-3zfeamgs 11 26 and and CC cord-196129-3zfeamgs 11 27 Ritchie Ritchie NNP cord-196129-3zfeamgs 11 28 , , , cord-196129-3zfeamgs 11 29 2020 2020 CD cord-196129-3zfeamgs 11 30 ) ) -RRB- cord-196129-3zfeamgs 11 31 . . . cord-196129-3zfeamgs 12 1 The the DT cord-196129-3zfeamgs 12 2 COVID-19 covid-19 NN cord-196129-3zfeamgs 12 3 has have VBZ cord-196129-3zfeamgs 12 4 a a DT cord-196129-3zfeamgs 12 5 single single JJ cord-196129-3zfeamgs 12 6 - - HYPH cord-196129-3zfeamgs 12 7 strand strand NN cord-196129-3zfeamgs 12 8 positive positive JJ cord-196129-3zfeamgs 12 9 RNA RNA NNP cord-196129-3zfeamgs 12 10 genome genome NN cord-196129-3zfeamgs 12 11 of of IN cord-196129-3zfeamgs 12 12 positive positive JJ cord-196129-3zfeamgs 12 13 polarity polarity NN cord-196129-3zfeamgs 12 14 . . . cord-196129-3zfeamgs 13 1 Like like IN cord-196129-3zfeamgs 13 2 most most JJS cord-196129-3zfeamgs 13 3 RNA RNA NNP cord-196129-3zfeamgs 13 4 viruses virus NNS cord-196129-3zfeamgs 13 5 , , , cord-196129-3zfeamgs 13 6 SARS SARS NNP cord-196129-3zfeamgs 13 7 - - HYPH cord-196129-3zfeamgs 13 8 CoV-2 CoV-2 NNP cord-196129-3zfeamgs 13 9 shows show VBZ cord-196129-3zfeamgs 13 10 strong strong JJ cord-196129-3zfeamgs 13 11 variability variability NN cord-196129-3zfeamgs 13 12 in in IN cord-196129-3zfeamgs 13 13 its -PRON- PRP$ cord-196129-3zfeamgs 13 14 genetic genetic JJ cord-196129-3zfeamgs 13 15 material material NN cord-196129-3zfeamgs 13 16 and and CC cord-196129-3zfeamgs 13 17 a a DT cord-196129-3zfeamgs 13 18 tendency tendency NN cord-196129-3zfeamgs 13 19 to to TO cord-196129-3zfeamgs 13 20 mutate mutate VB cord-196129-3zfeamgs 13 21 . . . cord-196129-3zfeamgs 14 1 It -PRON- PRP cord-196129-3zfeamgs 14 2 is be VBZ cord-196129-3zfeamgs 14 3 the the DT cord-196129-3zfeamgs 14 4 seventh seventh JJ cord-196129-3zfeamgs 14 5 coronavirus coronavirus NN cord-196129-3zfeamgs 14 6 along along IN cord-196129-3zfeamgs 14 7 with with IN cord-196129-3zfeamgs 14 8 the the DT cord-196129-3zfeamgs 14 9 SARS SARS NNP cord-196129-3zfeamgs 14 10 - - HYPH cord-196129-3zfeamgs 14 11 CoV CoV NNP cord-196129-3zfeamgs 14 12 ( ( -LRB- cord-196129-3zfeamgs 14 13 SARS SARS NNP cord-196129-3zfeamgs 14 14 disease disease NN cord-196129-3zfeamgs 14 15 ) ) -RRB- cord-196129-3zfeamgs 14 16 , , , cord-196129-3zfeamgs 14 17 MERS MERS NNP cord-196129-3zfeamgs 14 18 - - HYPH cord-196129-3zfeamgs 14 19 CoV CoV NNP cord-196129-3zfeamgs 14 20 ( ( -LRB- cord-196129-3zfeamgs 14 21 MERS MERS NNP cord-196129-3zfeamgs 14 22 disease disease NNP cord-196129-3zfeamgs 14 23 ) ) -RRB- cord-196129-3zfeamgs 14 24 , , , cord-196129-3zfeamgs 14 25 HKU1 HKU1 NNP cord-196129-3zfeamgs 14 26 , , , cord-196129-3zfeamgs 14 27 NL63 NL63 NNP cord-196129-3zfeamgs 14 28 , , , cord-196129-3zfeamgs 14 29 OC43 OC43 NNP cord-196129-3zfeamgs 14 30 , , , cord-196129-3zfeamgs 14 31 and and CC cord-196129-3zfeamgs 14 32 the the DT cord-196129-3zfeamgs 14 33 229E 229e CD cord-196129-3zfeamgs 14 34 , , , cord-196129-3zfeamgs 14 35 which which WDT cord-196129-3zfeamgs 14 36 can can MD cord-196129-3zfeamgs 14 37 infect infect VB cord-196129-3zfeamgs 14 38 humans human NNS cord-196129-3zfeamgs 14 39 ( ( -LRB- cord-196129-3zfeamgs 14 40 Lescure Lescure NNP cord-196129-3zfeamgs 14 41 et et FW cord-196129-3zfeamgs 14 42 al al NNP cord-196129-3zfeamgs 14 43 . . NNP cord-196129-3zfeamgs 14 44 , , , cord-196129-3zfeamgs 14 45 2020 2020 CD cord-196129-3zfeamgs 14 46 ) ) -RRB- cord-196129-3zfeamgs 14 47 . . . cord-196129-3zfeamgs 15 1 Exposure exposure NN cord-196129-3zfeamgs 15 2 to to IN cord-196129-3zfeamgs 15 3 SARS SARS NNP cord-196129-3zfeamgs 15 4 - - HYPH cord-196129-3zfeamgs 15 5 CoV CoV NNP cord-196129-3zfeamgs 15 6 and and CC cord-196129-3zfeamgs 15 7 MERS MERS NNP cord-196129-3zfeamgs 15 8 coronaviruses coronaviruses NNP cord-196129-3zfeamgs 15 9 can can MD cord-196129-3zfeamgs 15 10 induce induce VB cord-196129-3zfeamgs 15 11 immunity immunity NN cord-196129-3zfeamgs 15 12 for for IN cord-196129-3zfeamgs 15 13 about about RB cord-196129-3zfeamgs 15 14 2 2 CD cord-196129-3zfeamgs 15 15 ( ( -LRB- cord-196129-3zfeamgs 15 16 maybe maybe RB cord-196129-3zfeamgs 15 17 3 3 CD cord-196129-3zfeamgs 15 18 in in IN cord-196129-3zfeamgs 15 19 the the DT cord-196129-3zfeamgs 15 20 case case NN cord-196129-3zfeamgs 15 21 of of IN cord-196129-3zfeamgs 15 22 MERS MERS NNP cord-196129-3zfeamgs 15 23 ) ) -RRB- cord-196129-3zfeamgs 15 24 years year NNS cord-196129-3zfeamgs 15 25 , , , cord-196129-3zfeamgs 15 26 which which WDT cord-196129-3zfeamgs 15 27 then then RB cord-196129-3zfeamgs 15 28 resolves resolve VBZ cord-196129-3zfeamgs 15 29 . . . cord-196129-3zfeamgs 16 1 Typically typically RB cord-196129-3zfeamgs 16 2 , , , cord-196129-3zfeamgs 16 3 SARS SARS NNP cord-196129-3zfeamgs 16 4 - - HYPH cord-196129-3zfeamgs 16 5 CoV-2 CoV-2 NNP cord-196129-3zfeamgs 16 6 is be VBZ cord-196129-3zfeamgs 16 7 believed believe VBN cord-196129-3zfeamgs 16 8 to to TO cord-196129-3zfeamgs 16 9 cause cause VB cord-196129-3zfeamgs 16 10 immunity immunity NN cord-196129-3zfeamgs 16 11 for for IN cord-196129-3zfeamgs 16 12 approximately approximately RB cord-196129-3zfeamgs 16 13 1 1 CD cord-196129-3zfeamgs 16 14 year year NN cord-196129-3zfeamgs 16 15 ( ( -LRB- cord-196129-3zfeamgs 16 16 similarly similarly RB cord-196129-3zfeamgs 16 17 to to IN cord-196129-3zfeamgs 16 18 the the DT cord-196129-3zfeamgs 16 19 seasonal seasonal JJ cord-196129-3zfeamgs 16 20 coronaviruses coronaviruse NNS cord-196129-3zfeamgs 16 21 ) ) -RRB- cord-196129-3zfeamgs 16 22 , , , cord-196129-3zfeamgs 16 23 although although IN cord-196129-3zfeamgs 16 24 questions question NNS cord-196129-3zfeamgs 16 25 about about IN cord-196129-3zfeamgs 16 26 the the DT cord-196129-3zfeamgs 16 27 duration duration NN cord-196129-3zfeamgs 16 28 of of IN cord-196129-3zfeamgs 16 29 immunity immunity NN cord-196129-3zfeamgs 16 30 for for IN cord-196129-3zfeamgs 16 31 the the DT cord-196129-3zfeamgs 16 32 asymptomatic asymptomatic JJ cord-196129-3zfeamgs 16 33 patients patient NNS cord-196129-3zfeamgs 16 34 or or CC cord-196129-3zfeamgs 16 35 for for IN cord-196129-3zfeamgs 16 36 patients patient NNS cord-196129-3zfeamgs 16 37 with with IN cord-196129-3zfeamgs 16 38 mild mild JJ cord-196129-3zfeamgs 16 39 symptoms symptom NNS cord-196129-3zfeamgs 16 40 have have VBP cord-196129-3zfeamgs 16 41 not not RB cord-196129-3zfeamgs 16 42 been be VBN cord-196129-3zfeamgs 16 43 answered answer VBN cord-196129-3zfeamgs 16 44 yet yet RB cord-196129-3zfeamgs 17 1 ( ( -LRB- cord-196129-3zfeamgs 17 2 Ahmed Ahmed NNP cord-196129-3zfeamgs 17 3 et et NNP cord-196129-3zfeamgs 17 4 al al NNP cord-196129-3zfeamgs 17 5 . . NNP cord-196129-3zfeamgs 17 6 , , , cord-196129-3zfeamgs 17 7 2020 2020 CD cord-196129-3zfeamgs 17 8 ; ; . cord-196129-3zfeamgs 18 1 Xu Xu NNP cord-196129-3zfeamgs 18 2 et et NNP cord-196129-3zfeamgs 18 3 al al NNP cord-196129-3zfeamgs 18 4 . . NNP cord-196129-3zfeamgs 18 5 , , , cord-196129-3zfeamgs 18 6 2020 2020 CD cord-196129-3zfeamgs 18 7 ) ) -RRB- cord-196129-3zfeamgs 18 8 . . . cord-196129-3zfeamgs 19 1 The the DT cord-196129-3zfeamgs 19 2 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 19 3 pandemic pandemic NN cord-196129-3zfeamgs 19 4 is be VBZ cord-196129-3zfeamgs 19 5 considered consider VBN cord-196129-3zfeamgs 19 6 to to TO cord-196129-3zfeamgs 19 7 be be VB cord-196129-3zfeamgs 19 8 zoonotic zoonotic JJ cord-196129-3zfeamgs 19 9 and and CC cord-196129-3zfeamgs 19 10 is be VBZ cord-196129-3zfeamgs 19 11 closely closely RB cord-196129-3zfeamgs 19 12 related related JJ cord-196129-3zfeamgs 19 13 to to IN cord-196129-3zfeamgs 19 14 ( ( -LRB- cord-196129-3zfeamgs 19 15 79.5 79.5 CD cord-196129-3zfeamgs 19 16 % % NN cord-196129-3zfeamgs 19 17 ) ) -RRB- cord-196129-3zfeamgs 20 1 the the DT cord-196129-3zfeamgs 20 2 original original JJ cord-196129-3zfeamgs 20 3 SARS SARS NNP cord-196129-3zfeamgs 20 4 - - HYPH cord-196129-3zfeamgs 20 5 CoV CoV NNP cord-196129-3zfeamgs 20 6 ( ( -LRB- cord-196129-3zfeamgs 20 7 Ahmed Ahmed NNP cord-196129-3zfeamgs 20 8 et et NNP cord-196129-3zfeamgs 20 9 al al NNP cord-196129-3zfeamgs 20 10 . . NNP cord-196129-3zfeamgs 20 11 , , , cord-196129-3zfeamgs 20 12 2020 2020 CD cord-196129-3zfeamgs 20 13 ) ) -RRB- cord-196129-3zfeamgs 20 14 . . . cord-196129-3zfeamgs 21 1 Genetic genetic JJ cord-196129-3zfeamgs 21 2 analysis analysis NN cord-196129-3zfeamgs 21 3 has have VBZ cord-196129-3zfeamgs 21 4 revealed reveal VBN cord-196129-3zfeamgs 21 5 that that IN cord-196129-3zfeamgs 21 6 it -PRON- PRP cord-196129-3zfeamgs 21 7 is be VBZ cord-196129-3zfeamgs 21 8 related relate VBN cord-196129-3zfeamgs 21 9 to to IN cord-196129-3zfeamgs 21 10 the the DT cord-196129-3zfeamgs 21 11 genus genus NN cord-196129-3zfeamgs 21 12 Betacoronavirus Betacoronavirus NNP cord-196129-3zfeamgs 21 13 , , , cord-196129-3zfeamgs 21 14 in in IN cord-196129-3zfeamgs 21 15 the the DT cord-196129-3zfeamgs 21 16 B B NNP cord-196129-3zfeamgs 21 17 series series NN cord-196129-3zfeamgs 21 18 of of IN cord-196129-3zfeamgs 21 19 the the DT cord-196129-3zfeamgs 21 20 Sarbecovirus Sarbecovirus NNP cord-196129-3zfeamgs 21 21 subgenus subgenus NN cord-196129-3zfeamgs 21 22 , , , cord-196129-3zfeamgs 21 23 along along IN cord-196129-3zfeamgs 21 24 with with IN cord-196129-3zfeamgs 21 25 two two CD cord-196129-3zfeamgs 21 26 components component NNS cord-196129-3zfeamgs 21 27 derived derive VBN cord-196129-3zfeamgs 21 28 from from IN cord-196129-3zfeamgs 21 29 the the DT cord-196129-3zfeamgs 21 30 bat bat NN cord-196129-3zfeamgs 21 31 ( ( -LRB- cord-196129-3zfeamgs 21 32 Lescure Lescure NNP cord-196129-3zfeamgs 21 33 et et FW cord-196129-3zfeamgs 21 34 al al NNP cord-196129-3zfeamgs 21 35 . . NNP cord-196129-3zfeamgs 21 36 , , , cord-196129-3zfeamgs 21 37 2020 2020 CD cord-196129-3zfeamgs 21 38 ; ; : cord-196129-3zfeamgs 21 39 Xu Xu NNP cord-196129-3zfeamgs 21 40 et et NNP cord-196129-3zfeamgs 21 41 al al NNP cord-196129-3zfeamgs 21 42 . . NNP cord-196129-3zfeamgs 21 43 , , , cord-196129-3zfeamgs 21 44 2020 2020 CD cord-196129-3zfeamgs 21 45 ) ) -RRB- cord-196129-3zfeamgs 21 46 . . . cord-196129-3zfeamgs 22 1 Its -PRON- PRP$ cord-196129-3zfeamgs 22 2 genome genome NN cord-196129-3zfeamgs 22 3 is be VBZ cord-196129-3zfeamgs 22 4 96 96 CD cord-196129-3zfeamgs 22 5 % % NN cord-196129-3zfeamgs 22 6 identical identical JJ cord-196129-3zfeamgs 22 7 to to IN cord-196129-3zfeamgs 22 8 other other JJ cord-196129-3zfeamgs 22 9 coronavirus coronavirus NN cord-196129-3zfeamgs 22 10 samples sample NNS cord-196129-3zfeamgs 22 11 ( ( -LRB- cord-196129-3zfeamgs 22 12 BatCov BatCov NNP cord-196129-3zfeamgs 22 13 RaTG13 RaTG13 NNP cord-196129-3zfeamgs 22 14 ) ) -RRB- cord-196129-3zfeamgs 22 15 , , , cord-196129-3zfeamgs 22 16 while while IN cord-196129-3zfeamgs 22 17 Chinese chinese JJ cord-196129-3zfeamgs 22 18 researchers researcher NNS cord-196129-3zfeamgs 22 19 have have VBP cord-196129-3zfeamgs 22 20 found find VBN cord-196129-3zfeamgs 22 21 that that IN cord-196129-3zfeamgs 22 22 it -PRON- PRP cord-196129-3zfeamgs 22 23 differs differ VBZ cord-196129-3zfeamgs 22 24 only only RB cord-196129-3zfeamgs 22 25 to to IN cord-196129-3zfeamgs 22 26 one one CD cord-196129-3zfeamgs 22 27 aminoacid aminoacid NN cord-196129-3zfeamgs 22 28 in in IN cord-196129-3zfeamgs 22 29 genome genome NN cord-196129-3zfeamgs 22 30 sequences sequence NNS cord-196129-3zfeamgs 22 31 between between IN cord-196129-3zfeamgs 22 32 viruses virus NNS cord-196129-3zfeamgs 22 33 found find VBN cord-196129-3zfeamgs 22 34 in in IN cord-196129-3zfeamgs 22 35 the the DT cord-196129-3zfeamgs 22 36 anteater anteater NN cord-196129-3zfeamgs 22 37 Pagolins Pagolins NNPS cord-196129-3zfeamgs 22 38 and and CC cord-196129-3zfeamgs 22 39 those those DT cord-196129-3zfeamgs 22 40 derived derive VBN cord-196129-3zfeamgs 22 41 from from IN cord-196129-3zfeamgs 22 42 humans human NNS cord-196129-3zfeamgs 23 1 ( ( -LRB- cord-196129-3zfeamgs 23 2 Lam Lam NNP cord-196129-3zfeamgs 23 3 et et FW cord-196129-3zfeamgs 23 4 al al NNP cord-196129-3zfeamgs 23 5 . . NNP cord-196129-3zfeamgs 23 6 , , , cord-196129-3zfeamgs 23 7 2020 2020 CD cord-196129-3zfeamgs 23 8 ) ) -RRB- cord-196129-3zfeamgs 23 9 , , , cord-196129-3zfeamgs 23 10 implying imply VBG cord-196129-3zfeamgs 23 11 that that IN cord-196129-3zfeamgs 23 12 Pagolins Pagolins NNP cord-196129-3zfeamgs 23 13 may may MD cord-196129-3zfeamgs 23 14 have have VB cord-196129-3zfeamgs 23 15 been be VBN cord-196129-3zfeamgs 23 16 an an DT cord-196129-3zfeamgs 23 17 intermediate intermediate JJ cord-196129-3zfeamgs 23 18 host host NN cord-196129-3zfeamgs 23 19 . . . cord-196129-3zfeamgs 24 1 The the DT cord-196129-3zfeamgs 24 2 virus virus NN cord-196129-3zfeamgs 24 3 is be VBZ cord-196129-3zfeamgs 24 4 transmitted transmit VBN cord-196129-3zfeamgs 24 5 from from IN cord-196129-3zfeamgs 24 6 person person NN cord-196129-3zfeamgs 24 7 to to IN cord-196129-3zfeamgs 24 8 person person NN cord-196129-3zfeamgs 24 9 through through IN cord-196129-3zfeamgs 24 10 respiratory respiratory JJ cord-196129-3zfeamgs 24 11 droplets droplet NNS cord-196129-3zfeamgs 24 12 produced produce VBN cord-196129-3zfeamgs 24 13 during during IN cord-196129-3zfeamgs 24 14 coughing cough VBG cord-196129-3zfeamgs 24 15 . . . cord-196129-3zfeamgs 25 1 The the DT cord-196129-3zfeamgs 25 2 day day NN cord-196129-3zfeamgs 25 3 of of IN cord-196129-3zfeamgs 25 4 exposure exposure NN cord-196129-3zfeamgs 25 5 to to IN cord-196129-3zfeamgs 25 6 the the DT cord-196129-3zfeamgs 25 7 onset onset NN cord-196129-3zfeamgs 25 8 of of IN cord-196129-3zfeamgs 25 9 symptoms symptom NNS cord-196129-3zfeamgs 25 10 ( ( -LRB- cord-196129-3zfeamgs 25 11 incubation incubation NN cord-196129-3zfeamgs 25 12 time time NN cord-196129-3zfeamgs 25 13 ) ) -RRB- cord-196129-3zfeamgs 25 14 varies vary VBZ cord-196129-3zfeamgs 25 15 from from IN cord-196129-3zfeamgs 25 16 2 2 CD cord-196129-3zfeamgs 25 17 to to TO cord-196129-3zfeamgs 25 18 14 14 CD cord-196129-3zfeamgs 25 19 days day NNS cord-196129-3zfeamgs 25 20 , , , cord-196129-3zfeamgs 25 21 but but CC cord-196129-3zfeamgs 25 22 it -PRON- PRP cord-196129-3zfeamgs 25 23 usually usually RB cord-196129-3zfeamgs 25 24 refers refer VBZ cord-196129-3zfeamgs 25 25 to to IN cord-196129-3zfeamgs 25 26 5 5 CD cord-196129-3zfeamgs 25 27 days day NNS cord-196129-3zfeamgs 25 28 ( ( -LRB- cord-196129-3zfeamgs 26 1 Fang Fang NNP cord-196129-3zfeamgs 26 2 et et FW cord-196129-3zfeamgs 26 3 al al NNP cord-196129-3zfeamgs 26 4 . . NNP cord-196129-3zfeamgs 26 5 , , , cord-196129-3zfeamgs 26 6 2020 2020 CD cord-196129-3zfeamgs 26 7 ; ; : cord-196129-3zfeamgs 26 8 Heymann Heymann NNP cord-196129-3zfeamgs 26 9 and and CC cord-196129-3zfeamgs 26 10 Shindo Shindo NNP cord-196129-3zfeamgs 26 11 , , , cord-196129-3zfeamgs 26 12 2020 2020 CD cord-196129-3zfeamgs 26 13 ) ) -RRB- cord-196129-3zfeamgs 26 14 . . . cord-196129-3zfeamgs 27 1 Patients patient NNS cord-196129-3zfeamgs 27 2 infected infect VBN cord-196129-3zfeamgs 27 3 by by IN cord-196129-3zfeamgs 27 4 the the DT cord-196129-3zfeamgs 27 5 virus virus NN cord-196129-3zfeamgs 27 6 may may MD cord-196129-3zfeamgs 27 7 be be VB cord-196129-3zfeamgs 27 8 asymptomatic asymptomatic JJ cord-196129-3zfeamgs 27 9 or or CC cord-196129-3zfeamgs 27 10 have have VBP cord-196129-3zfeamgs 27 11 symptoms symptom NNS cord-196129-3zfeamgs 27 12 similar similar JJ cord-196129-3zfeamgs 27 13 to to IN cord-196129-3zfeamgs 27 14 the the DT cord-196129-3zfeamgs 27 15 common common JJ cord-196129-3zfeamgs 27 16 cold cold NN cord-196129-3zfeamgs 27 17 ( ( -LRB- cord-196129-3zfeamgs 27 18 i.e. i.e. FW cord-196129-3zfeamgs 27 19 fever fever NN cord-196129-3zfeamgs 27 20 ) ) -RRB- cord-196129-3zfeamgs 27 21 , , , cord-196129-3zfeamgs 27 22 cough cough NN cord-196129-3zfeamgs 27 23 , , , cord-196129-3zfeamgs 27 24 and and CC cord-196129-3zfeamgs 27 25 dyspnea dyspnea NN cord-196129-3zfeamgs 27 26 . . . cord-196129-3zfeamgs 28 1 A a DT cord-196129-3zfeamgs 28 2 key key JJ cord-196129-3zfeamgs 28 3 factor factor NN cord-196129-3zfeamgs 28 4 of of IN cord-196129-3zfeamgs 28 5 SARS SARS NNP cord-196129-3zfeamgs 28 6 - - HYPH cord-196129-3zfeamgs 28 7 CoV-2 CoV-2 NNP cord-196129-3zfeamgs 28 8 high high JJ cord-196129-3zfeamgs 28 9 transmissibility transmissibility NN cord-196129-3zfeamgs 28 10 is be VBZ cord-196129-3zfeamgs 28 11 the the DT cord-196129-3zfeamgs 28 12 high high JJ cord-196129-3zfeamgs 28 13 levels level NNS cord-196129-3zfeamgs 28 14 of of IN cord-196129-3zfeamgs 28 15 multiplication multiplication NN cord-196129-3zfeamgs 28 16 of of IN cord-196129-3zfeamgs 28 17 this this DT cord-196129-3zfeamgs 28 18 virus virus NN cord-196129-3zfeamgs 28 19 in in IN cord-196129-3zfeamgs 28 20 the the DT cord-196129-3zfeamgs 28 21 upper upper JJ cord-196129-3zfeamgs 28 22 respiratory respiratory JJ cord-196129-3zfeamgs 28 23 region region NN cord-196129-3zfeamgs 28 24 , , , cord-196129-3zfeamgs 28 25 even even RB cord-196129-3zfeamgs 28 26 before before IN cord-196129-3zfeamgs 28 27 the the DT cord-196129-3zfeamgs 28 28 symptoms symptom NNS cord-196129-3zfeamgs 28 29 appear appear VBP cord-196129-3zfeamgs 29 1 ( ( -LRB- cord-196129-3zfeamgs 29 2 Ahmed Ahmed NNP cord-196129-3zfeamgs 29 3 et et NNP cord-196129-3zfeamgs 29 4 al al NNP cord-196129-3zfeamgs 29 5 . . NNP cord-196129-3zfeamgs 29 6 , , , cord-196129-3zfeamgs 29 7 2020 2020 CD cord-196129-3zfeamgs 29 8 ; ; . cord-196129-3zfeamgs 30 1 Fang Fang NNP cord-196129-3zfeamgs 30 2 et et FW cord-196129-3zfeamgs 30 3 al al NNP cord-196129-3zfeamgs 30 4 . . NNP cord-196129-3zfeamgs 30 5 , , , cord-196129-3zfeamgs 30 6 2020 2020 CD cord-196129-3zfeamgs 30 7 ) ) -RRB- cord-196129-3zfeamgs 30 8 . . . cord-196129-3zfeamgs 31 1 The the DT cord-196129-3zfeamgs 31 2 virus virus NN cord-196129-3zfeamgs 31 3 is be VBZ cord-196129-3zfeamgs 31 4 also also RB cord-196129-3zfeamgs 31 5 transmitted transmit VBN cord-196129-3zfeamgs 31 6 by by IN cord-196129-3zfeamgs 31 7 touching touch VBG cord-196129-3zfeamgs 31 8 a a DT cord-196129-3zfeamgs 31 9 surface surface NN cord-196129-3zfeamgs 31 10 or or CC cord-196129-3zfeamgs 31 11 an an DT cord-196129-3zfeamgs 31 12 object object NN cord-196129-3zfeamgs 31 13 , , , cord-196129-3zfeamgs 31 14 where where WRB cord-196129-3zfeamgs 31 15 the the DT cord-196129-3zfeamgs 31 16 virus virus NN cord-196129-3zfeamgs 31 17 is be VBZ cord-196129-3zfeamgs 31 18 located locate VBN cord-196129-3zfeamgs 31 19 , , , cord-196129-3zfeamgs 31 20 and and CC cord-196129-3zfeamgs 31 21 then then RB cord-196129-3zfeamgs 31 22 eyes eye NNS cord-196129-3zfeamgs 31 23 , , , cord-196129-3zfeamgs 31 24 nose nose NN cord-196129-3zfeamgs 31 25 , , , cord-196129-3zfeamgs 31 26 or or CC cord-196129-3zfeamgs 31 27 mouth mouth NN cord-196129-3zfeamgs 31 28 are be VBP cord-196129-3zfeamgs 31 29 touched touch VBN cord-196129-3zfeamgs 32 1 ( ( -LRB- cord-196129-3zfeamgs 32 2 Bai Bai NNP cord-196129-3zfeamgs 32 3 et et FW cord-196129-3zfeamgs 32 4 al al NNP cord-196129-3zfeamgs 32 5 . . . cord-196129-3zfeamgs 33 1 , , , cord-196129-3zfeamgs 33 2 2020 2020 CD cord-196129-3zfeamgs 33 3 ; ; : cord-196129-3zfeamgs 33 4 Heymann Heymann NNP cord-196129-3zfeamgs 33 5 and and CC cord-196129-3zfeamgs 33 6 Shindo Shindo NNP cord-196129-3zfeamgs 33 7 , , , cord-196129-3zfeamgs 33 8 2020 2020 CD cord-196129-3zfeamgs 33 9 ) ) -RRB- cord-196129-3zfeamgs 33 10 . . . cord-196129-3zfeamgs 34 1 Samples sample NNS cord-196129-3zfeamgs 34 2 taken take VBN cord-196129-3zfeamgs 34 3 for for IN cord-196129-3zfeamgs 34 4 molecular molecular JJ cord-196129-3zfeamgs 34 5 detection detection NN cord-196129-3zfeamgs 34 6 of of IN cord-196129-3zfeamgs 34 7 SARS SARS NNP cord-196129-3zfeamgs 34 8 - - HYPH cord-196129-3zfeamgs 34 9 CoV-2 CoV-2 NNP cord-196129-3zfeamgs 34 10 are be VBP cord-196129-3zfeamgs 34 11 mainly mainly RB cord-196129-3zfeamgs 34 12 either either CC cord-196129-3zfeamgs 34 13 oral oral JJ cord-196129-3zfeamgs 34 14 pharyngeal pharyngeal JJ cord-196129-3zfeamgs 34 15 or or CC cord-196129-3zfeamgs 34 16 nasopharyngeal nasopharyngeal JJ cord-196129-3zfeamgs 34 17 coating coating NN cord-196129-3zfeamgs 34 18 , , , cord-196129-3zfeamgs 34 19 or or CC cord-196129-3zfeamgs 34 20 pharyngeal pharyngeal JJ cord-196129-3zfeamgs 34 21 washing washing NN cord-196129-3zfeamgs 34 22 from from IN cord-196129-3zfeamgs 34 23 the the DT cord-196129-3zfeamgs 34 24 upper upper JJ cord-196129-3zfeamgs 34 25 respiratory respiratory JJ cord-196129-3zfeamgs 34 26 region region NN cord-196129-3zfeamgs 34 27 , , , cord-196129-3zfeamgs 34 28 or or CC cord-196129-3zfeamgs 34 29 bronchial bronchial JJ cord-196129-3zfeamgs 34 30 excretes excrete NNS cord-196129-3zfeamgs 34 31 from from IN cord-196129-3zfeamgs 34 32 the the DT cord-196129-3zfeamgs 34 33 lower low JJR cord-196129-3zfeamgs 34 34 respiratory respiratory JJ cord-196129-3zfeamgs 34 35 region region NN cord-196129-3zfeamgs 34 36 . . . cord-196129-3zfeamgs 35 1 Clinical clinical JJ cord-196129-3zfeamgs 35 2 samples sample NNS cord-196129-3zfeamgs 35 3 taken take VBN cord-196129-3zfeamgs 35 4 from from IN cord-196129-3zfeamgs 35 5 the the DT cord-196129-3zfeamgs 35 6 lower low JJR cord-196129-3zfeamgs 35 7 respiratory respiratory JJ cord-196129-3zfeamgs 35 8 region region NN cord-196129-3zfeamgs 35 9 are be VBP cord-196129-3zfeamgs 35 10 preferable preferable JJ cord-196129-3zfeamgs 35 11 in in IN cord-196129-3zfeamgs 35 12 terms term NNS cord-196129-3zfeamgs 35 13 of of IN cord-196129-3zfeamgs 35 14 their -PRON- PRP$ cord-196129-3zfeamgs 35 15 diagnostic diagnostic JJ cord-196129-3zfeamgs 35 16 value value NN cord-196129-3zfeamgs 35 17 than than IN cord-196129-3zfeamgs 35 18 those those DT cord-196129-3zfeamgs 35 19 from from IN cord-196129-3zfeamgs 35 20 the the DT cord-196129-3zfeamgs 35 21 upper upper JJ cord-196129-3zfeamgs 35 22 respiratory respiratory JJ cord-196129-3zfeamgs 35 23 region region NN cord-196129-3zfeamgs 35 24 ( ( -LRB- cord-196129-3zfeamgs 35 25 Bai Bai NNP cord-196129-3zfeamgs 35 26 et et FW cord-196129-3zfeamgs 35 27 al al NNP cord-196129-3zfeamgs 35 28 . . NNP cord-196129-3zfeamgs 35 29 , , , cord-196129-3zfeamgs 35 30 2020 2020 CD cord-196129-3zfeamgs 35 31 ) ) -RRB- cord-196129-3zfeamgs 35 32 . . . cord-196129-3zfeamgs 36 1 The the DT cord-196129-3zfeamgs 36 2 sample sample NN cord-196129-3zfeamgs 36 3 is be VBZ cord-196129-3zfeamgs 36 4 taken take VBN cord-196129-3zfeamgs 36 5 by by IN cord-196129-3zfeamgs 36 6 using use VBG cord-196129-3zfeamgs 36 7 a a DT cord-196129-3zfeamgs 36 8 special special JJ cord-196129-3zfeamgs 36 9 stick stick NN cord-196129-3zfeamgs 36 10 ( ( -LRB- cord-196129-3zfeamgs 36 11 plastic plastic NN cord-196129-3zfeamgs 36 12 stick stick NN cord-196129-3zfeamgs 36 13 with with IN cord-196129-3zfeamgs 36 14 a a DT cord-196129-3zfeamgs 36 15 dacron dacron NN cord-196129-3zfeamgs 36 16 top top NN cord-196129-3zfeamgs 36 17 ) ) -RRB- cord-196129-3zfeamgs 36 18 in in IN cord-196129-3zfeamgs 36 19 the the DT cord-196129-3zfeamgs 36 20 case case NN cord-196129-3zfeamgs 36 21 of of IN cord-196129-3zfeamgs 36 22 coating coating NN cord-196129-3zfeamgs 36 23 sampling sampling NN cord-196129-3zfeamgs 36 24 or or CC cord-196129-3zfeamgs 36 25 by by IN cord-196129-3zfeamgs 36 26 a a DT cord-196129-3zfeamgs 36 27 sterile sterile JJ cord-196129-3zfeamgs 36 28 bottle bottle NN cord-196129-3zfeamgs 36 29 in in IN cord-196129-3zfeamgs 36 30 all all DT cord-196129-3zfeamgs 36 31 other other JJ cord-196129-3zfeamgs 36 32 cases case NNS cord-196129-3zfeamgs 36 33 . . . cord-196129-3zfeamgs 37 1 After after IN cord-196129-3zfeamgs 37 2 the the DT cord-196129-3zfeamgs 37 3 samples sample NNS cord-196129-3zfeamgs 37 4 are be VBP cord-196129-3zfeamgs 37 5 received receive VBN cord-196129-3zfeamgs 37 6 by by IN cord-196129-3zfeamgs 37 7 the the DT cord-196129-3zfeamgs 37 8 laboratory laboratory NN cord-196129-3zfeamgs 37 9 , , , cord-196129-3zfeamgs 37 10 the the DT cord-196129-3zfeamgs 37 11 viral viral JJ cord-196129-3zfeamgs 37 12 RNA RNA NNP cord-196129-3zfeamgs 37 13 isolation isolation NN cord-196129-3zfeamgs 37 14 procedure procedure NN cord-196129-3zfeamgs 37 15 follows follow VBZ cord-196129-3zfeamgs 37 16 , , , cord-196129-3zfeamgs 37 17 where where WRB cord-196129-3zfeamgs 37 18 the the DT cord-196129-3zfeamgs 37 19 reverse reverse JJ cord-196129-3zfeamgs 37 20 transcription transcription NN cord-196129-3zfeamgs 37 21 polymerase polymerase NN cord-196129-3zfeamgs 37 22 chain chain NN cord-196129-3zfeamgs 37 23 reaction reaction NN cord-196129-3zfeamgs 37 24 is be VBZ cord-196129-3zfeamgs 37 25 applied apply VBN cord-196129-3zfeamgs 37 26 to to TO cord-196129-3zfeamgs 37 27 amplify amplify VB cord-196129-3zfeamgs 37 28 2 2 CD cord-196129-3zfeamgs 37 29 different different JJ cord-196129-3zfeamgs 37 30 targets target NNS cord-196129-3zfeamgs 37 31 of of IN cord-196129-3zfeamgs 37 32 the the DT cord-196129-3zfeamgs 37 33 SARS SARS NNP cord-196129-3zfeamgs 37 34 - - HYPH cord-196129-3zfeamgs 37 35 CoV-2 CoV-2 NNP cord-196129-3zfeamgs 37 36 viral viral JJ cord-196129-3zfeamgs 37 37 genome genome NN cord-196129-3zfeamgs 37 38 . . . cord-196129-3zfeamgs 38 1 The the DT cord-196129-3zfeamgs 38 2 test test NN cord-196129-3zfeamgs 38 3 is be VBZ cord-196129-3zfeamgs 38 4 completed complete VBN cord-196129-3zfeamgs 38 5 within within IN cord-196129-3zfeamgs 38 6 3 3 CD cord-196129-3zfeamgs 38 7 to to IN cord-196129-3zfeamgs 38 8 4 4 CD cord-196129-3zfeamgs 38 9 hours hour NNS cord-196129-3zfeamgs 38 10 of of IN cord-196129-3zfeamgs 38 11 receiving receive VBG cord-196129-3zfeamgs 38 12 the the DT cord-196129-3zfeamgs 38 13 samples sample NNS cord-196129-3zfeamgs 38 14 from from IN cord-196129-3zfeamgs 38 15 the the DT cord-196129-3zfeamgs 38 16 laboratory laboratory NN cord-196129-3zfeamgs 38 17 ( ( -LRB- cord-196129-3zfeamgs 38 18 La La NNP cord-196129-3zfeamgs 38 19 Marca Marca NNP cord-196129-3zfeamgs 38 20 et et NNP cord-196129-3zfeamgs 38 21 al al NNP cord-196129-3zfeamgs 38 22 . . NNP cord-196129-3zfeamgs 38 23 , , , cord-196129-3zfeamgs 38 24 2020 2020 CD cord-196129-3zfeamgs 38 25 ) ) -RRB- cord-196129-3zfeamgs 38 26 . . . cord-196129-3zfeamgs 39 1 A a DT cord-196129-3zfeamgs 39 2 negative negative JJ cord-196129-3zfeamgs 39 3 result result NN cord-196129-3zfeamgs 39 4 for for IN cord-196129-3zfeamgs 39 5 SARS SARS NNP cord-196129-3zfeamgs 39 6 - - HYPH cord-196129-3zfeamgs 39 7 CoV-2 CoV-2 NNP cord-196129-3zfeamgs 39 8 implies imply VBZ cord-196129-3zfeamgs 39 9 that that IN cord-196129-3zfeamgs 39 10 the the DT cord-196129-3zfeamgs 39 11 virus virus NN cord-196129-3zfeamgs 39 12 is be VBZ cord-196129-3zfeamgs 39 13 not not RB cord-196129-3zfeamgs 39 14 detected detect VBN cord-196129-3zfeamgs 39 15 in in IN cord-196129-3zfeamgs 39 16 the the DT cord-196129-3zfeamgs 39 17 sample sample NN cord-196129-3zfeamgs 39 18 . . . cord-196129-3zfeamgs 40 1 Except except IN cord-196129-3zfeamgs 40 2 from from IN cord-196129-3zfeamgs 40 3 the the DT cord-196129-3zfeamgs 40 4 uninfected uninfected JJ cord-196129-3zfeamgs 40 5 individuals individual NNS cord-196129-3zfeamgs 40 6 , , , cord-196129-3zfeamgs 40 7 a a DT cord-196129-3zfeamgs 40 8 negative negative JJ cord-196129-3zfeamgs 40 9 result result NN cord-196129-3zfeamgs 40 10 can can MD cord-196129-3zfeamgs 40 11 also also RB cord-196129-3zfeamgs 40 12 occur occur VB cord-196129-3zfeamgs 40 13 in in IN cord-196129-3zfeamgs 40 14 asymptomatic asymptomatic JJ cord-196129-3zfeamgs 40 15 carriers carrier NNS cord-196129-3zfeamgs 40 16 running run VBG cord-196129-3zfeamgs 40 17 the the DT cord-196129-3zfeamgs 40 18 incubation incubation NN cord-196129-3zfeamgs 40 19 phase phase NN cord-196129-3zfeamgs 40 20 . . . cord-196129-3zfeamgs 41 1 The the DT cord-196129-3zfeamgs 41 2 molecular molecular JJ cord-196129-3zfeamgs 41 3 method method NN cord-196129-3zfeamgs 41 4 outperforms outperform VBZ cord-196129-3zfeamgs 41 5 all all DT cord-196129-3zfeamgs 41 6 other other JJ cord-196129-3zfeamgs 41 7 methods method NNS cord-196129-3zfeamgs 41 8 because because IN cord-196129-3zfeamgs 41 9 is be VBZ cord-196129-3zfeamgs 41 10 able able JJ cord-196129-3zfeamgs 41 11 to to TO cord-196129-3zfeamgs 41 12 detect detect VB cord-196129-3zfeamgs 41 13 the the DT cord-196129-3zfeamgs 41 14 virus virus NN cord-196129-3zfeamgs 41 15 in in IN cord-196129-3zfeamgs 41 16 the the DT cord-196129-3zfeamgs 41 17 very very RB cord-196129-3zfeamgs 41 18 early early JJ cord-196129-3zfeamgs 41 19 stages stage NNS cord-196129-3zfeamgs 41 20 of of IN cord-196129-3zfeamgs 41 21 the the DT cord-196129-3zfeamgs 41 22 infection infection NN cord-196129-3zfeamgs 41 23 , , , cord-196129-3zfeamgs 41 24 but but CC cord-196129-3zfeamgs 41 25 it -PRON- PRP cord-196129-3zfeamgs 41 26 can can MD cord-196129-3zfeamgs 41 27 not not RB cord-196129-3zfeamgs 41 28 definitely definitely RB cord-196129-3zfeamgs 41 29 ( ( -LRB- cord-196129-3zfeamgs 41 30 100 100 CD cord-196129-3zfeamgs 41 31 % % NN cord-196129-3zfeamgs 41 32 ) ) -RRB- cord-196129-3zfeamgs 41 33 detect detect VB cord-196129-3zfeamgs 41 34 the the DT cord-196129-3zfeamgs 41 35 virus virus NN cord-196129-3zfeamgs 41 36 in in IN cord-196129-3zfeamgs 41 37 the the DT cord-196129-3zfeamgs 41 38 incubation incubation NN cord-196129-3zfeamgs 41 39 phase phase NN cord-196129-3zfeamgs 42 1 ( ( -LRB- cord-196129-3zfeamgs 42 2 Corman Corman NNP cord-196129-3zfeamgs 42 3 et et NNP cord-196129-3zfeamgs 42 4 al al NNP cord-196129-3zfeamgs 42 5 . . NNP cord-196129-3zfeamgs 42 6 , , , cord-196129-3zfeamgs 42 7 2020 2020 CD cord-196129-3zfeamgs 42 8 ) ) -RRB- cord-196129-3zfeamgs 42 9 . . . cord-196129-3zfeamgs 43 1 Also also RB cord-196129-3zfeamgs 43 2 , , , cord-196129-3zfeamgs 43 3 it -PRON- PRP cord-196129-3zfeamgs 43 4 is be VBZ cord-196129-3zfeamgs 43 5 very very RB cord-196129-3zfeamgs 43 6 important important JJ cord-196129-3zfeamgs 43 7 in in IN cord-196129-3zfeamgs 43 8 receiving receive VBG cord-196129-3zfeamgs 43 9 the the DT cord-196129-3zfeamgs 43 10 coatings coating NNS cord-196129-3zfeamgs 43 11 to to TO cord-196129-3zfeamgs 43 12 have have VB cord-196129-3zfeamgs 43 13 enough enough JJ cord-196129-3zfeamgs 43 14 collected collect VBN cord-196129-3zfeamgs 43 15 material material NN cord-196129-3zfeamgs 43 16 available available JJ cord-196129-3zfeamgs 43 17 . . . cord-196129-3zfeamgs 44 1 In in IN cord-196129-3zfeamgs 44 2 general general JJ cord-196129-3zfeamgs 44 3 , , , cord-196129-3zfeamgs 44 4 the the DT cord-196129-3zfeamgs 44 5 nasopharyngeal nasopharyngeal JJ cord-196129-3zfeamgs 44 6 coating coating NN cord-196129-3zfeamgs 44 7 is be VBZ cord-196129-3zfeamgs 44 8 better well JJR cord-196129-3zfeamgs 44 9 than than IN cord-196129-3zfeamgs 44 10 the the DT cord-196129-3zfeamgs 44 11 oropharyngeal oropharyngeal JJ cord-196129-3zfeamgs 44 12 one one NN cord-196129-3zfeamgs 44 13 , , , cord-196129-3zfeamgs 44 14 since since IN cord-196129-3zfeamgs 44 15 the the DT cord-196129-3zfeamgs 44 16 collected collect VBN cord-196129-3zfeamgs 44 17 material material NN cord-196129-3zfeamgs 44 18 is be VBZ cord-196129-3zfeamgs 44 19 usually usually RB cord-196129-3zfeamgs 44 20 more more JJR cord-196129-3zfeamgs 44 21 in in IN cord-196129-3zfeamgs 44 22 quantity quantity NN cord-196129-3zfeamgs 44 23 and and CC cord-196129-3zfeamgs 44 24 is be VBZ cord-196129-3zfeamgs 44 25 unaffected unaffected JJ cord-196129-3zfeamgs 44 26 by by IN cord-196129-3zfeamgs 44 27 the the DT cord-196129-3zfeamgs 44 28 recipient recipient NN cord-196129-3zfeamgs 44 29 or or CC cord-196129-3zfeamgs 44 30 the the DT cord-196129-3zfeamgs 44 31 patient patient NN cord-196129-3zfeamgs 44 32 . . . cord-196129-3zfeamgs 45 1 In in IN cord-196129-3zfeamgs 45 2 symptomatic symptomatic JJ cord-196129-3zfeamgs 45 3 patients patient NNS cord-196129-3zfeamgs 45 4 the the DT cord-196129-3zfeamgs 45 5 sensitivity sensitivity NN cord-196129-3zfeamgs 45 6 and and CC cord-196129-3zfeamgs 45 7 specificity specificity NN cord-196129-3zfeamgs 45 8 of of IN cord-196129-3zfeamgs 45 9 the the DT cord-196129-3zfeamgs 45 10 method method NN cord-196129-3zfeamgs 45 11 is be VBZ cord-196129-3zfeamgs 45 12 over over IN cord-196129-3zfeamgs 45 13 99 99 CD cord-196129-3zfeamgs 45 14 % % NN cord-196129-3zfeamgs 45 15 ( ( -LRB- cord-196129-3zfeamgs 45 16 Rosado Rosado NNP cord-196129-3zfeamgs 45 17 et et FW cord-196129-3zfeamgs 45 18 al al NNP cord-196129-3zfeamgs 45 19 . . NNP cord-196129-3zfeamgs 45 20 , , , cord-196129-3zfeamgs 45 21 2020 2020 CD cord-196129-3zfeamgs 45 22 ) ) -RRB- cord-196129-3zfeamgs 45 23 . . . cord-196129-3zfeamgs 46 1 There there EX cord-196129-3zfeamgs 46 2 is be VBZ cord-196129-3zfeamgs 46 3 currently currently RB cord-196129-3zfeamgs 46 4 no no DT cord-196129-3zfeamgs 46 5 certified certify VBN cord-196129-3zfeamgs 46 6 vaccine vaccine NN cord-196129-3zfeamgs 46 7 ( ( -LRB- cord-196129-3zfeamgs 46 8 although although IN cord-196129-3zfeamgs 46 9 the the DT cord-196129-3zfeamgs 46 10 production production NN cord-196129-3zfeamgs 46 11 process process NN cord-196129-3zfeamgs 46 12 is be VBZ cord-196129-3zfeamgs 46 13 pending pende VBG cord-196129-3zfeamgs 46 14 ) ) -RRB- cord-196129-3zfeamgs 46 15 or or CC cord-196129-3zfeamgs 46 16 effective effective JJ cord-196129-3zfeamgs 46 17 treatments treatment NNS cord-196129-3zfeamgs 46 18 for for IN cord-196129-3zfeamgs 46 19 COVID-19 covid-19 CD cord-196129-3zfeamgs 46 20 and and CC cord-196129-3zfeamgs 46 21 therefore therefore RB cord-196129-3zfeamgs 46 22 all all DT cord-196129-3zfeamgs 46 23 efforts effort NNS cord-196129-3zfeamgs 46 24 are be VBP cord-196129-3zfeamgs 46 25 restricted restrict VBN cord-196129-3zfeamgs 46 26 to to IN cord-196129-3zfeamgs 46 27 symptom symptom NN cord-196129-3zfeamgs 46 28 management management NN cord-196129-3zfeamgs 46 29 and and CC cord-196129-3zfeamgs 46 30 to to IN cord-196129-3zfeamgs 46 31 supportive supportive JJ cord-196129-3zfeamgs 46 32 measures measure NNS cord-196129-3zfeamgs 46 33 , , , cord-196129-3zfeamgs 46 34 such such JJ cord-196129-3zfeamgs 46 35 as as IN cord-196129-3zfeamgs 46 36 providing provide VBG cord-196129-3zfeamgs 46 37 oxygen oxygen NN cord-196129-3zfeamgs 46 38 , , , cord-196129-3zfeamgs 46 39 monitoring monitoring NN cord-196129-3zfeamgs 46 40 of of IN cord-196129-3zfeamgs 46 41 vital vital JJ cord-196129-3zfeamgs 46 42 organ organ NN cord-196129-3zfeamgs 46 43 function function NN cord-196129-3zfeamgs 46 44 , , , cord-196129-3zfeamgs 46 45 and and CC cord-196129-3zfeamgs 46 46 providing provide VBG cord-196129-3zfeamgs 46 47 intravenous intravenous JJ cord-196129-3zfeamgs 46 48 fluids fluid NNS cord-196129-3zfeamgs 46 49 , , , cord-196129-3zfeamgs 46 50 where where WRB cord-196129-3zfeamgs 46 51 needed need VBN cord-196129-3zfeamgs 46 52 ( ( -LRB- cord-196129-3zfeamgs 46 53 Ahmed Ahmed NNP cord-196129-3zfeamgs 46 54 et et NNP cord-196129-3zfeamgs 46 55 al al NNP cord-196129-3zfeamgs 46 56 . . NNP cord-196129-3zfeamgs 46 57 , , , cord-196129-3zfeamgs 46 58 2020 2020 CD cord-196129-3zfeamgs 46 59 ) ) -RRB- cord-196129-3zfeamgs 46 60 . . . cord-196129-3zfeamgs 47 1 However however RB cord-196129-3zfeamgs 47 2 , , , cord-196129-3zfeamgs 47 3 more more JJR cord-196129-3zfeamgs 47 4 than than IN cord-196129-3zfeamgs 47 5 70 70 CD cord-196129-3zfeamgs 47 6 drug drug NN cord-196129-3zfeamgs 47 7 substances substance NNS cord-196129-3zfeamgs 47 8 and and CC cord-196129-3zfeamgs 47 9 their -PRON- PRP$ cord-196129-3zfeamgs 47 10 combinations combination NNS cord-196129-3zfeamgs 47 11 are be VBP cord-196129-3zfeamgs 47 12 already already RB cord-196129-3zfeamgs 47 13 under under IN cord-196129-3zfeamgs 47 14 clinical clinical JJ cord-196129-3zfeamgs 47 15 research research NN cord-196129-3zfeamgs 47 16 and and CC cord-196129-3zfeamgs 47 17 their -PRON- PRP$ cord-196129-3zfeamgs 47 18 results result NNS cord-196129-3zfeamgs 47 19 will will MD cord-196129-3zfeamgs 47 20 be be VB cord-196129-3zfeamgs 47 21 gradually gradually RB cord-196129-3zfeamgs 47 22 known know VBN cord-196129-3zfeamgs 47 23 ( ( -LRB- cord-196129-3zfeamgs 47 24 Beigel Beigel NNP cord-196129-3zfeamgs 47 25 et et NNP cord-196129-3zfeamgs 47 26 al al NNP cord-196129-3zfeamgs 47 27 . . NNP cord-196129-3zfeamgs 47 28 , , , cord-196129-3zfeamgs 47 29 2020 2020 CD cord-196129-3zfeamgs 47 30 ) ) -RRB- cord-196129-3zfeamgs 47 31 . . . cord-196129-3zfeamgs 48 1 The the DT cord-196129-3zfeamgs 48 2 most most RBS cord-196129-3zfeamgs 48 3 significant significant JJ cord-196129-3zfeamgs 48 4 developments development NNS cord-196129-3zfeamgs 48 5 up up IN cord-196129-3zfeamgs 48 6 to to IN cord-196129-3zfeamgs 48 7 date date NN cord-196129-3zfeamgs 48 8 concern concern NN cord-196129-3zfeamgs 48 9 the the DT cord-196129-3zfeamgs 48 10 intravenous intravenous JJ cord-196129-3zfeamgs 48 11 antiviral antiviral JJ cord-196129-3zfeamgs 48 12 remedisivir remedisivir NNS cord-196129-3zfeamgs 48 13 , , , cord-196129-3zfeamgs 48 14 which which WDT cord-196129-3zfeamgs 48 15 is be VBZ cord-196129-3zfeamgs 48 16 broad broad JJ cord-196129-3zfeamgs 48 17 - - HYPH cord-196129-3zfeamgs 48 18 spectrum spectrum NN cord-196129-3zfeamgs 48 19 and and CC cord-196129-3zfeamgs 48 20 inhibits inhibit VBZ cord-196129-3zfeamgs 48 21 the the DT cord-196129-3zfeamgs 48 22 proliferation proliferation NN cord-196129-3zfeamgs 48 23 of of IN cord-196129-3zfeamgs 48 24 viruses virus NNS cord-196129-3zfeamgs 48 25 that that WDT cord-196129-3zfeamgs 48 26 have have VBP cord-196129-3zfeamgs 48 27 RNA RNA NNP cord-196129-3zfeamgs 48 28 genetic genetic JJ cord-196129-3zfeamgs 48 29 material material NN cord-196129-3zfeamgs 48 30 , , , cord-196129-3zfeamgs 48 31 such such JJ cord-196129-3zfeamgs 48 32 as as IN cord-196129-3zfeamgs 48 33 the the DT cord-196129-3zfeamgs 48 34 coronavirus coronavirus NN cord-196129-3zfeamgs 48 35 . . . cord-196129-3zfeamgs 49 1 Also also RB cord-196129-3zfeamgs 49 2 , , , cord-196129-3zfeamgs 49 3 chloroquine chloroquine NN cord-196129-3zfeamgs 49 4 phosphate phosphate NN cord-196129-3zfeamgs 49 5 appeared appear VBD cord-196129-3zfeamgs 49 6 able able JJ cord-196129-3zfeamgs 49 7 to to TO cord-196129-3zfeamgs 49 8 reduce reduce VB cord-196129-3zfeamgs 49 9 the the DT cord-196129-3zfeamgs 49 10 duration duration NN cord-196129-3zfeamgs 49 11 of of IN cord-196129-3zfeamgs 49 12 infection infection NN cord-196129-3zfeamgs 49 13 and and CC cord-196129-3zfeamgs 49 14 the the DT cord-196129-3zfeamgs 49 15 days day NNS cord-196129-3zfeamgs 49 16 of of IN cord-196129-3zfeamgs 49 17 viremia viremia NNP cord-196129-3zfeamgs 49 18 and and CC cord-196129-3zfeamgs 49 19 it -PRON- PRP cord-196129-3zfeamgs 49 20 improved improve VBD cord-196129-3zfeamgs 49 21 the the DT cord-196129-3zfeamgs 49 22 lung lung NN cord-196129-3zfeamgs 49 23 function function NN cord-196129-3zfeamgs 49 24 and and CC cord-196129-3zfeamgs 49 25 the the DT cord-196129-3zfeamgs 49 26 outcome outcome NN cord-196129-3zfeamgs 49 27 of of IN cord-196129-3zfeamgs 49 28 pneumonia pneumonia NN cord-196129-3zfeamgs 49 29 relatively relatively RB cord-196129-3zfeamgs 49 30 to to IN cord-196129-3zfeamgs 49 31 placeboes placebo NNS cord-196129-3zfeamgs 49 32 , , , cord-196129-3zfeamgs 49 33 in in IN cord-196129-3zfeamgs 49 34 a a DT cord-196129-3zfeamgs 49 35 sample sample NN cord-196129-3zfeamgs 49 36 of of IN cord-196129-3zfeamgs 49 37 patients patient NNS cord-196129-3zfeamgs 49 38 ( ( -LRB- cord-196129-3zfeamgs 49 39 Gao Gao NNP cord-196129-3zfeamgs 49 40 et et NNP cord-196129-3zfeamgs 49 41 al al NNP cord-196129-3zfeamgs 49 42 . . NNP cord-196129-3zfeamgs 49 43 , , , cord-196129-3zfeamgs 49 44 2020 2020 CD cord-196129-3zfeamgs 49 45 ) ) -RRB- cord-196129-3zfeamgs 49 46 . . . cord-196129-3zfeamgs 50 1 Due due IN cord-196129-3zfeamgs 50 2 to to IN cord-196129-3zfeamgs 50 3 the the DT cord-196129-3zfeamgs 50 4 lack lack NN cord-196129-3zfeamgs 50 5 of of IN cord-196129-3zfeamgs 50 6 vaccine vaccine NN cord-196129-3zfeamgs 50 7 and and CC cord-196129-3zfeamgs 50 8 antiviral antiviral JJ cord-196129-3zfeamgs 50 9 drugs drug NNS cord-196129-3zfeamgs 50 10 so so RB cord-196129-3zfeamgs 50 11 far far RB cord-196129-3zfeamgs 50 12 , , , cord-196129-3zfeamgs 50 13 the the DT cord-196129-3zfeamgs 50 14 most most RBS cord-196129-3zfeamgs 50 15 effective effective JJ cord-196129-3zfeamgs 50 16 way way NN cord-196129-3zfeamgs 50 17 to to TO cord-196129-3zfeamgs 50 18 fight fight VB cord-196129-3zfeamgs 50 19 the the DT cord-196129-3zfeamgs 50 20 disease disease NN cord-196129-3zfeamgs 50 21 is be VBZ cord-196129-3zfeamgs 50 22 still still RB cord-196129-3zfeamgs 50 23 , , , cord-196129-3zfeamgs 50 24 from from IN cord-196129-3zfeamgs 50 25 the the DT cord-196129-3zfeamgs 50 26 side side NN cord-196129-3zfeamgs 50 27 of of IN cord-196129-3zfeamgs 50 28 the the DT cord-196129-3zfeamgs 50 29 society society NN cord-196129-3zfeamgs 50 30 , , , cord-196129-3zfeamgs 50 31 the the DT cord-196129-3zfeamgs 50 32 implementation implementation NN cord-196129-3zfeamgs 50 33 of of IN cord-196129-3zfeamgs 50 34 social social JJ cord-196129-3zfeamgs 50 35 distancing distance VBG cord-196129-3zfeamgs 50 36 measures measure NNS cord-196129-3zfeamgs 50 37 , , , cord-196129-3zfeamgs 50 38 the the DT cord-196129-3zfeamgs 50 39 collective collective JJ cord-196129-3zfeamgs 50 40 activation activation NN cord-196129-3zfeamgs 50 41 , , , cord-196129-3zfeamgs 50 42 and and CC cord-196129-3zfeamgs 50 43 the the DT cord-196129-3zfeamgs 50 44 individual individual JJ cord-196129-3zfeamgs 50 45 and and CC cord-196129-3zfeamgs 50 46 social social JJ cord-196129-3zfeamgs 50 47 responsibility responsibility NN cord-196129-3zfeamgs 50 48 of of IN cord-196129-3zfeamgs 50 49 each each DT cord-196129-3zfeamgs 50 50 citizen citizen NN cord-196129-3zfeamgs 50 51 , , , cord-196129-3zfeamgs 50 52 while while IN cord-196129-3zfeamgs 50 53 , , , cord-196129-3zfeamgs 50 54 from from IN cord-196129-3zfeamgs 50 55 the the DT cord-196129-3zfeamgs 50 56 side side NN cord-196129-3zfeamgs 50 57 of of IN cord-196129-3zfeamgs 50 58 the the DT cord-196129-3zfeamgs 50 59 scientific scientific JJ cord-196129-3zfeamgs 50 60 research research NN cord-196129-3zfeamgs 50 61 , , , cord-196129-3zfeamgs 50 62 the the DT cord-196129-3zfeamgs 50 63 development development NN cord-196129-3zfeamgs 50 64 of of IN cord-196129-3zfeamgs 50 65 appropriate appropriate JJ cord-196129-3zfeamgs 50 66 methods method NNS cord-196129-3zfeamgs 50 67 for for IN cord-196129-3zfeamgs 50 68 further further JJ cord-196129-3zfeamgs 50 69 understanding understanding NN cord-196129-3zfeamgs 50 70 and and CC cord-196129-3zfeamgs 50 71 detection detection NN cord-196129-3zfeamgs 50 72 of of IN cord-196129-3zfeamgs 50 73 the the DT cord-196129-3zfeamgs 50 74 disease disease NN cord-196129-3zfeamgs 50 75 , , , cord-196129-3zfeamgs 50 76 as as RB cord-196129-3zfeamgs 50 77 well well RB cord-196129-3zfeamgs 50 78 as as IN cord-196129-3zfeamgs 50 79 the the DT cord-196129-3zfeamgs 50 80 improvement improvement NN cord-196129-3zfeamgs 50 81 of of IN cord-196129-3zfeamgs 50 82 health health NN cord-196129-3zfeamgs 50 83 resources resource NNS cord-196129-3zfeamgs 50 84 management management NN cord-196129-3zfeamgs 50 85 . . . cord-196129-3zfeamgs 51 1 It -PRON- PRP cord-196129-3zfeamgs 51 2 should should MD cord-196129-3zfeamgs 51 3 be be VB cord-196129-3zfeamgs 51 4 noted note VBN cord-196129-3zfeamgs 51 5 that that IN cord-196129-3zfeamgs 51 6 the the DT cord-196129-3zfeamgs 51 7 study study NN cord-196129-3zfeamgs 51 8 of of IN cord-196129-3zfeamgs 51 9 the the DT cord-196129-3zfeamgs 51 10 pandemic pandemic NN cord-196129-3zfeamgs 51 11 exclusively exclusively RB cord-196129-3zfeamgs 51 12 by by IN cord-196129-3zfeamgs 51 13 epidemiological epidemiological JJ cord-196129-3zfeamgs 51 14 methods method NNS cord-196129-3zfeamgs 51 15 creates create VBZ cord-196129-3zfeamgs 51 16 serious serious JJ cord-196129-3zfeamgs 51 17 concerns concern NNS cord-196129-3zfeamgs 51 18 about about IN cord-196129-3zfeamgs 51 19 the the DT cord-196129-3zfeamgs 51 20 quality quality NN cord-196129-3zfeamgs 51 21 of of IN cord-196129-3zfeamgs 51 22 research research NN cord-196129-3zfeamgs 51 23 and and CC cord-196129-3zfeamgs 51 24 its -PRON- PRP$ cord-196129-3zfeamgs 51 25 expected expect VBN cord-196129-3zfeamgs 51 26 results result NNS cord-196129-3zfeamgs 51 27 . . . cord-196129-3zfeamgs 52 1 This this DT cord-196129-3zfeamgs 52 2 is be VBZ cord-196129-3zfeamgs 52 3 because because IN cord-196129-3zfeamgs 52 4 an an DT cord-196129-3zfeamgs 52 5 epidemiological epidemiological JJ cord-196129-3zfeamgs 52 6 model model NN cord-196129-3zfeamgs 52 7 uses use VBZ cord-196129-3zfeamgs 52 8 the the DT cord-196129-3zfeamgs 52 9 microscopic microscopic JJ cord-196129-3zfeamgs 52 10 description description NN cord-196129-3zfeamgs 52 11 ( ( -LRB- cord-196129-3zfeamgs 52 12 i.e. i.e. FW cord-196129-3zfeamgs 52 13 builds build VBZ cord-196129-3zfeamgs 52 14 on on IN cord-196129-3zfeamgs 52 15 the the DT cord-196129-3zfeamgs 52 16 information information NN cord-196129-3zfeamgs 52 17 provided provide VBN cord-196129-3zfeamgs 52 18 by by IN cord-196129-3zfeamgs 52 19 an an DT cord-196129-3zfeamgs 52 20 infected infected JJ cord-196129-3zfeamgs 52 21 person person NN cord-196129-3zfeamgs 52 22 ) ) -RRB- cord-196129-3zfeamgs 52 23 to to TO cord-196129-3zfeamgs 52 24 predict predict VB cord-196129-3zfeamgs 52 25 the the DT cord-196129-3zfeamgs 52 26 macroscopic macroscopic JJ cord-196129-3zfeamgs 52 27 behavior behavior NN cord-196129-3zfeamgs 52 28 of of IN cord-196129-3zfeamgs 52 29 the the DT cord-196129-3zfeamgs 52 30 disease disease NN cord-196129-3zfeamgs 52 31 spreading spread VBG cord-196129-3zfeamgs 52 32 across across IN cord-196129-3zfeamgs 52 33 the the DT cord-196129-3zfeamgs 52 34 population population NN cord-196129-3zfeamgs 52 35 ( ( -LRB- cord-196129-3zfeamgs 52 36 Demertzis Demertzis NNP cord-196129-3zfeamgs 52 37 et et NNP cord-196129-3zfeamgs 52 38 al al NNP cord-196129-3zfeamgs 52 39 . . NNP cord-196129-3zfeamgs 52 40 , , , cord-196129-3zfeamgs 52 41 2020 2020 CD cord-196129-3zfeamgs 52 42 ) ) -RRB- cord-196129-3zfeamgs 52 43 . . . cord-196129-3zfeamgs 53 1 Quantitative quantitative JJ cord-196129-3zfeamgs 53 2 predictions prediction NNS cord-196129-3zfeamgs 53 3 of of IN cord-196129-3zfeamgs 53 4 epidemiological epidemiological JJ cord-196129-3zfeamgs 53 5 methods method NNS cord-196129-3zfeamgs 53 6 also also RB cord-196129-3zfeamgs 53 7 involve involve VBP cord-196129-3zfeamgs 53 8 uncertainty uncertainty NN cord-196129-3zfeamgs 53 9 , , , cord-196129-3zfeamgs 53 10 as as IN cord-196129-3zfeamgs 53 11 the the DT cord-196129-3zfeamgs 53 12 models model NNS cord-196129-3zfeamgs 53 13 are be VBP cord-196129-3zfeamgs 53 14 usually usually RB cord-196129-3zfeamgs 53 15 theoretical theoretical JJ cord-196129-3zfeamgs 53 16 with with IN cord-196129-3zfeamgs 53 17 many many JJ cord-196129-3zfeamgs 53 18 simplifications simplification NNS cord-196129-3zfeamgs 53 19 and and CC cord-196129-3zfeamgs 53 20 assumptions assumption NNS cord-196129-3zfeamgs 53 21 , , , cord-196129-3zfeamgs 53 22 where where WRB cord-196129-3zfeamgs 53 23 many many JJ cord-196129-3zfeamgs 53 24 parameter parameter NN cord-196129-3zfeamgs 53 25 values value NNS cord-196129-3zfeamgs 53 26 can can MD cord-196129-3zfeamgs 53 27 only only RB cord-196129-3zfeamgs 53 28 be be VB cord-196129-3zfeamgs 53 29 estimated estimate VBN cord-196129-3zfeamgs 53 30 and and CC cord-196129-3zfeamgs 53 31 not not RB cord-196129-3zfeamgs 53 32 accurately accurately RB cord-196129-3zfeamgs 53 33 measured measure VBN cord-196129-3zfeamgs 53 34 ( ( -LRB- cord-196129-3zfeamgs 53 35 Schlickeiser Schlickeiser NNP cord-196129-3zfeamgs 53 36 and and CC cord-196129-3zfeamgs 53 37 Schlickeiser Schlickeiser NNP cord-196129-3zfeamgs 53 38 , , , cord-196129-3zfeamgs 53 39 2020 2020 CD cord-196129-3zfeamgs 53 40 ) ) -RRB- cord-196129-3zfeamgs 53 41 . . . cord-196129-3zfeamgs 54 1 Another another DT cord-196129-3zfeamgs 54 2 serious serious JJ cord-196129-3zfeamgs 54 3 drawback drawback NN cord-196129-3zfeamgs 54 4 in in IN cord-196129-3zfeamgs 54 5 epidemiological epidemiological JJ cord-196129-3zfeamgs 54 6 research research NN cord-196129-3zfeamgs 54 7 is be VBZ cord-196129-3zfeamgs 54 8 that that IN cord-196129-3zfeamgs 54 9 the the DT cord-196129-3zfeamgs 54 10 available available JJ cord-196129-3zfeamgs 54 11 data datum NNS cord-196129-3zfeamgs 54 12 are be VBP cord-196129-3zfeamgs 54 13 usually usually RB cord-196129-3zfeamgs 54 14 insufficient insufficient JJ cord-196129-3zfeamgs 54 15 due due IN cord-196129-3zfeamgs 54 16 to to IN cord-196129-3zfeamgs 54 17 the the DT cord-196129-3zfeamgs 54 18 lack lack NN cord-196129-3zfeamgs 54 19 of of IN cord-196129-3zfeamgs 54 20 information information NN cord-196129-3zfeamgs 54 21 on on IN cord-196129-3zfeamgs 54 22 the the DT cord-196129-3zfeamgs 54 23 range range NN cord-196129-3zfeamgs 54 24 of of IN cord-196129-3zfeamgs 54 25 values value NNS cord-196129-3zfeamgs 54 26 in in IN cord-196129-3zfeamgs 54 27 some some DT cord-196129-3zfeamgs 54 28 parameters parameter NNS cord-196129-3zfeamgs 54 29 , , , cord-196129-3zfeamgs 54 30 while while IN cord-196129-3zfeamgs 54 31 experiments experiment NNS cord-196129-3zfeamgs 54 32 on on IN cord-196129-3zfeamgs 54 33 infectious infectious JJ cord-196129-3zfeamgs 54 34 diseases disease NNS cord-196129-3zfeamgs 54 35 in in IN cord-196129-3zfeamgs 54 36 human human JJ cord-196129-3zfeamgs 54 37 populations population NNS cord-196129-3zfeamgs 54 38 are be VBP cord-196129-3zfeamgs 54 39 either either CC cord-196129-3zfeamgs 54 40 impossible impossible JJ cord-196129-3zfeamgs 54 41 or or CC cord-196129-3zfeamgs 54 42 immoral immoral JJ cord-196129-3zfeamgs 54 43 to to TO cord-196129-3zfeamgs 54 44 implement implement VB cord-196129-3zfeamgs 54 45 . . . cord-196129-3zfeamgs 55 1 The the DT cord-196129-3zfeamgs 55 2 lack lack NN cord-196129-3zfeamgs 55 3 of of IN cord-196129-3zfeamgs 55 4 reliable reliable JJ cord-196129-3zfeamgs 55 5 information information NN cord-196129-3zfeamgs 55 6 and and CC cord-196129-3zfeamgs 55 7 the the DT cord-196129-3zfeamgs 55 8 impossibility impossibility NN cord-196129-3zfeamgs 55 9 of of IN cord-196129-3zfeamgs 55 10 applying apply VBG cord-196129-3zfeamgs 55 11 repetitive repetitive JJ cord-196129-3zfeamgs 55 12 experiments experiment NNS cord-196129-3zfeamgs 55 13 necessitate necessitate VBP cord-196129-3zfeamgs 55 14 the the DT cord-196129-3zfeamgs 55 15 use use NN cord-196129-3zfeamgs 55 16 of of IN cord-196129-3zfeamgs 55 17 mathematical mathematical JJ cord-196129-3zfeamgs 55 18 modeling modeling NN cord-196129-3zfeamgs 55 19 in in IN cord-196129-3zfeamgs 55 20 the the DT cord-196129-3zfeamgs 55 21 study study NN cord-196129-3zfeamgs 55 22 and and CC cord-196129-3zfeamgs 55 23 prediction prediction NN cord-196129-3zfeamgs 55 24 of of IN cord-196129-3zfeamgs 55 25 the the DT cord-196129-3zfeamgs 55 26 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 55 27 spread spread NN cord-196129-3zfeamgs 55 28 . . . cord-196129-3zfeamgs 56 1 Within within IN cord-196129-3zfeamgs 56 2 this this DT cord-196129-3zfeamgs 56 3 context context NN cord-196129-3zfeamgs 56 4 , , , cord-196129-3zfeamgs 56 5 the the DT cord-196129-3zfeamgs 56 6 interpretation interpretation NN cord-196129-3zfeamgs 56 7 , , , cord-196129-3zfeamgs 56 8 modeling modeling NN cord-196129-3zfeamgs 56 9 , , , cord-196129-3zfeamgs 56 10 analysis analysis NN cord-196129-3zfeamgs 56 11 , , , cord-196129-3zfeamgs 56 12 and and CC cord-196129-3zfeamgs 56 13 prediction prediction NN cord-196129-3zfeamgs 56 14 of of IN cord-196129-3zfeamgs 56 15 the the DT cord-196129-3zfeamgs 56 16 temporal temporal JJ cord-196129-3zfeamgs 56 17 spread spread NN cord-196129-3zfeamgs 56 18 of of IN cord-196129-3zfeamgs 56 19 the the DT cord-196129-3zfeamgs 56 20 disease disease NN cord-196129-3zfeamgs 56 21 is be VBZ cord-196129-3zfeamgs 56 22 extremely extremely RB cord-196129-3zfeamgs 56 23 important important JJ cord-196129-3zfeamgs 56 24 , , , cord-196129-3zfeamgs 56 25 not not RB cord-196129-3zfeamgs 56 26 only only RB cord-196129-3zfeamgs 56 27 from from IN cord-196129-3zfeamgs 56 28 an an DT cord-196129-3zfeamgs 56 29 epidemiological epidemiological JJ cord-196129-3zfeamgs 56 30 point point NN cord-196129-3zfeamgs 56 31 of of IN cord-196129-3zfeamgs 56 32 view view NN cord-196129-3zfeamgs 56 33 , , , cord-196129-3zfeamgs 56 34 but but CC cord-196129-3zfeamgs 56 35 mainly mainly RB cord-196129-3zfeamgs 56 36 from from IN cord-196129-3zfeamgs 56 37 a a DT cord-196129-3zfeamgs 56 38 mathematical mathematical JJ cord-196129-3zfeamgs 56 39 modeling modeling NN cord-196129-3zfeamgs 56 40 perspective perspective NN cord-196129-3zfeamgs 56 41 . . . cord-196129-3zfeamgs 57 1 Also also RB cord-196129-3zfeamgs 57 2 , , , cord-196129-3zfeamgs 57 3 it -PRON- PRP cord-196129-3zfeamgs 57 4 is be VBZ cord-196129-3zfeamgs 57 5 very very RB cord-196129-3zfeamgs 57 6 important important JJ cord-196129-3zfeamgs 57 7 to to TO cord-196129-3zfeamgs 57 8 develop develop VB cord-196129-3zfeamgs 57 9 models model NNS cord-196129-3zfeamgs 57 10 analyzing analyze VBG cord-196129-3zfeamgs 57 11 the the DT cord-196129-3zfeamgs 57 12 epidemiological epidemiological JJ cord-196129-3zfeamgs 57 13 phenomena phenomenon NNS cord-196129-3zfeamgs 57 14 of of IN cord-196129-3zfeamgs 57 15 the the DT cord-196129-3zfeamgs 57 16 disease disease NN cord-196129-3zfeamgs 57 17 , , , cord-196129-3zfeamgs 57 18 in in IN cord-196129-3zfeamgs 57 19 order order NN cord-196129-3zfeamgs 57 20 to to TO cord-196129-3zfeamgs 57 21 predict predict VB cord-196129-3zfeamgs 57 22 future future JJ cord-196129-3zfeamgs 57 23 conditions condition NNS cord-196129-3zfeamgs 57 24 and and CC cord-196129-3zfeamgs 57 25 especially especially RB cord-196129-3zfeamgs 57 26 the the DT cord-196129-3zfeamgs 57 27 variation variation NN cord-196129-3zfeamgs 57 28 of of IN cord-196129-3zfeamgs 57 29 the the DT cord-196129-3zfeamgs 57 30 spread spread NN cord-196129-3zfeamgs 57 31 curve curve NN cord-196129-3zfeamgs 57 32 of of IN cord-196129-3zfeamgs 57 33 the the DT cord-196129-3zfeamgs 57 34 disease disease NN cord-196129-3zfeamgs 57 35 and and CC cord-196129-3zfeamgs 57 36 its -PRON- PRP$ cord-196129-3zfeamgs 57 37 time time NN cord-196129-3zfeamgs 57 38 horizon horizon NN cord-196129-3zfeamgs 57 39 of of IN cord-196129-3zfeamgs 57 40 normalization normalization NN cord-196129-3zfeamgs 57 41 . . . cord-196129-3zfeamgs 58 1 Within within IN cord-196129-3zfeamgs 58 2 this this DT cord-196129-3zfeamgs 58 3 context context NN cord-196129-3zfeamgs 58 4 , , , cord-196129-3zfeamgs 58 5 this this DT cord-196129-3zfeamgs 58 6 paper paper NN cord-196129-3zfeamgs 58 7 applies apply VBZ cord-196129-3zfeamgs 58 8 an an DT cord-196129-3zfeamgs 58 9 exploratory exploratory JJ cord-196129-3zfeamgs 58 10 analysis analysis NN cord-196129-3zfeamgs 58 11 of of IN cord-196129-3zfeamgs 58 12 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 58 13 temporal temporal JJ cord-196129-3zfeamgs 58 14 spread spread NN cord-196129-3zfeamgs 58 15 in in IN cord-196129-3zfeamgs 58 16 Greece Greece NNP cord-196129-3zfeamgs 58 17 and and CC cord-196129-3zfeamgs 58 18 proposes propose VBZ cord-196129-3zfeamgs 58 19 a a DT cord-196129-3zfeamgs 58 20 methodological methodological JJ cord-196129-3zfeamgs 58 21 approach approach NN cord-196129-3zfeamgs 58 22 for for IN cord-196129-3zfeamgs 58 23 the the DT cord-196129-3zfeamgs 58 24 modeling modeling NN cord-196129-3zfeamgs 58 25 and and CC cord-196129-3zfeamgs 58 26 prediction prediction NN cord-196129-3zfeamgs 58 27 of of IN cord-196129-3zfeamgs 58 28 the the DT cord-196129-3zfeamgs 58 29 disease disease NN cord-196129-3zfeamgs 58 30 based base VBN cord-196129-3zfeamgs 58 31 on on IN cord-196129-3zfeamgs 58 32 the the DT cord-196129-3zfeamgs 58 33 Regression Regression NNP cord-196129-3zfeamgs 58 34 Splines Splines NNPS cord-196129-3zfeamgs 58 35 algorithm algorithm NN cord-196129-3zfeamgs 58 36 and and CC cord-196129-3zfeamgs 58 37 the the DT cord-196129-3zfeamgs 58 38 change change NN cord-196129-3zfeamgs 58 39 rate rate NN cord-196129-3zfeamgs 58 40 of of IN cord-196129-3zfeamgs 58 41 the the DT cord-196129-3zfeamgs 58 42 total total JJ cord-196129-3zfeamgs 58 43 infections infection NNS cord-196129-3zfeamgs 58 44 . . . cord-196129-3zfeamgs 59 1 Also also RB cord-196129-3zfeamgs 59 2 , , , cord-196129-3zfeamgs 59 3 it -PRON- PRP cord-196129-3zfeamgs 59 4 proposes propose VBZ cord-196129-3zfeamgs 59 5 a a DT cord-196129-3zfeamgs 59 6 hybrid hybrid JJ cord-196129-3zfeamgs 59 7 complex complex JJ cord-196129-3zfeamgs 59 8 network network NN cord-196129-3zfeamgs 59 9 model model NN cord-196129-3zfeamgs 59 10 of of IN cord-196129-3zfeamgs 59 11 social social JJ cord-196129-3zfeamgs 59 12 distancing distance VBG cord-196129-3zfeamgs 59 13 measures measure NNS cord-196129-3zfeamgs 59 14 evaluating evaluate VBG cord-196129-3zfeamgs 59 15 and and CC cord-196129-3zfeamgs 59 16 interpreting interpret VBG cord-196129-3zfeamgs 59 17 the the DT cord-196129-3zfeamgs 59 18 spread spread NN cord-196129-3zfeamgs 59 19 of of IN cord-196129-3zfeamgs 59 20 the the DT cord-196129-3zfeamgs 59 21 disease disease NN cord-196129-3zfeamgs 59 22 . . . cord-196129-3zfeamgs 60 1 The the DT cord-196129-3zfeamgs 60 2 overall overall JJ cord-196129-3zfeamgs 60 3 approach approach NN cord-196129-3zfeamgs 60 4 contributes contribute VBZ cord-196129-3zfeamgs 60 5 to to TO cord-196129-3zfeamgs 60 6 decision decision VB cord-196129-3zfeamgs 60 7 making making NN cord-196129-3zfeamgs 60 8 and and CC cord-196129-3zfeamgs 60 9 support support NN cord-196129-3zfeamgs 60 10 of of IN cord-196129-3zfeamgs 60 11 the the DT cord-196129-3zfeamgs 60 12 public public JJ cord-196129-3zfeamgs 60 13 health health NN cord-196129-3zfeamgs 60 14 system system NN cord-196129-3zfeamgs 60 15 and and CC cord-196129-3zfeamgs 60 16 to to IN cord-196129-3zfeamgs 60 17 the the DT cord-196129-3zfeamgs 60 18 fight fight NN cord-196129-3zfeamgs 60 19 against against IN cord-196129-3zfeamgs 60 20 the the DT cord-196129-3zfeamgs 60 21 pandemic pandemic NN cord-196129-3zfeamgs 60 22 . . . cord-196129-3zfeamgs 61 1 The the DT cord-196129-3zfeamgs 61 2 remainder remainder NN cord-196129-3zfeamgs 61 3 of of IN cord-196129-3zfeamgs 61 4 this this DT cord-196129-3zfeamgs 61 5 paper paper NN cord-196129-3zfeamgs 61 6 is be VBZ cord-196129-3zfeamgs 61 7 organized organize VBN cord-196129-3zfeamgs 61 8 as as IN cord-196129-3zfeamgs 61 9 follows follow VBZ cord-196129-3zfeamgs 61 10 ; ; : cord-196129-3zfeamgs 61 11 Section section NN cord-196129-3zfeamgs 61 12 2 2 CD cord-196129-3zfeamgs 61 13 reviews review VBZ cord-196129-3zfeamgs 61 14 the the DT cord-196129-3zfeamgs 61 15 history history NN cord-196129-3zfeamgs 61 16 of of IN cord-196129-3zfeamgs 61 17 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 61 18 in in IN cord-196129-3zfeamgs 61 19 Greece Greece NNP cord-196129-3zfeamgs 61 20 , , , cord-196129-3zfeamgs 62 1 Section section NN cord-196129-3zfeamgs 62 2 3 3 CD cord-196129-3zfeamgs 62 3 reviews review VBZ cord-196129-3zfeamgs 62 4 the the DT cord-196129-3zfeamgs 62 5 current current JJ cord-196129-3zfeamgs 62 6 methods method NNS cord-196129-3zfeamgs 62 7 for for IN cord-196129-3zfeamgs 62 8 modeling model VBG cord-196129-3zfeamgs 62 9 and and CC cord-196129-3zfeamgs 62 10 predicting predict VBG cord-196129-3zfeamgs 62 11 the the DT cord-196129-3zfeamgs 62 12 temporal temporal JJ cord-196129-3zfeamgs 62 13 spread spread NN cord-196129-3zfeamgs 62 14 of of IN cord-196129-3zfeamgs 62 15 the the DT cord-196129-3zfeamgs 62 16 disease disease NN cord-196129-3zfeamgs 63 1 , , , cord-196129-3zfeamgs 63 2 Section section NN cord-196129-3zfeamgs 63 3 4 4 CD cord-196129-3zfeamgs 63 4 presents present VBZ cord-196129-3zfeamgs 63 5 the the DT cord-196129-3zfeamgs 63 6 methodology methodology NN cord-196129-3zfeamgs 63 7 and and CC cord-196129-3zfeamgs 63 8 data datum NNS cord-196129-3zfeamgs 63 9 , , , cord-196129-3zfeamgs 63 10 Section section NN cord-196129-3zfeamgs 63 11 5 5 CD cord-196129-3zfeamgs 63 12 applies apply VBZ cord-196129-3zfeamgs 63 13 the the DT cord-196129-3zfeamgs 63 14 proposed propose VBN cord-196129-3zfeamgs 63 15 methodology methodology NN cord-196129-3zfeamgs 63 16 on on IN cord-196129-3zfeamgs 63 17 the the DT cord-196129-3zfeamgs 63 18 dataset dataset NN cord-196129-3zfeamgs 63 19 of of IN cord-196129-3zfeamgs 63 20 Greek Greek NNP cord-196129-3zfeamgs 63 21 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 63 22 infection infection NN cord-196129-3zfeamgs 63 23 curve curve NN cord-196129-3zfeamgs 63 24 , , , cord-196129-3zfeamgs 63 25 and and CC cord-196129-3zfeamgs 63 26 Sections Sections NNP cord-196129-3zfeamgs 63 27 6 6 CD cord-196129-3zfeamgs 63 28 and and CC cord-196129-3zfeamgs 63 29 7 7 CD cord-196129-3zfeamgs 63 30 are be VBP cord-196129-3zfeamgs 63 31 the the DT cord-196129-3zfeamgs 63 32 discussion discussion NN cord-196129-3zfeamgs 63 33 and and CC cord-196129-3zfeamgs 63 34 conclusions conclusion NNS cord-196129-3zfeamgs 63 35 sections section NNS cord-196129-3zfeamgs 63 36 . . . cord-196129-3zfeamgs 64 1 The the DT cord-196129-3zfeamgs 64 2 infection infection NN cord-196129-3zfeamgs 64 3 mechanism mechanism NN cord-196129-3zfeamgs 64 4 of of IN cord-196129-3zfeamgs 64 5 COVID-19 covid-19 DT cord-196129-3zfeamgs 64 6 between between IN cord-196129-3zfeamgs 64 7 individuals individual NNS cord-196129-3zfeamgs 64 8 is be VBZ cord-196129-3zfeamgs 64 9 already already RB cord-196129-3zfeamgs 64 10 known know VBN cord-196129-3zfeamgs 64 11 almost almost RB cord-196129-3zfeamgs 64 12 from from IN cord-196129-3zfeamgs 64 13 the the DT cord-196129-3zfeamgs 64 14 first first JJ cord-196129-3zfeamgs 64 15 days day NNS cord-196129-3zfeamgs 64 16 of of IN cord-196129-3zfeamgs 64 17 the the DT cord-196129-3zfeamgs 64 18 emergence emergence NN cord-196129-3zfeamgs 64 19 of of IN cord-196129-3zfeamgs 64 20 the the DT cord-196129-3zfeamgs 64 21 pandemic pandemic NN cord-196129-3zfeamgs 64 22 ( ( -LRB- cord-196129-3zfeamgs 64 23 Ahmed Ahmed NNP cord-196129-3zfeamgs 64 24 et et NNP cord-196129-3zfeamgs 64 25 al al NNP cord-196129-3zfeamgs 64 26 . . . cord-196129-3zfeamgs 65 1 , , , cord-196129-3zfeamgs 65 2 2020 2020 CD cord-196129-3zfeamgs 65 3 ; ; : cord-196129-3zfeamgs 65 4 Bai Bai NNP cord-196129-3zfeamgs 65 5 et et FW cord-196129-3zfeamgs 65 6 al al NNP cord-196129-3zfeamgs 65 7 . . . cord-196129-3zfeamgs 66 1 , , , cord-196129-3zfeamgs 66 2 2020 2020 CD cord-196129-3zfeamgs 66 3 ; ; : cord-196129-3zfeamgs 66 4 Heymann Heymann NNP cord-196129-3zfeamgs 66 5 et et NNP cord-196129-3zfeamgs 66 6 al al NNP cord-196129-3zfeamgs 66 7 . . NNP cord-196129-3zfeamgs 66 8 , , , cord-196129-3zfeamgs 66 9 2020 2020 CD cord-196129-3zfeamgs 66 10 ) ) -RRB- cord-196129-3zfeamgs 66 11 . . . cord-196129-3zfeamgs 67 1 On on IN cord-196129-3zfeamgs 67 2 the the DT cord-196129-3zfeamgs 67 3 contrary contrary NN cord-196129-3zfeamgs 67 4 , , , cord-196129-3zfeamgs 67 5 the the DT cord-196129-3zfeamgs 67 6 social social JJ cord-196129-3zfeamgs 67 7 spreading spreading NN cord-196129-3zfeamgs 67 8 of of IN cord-196129-3zfeamgs 67 9 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 67 10 within within IN cord-196129-3zfeamgs 67 11 a a DT cord-196129-3zfeamgs 67 12 population population NN cord-196129-3zfeamgs 67 13 is be VBZ cord-196129-3zfeamgs 67 14 a a DT cord-196129-3zfeamgs 67 15 quite quite RB cord-196129-3zfeamgs 67 16 complex complex JJ cord-196129-3zfeamgs 67 17 procedure procedure NN cord-196129-3zfeamgs 67 18 and and CC cord-196129-3zfeamgs 67 19 therefore therefore RB cord-196129-3zfeamgs 67 20 it -PRON- PRP cord-196129-3zfeamgs 67 21 is be VBZ cord-196129-3zfeamgs 67 22 very very RB cord-196129-3zfeamgs 67 23 difficult difficult JJ cord-196129-3zfeamgs 67 24 to to TO cord-196129-3zfeamgs 67 25 understand understand VB cord-196129-3zfeamgs 67 26 its -PRON- PRP$ cord-196129-3zfeamgs 67 27 dynamics dynamic NNS cord-196129-3zfeamgs 67 28 without without IN cord-196129-3zfeamgs 67 29 employing employ VBG cord-196129-3zfeamgs 67 30 mathematical mathematical JJ cord-196129-3zfeamgs 67 31 modeling modeling NN cord-196129-3zfeamgs 67 32 and and CC cord-196129-3zfeamgs 67 33 complexity complexity NN cord-196129-3zfeamgs 67 34 methods method NNS cord-196129-3zfeamgs 67 35 . . . cord-196129-3zfeamgs 68 1 Although although IN cord-196129-3zfeamgs 68 2 their -PRON- PRP$ cord-196129-3zfeamgs 68 3 default default NN cord-196129-3zfeamgs 68 4 limitations limitation NNS cord-196129-3zfeamgs 68 5 , , , cord-196129-3zfeamgs 68 6 mathematical mathematical JJ cord-196129-3zfeamgs 68 7 models model NNS cord-196129-3zfeamgs 68 8 are be VBP cord-196129-3zfeamgs 68 9 very very RB cord-196129-3zfeamgs 68 10 effective effective JJ cord-196129-3zfeamgs 68 11 in in IN cord-196129-3zfeamgs 68 12 epidemiology epidemiology NN cord-196129-3zfeamgs 68 13 because because IN cord-196129-3zfeamgs 68 14 the the DT cord-196129-3zfeamgs 68 15 can can MD cord-196129-3zfeamgs 68 16 go go VB cord-196129-3zfeamgs 68 17 beyond beyond IN cord-196129-3zfeamgs 68 18 normality normality NN cord-196129-3zfeamgs 68 19 or or CC cord-196129-3zfeamgs 68 20 randomness randomness NN cord-196129-3zfeamgs 68 21 and and CC cord-196129-3zfeamgs 68 22 describe describe VBP cord-196129-3zfeamgs 68 23 more more JJR cord-196129-3zfeamgs 68 24 complicate complicate VB cord-196129-3zfeamgs 68 25 structures structure NNS cord-196129-3zfeamgs 68 26 ( ( -LRB- cord-196129-3zfeamgs 68 27 Tsiotas Tsiotas NNP cord-196129-3zfeamgs 68 28 and and CC cord-196129-3zfeamgs 68 29 Magafas Magafas NNP cord-196129-3zfeamgs 68 30 , , , cord-196129-3zfeamgs 68 31 2020 2020 CD cord-196129-3zfeamgs 68 32 ) ) -RRB- cord-196129-3zfeamgs 68 33 . . . cord-196129-3zfeamgs 69 1 Usually usually RB cord-196129-3zfeamgs 69 2 , , , cord-196129-3zfeamgs 69 3 the the DT cord-196129-3zfeamgs 69 4 evolution evolution NN cord-196129-3zfeamgs 69 5 of of IN cord-196129-3zfeamgs 69 6 the the DT cord-196129-3zfeamgs 69 7 pandemic pandemic NN cord-196129-3zfeamgs 69 8 can can MD cord-196129-3zfeamgs 69 9 be be VB cord-196129-3zfeamgs 69 10 shown show VBN cord-196129-3zfeamgs 69 11 in in IN cord-196129-3zfeamgs 69 12 a a DT cord-196129-3zfeamgs 69 13 2D 2d NN cord-196129-3zfeamgs 69 14 diagram diagram NN cord-196129-3zfeamgs 69 15 , , , cord-196129-3zfeamgs 69 16 where where WRB cord-196129-3zfeamgs 69 17 the the DT cord-196129-3zfeamgs 69 18 x x NN cord-196129-3zfeamgs 69 19 - - HYPH cord-196129-3zfeamgs 69 20 axis axis NN cord-196129-3zfeamgs 69 21 represents represent VBZ cord-196129-3zfeamgs 69 22 time time NN cord-196129-3zfeamgs 69 23 ( ( -LRB- cord-196129-3zfeamgs 69 24 usually usually RB cord-196129-3zfeamgs 69 25 days day NNS cord-196129-3zfeamgs 69 26 ) ) -RRB- cord-196129-3zfeamgs 69 27 and and CC cord-196129-3zfeamgs 69 28 the the DT cord-196129-3zfeamgs 69 29 y y NNP cord-196129-3zfeamgs 69 30 - - HYPH cord-196129-3zfeamgs 69 31 axis axis NN cord-196129-3zfeamgs 69 32 represents represent VBZ cord-196129-3zfeamgs 69 33 either either CC cord-196129-3zfeamgs 69 34 the the DT cord-196129-3zfeamgs 69 35 additive additive NN cord-196129-3zfeamgs 69 36 or or CC cord-196129-3zfeamgs 69 37 the the DT cord-196129-3zfeamgs 69 38 cumulative cumulative JJ cord-196129-3zfeamgs 69 39 infections infection NNS cord-196129-3zfeamgs 69 40 data datum NNS cord-196129-3zfeamgs 69 41 . . . cord-196129-3zfeamgs 70 1 As as IN cord-196129-3zfeamgs 70 2 it -PRON- PRP cord-196129-3zfeamgs 70 3 shown show VBN cord-196129-3zfeamgs 70 4 in in IN cord-196129-3zfeamgs 70 5 Fig.1 Fig.1 NNP cord-196129-3zfeamgs 70 6 , , , cord-196129-3zfeamgs 70 7 the the DT cord-196129-3zfeamgs 70 8 initial initial JJ cord-196129-3zfeamgs 70 9 increase increase NN cord-196129-3zfeamgs 70 10 of of IN cord-196129-3zfeamgs 70 11 the the DT cord-196129-3zfeamgs 70 12 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 70 13 infection infection NN cord-196129-3zfeamgs 70 14 curve curve NN cord-196129-3zfeamgs 70 15 appears appear VBZ cord-196129-3zfeamgs 70 16 to to TO cord-196129-3zfeamgs 70 17 be be VB cord-196129-3zfeamgs 70 18 exponential exponential JJ cord-196129-3zfeamgs 70 19 , , , cord-196129-3zfeamgs 70 20 since since IN cord-196129-3zfeamgs 70 21 an an DT cord-196129-3zfeamgs 70 22 abrupt abrupt JJ cord-196129-3zfeamgs 70 23 increase increase NN cord-196129-3zfeamgs 70 24 is be VBZ cord-196129-3zfeamgs 70 25 recorded record VBN cord-196129-3zfeamgs 70 26 on on IN cord-196129-3zfeamgs 70 27 10 10 CD cord-196129-3zfeamgs 70 28 Mar Mar NNP cord-196129-3zfeamgs 70 29 and and CC cord-196129-3zfeamgs 70 30 afterwards afterwards RB cord-196129-3zfeamgs 70 31 . . . cord-196129-3zfeamgs 71 1 Generally generally RB cord-196129-3zfeamgs 71 2 , , , cord-196129-3zfeamgs 71 3 the the DT cord-196129-3zfeamgs 71 4 epidemiologic epidemiologic JJ cord-196129-3zfeamgs 71 5 aim aim NN cord-196129-3zfeamgs 71 6 for for IN cord-196129-3zfeamgs 71 7 the the DT cord-196129-3zfeamgs 71 8 spread spread NN cord-196129-3zfeamgs 71 9 of of IN cord-196129-3zfeamgs 71 10 a a DT cord-196129-3zfeamgs 71 11 disease disease NN cord-196129-3zfeamgs 71 12 is be VBZ cord-196129-3zfeamgs 71 13 shorten shorten VB cord-196129-3zfeamgs 71 14 the the DT cord-196129-3zfeamgs 71 15 height height NN cord-196129-3zfeamgs 71 16 of of IN cord-196129-3zfeamgs 71 17 and and CC cord-196129-3zfeamgs 71 18 to to TO cord-196129-3zfeamgs 71 19 lengthen lengthen VB cord-196129-3zfeamgs 71 20 the the DT cord-196129-3zfeamgs 71 21 width width NN cord-196129-3zfeamgs 71 22 of of IN cord-196129-3zfeamgs 71 23 the the DT cord-196129-3zfeamgs 71 24 curve curve NN cord-196129-3zfeamgs 71 25 ( ( -LRB- cord-196129-3zfeamgs 71 26 i.e. i.e. FW cord-196129-3zfeamgs 71 27 the the DT cord-196129-3zfeamgs 71 28 increase increase NN cord-196129-3zfeamgs 71 29 of of IN cord-196129-3zfeamgs 71 30 cases case NNS cord-196129-3zfeamgs 71 31 to to TO cord-196129-3zfeamgs 71 32 be be VB cord-196129-3zfeamgs 71 33 smooth smooth JJ cord-196129-3zfeamgs 71 34 and and CC cord-196129-3zfeamgs 71 35 not not RB cord-196129-3zfeamgs 71 36 abrupt abrupt JJ cord-196129-3zfeamgs 71 37 ) ) -RRB- cord-196129-3zfeamgs 71 38 , , , cord-196129-3zfeamgs 71 39 while while IN cord-196129-3zfeamgs 71 40 an an DT cord-196129-3zfeamgs 71 41 important important JJ cord-196129-3zfeamgs 71 42 forecasting forecasting NN cord-196129-3zfeamgs 71 43 issue issue NN cord-196129-3zfeamgs 71 44 is be VBZ cord-196129-3zfeamgs 71 45 to to TO cord-196129-3zfeamgs 71 46 estimate estimate VB cord-196129-3zfeamgs 71 47 the the DT cord-196129-3zfeamgs 71 48 peak peak NN cord-196129-3zfeamgs 71 49 of of IN cord-196129-3zfeamgs 71 50 the the DT cord-196129-3zfeamgs 71 51 spreading spreading NN cord-196129-3zfeamgs 71 52 , , , cord-196129-3zfeamgs 71 53 where where WRB cord-196129-3zfeamgs 71 54 the the DT cord-196129-3zfeamgs 71 55 decline decline NN cord-196129-3zfeamgs 71 56 stage stage NN cord-196129-3zfeamgs 71 57 ( ( -LRB- cord-196129-3zfeamgs 71 58 flattening flattening NN cord-196129-3zfeamgs 71 59 of of IN cord-196129-3zfeamgs 71 60 the the DT cord-196129-3zfeamgs 71 61 curve curve NN cord-196129-3zfeamgs 71 62 ) ) -RRB- cord-196129-3zfeamgs 71 63 then then RB cord-196129-3zfeamgs 71 64 begins begin VBZ cord-196129-3zfeamgs 71 65 ( ( -LRB- cord-196129-3zfeamgs 71 66 Schuttler Schuttler NNP cord-196129-3zfeamgs 71 67 et et FW cord-196129-3zfeamgs 71 68 al al NNP cord-196129-3zfeamgs 71 69 . . NNP cord-196129-3zfeamgs 71 70 , , , cord-196129-3zfeamgs 71 71 2020 2020 CD cord-196129-3zfeamgs 71 72 ) ) -RRB- cord-196129-3zfeamgs 71 73 . . . cord-196129-3zfeamgs 72 1 The the DT cord-196129-3zfeamgs 72 2 flattening flattening NN cord-196129-3zfeamgs 72 3 of of IN cord-196129-3zfeamgs 72 4 the the DT cord-196129-3zfeamgs 72 5 infection infection NN cord-196129-3zfeamgs 72 6 curve curve NN cord-196129-3zfeamgs 72 7 is be VBZ cord-196129-3zfeamgs 72 8 crucial crucial JJ cord-196129-3zfeamgs 72 9 for for IN cord-196129-3zfeamgs 72 10 how how WRB cord-196129-3zfeamgs 72 11 effectively effectively RB cord-196129-3zfeamgs 72 12 a a DT cord-196129-3zfeamgs 72 13 national national JJ cord-196129-3zfeamgs 72 14 health health NN cord-196129-3zfeamgs 72 15 system system NN cord-196129-3zfeamgs 72 16 will will MD cord-196129-3zfeamgs 72 17 respond respond VB cord-196129-3zfeamgs 72 18 and and CC cord-196129-3zfeamgs 72 19 therefore therefore RB cord-196129-3zfeamgs 72 20 how how WRB cord-196129-3zfeamgs 72 21 many many JJ cord-196129-3zfeamgs 72 22 lives life NNS cord-196129-3zfeamgs 72 23 will will MD cord-196129-3zfeamgs 72 24 eventually eventually RB cord-196129-3zfeamgs 72 25 be be VB cord-196129-3zfeamgs 72 26 saved save VBN cord-196129-3zfeamgs 72 27 . . . cord-196129-3zfeamgs 73 1 Specifically specifically RB cord-196129-3zfeamgs 73 2 , , , cord-196129-3zfeamgs 73 3 the the DT cord-196129-3zfeamgs 73 4 transmission transmission NN cord-196129-3zfeamgs 73 5 rate rate NN cord-196129-3zfeamgs 73 6 of of IN cord-196129-3zfeamgs 73 7 the the DT cord-196129-3zfeamgs 73 8 infection infection NN cord-196129-3zfeamgs 73 9 and and CC cord-196129-3zfeamgs 73 10 the the DT cord-196129-3zfeamgs 73 11 consequent consequent JJ cord-196129-3zfeamgs 73 12 increase increase NN cord-196129-3zfeamgs 73 13 of of IN cord-196129-3zfeamgs 73 14 the the DT cord-196129-3zfeamgs 73 15 infections infection NNS cord-196129-3zfeamgs 73 16 will will MD cord-196129-3zfeamgs 73 17 determine determine VB cord-196129-3zfeamgs 73 18 the the DT cord-196129-3zfeamgs 73 19 mortality mortality NN cord-196129-3zfeamgs 73 20 rate rate NN cord-196129-3zfeamgs 73 21 of of IN cord-196129-3zfeamgs 73 22 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 73 23 ( ( -LRB- cord-196129-3zfeamgs 73 24 Schlickeiser Schlickeiser NNP cord-196129-3zfeamgs 73 25 and and CC cord-196129-3zfeamgs 73 26 Schlickeiser Schlickeiser NNP cord-196129-3zfeamgs 73 27 , , , cord-196129-3zfeamgs 73 28 2020 2020 CD cord-196129-3zfeamgs 73 29 ) ) -RRB- cord-196129-3zfeamgs 73 30 . . . cord-196129-3zfeamgs 74 1 A a DT cord-196129-3zfeamgs 74 2 high high JJ cord-196129-3zfeamgs 74 3 slope slope NN cord-196129-3zfeamgs 74 4 of of IN cord-196129-3zfeamgs 74 5 the the DT cord-196129-3zfeamgs 74 6 epidemic epidemic NN cord-196129-3zfeamgs 74 7 curve curve NN cord-196129-3zfeamgs 74 8 may may MD cord-196129-3zfeamgs 74 9 imply imply VB cord-196129-3zfeamgs 74 10 a a DT cord-196129-3zfeamgs 74 11 deficiency deficiency NN cord-196129-3zfeamgs 74 12 either either CC cord-196129-3zfeamgs 74 13 in in IN cord-196129-3zfeamgs 74 14 intensive intensive JJ cord-196129-3zfeamgs 74 15 care care NN cord-196129-3zfeamgs 74 16 unit unit NN cord-196129-3zfeamgs 74 17 ( ( -LRB- cord-196129-3zfeamgs 74 18 ICU ICU NNP cord-196129-3zfeamgs 74 19 ) ) -RRB- cord-196129-3zfeamgs 74 20 beds bed NNS cord-196129-3zfeamgs 74 21 , , , cord-196129-3zfeamgs 74 22 or or CC cord-196129-3zfeamgs 74 23 in in IN cord-196129-3zfeamgs 74 24 medical medical JJ cord-196129-3zfeamgs 74 25 or or CC cord-196129-3zfeamgs 74 26 nursing nursing NN cord-196129-3zfeamgs 74 27 staff staff NN cord-196129-3zfeamgs 74 28 , , , cord-196129-3zfeamgs 74 29 or or CC cord-196129-3zfeamgs 74 30 in in IN cord-196129-3zfeamgs 74 31 medical medical JJ cord-196129-3zfeamgs 74 32 equipment equipment NN cord-196129-3zfeamgs 74 33 and and CC cord-196129-3zfeamgs 74 34 supplies supply NNS cord-196129-3zfeamgs 74 35 ( ( -LRB- cord-196129-3zfeamgs 74 36 e.g. e.g. IN cord-196129-3zfeamgs 74 37 respirators respirator NNS cord-196129-3zfeamgs 74 38 , , , cord-196129-3zfeamgs 74 39 etc etc FW cord-196129-3zfeamgs 74 40 . . . cord-196129-3zfeamgs 74 41 ) ) -RRB- cord-196129-3zfeamgs 74 42 . . . cord-196129-3zfeamgs 75 1 Accordingly accordingly RB cord-196129-3zfeamgs 75 2 , , , cord-196129-3zfeamgs 75 3 the the DT cord-196129-3zfeamgs 75 4 flatter flat JJR cord-196129-3zfeamgs 75 5 the the DT cord-196129-3zfeamgs 75 6 epidemic epidemic NN cord-196129-3zfeamgs 75 7 curve curve NN cord-196129-3zfeamgs 75 8 over over IN cord-196129-3zfeamgs 75 9 time time NN cord-196129-3zfeamgs 75 10 is be VBZ cord-196129-3zfeamgs 75 11 , , , cord-196129-3zfeamgs 75 12 the the DT cord-196129-3zfeamgs 75 13 fewer few JJR cord-196129-3zfeamgs 75 14 people people NNS cord-196129-3zfeamgs 75 15 will will MD cord-196129-3zfeamgs 75 16 need need VB cord-196129-3zfeamgs 75 17 hospitalization hospitalization NN cord-196129-3zfeamgs 75 18 at at IN cord-196129-3zfeamgs 75 19 any any DT cord-196129-3zfeamgs 75 20 given give VBN cord-196129-3zfeamgs 75 21 time time NN cord-196129-3zfeamgs 76 1 ( ( -LRB- cord-196129-3zfeamgs 76 2 Demertzis Demertzis NNP cord-196129-3zfeamgs 76 3 et et NNP cord-196129-3zfeamgs 76 4 al al NNP cord-196129-3zfeamgs 76 5 . . . cord-196129-3zfeamgs 77 1 , , , cord-196129-3zfeamgs 77 2 2020 2020 CD cord-196129-3zfeamgs 77 3 ) ) -RRB- cord-196129-3zfeamgs 77 4 . . . cord-196129-3zfeamgs 78 1 Within within IN cord-196129-3zfeamgs 78 2 this this DT cord-196129-3zfeamgs 78 3 context context NN cord-196129-3zfeamgs 78 4 , , , cord-196129-3zfeamgs 78 5 mathematical mathematical JJ cord-196129-3zfeamgs 78 6 modeling modeling NN cord-196129-3zfeamgs 78 7 of of IN cord-196129-3zfeamgs 78 8 the the DT cord-196129-3zfeamgs 78 9 disease disease NN cord-196129-3zfeamgs 78 10 spread spread VBD cord-196129-3zfeamgs 78 11 and and CC cord-196129-3zfeamgs 78 12 particularly particularly RB cord-196129-3zfeamgs 78 13 the the DT cord-196129-3zfeamgs 78 14 forecasting forecasting NN cord-196129-3zfeamgs 78 15 methods method NNS cord-196129-3zfeamgs 78 16 of of IN cord-196129-3zfeamgs 78 17 the the DT cord-196129-3zfeamgs 78 18 evolution evolution NN cord-196129-3zfeamgs 78 19 of of IN cord-196129-3zfeamgs 78 20 the the DT cord-196129-3zfeamgs 78 21 epidemic epidemic NN cord-196129-3zfeamgs 78 22 curve curve NN cord-196129-3zfeamgs 78 23 and and CC cord-196129-3zfeamgs 78 24 of of IN cord-196129-3zfeamgs 78 25 its -PRON- PRP$ cord-196129-3zfeamgs 78 26 flattening flattening NN cord-196129-3zfeamgs 78 27 are be VBP cord-196129-3zfeamgs 78 28 a a DT cord-196129-3zfeamgs 78 29 constant constant JJ cord-196129-3zfeamgs 78 30 demand demand NN cord-196129-3zfeamgs 78 31 of of IN cord-196129-3zfeamgs 78 32 research research NN cord-196129-3zfeamgs 78 33 for for IN cord-196129-3zfeamgs 78 34 the the DT cord-196129-3zfeamgs 78 35 academic academic JJ cord-196129-3zfeamgs 78 36 community community NN cord-196129-3zfeamgs 78 37 , , , cord-196129-3zfeamgs 78 38 while while IN cord-196129-3zfeamgs 78 39 remarkable remarkable JJ cord-196129-3zfeamgs 78 40 findings finding NNS cord-196129-3zfeamgs 78 41 have have VBP cord-196129-3zfeamgs 78 42 already already RB cord-196129-3zfeamgs 78 43 been be VBN cord-196129-3zfeamgs 78 44 recorded record VBN cord-196129-3zfeamgs 78 45 offering offer VBG cord-196129-3zfeamgs 78 46 an an DT cord-196129-3zfeamgs 78 47 important important JJ cord-196129-3zfeamgs 78 48 inventory inventory NN cord-196129-3zfeamgs 78 49 for for IN cord-196129-3zfeamgs 78 50 the the DT cord-196129-3zfeamgs 78 51 fight fight NN cord-196129-3zfeamgs 78 52 against against IN cord-196129-3zfeamgs 78 53 the the DT cord-196129-3zfeamgs 78 54 disease disease NN cord-196129-3zfeamgs 78 55 . . . cord-196129-3zfeamgs 79 1 A a DT cord-196129-3zfeamgs 79 2 typical typical JJ cord-196129-3zfeamgs 79 3 example example NN cord-196129-3zfeamgs 79 4 of of IN cord-196129-3zfeamgs 79 5 a a DT cord-196129-3zfeamgs 79 6 method method NN cord-196129-3zfeamgs 79 7 estimating estimate VBG cord-196129-3zfeamgs 79 8 the the DT cord-196129-3zfeamgs 79 9 duration duration NN cord-196129-3zfeamgs 79 10 of of IN cord-196129-3zfeamgs 79 11 infection infection NN cord-196129-3zfeamgs 79 12 and and CC cord-196129-3zfeamgs 79 13 the the DT cord-196129-3zfeamgs 79 14 expected expect VBN cord-196129-3zfeamgs 79 15 number number NN cord-196129-3zfeamgs 79 16 of of IN cord-196129-3zfeamgs 79 17 infections infection NNS cord-196129-3zfeamgs 79 18 is be VBZ cord-196129-3zfeamgs 79 19 presented present VBN cord-196129-3zfeamgs 79 20 in in IN cord-196129-3zfeamgs 79 21 the the DT cord-196129-3zfeamgs 79 22 work work NN cord-196129-3zfeamgs 79 23 of of IN cord-196129-3zfeamgs 79 24 Barmparis Barmparis NNP cord-196129-3zfeamgs 79 25 and and CC cord-196129-3zfeamgs 79 26 Tsironis Tsironis NNP cord-196129-3zfeamgs 79 27 ( ( -LRB- cord-196129-3zfeamgs 79 28 2020 2020 CD cord-196129-3zfeamgs 79 29 ) ) -RRB- cord-196129-3zfeamgs 79 30 . . . cord-196129-3zfeamgs 80 1 This this DT cord-196129-3zfeamgs 80 2 paper paper NN cord-196129-3zfeamgs 80 3 studies study VBZ cord-196129-3zfeamgs 80 4 the the DT cord-196129-3zfeamgs 80 5 infection infection NN cord-196129-3zfeamgs 80 6 curves curve VBZ cord-196129-3zfeamgs 80 7 from from IN cord-196129-3zfeamgs 80 8 eight eight CD cord-196129-3zfeamgs 80 9 countries country NNS cord-196129-3zfeamgs 80 10 with with IN cord-196129-3zfeamgs 80 11 reference reference NN cord-196129-3zfeamgs 80 12 to to IN cord-196129-3zfeamgs 80 13 the the DT cord-196129-3zfeamgs 80 14 outbreak outbreak NN cord-196129-3zfeamgs 80 15 of of IN cord-196129-3zfeamgs 80 16 disease disease NN cord-196129-3zfeamgs 80 17 in in IN cord-196129-3zfeamgs 80 18 China China NNP cord-196129-3zfeamgs 80 19 , , , cord-196129-3zfeamgs 80 20 aiming aim VBG cord-196129-3zfeamgs 80 21 to to TO cord-196129-3zfeamgs 80 22 estimate estimate VB cord-196129-3zfeamgs 80 23 the the DT cord-196129-3zfeamgs 80 24 evolution evolution NN cord-196129-3zfeamgs 80 25 of of IN cord-196129-3zfeamgs 80 26 the the DT cord-196129-3zfeamgs 80 27 infection infection NN cord-196129-3zfeamgs 80 28 , , , cord-196129-3zfeamgs 80 29 the the DT cord-196129-3zfeamgs 80 30 expected expect VBN cord-196129-3zfeamgs 80 31 number number NN cord-196129-3zfeamgs 80 32 of of IN cord-196129-3zfeamgs 80 33 daily daily JJ cord-196129-3zfeamgs 80 34 infections infection NNS cord-196129-3zfeamgs 80 35 per per IN cord-196129-3zfeamgs 80 36 country country NN cord-196129-3zfeamgs 80 37 , , , cord-196129-3zfeamgs 80 38 and and CC cord-196129-3zfeamgs 80 39 ( ( -LRB- cord-196129-3zfeamgs 80 40 perhaps perhaps RB cord-196129-3zfeamgs 80 41 the the DT cord-196129-3zfeamgs 80 42 most most RBS cord-196129-3zfeamgs 80 43 important important JJ cord-196129-3zfeamgs 80 44 ) ) -RRB- cord-196129-3zfeamgs 80 45 the the DT cord-196129-3zfeamgs 80 46 duration duration NN cord-196129-3zfeamgs 80 47 of of IN cord-196129-3zfeamgs 80 48 the the DT cord-196129-3zfeamgs 80 49 epidemic epidemic NN cord-196129-3zfeamgs 80 50 in in IN cord-196129-3zfeamgs 80 51 each each DT cord-196129-3zfeamgs 80 52 of of IN cord-196129-3zfeamgs 80 53 these these DT cord-196129-3zfeamgs 80 54 countries country NNS cord-196129-3zfeamgs 80 55 . . . cord-196129-3zfeamgs 81 1 The the DT cord-196129-3zfeamgs 81 2 analysis analysis NN cord-196129-3zfeamgs 81 3 showed show VBD cord-196129-3zfeamgs 81 4 that that IN cord-196129-3zfeamgs 81 5 Italy Italy NNP cord-196129-3zfeamgs 81 6 , , , cord-196129-3zfeamgs 81 7 Spain Spain NNP cord-196129-3zfeamgs 81 8 , , , cord-196129-3zfeamgs 81 9 and and CC cord-196129-3zfeamgs 81 10 the the DT cord-196129-3zfeamgs 81 11 Netherlands Netherlands NNP cord-196129-3zfeamgs 81 12 have have VBP cord-196129-3zfeamgs 81 13 already already RB cord-196129-3zfeamgs 81 14 passed pass VBN cord-196129-3zfeamgs 81 15 the the DT cord-196129-3zfeamgs 81 16 peak peak NN cord-196129-3zfeamgs 81 17 - - HYPH cord-196129-3zfeamgs 81 18 point point NN cord-196129-3zfeamgs 81 19 of of IN cord-196129-3zfeamgs 81 20 the the DT cord-196129-3zfeamgs 81 21 disease disease NN cord-196129-3zfeamgs 81 22 , , , cord-196129-3zfeamgs 81 23 while while IN cord-196129-3zfeamgs 81 24 Greece Greece NNP cord-196129-3zfeamgs 81 25 , , , cord-196129-3zfeamgs 81 26 France France NNP cord-196129-3zfeamgs 81 27 , , , cord-196129-3zfeamgs 81 28 and and CC cord-196129-3zfeamgs 81 29 Germany Germany NNP cord-196129-3zfeamgs 81 30 were be VBD cord-196129-3zfeamgs 81 31 close close JJ cord-196129-3zfeamgs 81 32 to to IN cord-196129-3zfeamgs 81 33 it -PRON- PRP cord-196129-3zfeamgs 81 34 . . . cord-196129-3zfeamgs 82 1 Also also RB cord-196129-3zfeamgs 82 2 , , , cord-196129-3zfeamgs 82 3 the the DT cord-196129-3zfeamgs 82 4 work work NN cord-196129-3zfeamgs 82 5 of of IN cord-196129-3zfeamgs 82 6 Ranjan Ranjan NNP cord-196129-3zfeamgs 82 7 ( ( -LRB- cord-196129-3zfeamgs 82 8 2020 2020 CD cord-196129-3zfeamgs 82 9 ) ) -RRB- cord-196129-3zfeamgs 82 10 estimates estimate VBZ cord-196129-3zfeamgs 82 11 the the DT cord-196129-3zfeamgs 82 12 spreading spreading NN cord-196129-3zfeamgs 82 13 of of IN cord-196129-3zfeamgs 82 14 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 82 15 along along IN cord-196129-3zfeamgs 82 16 different different JJ cord-196129-3zfeamgs 82 17 geographical geographical JJ cord-196129-3zfeamgs 82 18 areas area NNS cord-196129-3zfeamgs 82 19 by by IN cord-196129-3zfeamgs 82 20 using use VBG cord-196129-3zfeamgs 82 21 the the DT cord-196129-3zfeamgs 82 22 logistic logistic NN cord-196129-3zfeamgs 82 23 , , , cord-196129-3zfeamgs 82 24 the the DT cord-196129-3zfeamgs 82 25 SIR SIR NNP cord-196129-3zfeamgs 82 26 , , , cord-196129-3zfeamgs 82 27 and and CC cord-196129-3zfeamgs 82 28 generalized generalize VBN cord-196129-3zfeamgs 82 29 SEIR SEIR NNP cord-196129-3zfeamgs 82 30 models model NNS cord-196129-3zfeamgs 82 31 . . . cord-196129-3zfeamgs 83 1 The the DT cord-196129-3zfeamgs 83 2 analysis analysis NN cord-196129-3zfeamgs 83 3 showed show VBD cord-196129-3zfeamgs 83 4 that that IN cord-196129-3zfeamgs 83 5 both both CC cord-196129-3zfeamgs 83 6 the the DT cord-196129-3zfeamgs 83 7 SIR SIR NNP cord-196129-3zfeamgs 83 8 and and CC cord-196129-3zfeamgs 83 9 the the DT cord-196129-3zfeamgs 83 10 generalized generalize VBN cord-196129-3zfeamgs 83 11 SEIR SEIR NNP cord-196129-3zfeamgs 83 12 models model NNS cord-196129-3zfeamgs 83 13 yield yield VBP cord-196129-3zfeamgs 83 14 similar similar JJ cord-196129-3zfeamgs 83 15 estimates estimate NNS cord-196129-3zfeamgs 83 16 for for IN cord-196129-3zfeamgs 83 17 the the DT cord-196129-3zfeamgs 83 18 areas area NNS cord-196129-3zfeamgs 83 19 where where WRB cord-196129-3zfeamgs 83 20 epidemic epidemic NN cord-196129-3zfeamgs 83 21 curves curve NNS cord-196129-3zfeamgs 83 22 show show VBP cord-196129-3zfeamgs 83 23 flattening flattening NN cord-196129-3zfeamgs 83 24 trends trend NNS cord-196129-3zfeamgs 83 25 . . . cord-196129-3zfeamgs 84 1 According accord VBG cord-196129-3zfeamgs 84 2 to to IN cord-196129-3zfeamgs 84 3 these these DT cord-196129-3zfeamgs 84 4 models model NNS cord-196129-3zfeamgs 84 5 , , , cord-196129-3zfeamgs 84 6 the the DT cord-196129-3zfeamgs 84 7 final final JJ cord-196129-3zfeamgs 84 8 size size NN cord-196129-3zfeamgs 84 9 of of IN cord-196129-3zfeamgs 84 10 the the DT cord-196129-3zfeamgs 84 11 epidemic epidemic NN cord-196129-3zfeamgs 84 12 in in IN cord-196129-3zfeamgs 84 13 the the DT cord-196129-3zfeamgs 84 14 US US NNP cord-196129-3zfeamgs 84 15 , , , cord-196129-3zfeamgs 84 16 Italy Italy NNP cord-196129-3zfeamgs 84 17 , , , cord-196129-3zfeamgs 84 18 Spain Spain NNP cord-196129-3zfeamgs 84 19 , , , cord-196129-3zfeamgs 84 20 and and CC cord-196129-3zfeamgs 84 21 Germany Germany NNP cord-196129-3zfeamgs 84 22 could could MD cord-196129-3zfeamgs 84 23 be be VB cord-196129-3zfeamgs 84 24 1.1 1.1 CD cord-196129-3zfeamgs 84 25 , , , cord-196129-3zfeamgs 84 26 0.22 0.22 CD cord-196129-3zfeamgs 84 27 , , , cord-196129-3zfeamgs 84 28 0.24 0.24 CD cord-196129-3zfeamgs 84 29 , , , cord-196129-3zfeamgs 84 30 and and CC cord-196129-3zfeamgs 84 31 0.19 0.19 CD cord-196129-3zfeamgs 84 32 million million CD cord-196129-3zfeamgs 84 33 infected infected JJ cord-196129-3zfeamgs 84 34 cases case NNS cord-196129-3zfeamgs 84 35 respectively respectively RB cord-196129-3zfeamgs 84 36 . . . cord-196129-3zfeamgs 85 1 Further further RB cord-196129-3zfeamgs 85 2 , , , cord-196129-3zfeamgs 85 3 the the DT cord-196129-3zfeamgs 85 4 purpose purpose NN cord-196129-3zfeamgs 85 5 of of IN cord-196129-3zfeamgs 85 6 the the DT cord-196129-3zfeamgs 85 7 work work NN cord-196129-3zfeamgs 85 8 of of IN cord-196129-3zfeamgs 85 9 Kiesha Kiesha NNP cord-196129-3zfeamgs 85 10 et et NNP cord-196129-3zfeamgs 85 11 al al NNP cord-196129-3zfeamgs 85 12 . . . cord-196129-3zfeamgs 86 1 ( ( -LRB- cord-196129-3zfeamgs 86 2 2020 2020 CD cord-196129-3zfeamgs 86 3 ) ) -RRB- cord-196129-3zfeamgs 86 4 is be VBZ cord-196129-3zfeamgs 86 5 to to TO cord-196129-3zfeamgs 86 6 calculate calculate VB cord-196129-3zfeamgs 86 7 the the DT cord-196129-3zfeamgs 86 8 effects effect NNS cord-196129-3zfeamgs 86 9 of of IN cord-196129-3zfeamgs 86 10 the the DT cord-196129-3zfeamgs 86 11 social social JJ cord-196129-3zfeamgs 86 12 distance distance NN cord-196129-3zfeamgs 86 13 measures measure NNS cord-196129-3zfeamgs 86 14 in in IN cord-196129-3zfeamgs 86 15 the the DT cord-196129-3zfeamgs 86 16 evolution evolution NN cord-196129-3zfeamgs 86 17 of of IN cord-196129-3zfeamgs 86 18 the the DT cord-196129-3zfeamgs 86 19 COVID-19 covid-19 JJ cord-196129-3zfeamgs 86 20 pandemic pandemic NN cord-196129-3zfeamgs 86 21 and and CC cord-196129-3zfeamgs 86 22 therefore therefore RB cord-196129-3zfeamgs 86 23 to to TO cord-196129-3zfeamgs 86 24 provide provide VB cord-196129-3zfeamgs 86 25 useful useful JJ cord-196129-3zfeamgs 86 26 insights insight NNS cord-196129-3zfeamgs 86 27 and and CC cord-196129-3zfeamgs 86 28 practices practice NNS cord-196129-3zfeamgs 86 29 to to IN cord-196129-3zfeamgs 86 30 other other JJ cord-196129-3zfeamgs 86 31 countries country NNS cord-196129-3zfeamgs 86 32 . . . cord-196129-3zfeamgs 87 1 On on IN cord-196129-3zfeamgs 87 2 the the DT cord-196129-3zfeamgs 87 3 other other JJ cord-196129-3zfeamgs 87 4 hand hand NN cord-196129-3zfeamgs 87 5 , , , cord-196129-3zfeamgs 87 6 provided provide VBD cord-196129-3zfeamgs 87 7 that that IN cord-196129-3zfeamgs 87 8 a a DT cord-196129-3zfeamgs 87 9 significant significant JJ cord-196129-3zfeamgs 87 10 number number NN cord-196129-3zfeamgs 87 11 of of IN cord-196129-3zfeamgs 87 12 infections infection NNS cord-196129-3zfeamgs 87 13 ( ( -LRB- cord-196129-3zfeamgs 87 14 including include VBG cord-196129-3zfeamgs 87 15 human human JJ cord-196129-3zfeamgs 87 16 coronaviruses coronaviruse NNS cord-196129-3zfeamgs 87 17 ) ) -RRB- cord-196129-3zfeamgs 87 18 follow follow VB cord-196129-3zfeamgs 87 19 seasonal seasonal JJ cord-196129-3zfeamgs 87 20 patterns pattern NNS cord-196129-3zfeamgs 87 21 , , , cord-196129-3zfeamgs 87 22 the the DT cord-196129-3zfeamgs 87 23 study study NN cord-196129-3zfeamgs 87 24 of of IN cord-196129-3zfeamgs 87 25 Sajadi Sajadi NNP cord-196129-3zfeamgs 87 26 et et NNP cord-196129-3zfeamgs 87 27 al al NNP cord-196129-3zfeamgs 87 28 . . . cord-196129-3zfeamgs 88 1 ( ( -LRB- cord-196129-3zfeamgs 88 2 2020 2020 CD cord-196129-3zfeamgs 88 3 ) ) -RRB- cord-196129-3zfeamgs 88 4 examined examine VBD cord-196129-3zfeamgs 88 5 ERA-5 ERA-5 NNP cord-196129-3zfeamgs 88 6 climate climate NN cord-196129-3zfeamgs 88 7 data datum NNS cord-196129-3zfeamgs 88 8 , , , cord-196129-3zfeamgs 88 9 from from IN cord-196129-3zfeamgs 88 10 cities city NNS cord-196129-3zfeamgs 88 11 with with IN cord-196129-3zfeamgs 88 12 significant significant JJ cord-196129-3zfeamgs 88 13 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 88 14 spread spread NN cord-196129-3zfeamgs 88 15 , , , cord-196129-3zfeamgs 88 16 in in IN cord-196129-3zfeamgs 88 17 comparison comparison NN cord-196129-3zfeamgs 88 18 with with IN cord-196129-3zfeamgs 88 19 those those DT cord-196129-3zfeamgs 88 20 extracted extract VBN cord-196129-3zfeamgs 88 21 from from IN cord-196129-3zfeamgs 88 22 areas area NNS cord-196129-3zfeamgs 88 23 that that WDT cord-196129-3zfeamgs 88 24 have have VBP cord-196129-3zfeamgs 88 25 not not RB cord-196129-3zfeamgs 88 26 yet yet RB cord-196129-3zfeamgs 88 27 been be VBN cord-196129-3zfeamgs 88 28 affected affect VBN cord-196129-3zfeamgs 88 29 or or CC cord-196129-3zfeamgs 88 30 the the DT cord-196129-3zfeamgs 88 31 infection infection NN cord-196129-3zfeamgs 88 32 has have VBZ cord-196129-3zfeamgs 88 33 not not RB cord-196129-3zfeamgs 88 34 significantly significantly RB cord-196129-3zfeamgs 88 35 spread spread VBN cord-196129-3zfeamgs 88 36 . . . cord-196129-3zfeamgs 89 1 Finally finally RB cord-196129-3zfeamgs 89 2 , , , cord-196129-3zfeamgs 89 3 the the DT cord-196129-3zfeamgs 89 4 work work NN cord-196129-3zfeamgs 89 5 of of IN cord-196129-3zfeamgs 89 6 Petropoulos Petropoulos NNPS cord-196129-3zfeamgs 89 7 and and CC cord-196129-3zfeamgs 89 8 Makridakis Makridakis NNP cord-196129-3zfeamgs 89 9 ( ( -LRB- cord-196129-3zfeamgs 89 10 2020 2020 CD cord-196129-3zfeamgs 89 11 ) ) -RRB- cord-196129-3zfeamgs 89 12 tries try VBZ cord-196129-3zfeamgs 89 13 to to TO cord-196129-3zfeamgs 89 14 objectively objectively RB cord-196129-3zfeamgs 89 15 predict predict VB cord-196129-3zfeamgs 89 16 the the DT cord-196129-3zfeamgs 89 17 evolution evolution NN cord-196129-3zfeamgs 89 18 of of IN cord-196129-3zfeamgs 89 19 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 89 20 by by IN cord-196129-3zfeamgs 89 21 using use VBG cord-196129-3zfeamgs 89 22 a a DT cord-196129-3zfeamgs 89 23 simple simple JJ cord-196129-3zfeamgs 89 24 but but CC cord-196129-3zfeamgs 89 25 robust robust JJ cord-196129-3zfeamgs 89 26 methodology methodology NN cord-196129-3zfeamgs 89 27 . . . cord-196129-3zfeamgs 90 1 The the DT cord-196129-3zfeamgs 90 2 authors author NNS cord-196129-3zfeamgs 90 3 assume assume VBP cord-196129-3zfeamgs 90 4 that that IN cord-196129-3zfeamgs 90 5 the the DT cord-196129-3zfeamgs 90 6 available available JJ cord-196129-3zfeamgs 90 7 infection infection NN cord-196129-3zfeamgs 90 8 data datum NNS cord-196129-3zfeamgs 90 9 , , , cord-196129-3zfeamgs 90 10 the the DT cord-196129-3zfeamgs 90 11 number number NN cord-196129-3zfeamgs 90 12 of of IN cord-196129-3zfeamgs 90 13 deaths death NNS cord-196129-3zfeamgs 90 14 , , , cord-196129-3zfeamgs 90 15 and and CC cord-196129-3zfeamgs 90 16 recoveries recovery NNS cord-196129-3zfeamgs 90 17 are be VBP cord-196129-3zfeamgs 90 18 reliable reliable JJ cord-196129-3zfeamgs 90 19 and and CC cord-196129-3zfeamgs 90 20 that that IN cord-196129-3zfeamgs 90 21 the the DT cord-196129-3zfeamgs 90 22 future future NN cord-196129-3zfeamgs 90 23 spreading spreading NN cord-196129-3zfeamgs 90 24 of of IN cord-196129-3zfeamgs 90 25 the the DT cord-196129-3zfeamgs 90 26 disease disease NN cord-196129-3zfeamgs 90 27 will will MD cord-196129-3zfeamgs 90 28 follow follow VB cord-196129-3zfeamgs 90 29 the the DT cord-196129-3zfeamgs 90 30 same same JJ cord-196129-3zfeamgs 90 31 pattern pattern NN cord-196129-3zfeamgs 90 32 of of IN cord-196129-3zfeamgs 90 33 the the DT cord-196129-3zfeamgs 90 34 past past NN cord-196129-3zfeamgs 90 35 . . . cord-196129-3zfeamgs 91 1 This this DT cord-196129-3zfeamgs 91 2 work work NN cord-196129-3zfeamgs 91 3 suggests suggest VBZ cord-196129-3zfeamgs 91 4 a a DT cord-196129-3zfeamgs 91 5 good good JJ cord-196129-3zfeamgs 91 6 example example NN cord-196129-3zfeamgs 91 7 in in IN cord-196129-3zfeamgs 91 8 predicting predict VBG cord-196129-3zfeamgs 91 9 the the DT cord-196129-3zfeamgs 91 10 temporal temporal JJ cord-196129-3zfeamgs 91 11 spread spread NN cord-196129-3zfeamgs 91 12 of of IN cord-196129-3zfeamgs 91 13 the the DT cord-196129-3zfeamgs 91 14 disease disease NN cord-196129-3zfeamgs 91 15 , , , cord-196129-3zfeamgs 91 16 having have VBG cord-196129-3zfeamgs 91 17 potentially potentially RB cord-196129-3zfeamgs 91 18 large large JJ cord-196129-3zfeamgs 91 19 implications implication NNS cord-196129-3zfeamgs 91 20 in in IN cord-196129-3zfeamgs 91 21 terms term NNS cord-196129-3zfeamgs 91 22 of of IN cord-196129-3zfeamgs 91 23 planning planning NN cord-196129-3zfeamgs 91 24 and and CC cord-196129-3zfeamgs 91 25 decision decision NN cord-196129-3zfeamgs 91 26 making making NN cord-196129-3zfeamgs 91 27 . . . cord-196129-3zfeamgs 92 1 Whether whether IN cord-196129-3zfeamgs 92 2 focusing focus VBG cord-196129-3zfeamgs 92 3 on on IN cord-196129-3zfeamgs 92 4 the the DT cord-196129-3zfeamgs 92 5 peculiarities peculiarity NNS cord-196129-3zfeamgs 92 6 of of IN cord-196129-3zfeamgs 92 7 the the DT cord-196129-3zfeamgs 92 8 Greek Greek NNP cord-196129-3zfeamgs 92 9 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 92 10 spread spread NN cord-196129-3zfeamgs 92 11 , , , cord-196129-3zfeamgs 92 12 both both CC cord-196129-3zfeamgs 92 13 epidemiologically epidemiologically RB cord-196129-3zfeamgs 92 14 and and CC cord-196129-3zfeamgs 92 15 in in IN cord-196129-3zfeamgs 92 16 terms term NNS cord-196129-3zfeamgs 92 17 of of IN cord-196129-3zfeamgs 92 18 policy policy NN cord-196129-3zfeamgs 92 19 implementation implementation NN cord-196129-3zfeamgs 92 20 , , , cord-196129-3zfeamgs 92 21 this this DT cord-196129-3zfeamgs 92 22 paper paper NN cord-196129-3zfeamgs 92 23 provides provide VBZ cord-196129-3zfeamgs 92 24 an an DT cord-196129-3zfeamgs 92 25 exploratory exploratory JJ cord-196129-3zfeamgs 92 26 temporal temporal JJ cord-196129-3zfeamgs 92 27 study study NN cord-196129-3zfeamgs 92 28 based base VBN cord-196129-3zfeamgs 92 29 on on IN cord-196129-3zfeamgs 92 30 the the DT cord-196129-3zfeamgs 92 31 analysis analysis NN cord-196129-3zfeamgs 92 32 of of IN cord-196129-3zfeamgs 92 33 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 92 34 infection infection NN cord-196129-3zfeamgs 92 35 data datum NNS cord-196129-3zfeamgs 92 36 in in IN cord-196129-3zfeamgs 92 37 Greece Greece NNP cord-196129-3zfeamgs 92 38 . . . cord-196129-3zfeamgs 93 1 To to TO cord-196129-3zfeamgs 93 2 accurately accurately RB cord-196129-3zfeamgs 93 3 approach approach VB cord-196129-3zfeamgs 93 4 the the DT cord-196129-3zfeamgs 93 5 modeling modeling NN cord-196129-3zfeamgs 93 6 problem problem NN cord-196129-3zfeamgs 93 7 , , , cord-196129-3zfeamgs 93 8 the the DT cord-196129-3zfeamgs 93 9 prime prime JJ cord-196129-3zfeamgs 93 10 goal goal NN cord-196129-3zfeamgs 93 11 is be VBZ cord-196129-3zfeamgs 93 12 to to TO cord-196129-3zfeamgs 93 13 find find VB cord-196129-3zfeamgs 93 14 the the DT cord-196129-3zfeamgs 93 15 mathematical mathematical JJ cord-196129-3zfeamgs 93 16 expression expression NN cord-196129-3zfeamgs 93 17 that that WDT cord-196129-3zfeamgs 93 18 can can MD cord-196129-3zfeamgs 93 19 model model VB cord-196129-3zfeamgs 93 20 the the DT cord-196129-3zfeamgs 93 21 data datum NNS cord-196129-3zfeamgs 93 22 of of IN cord-196129-3zfeamgs 93 23 the the DT cord-196129-3zfeamgs 93 24 disease disease NN cord-196129-3zfeamgs 93 25 spread spread VBD cord-196129-3zfeamgs 93 26 in in IN cord-196129-3zfeamgs 93 27 Greece Greece NNP cord-196129-3zfeamgs 93 28 and and CC cord-196129-3zfeamgs 93 29 to to TO cord-196129-3zfeamgs 93 30 describe describe VB cord-196129-3zfeamgs 93 31 how how WRB cord-196129-3zfeamgs 93 32 cases case NNS cord-196129-3zfeamgs 93 33 increase increase VB cord-196129-3zfeamgs 93 34 over over IN cord-196129-3zfeamgs 93 35 time time NN cord-196129-3zfeamgs 93 36 . . . cord-196129-3zfeamgs 94 1 At at IN cord-196129-3zfeamgs 94 2 next next RB cord-196129-3zfeamgs 94 3 , , , cord-196129-3zfeamgs 94 4 the the DT cord-196129-3zfeamgs 94 5 rate rate NN cord-196129-3zfeamgs 94 6 of of IN cord-196129-3zfeamgs 94 7 change change NN cord-196129-3zfeamgs 94 8 of of IN cord-196129-3zfeamgs 94 9 the the DT cord-196129-3zfeamgs 94 10 disease disease NN cord-196129-3zfeamgs 94 11 is be VBZ cord-196129-3zfeamgs 94 12 calculated calculate VBN cord-196129-3zfeamgs 94 13 and and CC cord-196129-3zfeamgs 94 14 the the DT cord-196129-3zfeamgs 94 15 variation variation NN cord-196129-3zfeamgs 94 16 of of IN cord-196129-3zfeamgs 94 17 the the DT cord-196129-3zfeamgs 94 18 available available JJ cord-196129-3zfeamgs 94 19 variables variable NNS cord-196129-3zfeamgs 94 20 is be VBZ cord-196129-3zfeamgs 94 21 approached approach VBN cord-196129-3zfeamgs 94 22 with with IN cord-196129-3zfeamgs 94 23 the the DT cord-196129-3zfeamgs 94 24 Regression Regression NNP cord-196129-3zfeamgs 94 25 Splines Splines NNPS cord-196129-3zfeamgs 94 26 methodology methodology NN cord-196129-3zfeamgs 94 27 , , , cord-196129-3zfeamgs 94 28 which which WDT cord-196129-3zfeamgs 94 29 provides provide VBZ cord-196129-3zfeamgs 94 30 the the DT cord-196129-3zfeamgs 94 31 best good JJS cord-196129-3zfeamgs 94 32 possible possible JJ cord-196129-3zfeamgs 94 33 fitting fitting NN cord-196129-3zfeamgs 94 34 to to IN cord-196129-3zfeamgs 94 35 the the DT cord-196129-3zfeamgs 94 36 available available JJ cord-196129-3zfeamgs 94 37 data datum NNS cord-196129-3zfeamgs 94 38 ( ( -LRB- cord-196129-3zfeamgs 94 39 Norusis Norusis NNP cord-196129-3zfeamgs 94 40 , , , cord-196129-3zfeamgs 94 41 2008 2008 CD cord-196129-3zfeamgs 94 42 ; ; : cord-196129-3zfeamgs 94 43 De De NNP cord-196129-3zfeamgs 94 44 Boor Boor NNP cord-196129-3zfeamgs 94 45 et et NNP cord-196129-3zfeamgs 94 46 al al NNP cord-196129-3zfeamgs 94 47 . . NNP cord-196129-3zfeamgs 94 48 , , , cord-196129-3zfeamgs 94 49 2020 2020 CD cord-196129-3zfeamgs 94 50 ) ) -RRB- cord-196129-3zfeamgs 94 51 . . . cord-196129-3zfeamgs 95 1 Finally finally RB cord-196129-3zfeamgs 95 2 , , , cord-196129-3zfeamgs 95 3 a a DT cord-196129-3zfeamgs 95 4 novel novel JJ cord-196129-3zfeamgs 95 5 method method NN cord-196129-3zfeamgs 95 6 that that WDT cord-196129-3zfeamgs 95 7 was be VBD cord-196129-3zfeamgs 95 8 proposed propose VBN cord-196129-3zfeamgs 95 9 by by IN cord-196129-3zfeamgs 95 10 Demertzis Demertzis NNP cord-196129-3zfeamgs 95 11 et et NNP cord-196129-3zfeamgs 95 12 al al NNP cord-196129-3zfeamgs 95 13 . . . cord-196129-3zfeamgs 95 14 ( ( -LRB- cord-196129-3zfeamgs 95 15 2020 2020 CD cord-196129-3zfeamgs 95 16 ) ) -RRB- cord-196129-3zfeamgs 95 17 for for IN cord-196129-3zfeamgs 95 18 predicting predict VBG cord-196129-3zfeamgs 95 19 the the DT cord-196129-3zfeamgs 95 20 flattening flattening NN cord-196129-3zfeamgs 95 21 of of IN cord-196129-3zfeamgs 95 22 the the DT cord-196129-3zfeamgs 95 23 curve curve NN cord-196129-3zfeamgs 95 24 is be VBZ cord-196129-3zfeamgs 95 25 implemented implement VBN cord-196129-3zfeamgs 95 26 , , , cord-196129-3zfeamgs 95 27 which which WDT cord-196129-3zfeamgs 95 28 is be VBZ cord-196129-3zfeamgs 95 29 based base VBN cord-196129-3zfeamgs 95 30 on on IN cord-196129-3zfeamgs 95 31 a a DT cord-196129-3zfeamgs 95 32 hybrid hybrid JJ cord-196129-3zfeamgs 95 33 Regression regression NN cord-196129-3zfeamgs 95 34 Splines Splines NNPS cord-196129-3zfeamgs 95 35 and and CC cord-196129-3zfeamgs 95 36 Complex Complex NNP cord-196129-3zfeamgs 95 37 Network Network NNP cord-196129-3zfeamgs 95 38 approach approach NN cord-196129-3zfeamgs 95 39 . . . cord-196129-3zfeamgs 96 1 The the DT cord-196129-3zfeamgs 96 2 available available JJ cord-196129-3zfeamgs 96 3 data datum NNS cord-196129-3zfeamgs 96 4 were be VBD cord-196129-3zfeamgs 96 5 drafted draft VBN cord-196129-3zfeamgs 96 6 from from IN cord-196129-3zfeamgs 96 7 the the DT cord-196129-3zfeamgs 96 8 Hellenic Hellenic NNP cord-196129-3zfeamgs 96 9 Ministry Ministry NNP cord-196129-3zfeamgs 96 10 of of IN cord-196129-3zfeamgs 96 11 Health Health NNP cord-196129-3zfeamgs 96 12 and and CC cord-196129-3zfeamgs 96 13 are be VBP cord-196129-3zfeamgs 96 14 freely freely RB cord-196129-3zfeamgs 96 15 available available JJ cord-196129-3zfeamgs 96 16 on on IN cord-196129-3zfeamgs 96 17 the the DT cord-196129-3zfeamgs 96 18 official official JJ cord-196129-3zfeamgs 96 19 website website NN cord-196129-3zfeamgs 96 20 https://eody.gov.gr/ https://eody.gov.gr/ CD cord-196129-3zfeamgs 96 21 of of IN cord-196129-3zfeamgs 96 22 the the DT cord-196129-3zfeamgs 96 23 Ministry Ministry NNP cord-196129-3zfeamgs 96 24 in in IN cord-196129-3zfeamgs 96 25 Greece Greece NNP cord-196129-3zfeamgs 96 26 . . . cord-196129-3zfeamgs 97 1 The the DT cord-196129-3zfeamgs 97 2 data datum NNS cord-196129-3zfeamgs 97 3 include include VBP cord-196129-3zfeamgs 97 4 daily daily JJ cord-196129-3zfeamgs 97 5 measurements measurement NNS cord-196129-3zfeamgs 97 6 during during IN cord-196129-3zfeamgs 97 7 the the DT cord-196129-3zfeamgs 97 8 period period NN cord-196129-3zfeamgs 97 9 from from IN cord-196129-3zfeamgs 97 10 26 26 CD cord-196129-3zfeamgs 97 11 Feb Feb NNP cord-196129-3zfeamgs 97 12 2020 2020 CD cord-196129-3zfeamgs 97 13 to to IN cord-196129-3zfeamgs 97 14 26 26 CD cord-196129-3zfeamgs 97 15 June June NNP cord-196129-3zfeamgs 97 16 All_Cases All_Cases NNPS cord-196129-3zfeamgs 97 17 ) ) -RRB- cord-196129-3zfeamgs 97 18 , , , cord-196129-3zfeamgs 97 19 the the DT cord-196129-3zfeamgs 97 20 daily daily JJ cord-196129-3zfeamgs 97 21 new new JJ cord-196129-3zfeamgs 97 22 cases case NNS cord-196129-3zfeamgs 97 23 ( ( -LRB- cord-196129-3zfeamgs 97 24 variable variable JJ cord-196129-3zfeamgs 97 25 : : : cord-196129-3zfeamgs 97 26 New_Cases New_Cases NNPS cord-196129-3zfeamgs 97 27 ) ) -RRB- cord-196129-3zfeamgs 97 28 , , , cord-196129-3zfeamgs 97 29 the the DT cord-196129-3zfeamgs 97 30 daily daily JJ cord-196129-3zfeamgs 97 31 new new JJ cord-196129-3zfeamgs 97 32 deaths death NNS cord-196129-3zfeamgs 97 33 ( ( -LRB- cord-196129-3zfeamgs 97 34 variable variable NN cord-196129-3zfeamgs 97 35 : : : cord-196129-3zfeamgs 97 36 New_Deaths New_Deaths NNP cord-196129-3zfeamgs 97 37 ) ) -RRB- cord-196129-3zfeamgs 97 38 , , , cord-196129-3zfeamgs 97 39 daily daily RB cord-196129-3zfeamgs 97 40 recovered recover VBN cord-196129-3zfeamgs 97 41 cases case NNS cord-196129-3zfeamgs 97 42 ( ( -LRB- cord-196129-3zfeamgs 97 43 variable variable JJ cord-196129-3zfeamgs 97 44 : : : cord-196129-3zfeamgs 97 45 Recovered recover VBN cord-196129-3zfeamgs 97 46 ) ) -RRB- cord-196129-3zfeamgs 97 47 , , , cord-196129-3zfeamgs 97 48 daily daily JJ cord-196129-3zfeamgs 97 49 patients patient NNS cord-196129-3zfeamgs 97 50 entering enter VBG cord-196129-3zfeamgs 97 51 to to IN cord-196129-3zfeamgs 97 52 ICUs ICUs NNP cord-196129-3zfeamgs 97 53 ( ( -LRB- cord-196129-3zfeamgs 97 54 variable variable NN cord-196129-3zfeamgs 97 55 : : : cord-196129-3zfeamgs 97 56 ICU ICU NNP cord-196129-3zfeamgs 97 57 ) ) -RRB- cord-196129-3zfeamgs 97 58 , , , cord-196129-3zfeamgs 97 59 the the DT cord-196129-3zfeamgs 97 60 daily daily JJ cord-196129-3zfeamgs 97 61 change change NN cord-196129-3zfeamgs 97 62 of of IN cord-196129-3zfeamgs 97 63 active active JJ cord-196129-3zfeamgs 97 64 cases case NNS cord-196129-3zfeamgs 97 65 ( ( -LRB- cord-196129-3zfeamgs 97 66 variable variable JJ cord-196129-3zfeamgs 97 67 : : : cord-196129-3zfeamgs 97 68 Active_Cases Active_Cases NNP cord-196129-3zfeamgs 97 69 ) ) -RRB- cord-196129-3zfeamgs 97 70 , , , cord-196129-3zfeamgs 97 71 and and CC cord-196129-3zfeamgs 97 72 the the DT cord-196129-3zfeamgs 97 73 diagnostic diagnostic JJ cord-196129-3zfeamgs 97 74 tests test NNS cord-196129-3zfeamgs 97 75 performed perform VBN cord-196129-3zfeamgs 97 76 per per IN cord-196129-3zfeamgs 97 77 day day NN cord-196129-3zfeamgs 97 78 ( ( -LRB- cord-196129-3zfeamgs 97 79 variable variable NN cord-196129-3zfeamgs 97 80 : : : cord-196129-3zfeamgs 97 81 Tests test NNS cord-196129-3zfeamgs 97 82 ) ) -RRB- cord-196129-3zfeamgs 97 83 . . . cord-196129-3zfeamgs 98 1 A a DT cord-196129-3zfeamgs 98 2 first first JJ cord-196129-3zfeamgs 98 3 observation observation NN cord-196129-3zfeamgs 98 4 to to IN cord-196129-3zfeamgs 98 5 the the DT cord-196129-3zfeamgs 98 6 measurements measurement NNS cord-196129-3zfeamgs 98 7 related relate VBN cord-196129-3zfeamgs 98 8 to to IN cord-196129-3zfeamgs 98 9 the the DT cord-196129-3zfeamgs 98 10 COVID-19 covid-19 JJ cord-196129-3zfeamgs 98 11 spread spread NN cord-196129-3zfeamgs 98 12 in in IN cord-196129-3zfeamgs 98 13 Greece Greece NNP cord-196129-3zfeamgs 98 14 shows show VBZ cord-196129-3zfeamgs 98 15 that that IN cord-196129-3zfeamgs 98 16 this this DT cord-196129-3zfeamgs 98 17 dataset dataset NN cord-196129-3zfeamgs 98 18 is be VBZ cord-196129-3zfeamgs 98 19 a a DT cord-196129-3zfeamgs 98 20 continuous continuous JJ cord-196129-3zfeamgs 98 21 time time NN cord-196129-3zfeamgs 98 22 - - HYPH cord-196129-3zfeamgs 98 23 series series NN cord-196129-3zfeamgs 98 24 , , , cord-196129-3zfeamgs 98 25 which which WDT cord-196129-3zfeamgs 98 26 initially initially RB cord-196129-3zfeamgs 98 27 appears appear VBZ cord-196129-3zfeamgs 98 28 inclining incline VBG cord-196129-3zfeamgs 98 29 trend trend NN cord-196129-3zfeamgs 98 30 and and CC cord-196129-3zfeamgs 98 31 afterwards afterwards RB cord-196129-3zfeamgs 98 32 shows show VBZ cord-196129-3zfeamgs 98 33 signs sign NNS cord-196129-3zfeamgs 98 34 of of IN cord-196129-3zfeamgs 98 35 stability stability NN cord-196129-3zfeamgs 98 36 . . . cord-196129-3zfeamgs 99 1 Also also RB cord-196129-3zfeamgs 99 2 , , , cord-196129-3zfeamgs 99 3 no no DT cord-196129-3zfeamgs 99 4 time time NN cord-196129-3zfeamgs 99 5 - - HYPH cord-196129-3zfeamgs 99 6 variant variant NN cord-196129-3zfeamgs 99 7 fluctuations fluctuation NNS cord-196129-3zfeamgs 99 8 are be VBP cord-196129-3zfeamgs 99 9 observed observe VBN cord-196129-3zfeamgs 99 10 , , , cord-196129-3zfeamgs 99 11 since since IN cord-196129-3zfeamgs 99 12 the the DT cord-196129-3zfeamgs 99 13 time time NN cord-196129-3zfeamgs 99 14 - - HYPH cord-196129-3zfeamgs 99 15 series series NN cord-196129-3zfeamgs 99 16 does do VBZ cord-196129-3zfeamgs 99 17 not not RB cord-196129-3zfeamgs 99 18 show show VB cord-196129-3zfeamgs 99 19 periodicity periodicity NN cord-196129-3zfeamgs 99 20 ( ( -LRB- cord-196129-3zfeamgs 99 21 seasonality seasonality NN cord-196129-3zfeamgs 99 22 ) ) -RRB- cord-196129-3zfeamgs 99 23 or or CC cord-196129-3zfeamgs 99 24 cyclic cyclic JJ cord-196129-3zfeamgs 99 25 structure structure NN cord-196129-3zfeamgs 99 26 . . . cord-196129-3zfeamgs 100 1 Although although IN cord-196129-3zfeamgs 100 2 the the DT cord-196129-3zfeamgs 100 3 available available JJ cord-196129-3zfeamgs 100 4 sample sample NN cord-196129-3zfeamgs 100 5 is be VBZ cord-196129-3zfeamgs 100 6 not not RB cord-196129-3zfeamgs 100 7 sufficiently sufficiently RB cord-196129-3zfeamgs 100 8 enough enough JJ cord-196129-3zfeamgs 100 9 , , , cord-196129-3zfeamgs 100 10 these these DT cord-196129-3zfeamgs 100 11 observations observation NNS cord-196129-3zfeamgs 100 12 illustrate illustrate VBP cord-196129-3zfeamgs 100 13 that that IN cord-196129-3zfeamgs 100 14 the the DT cord-196129-3zfeamgs 100 15 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 100 16 temporal temporal JJ cord-196129-3zfeamgs 100 17 spread spread NN cord-196129-3zfeamgs 100 18 in in IN cord-196129-3zfeamgs 100 19 Greece Greece NNP cord-196129-3zfeamgs 100 20 is be VBZ cord-196129-3zfeamgs 100 21 more more RBR cord-196129-3zfeamgs 100 22 closely closely RB cord-196129-3zfeamgs 100 23 to to IN cord-196129-3zfeamgs 100 24 a a DT cord-196129-3zfeamgs 100 25 structure structure NN cord-196129-3zfeamgs 100 26 of of IN cord-196129-3zfeamgs 100 27 stationary stationary JJ cord-196129-3zfeamgs 100 28 than than IN cord-196129-3zfeamgs 100 29 a a DT cord-196129-3zfeamgs 100 30 periodic periodic JJ cord-196129-3zfeamgs 100 31 structure structure NN cord-196129-3zfeamgs 100 32 . . . cord-196129-3zfeamgs 101 1 A a DT cord-196129-3zfeamgs 101 2 more more RBR cord-196129-3zfeamgs 101 3 in in IN cord-196129-3zfeamgs 101 4 - - HYPH cord-196129-3zfeamgs 101 5 depth depth NN cord-196129-3zfeamgs 101 6 analysis analysis NN cord-196129-3zfeamgs 101 7 builds build VBZ cord-196129-3zfeamgs 101 8 on on IN cord-196129-3zfeamgs 101 9 understanding understand VBG cord-196129-3zfeamgs 101 10 the the DT cord-196129-3zfeamgs 101 11 historical historical JJ cord-196129-3zfeamgs 101 12 behavior behavior NN cord-196129-3zfeamgs 101 13 of of IN cord-196129-3zfeamgs 101 14 the the DT cord-196129-3zfeamgs 101 15 disease disease NN cord-196129-3zfeamgs 101 16 and and CC cord-196129-3zfeamgs 101 17 on on IN cord-196129-3zfeamgs 101 18 estimating estimate VBG cord-196129-3zfeamgs 101 19 the the DT cord-196129-3zfeamgs 101 20 parameters parameter NNS cord-196129-3zfeamgs 101 21 describing describe VBG cord-196129-3zfeamgs 101 22 a a DT cord-196129-3zfeamgs 101 23 good good JJ cord-196129-3zfeamgs 101 24 model model NN cord-196129-3zfeamgs 101 25 fitting fitting NN cord-196129-3zfeamgs 101 26 to to IN cord-196129-3zfeamgs 101 27 the the DT cord-196129-3zfeamgs 101 28 available available JJ cord-196129-3zfeamgs 101 29 timeseries timeseries NNP cord-196129-3zfeamgs 101 30 data datum NNS cord-196129-3zfeamgs 101 31 . . . cord-196129-3zfeamgs 102 1 Regression regression NN cord-196129-3zfeamgs 102 2 splines spline NNS cord-196129-3zfeamgs 102 3 are be VBP cord-196129-3zfeamgs 102 4 parts part NNS cord-196129-3zfeamgs 102 5 of of IN cord-196129-3zfeamgs 102 6 a a DT cord-196129-3zfeamgs 102 7 segmented segmented JJ cord-196129-3zfeamgs 102 8 polynomial polynomial JJ cord-196129-3zfeamgs 102 9 function function NN cord-196129-3zfeamgs 102 10 that that WDT cord-196129-3zfeamgs 102 11 maintains maintain VBZ cord-196129-3zfeamgs 102 12 a a DT cord-196129-3zfeamgs 102 13 high high JJ cord-196129-3zfeamgs 102 14 smoothness smoothness NN cord-196129-3zfeamgs 102 15 at at IN cord-196129-3zfeamgs 102 16 the the DT cord-196129-3zfeamgs 102 17 points point NNS cord-196129-3zfeamgs 102 18 connecting connect VBG cord-196129-3zfeamgs 102 19 successive successive JJ cord-196129-3zfeamgs 102 20 polynomials polynomial NNS cord-196129-3zfeamgs 102 21 ( ( -LRB- cord-196129-3zfeamgs 102 22 De De NNP cord-196129-3zfeamgs 102 23 Boor Boor NNP cord-196129-3zfeamgs 102 24 et et NNP cord-196129-3zfeamgs 102 25 al al NNP cord-196129-3zfeamgs 102 26 . . NNP cord-196129-3zfeamgs 102 27 , , , cord-196129-3zfeamgs 102 28 2020 2020 CD cord-196129-3zfeamgs 102 29 ) ) -RRB- cord-196129-3zfeamgs 102 30 . . . cord-196129-3zfeamgs 103 1 They -PRON- PRP cord-196129-3zfeamgs 103 2 are be VBP cord-196129-3zfeamgs 103 3 essentially essentially RB cord-196129-3zfeamgs 103 4 segmented segmented JJ cord-196129-3zfeamgs 103 5 polynomial polynomial JJ cord-196129-3zfeamgs 103 6 approaches approach NNS cord-196129-3zfeamgs 103 7 , , , cord-196129-3zfeamgs 103 8 which which WDT cord-196129-3zfeamgs 103 9 are be VBP cord-196129-3zfeamgs 103 10 very very RB cord-196129-3zfeamgs 103 11 useful useful JJ cord-196129-3zfeamgs 103 12 due due IN cord-196129-3zfeamgs 103 13 to to IN cord-196129-3zfeamgs 103 14 their -PRON- PRP$ cord-196129-3zfeamgs 103 15 flexibility flexibility NN cord-196129-3zfeamgs 103 16 , , , cord-196129-3zfeamgs 103 17 simplicity simplicity NN cord-196129-3zfeamgs 103 18 , , , cord-196129-3zfeamgs 103 19 ease ease NN cord-196129-3zfeamgs 103 20 , , , cord-196129-3zfeamgs 103 21 accuracy accuracy NN cord-196129-3zfeamgs 103 22 of of IN cord-196129-3zfeamgs 103 23 evaluation evaluation NN cord-196129-3zfeamgs 103 24 , , , cord-196129-3zfeamgs 103 25 and and CC cord-196129-3zfeamgs 103 26 their -PRON- PRP$ cord-196129-3zfeamgs 103 27 ability ability NN cord-196129-3zfeamgs 103 28 to to TO cord-196129-3zfeamgs 103 29 approximate approximate VB cord-196129-3zfeamgs 103 30 complex complex JJ cord-196129-3zfeamgs 103 31 curves curve NNS cord-196129-3zfeamgs 103 32 by by IN cord-196129-3zfeamgs 103 33 fitting fit VBG cord-196129-3zfeamgs 103 34 simple simple JJ cord-196129-3zfeamgs 103 35 polynomial polynomial JJ cord-196129-3zfeamgs 103 36 models model NNS cord-196129-3zfeamgs 103 37 ( ( -LRB- cord-196129-3zfeamgs 103 38 Norusis Norusis NNP cord-196129-3zfeamgs 103 39 , , , cord-196129-3zfeamgs 103 40 2008 2008 CD cord-196129-3zfeamgs 103 41 ) ) -RRB- cord-196129-3zfeamgs 103 42 . . . cord-196129-3zfeamgs 104 1 As as IN cord-196129-3zfeamgs 104 2 previously previously RB cord-196129-3zfeamgs 104 3 shown show VBN cord-196129-3zfeamgs 104 4 , , , cord-196129-3zfeamgs 104 5 while while IN cord-196129-3zfeamgs 104 6 polynomial polynomial JJ cord-196129-3zfeamgs 104 7 regression regression NN cord-196129-3zfeamgs 104 8 can can MD cord-196129-3zfeamgs 104 9 be be VB cord-196129-3zfeamgs 104 10 very very RB cord-196129-3zfeamgs 104 11 effective effective JJ cord-196129-3zfeamgs 104 12 in in IN cord-196129-3zfeamgs 104 13 terms term NNS cord-196129-3zfeamgs 104 14 of of IN cord-196129-3zfeamgs 104 15 estimation estimation NN cord-196129-3zfeamgs 104 16 , , , cord-196129-3zfeamgs 104 17 it -PRON- PRP cord-196129-3zfeamgs 104 18 is be VBZ cord-196129-3zfeamgs 104 19 complex complex JJ cord-196129-3zfeamgs 104 20 in in IN cord-196129-3zfeamgs 104 21 deciding decide VBG cord-196129-3zfeamgs 104 22 the the DT cord-196129-3zfeamgs 104 23 polynomial polynomial JJ cord-196129-3zfeamgs 104 24 degree degree NN cord-196129-3zfeamgs 104 25 and and CC cord-196129-3zfeamgs 104 26 therefore therefore RB cord-196129-3zfeamgs 104 27 the the DT cord-196129-3zfeamgs 104 28 type type NN cord-196129-3zfeamgs 104 29 of of IN cord-196129-3zfeamgs 104 30 model model NN cord-196129-3zfeamgs 104 31 that that WDT cord-196129-3zfeamgs 104 32 better well JJR cord-196129-3zfeamgs 104 33 fits fit VBZ cord-196129-3zfeamgs 104 34 to to IN cord-196129-3zfeamgs 104 35 the the DT cord-196129-3zfeamgs 104 36 available available JJ cord-196129-3zfeamgs 104 37 data datum NNS cord-196129-3zfeamgs 104 38 ( ( -LRB- cord-196129-3zfeamgs 104 39 Walpole Walpole NNP cord-196129-3zfeamgs 104 40 et et NNP cord-196129-3zfeamgs 104 41 al al NNP cord-196129-3zfeamgs 104 42 . . NNP cord-196129-3zfeamgs 104 43 , , , cord-196129-3zfeamgs 104 44 2020 2020 CD cord-196129-3zfeamgs 104 45 ) ) -RRB- cord-196129-3zfeamgs 104 46 . . . cord-196129-3zfeamgs 105 1 For for IN cord-196129-3zfeamgs 105 2 instance instance NN cord-196129-3zfeamgs 105 3 , , , cord-196129-3zfeamgs 105 4 choosing choose VBG cord-196129-3zfeamgs 105 5 a a DT cord-196129-3zfeamgs 105 6 high high JJ cord-196129-3zfeamgs 105 7 degree degree NN cord-196129-3zfeamgs 105 8 polynomial polynomial NN cord-196129-3zfeamgs 105 9 may may MD cord-196129-3zfeamgs 105 10 cause cause VB cord-196129-3zfeamgs 105 11 over over IN cord-196129-3zfeamgs 105 12 - - HYPH cord-196129-3zfeamgs 105 13 fitting fitting JJ cord-196129-3zfeamgs 105 14 issues issue NNS cord-196129-3zfeamgs 105 15 , , , cord-196129-3zfeamgs 105 16 while while IN cord-196129-3zfeamgs 105 17 fitting fit VBG cord-196129-3zfeamgs 105 18 a a DT cord-196129-3zfeamgs 105 19 low low JJ cord-196129-3zfeamgs 105 20 degree degree NN cord-196129-3zfeamgs 105 21 polynomial polynomial NN cord-196129-3zfeamgs 105 22 usually usually RB cord-196129-3zfeamgs 105 23 leads lead VBZ cord-196129-3zfeamgs 105 24 to to IN cord-196129-3zfeamgs 105 25 loss loss NN cord-196129-3zfeamgs 105 26 of of IN cord-196129-3zfeamgs 105 27 information information NN cord-196129-3zfeamgs 105 28 . . . cord-196129-3zfeamgs 106 1 Also also RB cord-196129-3zfeamgs 106 2 , , , cord-196129-3zfeamgs 106 3 the the DT cord-196129-3zfeamgs 106 4 polynomial polynomial JJ cord-196129-3zfeamgs 106 5 degree degree NN cord-196129-3zfeamgs 106 6 is be VBZ cord-196129-3zfeamgs 106 7 directly directly RB cord-196129-3zfeamgs 106 8 related relate VBN cord-196129-3zfeamgs 106 9 to to IN cord-196129-3zfeamgs 106 10 the the DT cord-196129-3zfeamgs 106 11 bias bias NN cord-196129-3zfeamgs 106 12 - - HYPH cord-196129-3zfeamgs 106 13 variance variance NN cord-196129-3zfeamgs 106 14 tradeoff tradeoff NN cord-196129-3zfeamgs 106 15 ( ( -LRB- cord-196129-3zfeamgs 106 16 Geman Geman NNP cord-196129-3zfeamgs 106 17 et et NNP cord-196129-3zfeamgs 106 18 al al NNP cord-196129-3zfeamgs 106 19 . . NNP cord-196129-3zfeamgs 106 20 , , , cord-196129-3zfeamgs 106 21 2020 2020 CD cord-196129-3zfeamgs 106 22 ) ) -RRB- cord-196129-3zfeamgs 106 23 . . . cord-196129-3zfeamgs 107 1 That that RB cord-196129-3zfeamgs 107 2 is is RB cord-196129-3zfeamgs 107 3 , , , cord-196129-3zfeamgs 107 4 a a DT cord-196129-3zfeamgs 107 5 highorder highorder NN cord-196129-3zfeamgs 107 6 polynomial polynomial NN cord-196129-3zfeamgs 107 7 is be VBZ cord-196129-3zfeamgs 107 8 directly directly RB cord-196129-3zfeamgs 107 9 related relate VBN cord-196129-3zfeamgs 107 10 to to IN cord-196129-3zfeamgs 107 11 high high JJ cord-196129-3zfeamgs 107 12 variance variance NN cord-196129-3zfeamgs 107 13 , , , cord-196129-3zfeamgs 107 14 while while IN cord-196129-3zfeamgs 107 15 a a DT cord-196129-3zfeamgs 107 16 low low JJ cord-196129-3zfeamgs 107 17 - - HYPH cord-196129-3zfeamgs 107 18 order order NN cord-196129-3zfeamgs 107 19 polynomial polynomial NN cord-196129-3zfeamgs 107 20 describing describe VBG cord-196129-3zfeamgs 107 21 the the DT cord-196129-3zfeamgs 107 22 same same JJ cord-196129-3zfeamgs 107 23 model model NN cord-196129-3zfeamgs 107 24 has have VBZ cord-196129-3zfeamgs 107 25 low low JJ cord-196129-3zfeamgs 107 26 variance variance NN cord-196129-3zfeamgs 107 27 . . . cord-196129-3zfeamgs 108 1 On on IN cord-196129-3zfeamgs 108 2 the the DT cord-196129-3zfeamgs 108 3 other other JJ cord-196129-3zfeamgs 108 4 hand hand NN cord-196129-3zfeamgs 108 5 , , , cord-196129-3zfeamgs 108 6 high high JJ cord-196129-3zfeamgs 108 7 - - HYPH cord-196129-3zfeamgs 108 8 order order NN cord-196129-3zfeamgs 108 9 polynomials polynomial NNS cord-196129-3zfeamgs 108 10 have have VBP cord-196129-3zfeamgs 108 11 high high JJ cord-196129-3zfeamgs 108 12 determination determination NN cord-196129-3zfeamgs 108 13 and and CC cord-196129-3zfeamgs 108 14 therefore therefore RB cord-196129-3zfeamgs 108 15 low low JJ cord-196129-3zfeamgs 108 16 bias bias NN cord-196129-3zfeamgs 108 17 , , , cord-196129-3zfeamgs 108 18 while while IN cord-196129-3zfeamgs 108 19 low low JJ cord-196129-3zfeamgs 108 20 - - HYPH cord-196129-3zfeamgs 108 21 order order NN cord-196129-3zfeamgs 108 22 polynomials polynomial NNS cord-196129-3zfeamgs 108 23 have have VBP cord-196129-3zfeamgs 108 24 low low JJ cord-196129-3zfeamgs 108 25 determination determination NN cord-196129-3zfeamgs 108 26 that that WDT cord-196129-3zfeamgs 108 27 leads lead VBZ cord-196129-3zfeamgs 108 28 to to IN cord-196129-3zfeamgs 108 29 high high JJ cord-196129-3zfeamgs 108 30 bias bias NN cord-196129-3zfeamgs 108 31 . . . cord-196129-3zfeamgs 109 1 This this DT cord-196129-3zfeamgs 109 2 bias bias NN cord-196129-3zfeamgs 109 3 - - HYPH cord-196129-3zfeamgs 109 4 variance variance NN cord-196129-3zfeamgs 109 5 tradeoff tradeoff NN cord-196129-3zfeamgs 109 6 is be VBZ cord-196129-3zfeamgs 109 7 described describe VBN cord-196129-3zfeamgs 109 8 by by IN cord-196129-3zfeamgs 109 9 the the DT cord-196129-3zfeamgs 109 10 expression expression NN cord-196129-3zfeamgs 109 11 ( ( -LRB- cord-196129-3zfeamgs 109 12 Demertzis Demertzis NNP cord-196129-3zfeamgs 109 13 et et NNP cord-196129-3zfeamgs 109 14 al al NNP cord-196129-3zfeamgs 109 15 . . NNP cord-196129-3zfeamgs 109 16 , , , cord-196129-3zfeamgs 109 17 2020 2020 CD cord-196129-3zfeamgs 109 18 ) ) -RRB- cord-196129-3zfeamgs 109 19 : : : cord-196129-3zfeamgs 109 20 In in IN cord-196129-3zfeamgs 109 21 general general JJ cord-196129-3zfeamgs 109 22 , , , cord-196129-3zfeamgs 109 23 simple simple JJ cord-196129-3zfeamgs 109 24 models model NNS cord-196129-3zfeamgs 109 25 are be VBP cord-196129-3zfeamgs 109 26 described describe VBN cord-196129-3zfeamgs 109 27 by by IN cord-196129-3zfeamgs 109 28 small small JJ cord-196129-3zfeamgs 109 29 variance variance NN cord-196129-3zfeamgs 109 30 but but CC cord-196129-3zfeamgs 109 31 high high JJ cord-196129-3zfeamgs 109 32 determination determination NN cord-196129-3zfeamgs 109 33 , , , cord-196129-3zfeamgs 109 34 while while IN cord-196129-3zfeamgs 109 35 more more JJR cord-196129-3zfeamgs 109 36 complex complex JJ cord-196129-3zfeamgs 109 37 models model NNS cord-196129-3zfeamgs 109 38 by by IN cord-196129-3zfeamgs 109 39 small small JJ cord-196129-3zfeamgs 109 40 loss loss NN cord-196129-3zfeamgs 109 41 of of IN cord-196129-3zfeamgs 109 42 information information NN cord-196129-3zfeamgs 109 43 but but CC cord-196129-3zfeamgs 109 44 high high JJ cord-196129-3zfeamgs 109 45 variability variability NN cord-196129-3zfeamgs 109 46 ( ( -LRB- cord-196129-3zfeamgs 109 47 Geman Geman NNP cord-196129-3zfeamgs 109 48 et et FW cord-196129-3zfeamgs 109 49 al al NNP cord-196129-3zfeamgs 109 50 . . NNP cord-196129-3zfeamgs 109 51 , , , cord-196129-3zfeamgs 109 52 2020 2020 CD cord-196129-3zfeamgs 109 53 ) ) -RRB- cord-196129-3zfeamgs 109 54 , , , cord-196129-3zfeamgs 109 55 a a DT cord-196129-3zfeamgs 109 56 fact fact NN cord-196129-3zfeamgs 109 57 that that WDT cord-196129-3zfeamgs 109 58 validates validate VBZ cord-196129-3zfeamgs 109 59 the the DT cord-196129-3zfeamgs 109 60 bias bias NN cord-196129-3zfeamgs 109 61 - - HYPH cord-196129-3zfeamgs 109 62 variance variance NN cord-196129-3zfeamgs 109 63 trade trade NN cord-196129-3zfeamgs 109 64 - - HYPH cord-196129-3zfeamgs 109 65 off off RP cord-196129-3zfeamgs 109 66 rule rule NN cord-196129-3zfeamgs 109 67 . . . cord-196129-3zfeamgs 110 1 Within within IN cord-196129-3zfeamgs 110 2 this this DT cord-196129-3zfeamgs 110 3 context context NN cord-196129-3zfeamgs 110 4 , , , cord-196129-3zfeamgs 110 5 the the DT cord-196129-3zfeamgs 110 6 choice choice NN cord-196129-3zfeamgs 110 7 for for IN cord-196129-3zfeamgs 110 8 the the DT cord-196129-3zfeamgs 110 9 best good JJS cord-196129-3zfeamgs 110 10 model model NN cord-196129-3zfeamgs 110 11 requires require VBZ cord-196129-3zfeamgs 110 12 a a DT cord-196129-3zfeamgs 110 13 balance balance NN cord-196129-3zfeamgs 110 14 between between IN cord-196129-3zfeamgs 110 15 level level NN cord-196129-3zfeamgs 110 16 of of IN cord-196129-3zfeamgs 110 17 determination determination NN cord-196129-3zfeamgs 110 18 and and CC cord-196129-3zfeamgs 110 19 bias bias NN cord-196129-3zfeamgs 110 20 ( ( -LRB- cord-196129-3zfeamgs 110 21 Demertzis Demertzis NNP cord-196129-3zfeamgs 110 22 et et NNP cord-196129-3zfeamgs 110 23 al al NNP cord-196129-3zfeamgs 110 24 . . NNP cord-196129-3zfeamgs 110 25 , , , cord-196129-3zfeamgs 110 26 2020 2020 CD cord-196129-3zfeamgs 110 27 ) ) -RRB- cord-196129-3zfeamgs 110 28 . . . cord-196129-3zfeamgs 111 1 Also also RB cord-196129-3zfeamgs 111 2 in in IN cord-196129-3zfeamgs 111 3 cases case NNS cord-196129-3zfeamgs 111 4 of of IN cord-196129-3zfeamgs 111 5 variant variant JJ cord-196129-3zfeamgs 111 6 volatility volatility NN cord-196129-3zfeamgs 111 7 , , , cord-196129-3zfeamgs 111 8 parts part NNS cord-196129-3zfeamgs 111 9 of of IN cord-196129-3zfeamgs 111 10 non non JJ cord-196129-3zfeamgs 111 11 - - JJ cord-196129-3zfeamgs 111 12 linear linear JJ cord-196129-3zfeamgs 111 13 behavior behavior NN cord-196129-3zfeamgs 111 14 , , , cord-196129-3zfeamgs 111 15 temporary temporary JJ cord-196129-3zfeamgs 111 16 randomness randomness NN cord-196129-3zfeamgs 111 17 , , , cord-196129-3zfeamgs 111 18 and and CC cord-196129-3zfeamgs 111 19 generally generally RB cord-196129-3zfeamgs 111 20 irregular irregular JJ cord-196129-3zfeamgs 111 21 structure structure NN cord-196129-3zfeamgs 111 22 of of IN cord-196129-3zfeamgs 111 23 the the DT cord-196129-3zfeamgs 111 24 time time NN cord-196129-3zfeamgs 111 25 - - HYPH cord-196129-3zfeamgs 111 26 series series NN cord-196129-3zfeamgs 111 27 data datum NNS cord-196129-3zfeamgs 111 28 , , , cord-196129-3zfeamgs 111 29 the the DT cord-196129-3zfeamgs 111 30 polynomial polynomial JJ cord-196129-3zfeamgs 111 31 regression regression NN cord-196129-3zfeamgs 111 32 model model NN cord-196129-3zfeamgs 111 33 will will MD cord-196129-3zfeamgs 111 34 not not RB cord-196129-3zfeamgs 111 35 provide provide VB cord-196129-3zfeamgs 111 36 good good JJ cord-196129-3zfeamgs 111 37 fittings fitting NNS cord-196129-3zfeamgs 111 38 . . . cord-196129-3zfeamgs 112 1 This this DT cord-196129-3zfeamgs 112 2 is be VBZ cord-196129-3zfeamgs 112 3 the the DT cord-196129-3zfeamgs 112 4 main main JJ cord-196129-3zfeamgs 112 5 reason reason NN cord-196129-3zfeamgs 112 6 why why WRB cord-196129-3zfeamgs 112 7 polynomial polynomial JJ cord-196129-3zfeamgs 112 8 regression regression NN cord-196129-3zfeamgs 112 9 is be VBZ cord-196129-3zfeamgs 112 10 suitable suitable JJ cord-196129-3zfeamgs 112 11 for for IN cord-196129-3zfeamgs 112 12 modeling model VBG cord-196129-3zfeamgs 112 13 smoothed smooth VBN cord-196129-3zfeamgs 112 14 data datum NNS cord-196129-3zfeamgs 112 15 ( ( -LRB- cord-196129-3zfeamgs 112 16 Norusis Norusis NNP cord-196129-3zfeamgs 112 17 , , , cord-196129-3zfeamgs 112 18 2008 2008 CD cord-196129-3zfeamgs 112 19 ; ; : cord-196129-3zfeamgs 112 20 Walpole Walpole NNP cord-196129-3zfeamgs 112 21 et et NNP cord-196129-3zfeamgs 112 22 al al NNP cord-196129-3zfeamgs 112 23 . . NNP cord-196129-3zfeamgs 112 24 , , , cord-196129-3zfeamgs 112 25 2020 2020 CD cord-196129-3zfeamgs 112 26 ) ) -RRB- cord-196129-3zfeamgs 112 27 . . . cord-196129-3zfeamgs 113 1 Overall overall RB cord-196129-3zfeamgs 113 2 , , , cord-196129-3zfeamgs 113 3 provided provide VBN cord-196129-3zfeamgs 113 4 that that IN cord-196129-3zfeamgs 113 5 they -PRON- PRP cord-196129-3zfeamgs 113 6 yield yield VBP cord-196129-3zfeamgs 113 7 high high JJ cord-196129-3zfeamgs 113 8 determination determination NN cord-196129-3zfeamgs 113 9 , , , cord-196129-3zfeamgs 113 10 polynomial polynomial JJ cord-196129-3zfeamgs 113 11 regression regression NN cord-196129-3zfeamgs 113 12 models model NNS cord-196129-3zfeamgs 113 13 should should MD cord-196129-3zfeamgs 113 14 be be VB cord-196129-3zfeamgs 113 15 used use VBN cord-196129-3zfeamgs 113 16 in in IN cord-196129-3zfeamgs 113 17 typical typical JJ cord-196129-3zfeamgs 113 18 cases case NNS cord-196129-3zfeamgs 113 19 to to TO cord-196129-3zfeamgs 113 20 avoid avoid VB cord-196129-3zfeamgs 113 21 excessive excessive JJ cord-196129-3zfeamgs 113 22 solutions solution NNS cord-196129-3zfeamgs 113 23 leading lead VBG cord-196129-3zfeamgs 113 24 to to IN cord-196129-3zfeamgs 113 25 over over RB cord-196129-3zfeamgs 113 26 - - HYPH cord-196129-3zfeamgs 113 27 fitting fitting NN cord-196129-3zfeamgs 113 28 . . . cord-196129-3zfeamgs 114 1 In in IN cord-196129-3zfeamgs 114 2 contrast contrast NN cord-196129-3zfeamgs 114 3 , , , cord-196129-3zfeamgs 114 4 splines spline NNS cord-196129-3zfeamgs 114 5 regression regression NN cord-196129-3zfeamgs 114 6 applies apply VBZ cord-196129-3zfeamgs 114 7 low low JJ cord-196129-3zfeamgs 114 8 - - HYPH cord-196129-3zfeamgs 114 9 degree degree NN cord-196129-3zfeamgs 114 10 polynomial polynomial JJ cord-196129-3zfeamgs 114 11 fittings fitting NNS cord-196129-3zfeamgs 114 12 , , , cord-196129-3zfeamgs 114 13 avoiding avoid VBG cord-196129-3zfeamgs 114 14 thus thus RB cord-196129-3zfeamgs 114 15 the the DT cord-196129-3zfeamgs 114 16 Runge Runge NNP cord-196129-3zfeamgs 114 17 effect effect NN cord-196129-3zfeamgs 114 18 ( ( -LRB- cord-196129-3zfeamgs 114 19 Stone Stone NNP cord-196129-3zfeamgs 114 20 et et NNP cord-196129-3zfeamgs 114 21 al al NNP cord-196129-3zfeamgs 114 22 . . NNP cord-196129-3zfeamgs 114 23 , , , cord-196129-3zfeamgs 114 24 1997 1997 CD cord-196129-3zfeamgs 114 25 ) ) -RRB- cord-196129-3zfeamgs 114 26 describing describe VBG cord-196129-3zfeamgs 114 27 higher high JJR cord-196129-3zfeamgs 114 28 - - HYPH cord-196129-3zfeamgs 114 29 order order NN cord-196129-3zfeamgs 114 30 polynomial polynomial JJ cord-196129-3zfeamgs 114 31 approaches approach NNS cord-196129-3zfeamgs 114 32 . . . cord-196129-3zfeamgs 115 1 The the DT cord-196129-3zfeamgs 115 2 rationale rationale NN cord-196129-3zfeamgs 115 3 of of IN cord-196129-3zfeamgs 115 4 regression regression NN cord-196129-3zfeamgs 115 5 splines spline NNS cord-196129-3zfeamgs 115 6 is be VBZ cord-196129-3zfeamgs 115 7 based base VBN cord-196129-3zfeamgs 115 8 on on IN cord-196129-3zfeamgs 115 9 the the DT cord-196129-3zfeamgs 115 10 fact fact NN cord-196129-3zfeamgs 115 11 that that IN cord-196129-3zfeamgs 115 12 every every DT cord-196129-3zfeamgs 115 13 polynomial polynomial JJ cord-196129-3zfeamgs 115 14 function function NN cord-196129-3zfeamgs 115 15 can can MD cord-196129-3zfeamgs 115 16 be be VB cord-196129-3zfeamgs 115 17 written write VBN cord-196129-3zfeamgs 115 18 as as IN cord-196129-3zfeamgs 115 19 a a DT cord-196129-3zfeamgs 115 20 linear linear JJ cord-196129-3zfeamgs 115 21 combination combination NN cord-196129-3zfeamgs 115 22 of of IN cord-196129-3zfeamgs 115 23 simpler simple JJR cord-196129-3zfeamgs 115 24 functions function NNS cord-196129-3zfeamgs 115 25 ( ( -LRB- cord-196129-3zfeamgs 115 26 Geman Geman NNP cord-196129-3zfeamgs 115 27 et et NNP cord-196129-3zfeamgs 115 28 al al NNP cord-196129-3zfeamgs 115 29 . . NNP cord-196129-3zfeamgs 115 30 , , , cord-196129-3zfeamgs 115 31 2020 2020 CD cord-196129-3zfeamgs 115 32 ) ) -RRB- cord-196129-3zfeamgs 115 33 . . . cord-196129-3zfeamgs 116 1 The the DT cord-196129-3zfeamgs 116 2 range range NN cord-196129-3zfeamgs 116 3 of of IN cord-196129-3zfeamgs 116 4 the the DT cord-196129-3zfeamgs 116 5 independent independent JJ cord-196129-3zfeamgs 116 6 variable variable NN cord-196129-3zfeamgs 116 7 is be VBZ cord-196129-3zfeamgs 116 8 divided divide VBN cord-196129-3zfeamgs 116 9 into into IN cord-196129-3zfeamgs 116 10 " " `` cord-196129-3zfeamgs 116 11 knots knot NNS cord-196129-3zfeamgs 116 12 " " '' cord-196129-3zfeamgs 116 13 , , , cord-196129-3zfeamgs 116 14 which which WDT cord-196129-3zfeamgs 116 15 define define VBP cord-196129-3zfeamgs 116 16 the the DT cord-196129-3zfeamgs 116 17 end end NN cord-196129-3zfeamgs 116 18 of of IN cord-196129-3zfeamgs 116 19 one one CD cord-196129-3zfeamgs 116 20 spline spline NN cord-196129-3zfeamgs 116 21 part part NN cord-196129-3zfeamgs 116 22 and and CC cord-196129-3zfeamgs 116 23 the the DT cord-196129-3zfeamgs 116 24 beginning beginning NN cord-196129-3zfeamgs 116 25 of of IN cord-196129-3zfeamgs 116 26 the the DT cord-196129-3zfeamgs 116 27 next next JJ cord-196129-3zfeamgs 116 28 . . . cord-196129-3zfeamgs 117 1 Overall overall RB cord-196129-3zfeamgs 117 2 , , , cord-196129-3zfeamgs 117 3 the the DT cord-196129-3zfeamgs 117 4 splines spline NNS cord-196129-3zfeamgs 117 5 are be VBP cord-196129-3zfeamgs 117 6 defined define VBN cord-196129-3zfeamgs 117 7 so so IN cord-196129-3zfeamgs 117 8 that that IN cord-196129-3zfeamgs 117 9 the the DT cord-196129-3zfeamgs 117 10 resulting result VBG cord-196129-3zfeamgs 117 11 fitting fitting JJ cord-196129-3zfeamgs 117 12 curve curve NN cord-196129-3zfeamgs 117 13 to to TO cord-196129-3zfeamgs 117 14 be be VB cord-196129-3zfeamgs 117 15 smooth smooth JJ cord-196129-3zfeamgs 117 16 and and CC cord-196129-3zfeamgs 117 17 continuous continuous JJ cord-196129-3zfeamgs 117 18 , , , cord-196129-3zfeamgs 117 19 thus thus RB cord-196129-3zfeamgs 117 20 limiting limit VBG cord-196129-3zfeamgs 117 21 the the DT cord-196129-3zfeamgs 117 22 variable variable NN cord-196129-3zfeamgs 117 23 to to TO cord-196129-3zfeamgs 117 24 be be VB cord-196129-3zfeamgs 117 25 linear linear JJ cord-196129-3zfeamgs 117 26 at at IN cord-196129-3zfeamgs 117 27 the the DT cord-196129-3zfeamgs 117 28 edges edge NNS cord-196129-3zfeamgs 118 1 ( ( -LRB- cord-196129-3zfeamgs 118 2 Demertzis Demertzis NNP cord-196129-3zfeamgs 118 3 et et NNP cord-196129-3zfeamgs 118 4 al al NNP cord-196129-3zfeamgs 118 5 . . NNP cord-196129-3zfeamgs 118 6 , , , cord-196129-3zfeamgs 118 7 2020 2020 CD cord-196129-3zfeamgs 118 8 ) ) -RRB- cord-196129-3zfeamgs 118 9 . . . cord-196129-3zfeamgs 119 1 For for IN cord-196129-3zfeamgs 119 2 instance instance NN cord-196129-3zfeamgs 119 3 , , , cord-196129-3zfeamgs 119 4 the the DT cord-196129-3zfeamgs 119 5 expression expression NN cord-196129-3zfeamgs 119 6 : : : cord-196129-3zfeamgs 119 7 _SP cord-196129-3zfeamgs 120 1 Creating create VBG cord-196129-3zfeamgs 120 2 a a DT cord-196129-3zfeamgs 120 3 spline spline NN cord-196129-3zfeamgs 120 4 requires require VBZ cord-196129-3zfeamgs 120 5 defining define VBG cord-196129-3zfeamgs 120 6 knots knot NNS cord-196129-3zfeamgs 120 7 on on IN cord-196129-3zfeamgs 120 8 the the DT cord-196129-3zfeamgs 120 9 spline spline NN cord-196129-3zfeamgs 120 10 curve curve NN cord-196129-3zfeamgs 120 11 so so IN cord-196129-3zfeamgs 120 12 that that IN cord-196129-3zfeamgs 120 13 to to TO cord-196129-3zfeamgs 120 14 be be VB cord-196129-3zfeamgs 120 15 as as RB cord-196129-3zfeamgs 120 16 smooth smooth JJ cord-196129-3zfeamgs 120 17 as as IN cord-196129-3zfeamgs 120 18 possible possible JJ cord-196129-3zfeamgs 120 19 . . . cord-196129-3zfeamgs 121 1 Two two CD cord-196129-3zfeamgs 121 2 choices choice NNS cord-196129-3zfeamgs 121 3 are be VBP cord-196129-3zfeamgs 121 4 here here RB cord-196129-3zfeamgs 121 5 required require VBN cord-196129-3zfeamgs 121 6 ; ; : cord-196129-3zfeamgs 121 7 the the DT cord-196129-3zfeamgs 121 8 first first JJ cord-196129-3zfeamgs 121 9 is be VBZ cord-196129-3zfeamgs 121 10 to to TO cord-196129-3zfeamgs 121 11 define define VB cord-196129-3zfeamgs 121 12 the the DT cord-196129-3zfeamgs 121 13 number number NN cord-196129-3zfeamgs 121 14 and and CC cord-196129-3zfeamgs 121 15 position position NN cord-196129-3zfeamgs 121 16 of of IN cord-196129-3zfeamgs 121 17 knots knot NNS cord-196129-3zfeamgs 121 18 and and CC cord-196129-3zfeamgs 121 19 the the DT cord-196129-3zfeamgs 121 20 second second JJ cord-196129-3zfeamgs 121 21 to to TO cord-196129-3zfeamgs 121 22 define define VB cord-196129-3zfeamgs 121 23 the the DT cord-196129-3zfeamgs 121 24 degree degree NN cord-196129-3zfeamgs 121 25 of of IN cord-196129-3zfeamgs 121 26 polynomial polynomial NN cord-196129-3zfeamgs 121 27 fitted fit VBN cord-196129-3zfeamgs 121 28 to to IN cord-196129-3zfeamgs 121 29 the the DT cord-196129-3zfeamgs 121 30 interval interval NN cord-196129-3zfeamgs 121 31 defined define VBN cord-196129-3zfeamgs 121 32 between between IN cord-196129-3zfeamgs 121 33 successive successive JJ cord-196129-3zfeamgs 121 34 nodes node NNS cord-196129-3zfeamgs 121 35 ( ( -LRB- cord-196129-3zfeamgs 121 36 Demertzis Demertzis NNP cord-196129-3zfeamgs 121 37 et et NNP cord-196129-3zfeamgs 121 38 al al NNP cord-196129-3zfeamgs 121 39 . . NNP cord-196129-3zfeamgs 121 40 , , , cord-196129-3zfeamgs 121 41 2020 2020 CD cord-196129-3zfeamgs 121 42 ) ) -RRB- cord-196129-3zfeamgs 121 43 . . . cord-196129-3zfeamgs 122 1 The the DT cord-196129-3zfeamgs 122 2 major major JJ cord-196129-3zfeamgs 122 3 demand demand NN cord-196129-3zfeamgs 122 4 is be VBZ cord-196129-3zfeamgs 122 5 to to TO cord-196129-3zfeamgs 122 6 define define VB cord-196129-3zfeamgs 122 7 individual individual JJ cord-196129-3zfeamgs 122 8 curves curve NNS cord-196129-3zfeamgs 122 9 so so IN cord-196129-3zfeamgs 122 10 that that IN cord-196129-3zfeamgs 122 11 to to TO cord-196129-3zfeamgs 122 12 intersect intersect VB cord-196129-3zfeamgs 122 13 in in IN cord-196129-3zfeamgs 122 14 a a DT cord-196129-3zfeamgs 122 15 " " `` cord-196129-3zfeamgs 122 16 smoothly smoothly RB cord-196129-3zfeamgs 122 17 " " '' cord-196129-3zfeamgs 122 18 way way NN cord-196129-3zfeamgs 122 19 . . . cord-196129-3zfeamgs 123 1 Therefore therefore RB cord-196129-3zfeamgs 123 2 , , , cord-196129-3zfeamgs 123 3 a a DT cord-196129-3zfeamgs 123 4 spline spline NN cord-196129-3zfeamgs 123 5 function function NN cord-196129-3zfeamgs 123 6 is be VBZ cord-196129-3zfeamgs 123 7 a a DT cord-196129-3zfeamgs 123 8 group group NN cord-196129-3zfeamgs 123 9 of of IN cord-196129-3zfeamgs 123 10 " " `` cord-196129-3zfeamgs 123 11 smoothly smoothly RB cord-196129-3zfeamgs 123 12 connected connect VBN cord-196129-3zfeamgs 123 13 " " `` cord-196129-3zfeamgs 123 14 square square JJ cord-196129-3zfeamgs 123 15 polynomials polynomial NNS cord-196129-3zfeamgs 123 16 , , , cord-196129-3zfeamgs 123 17 implying imply VBG cord-196129-3zfeamgs 123 18 that that IN cord-196129-3zfeamgs 123 19 , , , cord-196129-3zfeamgs 123 20 for for IN cord-196129-3zfeamgs 123 21 polynomials polynomial NNS cord-196129-3zfeamgs 123 22 of of IN cord-196129-3zfeamgs 123 23 degree degree NN cord-196129-3zfeamgs 123 24 m m NN cord-196129-3zfeamgs 123 25 , , , cord-196129-3zfeamgs 123 26 both both CC cord-196129-3zfeamgs 123 27 the the DT cord-196129-3zfeamgs 123 28 spline spline NN cord-196129-3zfeamgs 123 29 function function NN cord-196129-3zfeamgs 123 30 and and CC cord-196129-3zfeamgs 123 31 their -PRON- PRP$ cord-196129-3zfeamgs 123 32 first first JJ cord-196129-3zfeamgs 123 33 derivatives derivative NNS cord-196129-3zfeamgs 123 34 m-1 m-1 NNP cord-196129-3zfeamgs 123 35 should should MD cord-196129-3zfeamgs 123 36 be be VB cord-196129-3zfeamgs 123 37 continuous continuous JJ cord-196129-3zfeamgs 123 38 at at IN cord-196129-3zfeamgs 123 39 the the DT cord-196129-3zfeamgs 123 40 knots knot NNS cord-196129-3zfeamgs 123 41 . . . cord-196129-3zfeamgs 124 1 In in IN cord-196129-3zfeamgs 124 2 case case NN cord-196129-3zfeamgs 124 3 that that IN cord-196129-3zfeamgs 124 4 k k NN cord-196129-3zfeamgs 124 5 knots knot NNS cord-196129-3zfeamgs 124 6 are be VBP cord-196129-3zfeamgs 124 7 used use VBN cord-196129-3zfeamgs 124 8 , , , cord-196129-3zfeamgs 124 9 fitting fit VBG cord-196129-3zfeamgs 124 10 a a DT cord-196129-3zfeamgs 124 11 polynomial polynomial NN cord-196129-3zfeamgs 124 12 of of IN cord-196129-3zfeamgs 124 13 degree degree NN cord-196129-3zfeamgs 124 14 m m NNP cord-196129-3zfeamgs 124 15 requires require VBZ cord-196129-3zfeamgs 124 16 estimating estimate VBG cord-196129-3zfeamgs 124 17 k+m-1 k+m-1 NNP cord-196129-3zfeamgs 124 18 regression regression NN cord-196129-3zfeamgs 124 19 parameters parameter NNS cord-196129-3zfeamgs 124 20 . . . cord-196129-3zfeamgs 124 21 _SP cord-196129-3zfeamgs 124 22 . . . cord-196129-3zfeamgs 125 1 Either either CC cord-196129-3zfeamgs 125 2 a a DT cord-196129-3zfeamgs 125 3 few few JJ cord-196129-3zfeamgs 125 4 in in IN cord-196129-3zfeamgs 125 5 number number NN cord-196129-3zfeamgs 125 6 intervals interval NNS cord-196129-3zfeamgs 125 7 K K NNP cord-196129-3zfeamgs 125 8 or or CC cord-196129-3zfeamgs 125 9 low low JJ cord-196129-3zfeamgs 125 10 polynomial polynomial JJ cord-196129-3zfeamgs 125 11 - - HYPH cord-196129-3zfeamgs 125 12 order order NN cord-196129-3zfeamgs 125 13 M-1 M-1 NNP cord-196129-3zfeamgs 125 14 implies imply VBZ cord-196129-3zfeamgs 125 15 high high JJ cord-196129-3zfeamgs 125 16 bias bias NN cord-196129-3zfeamgs 125 17 , , , cord-196129-3zfeamgs 125 18 whereas whereas IN cord-196129-3zfeamgs 125 19 the the DT cord-196129-3zfeamgs 125 20 opposite opposite NN cord-196129-3zfeamgs 125 21 expresses express VBZ cord-196129-3zfeamgs 125 22 σημαίνει σημαίνει JJ cord-196129-3zfeamgs 125 23 high high JJ cord-196129-3zfeamgs 125 24 variance variance NN cord-196129-3zfeamgs 125 25 . . . cord-196129-3zfeamgs 126 1 It -PRON- PRP cord-196129-3zfeamgs 126 2 has have VBZ cord-196129-3zfeamgs 126 3 been be VBN cord-196129-3zfeamgs 126 4 empirically empirically RB cord-196129-3zfeamgs 126 5 shown show VBN cord-196129-3zfeamgs 126 6 that that IN cord-196129-3zfeamgs 126 7 five five CD cord-196129-3zfeamgs 126 8 knots knot NNS cord-196129-3zfeamgs 126 9 suffice suffice VBP cord-196129-3zfeamgs 126 10 to to TO cord-196129-3zfeamgs 126 11 create create VB cord-196129-3zfeamgs 126 12 several several JJ cord-196129-3zfeamgs 126 13 non non JJ cord-196129-3zfeamgs 126 14 - - JJ cord-196129-3zfeamgs 126 15 linear linear JJ cord-196129-3zfeamgs 126 16 paths path NNS cord-196129-3zfeamgs 126 17 ( ( -LRB- cord-196129-3zfeamgs 126 18 Demertzis Demertzis NNP cord-196129-3zfeamgs 126 19 et et NNP cord-196129-3zfeamgs 126 20 al al NNP cord-196129-3zfeamgs 126 21 . . NNP cord-196129-3zfeamgs 126 22 , , , cord-196129-3zfeamgs 126 23 2020 2020 CD cord-196129-3zfeamgs 126 24 ) ) -RRB- cord-196129-3zfeamgs 126 25 . . . cord-196129-3zfeamgs 127 1 In in IN cord-196129-3zfeamgs 127 2 practice practice NN cord-196129-3zfeamgs 127 3 , , , cord-196129-3zfeamgs 127 4 cubic cubic JJ cord-196129-3zfeamgs 127 5 splines spline NNS cord-196129-3zfeamgs 127 6 ( ( -LRB- cord-196129-3zfeamgs 127 7 i.e. i.e. FW cord-196129-3zfeamgs 127 8 third third JJ cord-196129-3zfeamgs 127 9 - - HYPH cord-196129-3zfeamgs 127 10 order order NN cord-196129-3zfeamgs 127 11 polynomials polynomial NNS cord-196129-3zfeamgs 127 12 ) ) -RRB- cord-196129-3zfeamgs 127 13 are be VBP cord-196129-3zfeamgs 127 14 commonly commonly RB cord-196129-3zfeamgs 127 15 used use VBN cord-196129-3zfeamgs 127 16 , , , cord-196129-3zfeamgs 127 17 which which WDT cord-196129-3zfeamgs 127 18 allow allow VBP cord-196129-3zfeamgs 127 19 modeling model VBG cord-196129-3zfeamgs 127 20 the the DT cord-196129-3zfeamgs 127 21 curve curve NN cord-196129-3zfeamgs 127 22 structures structure NNS cord-196129-3zfeamgs 127 23 and and CC cord-196129-3zfeamgs 127 24 simultaneously simultaneously RB cord-196129-3zfeamgs 127 25 provide provide VB cord-196129-3zfeamgs 127 26 sufficient sufficient JJ cord-196129-3zfeamgs 127 27 fitting fitting JJ cord-196129-3zfeamgs 127 28 flexibility flexibility NN cord-196129-3zfeamgs 127 29 , , , cord-196129-3zfeamgs 127 30 whereas whereas IN cord-196129-3zfeamgs 127 31 they -PRON- PRP cord-196129-3zfeamgs 127 32 do do VBP cord-196129-3zfeamgs 127 33 not not RB cord-196129-3zfeamgs 127 34 require require VB cord-196129-3zfeamgs 127 35 as as IN cord-196129-3zfeamgs 127 36 many many JJ cord-196129-3zfeamgs 127 37 degrees degree NNS cord-196129-3zfeamgs 127 38 of of IN cord-196129-3zfeamgs 127 39 freedom freedom NN cord-196129-3zfeamgs 127 40 as as IN cord-196129-3zfeamgs 127 41 higher high JJR cord-196129-3zfeamgs 127 42 - - HYPH cord-196129-3zfeamgs 127 43 order order NN cord-196129-3zfeamgs 127 44 splines spline NNS cord-196129-3zfeamgs 127 45 do do VBP cord-196129-3zfeamgs 127 46 ( ( -LRB- cord-196129-3zfeamgs 127 47 Geman Geman NNP cord-196129-3zfeamgs 127 48 et et NNP cord-196129-3zfeamgs 127 49 al al NNP cord-196129-3zfeamgs 127 50 . . NNP cord-196129-3zfeamgs 127 51 , , , cord-196129-3zfeamgs 127 52 2020 2020 CD cord-196129-3zfeamgs 127 53 ; ; : cord-196129-3zfeamgs 127 54 Demertzis Demertzis NNP cord-196129-3zfeamgs 127 55 et et NNP cord-196129-3zfeamgs 127 56 al al NNP cord-196129-3zfeamgs 127 57 . . NNP cord-196129-3zfeamgs 127 58 , , , cord-196129-3zfeamgs 127 59 2020 2020 CD cord-196129-3zfeamgs 127 60 ) ) -RRB- cord-196129-3zfeamgs 127 61 . . . cord-196129-3zfeamgs 128 1 To to TO cord-196129-3zfeamgs 128 2 estimate estimate VB cord-196129-3zfeamgs 128 3 the the DT cord-196129-3zfeamgs 128 4 regression regression NN cord-196129-3zfeamgs 128 5 splines spline NNS cord-196129-3zfeamgs 128 6 , , , cord-196129-3zfeamgs 128 7 we -PRON- PRP cord-196129-3zfeamgs 128 8 define define VBP cord-196129-3zfeamgs 128 9 the the DT cord-196129-3zfeamgs 128 10 Χ χ CD cord-196129-3zfeamgs 128 11 matrix matrix NN cord-196129-3zfeamgs 128 12 as as IN cord-196129-3zfeamgs 128 13 follows follow VBZ cord-196129-3zfeamgs 128 14 ( ( -LRB- cord-196129-3zfeamgs 128 15 Geman Geman NNP cord-196129-3zfeamgs 128 16 et et NNP cord-196129-3zfeamgs 128 17 al al NNP cord-196129-3zfeamgs 128 18 . . NNP cord-196129-3zfeamgs 128 19 , , , cord-196129-3zfeamgs 128 20 2020 2020 CD cord-196129-3zfeamgs 128 21 ) ) -RRB- cord-196129-3zfeamgs 128 22 : : : cord-196129-3zfeamgs 129 1 The the DT cord-196129-3zfeamgs 129 2 criterion criterion NN cord-196129-3zfeamgs 129 3 used use VBN cord-196129-3zfeamgs 129 4 in in IN cord-196129-3zfeamgs 129 5 this this DT cord-196129-3zfeamgs 129 6 paper paper NN cord-196129-3zfeamgs 129 7 to to TO cord-196129-3zfeamgs 129 8 define define VB cord-196129-3zfeamgs 129 9 the the DT cord-196129-3zfeamgs 129 10 spline spline NN cord-196129-3zfeamgs 129 11 knots knot NNS cord-196129-3zfeamgs 129 12 is be VBZ cord-196129-3zfeamgs 129 13 based base VBN cord-196129-3zfeamgs 129 14 on on IN cord-196129-3zfeamgs 129 15 a a DT cord-196129-3zfeamgs 129 16 recent recent JJ cord-196129-3zfeamgs 129 17 methodology methodology NN cord-196129-3zfeamgs 129 18 proposed propose VBN cord-196129-3zfeamgs 129 19 by by IN cord-196129-3zfeamgs 129 20 the the DT cord-196129-3zfeamgs 129 21 authors author NNS cord-196129-3zfeamgs 129 22 of of IN cord-196129-3zfeamgs 129 23 this this DT cord-196129-3zfeamgs 129 24 paper paper NN cord-196129-3zfeamgs 129 25 ( ( -LRB- cord-196129-3zfeamgs 129 26 Tsiotas Tsiotas NNP cord-196129-3zfeamgs 129 27 and and CC cord-196129-3zfeamgs 129 28 Magafas Magafas NNP cord-196129-3zfeamgs 129 29 , , , cord-196129-3zfeamgs 129 30 2020 2020 CD cord-196129-3zfeamgs 129 31 ; ; : cord-196129-3zfeamgs 129 32 Demertzis Demertzis NNP cord-196129-3zfeamgs 129 33 et et NNP cord-196129-3zfeamgs 129 34 al al NNP cord-196129-3zfeamgs 129 35 . . NNP cord-196129-3zfeamgs 129 36 2020 2020 CD cord-196129-3zfeamgs 129 37 ) ) -RRB- cord-196129-3zfeamgs 129 38 , , , cord-196129-3zfeamgs 129 39 which which WDT cord-196129-3zfeamgs 129 40 builds build VBZ cord-196129-3zfeamgs 129 41 on on IN cord-196129-3zfeamgs 129 42 complex complex JJ cord-196129-3zfeamgs 129 43 network network NN cord-196129-3zfeamgs 129 44 analysis analysis NN cord-196129-3zfeamgs 129 45 to to TO cord-196129-3zfeamgs 129 46 evaluate evaluate VB cord-196129-3zfeamgs 129 47 the the DT cord-196129-3zfeamgs 129 48 effectiveness effectiveness NN cord-196129-3zfeamgs 129 49 of of IN cord-196129-3zfeamgs 129 50 the the DT cord-196129-3zfeamgs 129 51 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 129 52 temporal temporal JJ cord-196129-3zfeamgs 129 53 spread spread NN cord-196129-3zfeamgs 129 54 in in IN cord-196129-3zfeamgs 129 55 Greece Greece NNP cord-196129-3zfeamgs 129 56 . . . cord-196129-3zfeamgs 130 1 The the DT cord-196129-3zfeamgs 130 2 analysis analysis NN cord-196129-3zfeamgs 130 3 revealed reveal VBD cord-196129-3zfeamgs 130 4 five five CD cord-196129-3zfeamgs 130 5 distinct distinct JJ cord-196129-3zfeamgs 130 6 parts part NNS cord-196129-3zfeamgs 130 7 in in IN cord-196129-3zfeamgs 130 8 the the DT cord-196129-3zfeamgs 130 9 structure structure NN cord-196129-3zfeamgs 130 10 of of IN cord-196129-3zfeamgs 130 11 the the DT cord-196129-3zfeamgs 130 12 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 130 13 infection infection NN cord-196129-3zfeamgs 130 14 curve curve NN cord-196129-3zfeamgs 130 15 , , , cord-196129-3zfeamgs 130 16 which which WDT cord-196129-3zfeamgs 130 17 are be VBP cord-196129-3zfeamgs 130 18 defined define VBN cord-196129-3zfeamgs 130 19 by by IN cord-196129-3zfeamgs 130 20 the the DT cord-196129-3zfeamgs 130 21 intervals interval NNS cord-196129-3zfeamgs 130 22 Q1= Q1= NNP cord-196129-3zfeamgs 130 23 [ [ -LRB- cord-196129-3zfeamgs 130 24 1 1 CD cord-196129-3zfeamgs 130 25 − − CD cord-196129-3zfeamgs 130 26 4 4 CD cord-196129-3zfeamgs 130 27 ] ] -RRB- cord-196129-3zfeamgs 131 1 ⋃ ⋃ ADD cord-196129-3zfeamgs 131 2 [ [ -LRB- cord-196129-3zfeamgs 131 3 9 9 CD cord-196129-3zfeamgs 131 4 − − CD cord-196129-3zfeamgs 131 5 19 19 CD cord-196129-3zfeamgs 131 6 ] ] -RRB- cord-196129-3zfeamgs 131 7 , , . cord-196129-3zfeamgs 132 1 Q2= Q2= NNP cord-196129-3zfeamgs 133 1 [ [ -LRB- cord-196129-3zfeamgs 133 2 5 5 CD cord-196129-3zfeamgs 133 3 ] ] -RRB- cord-196129-3zfeamgs 133 4 [ [ -LRB- cord-196129-3zfeamgs 133 5 6 6 CD cord-196129-3zfeamgs 133 6 ] ] -RRB- cord-196129-3zfeamgs 133 7 [ [ -LRB- cord-196129-3zfeamgs 133 8 7 7 CD cord-196129-3zfeamgs 133 9 ] ] -RRB- cord-196129-3zfeamgs 133 10 [ [ -LRB- cord-196129-3zfeamgs 133 11 8 8 CD cord-196129-3zfeamgs 133 12 ] ] -RRB- cord-196129-3zfeamgs 133 13 , , . cord-196129-3zfeamgs 134 1 Q3= Q3= NNP cord-196129-3zfeamgs 134 2 [ [ -LRB- cord-196129-3zfeamgs 134 3 20 20 CD cord-196129-3zfeamgs 134 4 ] ] -RRB- cord-196129-3zfeamgs 135 1 [ [ -LRB- cord-196129-3zfeamgs 135 2 21 21 CD cord-196129-3zfeamgs 135 3 ] ] -RRB- cord-196129-3zfeamgs 135 4 [ [ -LRB- cord-196129-3zfeamgs 135 5 22 22 CD cord-196129-3zfeamgs 135 6 ] ] -RRB- cord-196129-3zfeamgs 135 7 [ [ -LRB- cord-196129-3zfeamgs 135 8 23 23 CD cord-196129-3zfeamgs 135 9 ] ] -RRB- cord-196129-3zfeamgs 136 1 [ [ -LRB- cord-196129-3zfeamgs 136 2 24 24 CD cord-196129-3zfeamgs 136 3 ] ] -RRB- cord-196129-3zfeamgs 136 4 [ [ -LRB- cord-196129-3zfeamgs 136 5 25 25 CD cord-196129-3zfeamgs 136 6 ] ] -RRB- cord-196129-3zfeamgs 136 7 [ [ -LRB- cord-196129-3zfeamgs 136 8 26 26 CD cord-196129-3zfeamgs 136 9 ] ] -RRB- cord-196129-3zfeamgs 136 10 , , , cord-196129-3zfeamgs 136 11 Q4= Q4= NNP cord-196129-3zfeamgs 136 12 [ [ -LRB- cord-196129-3zfeamgs 136 13 27 27 CD cord-196129-3zfeamgs 136 14 ] ] -RRB- cord-196129-3zfeamgs 136 15 [ [ -LRB- cord-196129-3zfeamgs 136 16 28 28 CD cord-196129-3zfeamgs 136 17 ] ] -RRB- cord-196129-3zfeamgs 136 18 [ [ -LRB- cord-196129-3zfeamgs 136 19 29 29 CD cord-196129-3zfeamgs 136 20 ] ] -RRB- cord-196129-3zfeamgs 137 1 [ [ -LRB- cord-196129-3zfeamgs 137 2 30 30 CD cord-196129-3zfeamgs 137 3 ] ] -RRB- cord-196129-3zfeamgs 137 4 [ [ -LRB- cord-196129-3zfeamgs 137 5 31 31 CD cord-196129-3zfeamgs 137 6 ] ] -RRB- cord-196129-3zfeamgs 138 1 [ [ -LRB- cord-196129-3zfeamgs 138 2 32 32 CD cord-196129-3zfeamgs 138 3 ] ] -RRB- cord-196129-3zfeamgs 138 4 , , , cord-196129-3zfeamgs 138 5 and and CC cord-196129-3zfeamgs 138 6 Q5=[33 Q5=[33 NNP cord-196129-3zfeamgs 138 7 -43 -43 NNP cord-196129-3zfeamgs 138 8 ] ] -RRB- cord-196129-3zfeamgs 138 9 . . . cord-196129-3zfeamgs 139 1 In in IN cord-196129-3zfeamgs 139 2 this this DT cord-196129-3zfeamgs 139 3 outcome outcome NN cord-196129-3zfeamgs 139 4 , , , cord-196129-3zfeamgs 139 5 the the DT cord-196129-3zfeamgs 139 6 definition definition NN cord-196129-3zfeamgs 139 7 of of IN cord-196129-3zfeamgs 139 8 the the DT cord-196129-3zfeamgs 139 9 non non JJ cord-196129-3zfeamgs 139 10 - - JJ cord-196129-3zfeamgs 139 11 convex convex JJ cord-196129-3zfeamgs 139 12 Q1 Q1 NNP cord-196129-3zfeamgs 139 13 interval interval NN cord-196129-3zfeamgs 139 14 , , , cord-196129-3zfeamgs 139 15 which which WDT cord-196129-3zfeamgs 139 16 is be VBZ cord-196129-3zfeamgs 139 17 impossible impossible JJ cord-196129-3zfeamgs 139 18 to to TO cord-196129-3zfeamgs 139 19 detect detect VB cord-196129-3zfeamgs 139 20 by by IN cord-196129-3zfeamgs 139 21 other other JJ cord-196129-3zfeamgs 139 22 either either CC cord-196129-3zfeamgs 139 23 linear linear NN cord-196129-3zfeamgs 139 24 of of IN cord-196129-3zfeamgs 139 25 non non JJ cord-196129-3zfeamgs 139 26 - - JJ cord-196129-3zfeamgs 139 27 linear linear JJ cord-196129-3zfeamgs 139 28 time time NN cord-196129-3zfeamgs 139 29 - - HYPH cord-196129-3zfeamgs 139 30 series series NN cord-196129-3zfeamgs 139 31 approaches approach NNS cord-196129-3zfeamgs 139 32 , , , cord-196129-3zfeamgs 139 33 illustrates illustrate VBZ cord-196129-3zfeamgs 139 34 the the DT cord-196129-3zfeamgs 139 35 added add VBN cord-196129-3zfeamgs 139 36 value value NN cord-196129-3zfeamgs 139 37 of of IN cord-196129-3zfeamgs 139 38 the the DT cord-196129-3zfeamgs 139 39 proposed propose VBN cord-196129-3zfeamgs 139 40 methodology methodology NN cord-196129-3zfeamgs 139 41 . . . cord-196129-3zfeamgs 140 1 To to TO cord-196129-3zfeamgs 140 2 predict predict VB cord-196129-3zfeamgs 140 3 the the DT cord-196129-3zfeamgs 140 4 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 140 5 temporal temporal JJ cord-196129-3zfeamgs 140 6 spread spread NN cord-196129-3zfeamgs 140 7 in in IN cord-196129-3zfeamgs 140 8 Greece Greece NNP cord-196129-3zfeamgs 140 9 within within IN cord-196129-3zfeamgs 140 10 the the DT cord-196129-3zfeamgs 140 11 best good JJS cord-196129-3zfeamgs 140 12 possible possible JJ cord-196129-3zfeamgs 140 13 determination determination NN cord-196129-3zfeamgs 140 14 ability ability NN cord-196129-3zfeamgs 140 15 , , , cord-196129-3zfeamgs 140 16 we -PRON- PRP cord-196129-3zfeamgs 140 17 apply apply VBP cord-196129-3zfeamgs 140 18 a a DT cord-196129-3zfeamgs 140 19 combined combined JJ cord-196129-3zfeamgs 140 20 model model NN cord-196129-3zfeamgs 140 21 of of IN cord-196129-3zfeamgs 140 22 complex complex JJ cord-196129-3zfeamgs 140 23 - - HYPH cord-196129-3zfeamgs 140 24 network network NN cord-196129-3zfeamgs 140 25 defined define VBN cord-196129-3zfeamgs 140 26 splines spline NNS cord-196129-3zfeamgs 140 27 , , , cord-196129-3zfeamgs 140 28 as as IN cord-196129-3zfeamgs 140 29 proposed propose VBN cord-196129-3zfeamgs 140 30 by by IN cord-196129-3zfeamgs 140 31 Demertzis Demertzis NNP cord-196129-3zfeamgs 140 32 et et NNP cord-196129-3zfeamgs 140 33 al al NNP cord-196129-3zfeamgs 140 34 ( ( -LRB- cord-196129-3zfeamgs 140 35 2020 2020 CD cord-196129-3zfeamgs 140 36 ) ) -RRB- cord-196129-3zfeamgs 140 37 . . . cord-196129-3zfeamgs 141 1 In in IN cord-196129-3zfeamgs 141 2 particular particular JJ cord-196129-3zfeamgs 141 3 , , , cord-196129-3zfeamgs 141 4 on on IN cord-196129-3zfeamgs 141 5 the the DT cord-196129-3zfeamgs 141 6 available available JJ cord-196129-3zfeamgs 141 7 set set NN cord-196129-3zfeamgs 141 8 of of IN cord-196129-3zfeamgs 141 9 time time NN cord-196129-3zfeamgs 141 10 - - HYPH cord-196129-3zfeamgs 141 11 series series NN cord-196129-3zfeamgs 141 12 data datum NNS cord-196129-3zfeamgs 141 13 ( ( -LRB- cord-196129-3zfeamgs 141 14 1 1 CD cord-196129-3zfeamgs 141 15 , , , cord-196129-3zfeamgs 141 16 ( ( -LRB- cord-196129-3zfeamgs 141 17 1 1 LS cord-196129-3zfeamgs 141 18 ) ) -RRB- cord-196129-3zfeamgs 141 19 ) ) -RRB- cord-196129-3zfeamgs 141 20 , , , cord-196129-3zfeamgs 141 21 … … NFP cord-196129-3zfeamgs 141 22 , , , cord-196129-3zfeamgs 141 23 ( ( -LRB- cord-196129-3zfeamgs 141 24 , , , cord-196129-3zfeamgs 141 25 ( ( -LRB- cord-196129-3zfeamgs 141 26 ) ) -RRB- cord-196129-3zfeamgs 141 27 ) ) -RRB- cord-196129-3zfeamgs 141 28 , , , cord-196129-3zfeamgs 141 29 the the DT cord-196129-3zfeamgs 141 30 proposed propose VBN cord-196129-3zfeamgs 141 31 model model NN cord-196129-3zfeamgs 141 32 calculates calculate VBZ cord-196129-3zfeamgs 141 33 an an DT cord-196129-3zfeamgs 141 34 optimal optimal JJ cord-196129-3zfeamgs 141 35 approximation approximation NN cord-196129-3zfeamgs 141 36 of of IN cord-196129-3zfeamgs 141 37 the the DT cord-196129-3zfeamgs 141 38 pairwise pairwise JJ cord-196129-3zfeamgs 141 39 polynomial polynomial JJ cord-196129-3zfeamgs 141 40 function function NN cord-196129-3zfeamgs 141 41 defined define VBN cord-196129-3zfeamgs 141 42 on on IN cord-196129-3zfeamgs 141 43 the the DT cord-196129-3zfeamgs 141 44 sub sub NN cord-196129-3zfeamgs 141 45 - - HYPH cord-196129-3zfeamgs 141 46 domains domain NNS cord-196129-3zfeamgs 141 47 Q1 Q1 NNP cord-196129-3zfeamgs 141 48 , , , cord-196129-3zfeamgs 141 49 Q2 Q2 NNP cord-196129-3zfeamgs 141 50 , , , cord-196129-3zfeamgs 141 51 Q3 Q3 NNP cord-196129-3zfeamgs 141 52 , , , cord-196129-3zfeamgs 141 53 Q4 Q4 NNP cord-196129-3zfeamgs 141 54 , , , cord-196129-3zfeamgs 141 55 and and CC cord-196129-3zfeamgs 141 56 Q5 Q5 NNP cord-196129-3zfeamgs 141 57 that that WDT cord-196129-3zfeamgs 141 58 are be VBP cord-196129-3zfeamgs 141 59 computed compute VBN cord-196129-3zfeamgs 141 60 by by IN cord-196129-3zfeamgs 141 61 the the DT cord-196129-3zfeamgs 141 62 complex complex JJ cord-196129-3zfeamgs 141 63 - - HYPH cord-196129-3zfeamgs 141 64 network network NN cord-196129-3zfeamgs 141 65 approach approach NN cord-196129-3zfeamgs 141 66 proposed propose VBN cord-196129-3zfeamgs 141 67 by by IN cord-196129-3zfeamgs 141 68 Tsiotas Tsiotas NNP cord-196129-3zfeamgs 141 69 and and CC cord-196129-3zfeamgs 141 70 Magafas Magafas NNP cord-196129-3zfeamgs 141 71 ( ( -LRB- cord-196129-3zfeamgs 141 72 2020 2020 CD cord-196129-3zfeamgs 141 73 ) ) -RRB- cord-196129-3zfeamgs 141 74 . . . cord-196129-3zfeamgs 142 1 The the DT cord-196129-3zfeamgs 142 2 main main JJ cord-196129-3zfeamgs 142 3 goal goal NN cord-196129-3zfeamgs 142 4 of of IN cord-196129-3zfeamgs 142 5 the the DT cord-196129-3zfeamgs 142 6 approach approach NN cord-196129-3zfeamgs 142 7 is be VBZ cord-196129-3zfeamgs 142 8 to to TO cord-196129-3zfeamgs 142 9 construct construct VB cord-196129-3zfeamgs 142 10 the the DT cord-196129-3zfeamgs 142 11 best good JJS cord-196129-3zfeamgs 142 12 possible possible JJ cord-196129-3zfeamgs 142 13 fitting fitting JJ cord-196129-3zfeamgs 142 14 model model NN cord-196129-3zfeamgs 142 15 describing describe VBG cord-196129-3zfeamgs 142 16 the the DT cord-196129-3zfeamgs 142 17 Greek greek JJ cord-196129-3zfeamgs 142 18 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 142 19 infection infection NN cord-196129-3zfeamgs 142 20 curve curve NN cord-196129-3zfeamgs 142 21 . . . cord-196129-3zfeamgs 143 1 Prior prior JJ cord-196129-3zfeamgs 143 2 forecasting forecasting NN cord-196129-3zfeamgs 143 3 , , , cord-196129-3zfeamgs 143 4 the the DT cord-196129-3zfeamgs 143 5 change change NN cord-196129-3zfeamgs 143 6 rate rate NN cord-196129-3zfeamgs 143 7 of of IN cord-196129-3zfeamgs 143 8 the the DT cord-196129-3zfeamgs 143 9 COVID-19 covid-19 JJ cord-196129-3zfeamgs 143 10 spread spread NN cord-196129-3zfeamgs 143 11 in in IN cord-196129-3zfeamgs 143 12 Greece Greece NNP cord-196129-3zfeamgs 143 13 should should MD cord-196129-3zfeamgs 143 14 be be VB cord-196129-3zfeamgs 143 15 calculated calculate VBN cord-196129-3zfeamgs 143 16 . . . cord-196129-3zfeamgs 144 1 By by IN cord-196129-3zfeamgs 144 2 considering consider VBG cord-196129-3zfeamgs 144 3 the the DT cord-196129-3zfeamgs 144 4 increase increase NN cord-196129-3zfeamgs 144 5 of of IN cord-196129-3zfeamgs 144 6 infected infected JJ cord-196129-3zfeamgs 144 7 cases case NNS cord-196129-3zfeamgs 144 8 as as IN cord-196129-3zfeamgs 144 9 a a DT cord-196129-3zfeamgs 144 10 sequence sequence NN cord-196129-3zfeamgs 144 11 , , , cord-196129-3zfeamgs 144 12 we -PRON- PRP cord-196129-3zfeamgs 144 13 can can MD cord-196129-3zfeamgs 144 14 define define VB cord-196129-3zfeamgs 144 15 two two CD cord-196129-3zfeamgs 144 16 successive successive JJ cord-196129-3zfeamgs 144 17 terms term NNS cord-196129-3zfeamgs 144 18 αν αν NNS cord-196129-3zfeamgs 144 19 and and CC cord-196129-3zfeamgs 144 20 αν+1 αν+1 XX cord-196129-3zfeamgs 144 21 with with IN cord-196129-3zfeamgs 144 22 the the DT cord-196129-3zfeamgs 144 23 relation relation NN cord-196129-3zfeamgs 144 24 αν+1 αν+1 XX cord-196129-3zfeamgs 144 25 = = SYM cord-196129-3zfeamgs 144 26 αν αν XX cord-196129-3zfeamgs 145 1 + + CC cord-196129-3zfeamgs 145 2 m m NNP cord-196129-3zfeamgs 145 3 , , , cord-196129-3zfeamgs 145 4 where where WRB cord-196129-3zfeamgs 145 5 m m NNP cord-196129-3zfeamgs 145 6 is be VBZ cord-196129-3zfeamgs 145 7 the the DT cord-196129-3zfeamgs 145 8 change change NN cord-196129-3zfeamgs 145 9 rate rate NN cord-196129-3zfeamgs 145 10 of of IN cord-196129-3zfeamgs 145 11 the the DT cord-196129-3zfeamgs 145 12 sequence sequence NN cord-196129-3zfeamgs 145 13 . . . cord-196129-3zfeamgs 146 1 Within within IN cord-196129-3zfeamgs 146 2 this this DT cord-196129-3zfeamgs 146 3 context context NN cord-196129-3zfeamgs 146 4 , , , cord-196129-3zfeamgs 146 5 the the DT cord-196129-3zfeamgs 146 6 relation relation NN cord-196129-3zfeamgs 146 7 between between IN cord-196129-3zfeamgs 146 8 the the DT cord-196129-3zfeamgs 146 9 change change NN cord-196129-3zfeamgs 146 10 rate rate NN cord-196129-3zfeamgs 146 11 m m NN cord-196129-3zfeamgs 146 12 and and CC cord-196129-3zfeamgs 146 13 the the DT cord-196129-3zfeamgs 146 14 total total JJ cord-196129-3zfeamgs 146 15 number number NN cord-196129-3zfeamgs 146 16 of of IN cord-196129-3zfeamgs 146 17 daily daily JJ cord-196129-3zfeamgs 146 18 infection infection NN cord-196129-3zfeamgs 146 19 is be VBZ cord-196129-3zfeamgs 146 20 expressed express VBN cord-196129-3zfeamgs 146 21 as as IN cord-196129-3zfeamgs 146 22 follows follow VBZ cord-196129-3zfeamgs 146 23 : : : cord-196129-3zfeamgs 146 24 where where WRB cord-196129-3zfeamgs 146 25 is be VBZ cord-196129-3zfeamgs 146 26 the the DT cord-196129-3zfeamgs 146 27 number number NN cord-196129-3zfeamgs 146 28 of of IN cord-196129-3zfeamgs 146 29 new new JJ cord-196129-3zfeamgs 146 30 cases case NNS cord-196129-3zfeamgs 146 31 in in IN cord-196129-3zfeamgs 146 32 day day NN cord-196129-3zfeamgs 146 33 t t NN cord-196129-3zfeamgs 146 34 and and CC cord-196129-3zfeamgs 146 35 +1 +1 NNP cord-196129-3zfeamgs 146 36 in in IN cord-196129-3zfeamgs 146 37 day day NN cord-196129-3zfeamgs 146 38 t+1 t+1 NN cord-196129-3zfeamgs 146 39 . . . cord-196129-3zfeamgs 147 1 That that RB cord-196129-3zfeamgs 147 2 is is RB cord-196129-3zfeamgs 147 3 , , , cord-196129-3zfeamgs 147 4 a a DT cord-196129-3zfeamgs 147 5 unit unit NN cord-196129-3zfeamgs 147 6 change change NN cord-196129-3zfeamgs 147 7 of of IN cord-196129-3zfeamgs 147 8 the the DT cord-196129-3zfeamgs 147 9 quantity quantity NN cord-196129-3zfeamgs 147 10 1 1 CD cord-196129-3zfeamgs 147 11 induces induce VBZ cord-196129-3zfeamgs 147 12 an an DT cord-196129-3zfeamgs 147 13 m m NNP cord-196129-3zfeamgs 147 14 - - HYPH cord-196129-3zfeamgs 147 15 times times JJ cord-196129-3zfeamgs 147 16 change change NN cord-196129-3zfeamgs 147 17 of of IN cord-196129-3zfeamgs 147 18 2 2 CD cord-196129-3zfeamgs 147 19 . . . cord-196129-3zfeamgs 148 1 When when WRB cord-196129-3zfeamgs 148 2 m>0 m>0 NN cord-196129-3zfeamgs 148 3 , , , cord-196129-3zfeamgs 148 4 the the DT cord-196129-3zfeamgs 148 5 sequence sequence NN cord-196129-3zfeamgs 148 6 is be VBZ cord-196129-3zfeamgs 148 7 ascending ascend VBG cord-196129-3zfeamgs 148 8 , , , cord-196129-3zfeamgs 148 9 when when WRB cord-196129-3zfeamgs 148 10 m<0 m<0 NNP cord-196129-3zfeamgs 148 11 the the DT cord-196129-3zfeamgs 148 12 sequence sequence NN cord-196129-3zfeamgs 148 13 is be VBZ cord-196129-3zfeamgs 148 14 decreasing decrease VBG cord-196129-3zfeamgs 148 15 , , , cord-196129-3zfeamgs 148 16 and and CC cord-196129-3zfeamgs 148 17 when when WRB cord-196129-3zfeamgs 148 18 m=1 m=1 PDT cord-196129-3zfeamgs 148 19 the the DT cord-196129-3zfeamgs 148 20 sequence sequence NN cord-196129-3zfeamgs 148 21 is be VBZ cord-196129-3zfeamgs 148 22 constant constant JJ cord-196129-3zfeamgs 148 23 . . . cord-196129-3zfeamgs 149 1 The the DT cord-196129-3zfeamgs 149 2 change change NN cord-196129-3zfeamgs 149 3 rate rate NN cord-196129-3zfeamgs 149 4 of of IN cord-196129-3zfeamgs 149 5 the the DT cord-196129-3zfeamgs 149 6 available available JJ cord-196129-3zfeamgs 149 7 65-day 65-day CD cord-196129-3zfeamgs 149 8 period period NN cord-196129-3zfeamgs 149 9 is be VBZ cord-196129-3zfeamgs 149 10 shown show VBN cord-196129-3zfeamgs 149 11 in in IN cord-196129-3zfeamgs 149 12 Fig.2 Fig.2 NNP cord-196129-3zfeamgs 149 13 . . . cord-196129-3zfeamgs 150 1 As as IN cord-196129-3zfeamgs 150 2 it -PRON- PRP cord-196129-3zfeamgs 150 3 can can MD cord-196129-3zfeamgs 150 4 be be VB cord-196129-3zfeamgs 150 5 observed observe VBN cord-196129-3zfeamgs 150 6 , , , cord-196129-3zfeamgs 150 7 there there EX cord-196129-3zfeamgs 150 8 were be VBD cord-196129-3zfeamgs 150 9 significant significant JJ cord-196129-3zfeamgs 150 10 fluctuations fluctuation NNS cord-196129-3zfeamgs 150 11 in in IN cord-196129-3zfeamgs 150 12 the the DT cord-196129-3zfeamgs 150 13 change change NN cord-196129-3zfeamgs 150 14 rate rate NN cord-196129-3zfeamgs 150 15 in in IN cord-196129-3zfeamgs 150 16 the the DT cord-196129-3zfeamgs 150 17 first first JJ cord-196129-3zfeamgs 150 18 19 19 CD cord-196129-3zfeamgs 150 19 days day NNS cord-196129-3zfeamgs 150 20 , , , cord-196129-3zfeamgs 150 21 while while IN cord-196129-3zfeamgs 150 22 at at IN cord-196129-3zfeamgs 150 23 next next JJ cord-196129-3zfeamgs 150 24 the the DT cord-196129-3zfeamgs 150 25 rate rate NN cord-196129-3zfeamgs 150 26 follows follow VBZ cord-196129-3zfeamgs 150 27 a a DT cord-196129-3zfeamgs 150 28 smooth smooth JJ cord-196129-3zfeamgs 150 29 trend trend NN cord-196129-3zfeamgs 150 30 . . . cord-196129-3zfeamgs 151 1 The the DT cord-196129-3zfeamgs 151 2 average average JJ cord-196129-3zfeamgs 151 3 change change NN cord-196129-3zfeamgs 151 4 rate rate NN cord-196129-3zfeamgs 151 5 was be VBD cord-196129-3zfeamgs 151 6 calculated calculate VBN cord-196129-3zfeamgs 151 7 according accord VBG cord-196129-3zfeamgs 151 8 to to IN cord-196129-3zfeamgs 151 9 the the DT cord-196129-3zfeamgs 151 10 equation equation NN cord-196129-3zfeamgs 151 11 : : : cord-196129-3zfeamgs 151 12 . . . cord-196129-3zfeamgs 152 1 For for IN cord-196129-3zfeamgs 152 2 n n NN cord-196129-3zfeamgs 152 3 = = SYM cord-196129-3zfeamgs 152 4 46 46 CD cord-196129-3zfeamgs 152 5 ( ( -LRB- cord-196129-3zfeamgs 152 6 which which WDT cord-196129-3zfeamgs 152 7 refers refer VBZ cord-196129-3zfeamgs 152 8 to to IN cord-196129-3zfeamgs 152 9 the the DT cord-196129-3zfeamgs 152 10 period period NN cord-196129-3zfeamgs 152 11 of of IN cord-196129-3zfeamgs 152 12 46 46 CD cord-196129-3zfeamgs 152 13 days day NNS cord-196129-3zfeamgs 152 14 being be VBG cord-196129-3zfeamgs 152 15 studied study VBN cord-196129-3zfeamgs 152 16 that that WDT cord-196129-3zfeamgs 152 17 starts start VBZ cord-196129-3zfeamgs 152 18 from from IN cord-196129-3zfeamgs 152 19 19 19 CD cord-196129-3zfeamgs 152 20 th th DT cord-196129-3zfeamgs 152 21 day day NN cord-196129-3zfeamgs 152 22 prior prior RB cord-196129-3zfeamgs 152 23 to to IN cord-196129-3zfeamgs 152 24 which which WDT cord-196129-3zfeamgs 152 25 the the DT cord-196129-3zfeamgs 152 26 change change NN cord-196129-3zfeamgs 152 27 rate rate NN cord-196129-3zfeamgs 152 28 includes include VBZ cord-196129-3zfeamgs 152 29 significant significant JJ cord-196129-3zfeamgs 152 30 fluctuations fluctuation NNS cord-196129-3zfeamgs 152 31 ) ) -RRB- cord-196129-3zfeamgs 152 32 the the DT cord-196129-3zfeamgs 152 33 average average JJ cord-196129-3zfeamgs 152 34 change change NN cord-196129-3zfeamgs 152 35 rate rate NN cord-196129-3zfeamgs 152 36 yields yield NNS cord-196129-3zfeamgs 152 37 〈 〈 CD cord-196129-3zfeamgs 152 38 〉=1.049521 〉=1.049521 NN cord-196129-3zfeamgs 152 39 . . . cord-196129-3zfeamgs 153 1 The the DT cord-196129-3zfeamgs 153 2 modeling modeling NN cord-196129-3zfeamgs 153 3 approach approach NN cord-196129-3zfeamgs 153 4 based base VBN cord-196129-3zfeamgs 153 5 on on IN cord-196129-3zfeamgs 153 6 Regression Regression NNP cord-196129-3zfeamgs 153 7 Splines Splines NNPS cord-196129-3zfeamgs 153 8 builds build VBZ cord-196129-3zfeamgs 153 9 on on IN cord-196129-3zfeamgs 153 10 the the DT cord-196129-3zfeamgs 153 11 measure measure NN cord-196129-3zfeamgs 153 12 of of IN cord-196129-3zfeamgs 153 13 change change NN cord-196129-3zfeamgs 153 14 rate rate NN cord-196129-3zfeamgs 153 15 defined define VBN cord-196129-3zfeamgs 153 16 in in IN cord-196129-3zfeamgs 153 17 relation relation NN cord-196129-3zfeamgs 153 18 ( ( -LRB- cord-196129-3zfeamgs 153 19 11 11 CD cord-196129-3zfeamgs 153 20 ) ) -RRB- cord-196129-3zfeamgs 153 21 . . . cord-196129-3zfeamgs 154 1 Provided provide VBN cord-196129-3zfeamgs 154 2 that that IN cord-196129-3zfeamgs 154 3 the the DT cord-196129-3zfeamgs 154 4 time time NN cord-196129-3zfeamgs 154 5 - - HYPH cord-196129-3zfeamgs 154 6 series series NN cord-196129-3zfeamgs 154 7 being being NN cord-196129-3zfeamgs 154 8 under under IN cord-196129-3zfeamgs 154 9 consideration consideration NN cord-196129-3zfeamgs 154 10 has have VBZ cord-196129-3zfeamgs 154 11 a a DT cord-196129-3zfeamgs 154 12 constant constant JJ cord-196129-3zfeamgs 154 13 change change NN cord-196129-3zfeamgs 154 14 rate rate NN cord-196129-3zfeamgs 154 15 , , , cord-196129-3zfeamgs 154 16 the the DT cord-196129-3zfeamgs 154 17 Regression Regression NNP cord-196129-3zfeamgs 154 18 Splines Splines NNPS cord-196129-3zfeamgs 154 19 Algorithm Algorithm NNP cord-196129-3zfeamgs 154 20 ( ( -LRB- cord-196129-3zfeamgs 154 21 RSA RSA NNP cord-196129-3zfeamgs 154 22 ) ) -RRB- cord-196129-3zfeamgs 154 23 was be VBD cord-196129-3zfeamgs 154 24 used use VBN cord-196129-3zfeamgs 154 25 to to TO cord-196129-3zfeamgs 154 26 forecast forecast VB cord-196129-3zfeamgs 154 27 a a DT cord-196129-3zfeamgs 154 28 period period NN cord-196129-3zfeamgs 154 29 of of IN cord-196129-3zfeamgs 154 30 the the DT cord-196129-3zfeamgs 154 31 next next JJ cord-196129-3zfeamgs 154 32 62 62 CD cord-196129-3zfeamgs 154 33 days day NNS cord-196129-3zfeamgs 154 34 ( ( -LRB- cord-196129-3zfeamgs 154 35 see see VB cord-196129-3zfeamgs 154 36 Table table NN cord-196129-3zfeamgs 154 37 1 1 CD cord-196129-3zfeamgs 154 38 ) ) -RRB- cord-196129-3zfeamgs 154 39 , , , cord-196129-3zfeamgs 154 40 until until IN cord-196129-3zfeamgs 154 41 01 01 CD cord-196129-3zfeamgs 154 42 July July NNP cord-196129-3zfeamgs 154 43 2020 2020 CD cord-196129-3zfeamgs 154 44 , , , cord-196129-3zfeamgs 154 45 which which WDT cord-196129-3zfeamgs 154 46 refers refer VBZ cord-196129-3zfeamgs 154 47 to to IN cord-196129-3zfeamgs 154 48 the the DT cord-196129-3zfeamgs 154 49 date date NN cord-196129-3zfeamgs 154 50 of of IN cord-196129-3zfeamgs 154 51 tourism tourism NN cord-196129-3zfeamgs 154 52 opening opening NN cord-196129-3zfeamgs 154 53 starts start NNS cord-196129-3zfeamgs 154 54 in in IN cord-196129-3zfeamgs 154 55 Greece Greece NNP cord-196129-3zfeamgs 154 56 . . . cord-196129-3zfeamgs 155 1 The the DT cord-196129-3zfeamgs 155 2 where where WRB cord-196129-3zfeamgs 155 3 〈 〈 CD cord-196129-3zfeamgs 155 4 〉 〉 : cord-196129-3zfeamgs 155 5 is be VBZ cord-196129-3zfeamgs 155 6 the the DT cord-196129-3zfeamgs 155 7 average average JJ cord-196129-3zfeamgs 155 8 change change NN cord-196129-3zfeamgs 155 9 rate rate NN cord-196129-3zfeamgs 155 10 , , , cord-196129-3zfeamgs 155 11 ^ ^ NFP cord-196129-3zfeamgs 155 12 ( ( -LRB- cord-196129-3zfeamgs 155 13 −1 −1 NNP cord-196129-3zfeamgs 155 14 ) ) -RRB- cord-196129-3zfeamgs 155 15 is be VBZ cord-196129-3zfeamgs 155 16 the the DT cord-196129-3zfeamgs 155 17 number number NN cord-196129-3zfeamgs 155 18 of of IN cord-196129-3zfeamgs 155 19 infection infection NN cord-196129-3zfeamgs 155 20 in in IN cord-196129-3zfeamgs 155 21 day day NN cord-196129-3zfeamgs 155 22 k-1 k-1 NN cord-196129-3zfeamgs 155 23 , , , cord-196129-3zfeamgs 155 24 ( ( -LRB- cord-196129-3zfeamgs 155 25 ) ) -RRB- cord-196129-3zfeamgs 155 26 is be VBZ cord-196129-3zfeamgs 155 27 the the DT cord-196129-3zfeamgs 155 28 daily daily JJ cord-196129-3zfeamgs 155 29 change change NN cord-196129-3zfeamgs 155 30 rate rate NN cord-196129-3zfeamgs 155 31 for for IN cord-196129-3zfeamgs 155 32 day day NN cord-196129-3zfeamgs 155 33 k k NNP cord-196129-3zfeamgs 155 34 , , , cord-196129-3zfeamgs 155 35 which which WDT cord-196129-3zfeamgs 155 36 is be VBZ cord-196129-3zfeamgs 155 37 defined define VBN cord-196129-3zfeamgs 155 38 by by IN cord-196129-3zfeamgs 155 39 the the DT cord-196129-3zfeamgs 155 40 residual residual NN cord-196129-3zfeamgs 155 41 of of IN cord-196129-3zfeamgs 155 42 the the DT cord-196129-3zfeamgs 155 43 average average JJ cord-196129-3zfeamgs 155 44 change change NN cord-196129-3zfeamgs 155 45 rate rate NN cord-196129-3zfeamgs 155 46 minus minus IN cord-196129-3zfeamgs 155 47 the the DT cord-196129-3zfeamgs 155 48 daily daily JJ cord-196129-3zfeamgs 155 49 change change NN cord-196129-3zfeamgs 155 50 rate rate NN cord-196129-3zfeamgs 155 51 of of IN cord-196129-3zfeamgs 155 52 day day NN cord-196129-3zfeamgs 155 53 k-1 k-1 NN cord-196129-3zfeamgs 155 54 . . . cord-196129-3zfeamgs 156 1 As as IN cord-196129-3zfeamgs 156 2 it -PRON- PRP cord-196129-3zfeamgs 156 3 come come VBP cord-196129-3zfeamgs 156 4 of of IN cord-196129-3zfeamgs 156 5 from from IN cord-196129-3zfeamgs 156 6 this this DT cord-196129-3zfeamgs 156 7 optimization optimization NN cord-196129-3zfeamgs 156 8 approach approach NN cord-196129-3zfeamgs 156 9 , , , cord-196129-3zfeamgs 156 10 the the DT cord-196129-3zfeamgs 156 11 prediction prediction NN cord-196129-3zfeamgs 156 12 error error NN cord-196129-3zfeamgs 156 13 is be VBZ cord-196129-3zfeamgs 156 14 significantly significantly RB cord-196129-3zfeamgs 156 15 smoothened smoothen VBN cord-196129-3zfeamgs 156 16 due due IN cord-196129-3zfeamgs 156 17 to to IN cord-196129-3zfeamgs 156 18 the the DT cord-196129-3zfeamgs 156 19 polynomial polynomial JJ cord-196129-3zfeamgs 156 20 nature nature NN cord-196129-3zfeamgs 156 21 of of IN cord-196129-3zfeamgs 156 22 the the DT cord-196129-3zfeamgs 156 23 Regression Regression NNP cord-196129-3zfeamgs 156 24 Splines Splines NNPS cord-196129-3zfeamgs 156 25 algorithm algorithm NN cord-196129-3zfeamgs 156 26 , , , cord-196129-3zfeamgs 156 27 which which WDT cord-196129-3zfeamgs 156 28 increases increase VBZ cord-196129-3zfeamgs 156 29 exponentially exponentially RB cord-196129-3zfeamgs 156 30 for for IN cord-196129-3zfeamgs 156 31 long long JJ cord-196129-3zfeamgs 156 32 - - HYPH cord-196129-3zfeamgs 156 33 term term NN cord-196129-3zfeamgs 156 34 predictions prediction NNS cord-196129-3zfeamgs 156 35 . . . cord-196129-3zfeamgs 157 1 Accordingly accordingly RB cord-196129-3zfeamgs 157 2 , , , cord-196129-3zfeamgs 157 3 the the DT cord-196129-3zfeamgs 157 4 change change NN cord-196129-3zfeamgs 157 5 rate rate NN cord-196129-3zfeamgs 157 6 remains remain VBZ cord-196129-3zfeamgs 157 7 stable stable JJ cord-196129-3zfeamgs 157 8 , , , cord-196129-3zfeamgs 157 9 which which WDT cord-196129-3zfeamgs 157 10 verifies verify VBZ cord-196129-3zfeamgs 157 11 the the DT cord-196129-3zfeamgs 157 12 effectiveness effectiveness NN cord-196129-3zfeamgs 157 13 of of IN cord-196129-3zfeamgs 157 14 the the DT cord-196129-3zfeamgs 157 15 methodological methodological JJ cord-196129-3zfeamgs 157 16 approach approach NN cord-196129-3zfeamgs 157 17 . . . cord-196129-3zfeamgs 158 1 Based base VBN cord-196129-3zfeamgs 158 2 on on IN cord-196129-3zfeamgs 158 3 the the DT cord-196129-3zfeamgs 158 4 previous previous JJ cord-196129-3zfeamgs 158 5 approaches approach NNS cord-196129-3zfeamgs 158 6 , , , cord-196129-3zfeamgs 158 7 we -PRON- PRP cord-196129-3zfeamgs 158 8 develop develop VBP cord-196129-3zfeamgs 158 9 a a DT cord-196129-3zfeamgs 158 10 combined combine VBN cord-196129-3zfeamgs 158 11 method method NN cord-196129-3zfeamgs 158 12 for for IN cord-196129-3zfeamgs 158 13 flattening flatten VBG cord-196129-3zfeamgs 158 14 the the DT cord-196129-3zfeamgs 158 15 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 158 16 infection infection NN cord-196129-3zfeamgs 158 17 curve curve NN cord-196129-3zfeamgs 158 18 in in IN cord-196129-3zfeamgs 158 19 Greece Greece NNP cord-196129-3zfeamgs 158 20 . . . cord-196129-3zfeamgs 159 1 Provided provide VBN cord-196129-3zfeamgs 159 2 that that IN cord-196129-3zfeamgs 159 3 the the DT cord-196129-3zfeamgs 159 4 problem problem NN cord-196129-3zfeamgs 159 5 is be VBZ cord-196129-3zfeamgs 159 6 initially initially RB cord-196129-3zfeamgs 159 7 described describe VBN cord-196129-3zfeamgs 159 8 by by IN cord-196129-3zfeamgs 159 9 a a DT cord-196129-3zfeamgs 159 10 stage stage NN cord-196129-3zfeamgs 159 11 of of IN cord-196129-3zfeamgs 159 12 exponential exponential JJ cord-196129-3zfeamgs 159 13 growth growth NN cord-196129-3zfeamgs 159 14 , , , cord-196129-3zfeamgs 159 15 in in IN cord-196129-3zfeamgs 159 16 which which WDT cord-196129-3zfeamgs 159 17 the the DT cord-196129-3zfeamgs 159 18 growth growth NN cord-196129-3zfeamgs 159 19 rate rate NN cord-196129-3zfeamgs 159 20 gradually gradually RB cord-196129-3zfeamgs 159 21 decreases decrease VBZ cord-196129-3zfeamgs 159 22 and and CC cord-196129-3zfeamgs 159 23 ends end VBZ cord-196129-3zfeamgs 159 24 asymptotically asymptotically RB cord-196129-3zfeamgs 159 25 to to IN cord-196129-3zfeamgs 159 26 growth growth NN cord-196129-3zfeamgs 159 27 saturation saturation NN cord-196129-3zfeamgs 159 28 , , , cord-196129-3zfeamgs 159 29 we -PRON- PRP cord-196129-3zfeamgs 159 30 apply apply VBP cord-196129-3zfeamgs 159 31 a a DT cord-196129-3zfeamgs 159 32 Logistic logistic JJ cord-196129-3zfeamgs 159 33 regression regression NN cord-196129-3zfeamgs 159 34 prediction prediction NN cord-196129-3zfeamgs 159 35 technique technique NN cord-196129-3zfeamgs 159 36 , , , cord-196129-3zfeamgs 159 37 with with IN cord-196129-3zfeamgs 159 38 sigmoid sigmoid JJ cord-196129-3zfeamgs 159 39 curve curve NN cord-196129-3zfeamgs 159 40 development development NN cord-196129-3zfeamgs 159 41 , , , cord-196129-3zfeamgs 159 42 to to TO cord-196129-3zfeamgs 159 43 model model VB cord-196129-3zfeamgs 159 44 the the DT cord-196129-3zfeamgs 159 45 Greek greek JJ cord-196129-3zfeamgs 159 46 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 159 47 infection infection NN cord-196129-3zfeamgs 159 48 curve curve NN cord-196129-3zfeamgs 159 49 . . . cord-196129-3zfeamgs 160 1 The the DT cord-196129-3zfeamgs 160 2 model model NN cord-196129-3zfeamgs 160 3 that that WDT cord-196129-3zfeamgs 160 4 we -PRON- PRP cord-196129-3zfeamgs 160 5 construct construct VBP cord-196129-3zfeamgs 160 6 is be VBZ cord-196129-3zfeamgs 160 7 of of IN cord-196129-3zfeamgs 160 8 the the DT cord-196129-3zfeamgs 160 9 form form NN cord-196129-3zfeamgs 160 10 ( ( -LRB- cord-196129-3zfeamgs 160 11 Norusis Norusis NNP cord-196129-3zfeamgs 160 12 , , , cord-196129-3zfeamgs 160 13 2008 2008 CD cord-196129-3zfeamgs 160 14 ) ) -RRB- cord-196129-3zfeamgs 160 15 : : : cord-196129-3zfeamgs 160 16 where where WRB cord-196129-3zfeamgs 160 17 z z NNP cord-196129-3zfeamgs 160 18 is be VBZ cord-196129-3zfeamgs 160 19 the the DT cord-196129-3zfeamgs 160 20 predictor predictor NN cord-196129-3zfeamgs 160 21 ( ( -LRB- cord-196129-3zfeamgs 160 22 independent independent JJ cord-196129-3zfeamgs 160 23 ) ) -RRB- cord-196129-3zfeamgs 160 24 variable variable JJ cord-196129-3zfeamgs 160 25 and and CC cord-196129-3zfeamgs 160 26 f(z f(z NNP cord-196129-3zfeamgs 160 27 ) ) -RRB- cord-196129-3zfeamgs 160 28 is be VBZ cord-196129-3zfeamgs 160 29 the the DT cord-196129-3zfeamgs 160 30 response response NN cord-196129-3zfeamgs 160 31 ( ( -LRB- cord-196129-3zfeamgs 160 32 dependent dependent JJ cord-196129-3zfeamgs 160 33 ) ) -RRB- cord-196129-3zfeamgs 160 34 variable variable NN cord-196129-3zfeamgs 160 35 . . . cord-196129-3zfeamgs 161 1 More more RBR cord-196129-3zfeamgs 161 2 broadly broadly RB cord-196129-3zfeamgs 161 3 , , , cord-196129-3zfeamgs 161 4 variable variable JJ cord-196129-3zfeamgs 161 5 z z NNP cord-196129-3zfeamgs 161 6 represents represent VBZ cord-196129-3zfeamgs 161 7 a a DT cord-196129-3zfeamgs 161 8 group group NN cord-196129-3zfeamgs 161 9 of of IN cord-196129-3zfeamgs 161 10 independent independent JJ cord-196129-3zfeamgs 161 11 variables variable NNS cord-196129-3zfeamgs 161 12 , , , cord-196129-3zfeamgs 161 13 whereas whereas IN cord-196129-3zfeamgs 161 14 f(z f(z NNP cord-196129-3zfeamgs 161 15 ) ) -RRB- cord-196129-3zfeamgs 161 16 determines determine VBZ cord-196129-3zfeamgs 161 17 the the DT cord-196129-3zfeamgs 161 18 probability probability NN cord-196129-3zfeamgs 161 19 of of IN cord-196129-3zfeamgs 161 20 the the DT cord-196129-3zfeamgs 161 21 outcome outcome NN cord-196129-3zfeamgs 161 22 caused cause VBN cord-196129-3zfeamgs 161 23 due due IN cord-196129-3zfeamgs 161 24 to to IN cord-196129-3zfeamgs 161 25 this this DT cord-196129-3zfeamgs 161 26 group group NN cord-196129-3zfeamgs 161 27 ( ( -LRB- cord-196129-3zfeamgs 161 28 Walpole Walpole NNP cord-196129-3zfeamgs 161 29 et et NNP cord-196129-3zfeamgs 161 30 al al NNP cord-196129-3zfeamgs 161 31 . . NNP cord-196129-3zfeamgs 161 32 , , , cord-196129-3zfeamgs 161 33 2012 2012 CD cord-196129-3zfeamgs 161 34 ) ) -RRB- cord-196129-3zfeamgs 161 35 . . . cord-196129-3zfeamgs 162 1 Variable variable NN cord-196129-3zfeamgs 162 2 z z NNP cord-196129-3zfeamgs 162 3 also also RB cord-196129-3zfeamgs 162 4 expresses express VBZ cord-196129-3zfeamgs 162 5 the the DT cord-196129-3zfeamgs 162 6 total total JJ cord-196129-3zfeamgs 162 7 contribution contribution NN cord-196129-3zfeamgs 162 8 of of IN cord-196129-3zfeamgs 162 9 all all DT cord-196129-3zfeamgs 162 10 independent independent JJ cord-196129-3zfeamgs 162 11 variables variable NNS cord-196129-3zfeamgs 162 12 in in IN cord-196129-3zfeamgs 162 13 the the DT cord-196129-3zfeamgs 162 14 model model NN cord-196129-3zfeamgs 162 15 and and CC cord-196129-3zfeamgs 162 16 is be VBZ cord-196129-3zfeamgs 162 17 defined define VBN cord-196129-3zfeamgs 162 18 as as IN cord-196129-3zfeamgs 162 19 ( ( -LRB- cord-196129-3zfeamgs 162 20 Norusis Norusis NNP cord-196129-3zfeamgs 162 21 , , , cord-196129-3zfeamgs 162 22 2008 2008 CD cord-196129-3zfeamgs 162 23 ) ) -RRB- cord-196129-3zfeamgs 162 24 : : : cord-196129-3zfeamgs 162 25 where where WRB cord-196129-3zfeamgs 162 26 β0 β0 NNP cord-196129-3zfeamgs 162 27 is be VBZ cord-196129-3zfeamgs 162 28 the the DT cord-196129-3zfeamgs 162 29 intersect intersect JJ cord-196129-3zfeamgs 162 30 term term NN cord-196129-3zfeamgs 162 31 of of IN cord-196129-3zfeamgs 162 32 the the DT cord-196129-3zfeamgs 162 33 regression regression NN cord-196129-3zfeamgs 162 34 line line NN cord-196129-3zfeamgs 162 35 that that WDT cord-196129-3zfeamgs 162 36 is be VBZ cord-196129-3zfeamgs 162 37 equal equal JJ cord-196129-3zfeamgs 162 38 to to IN cord-196129-3zfeamgs 162 39 z z VB cord-196129-3zfeamgs 162 40 when when WRB cord-196129-3zfeamgs 162 41 all all DT cord-196129-3zfeamgs 162 42 independent independent JJ cord-196129-3zfeamgs 162 43 variables variable NNS cord-196129-3zfeamgs 162 44 are be VBP cord-196129-3zfeamgs 162 45 zero zero CD cord-196129-3zfeamgs 162 46 , , , cord-196129-3zfeamgs 162 47 whereas whereas IN cord-196129-3zfeamgs 162 48 βi βi RB cord-196129-3zfeamgs 162 49 are be VBP cord-196129-3zfeamgs 162 50 the the DT cord-196129-3zfeamgs 162 51 regression regression NN cord-196129-3zfeamgs 162 52 coefficients coefficient NNS cord-196129-3zfeamgs 162 53 expressing express VBG cord-196129-3zfeamgs 162 54 the the DT cord-196129-3zfeamgs 162 55 contribution contribution NN cord-196129-3zfeamgs 162 56 of of IN cord-196129-3zfeamgs 162 57 each each DT cord-196129-3zfeamgs 162 58 variable variable NN cord-196129-3zfeamgs 162 59 to to IN cord-196129-3zfeamgs 162 60 the the DT cord-196129-3zfeamgs 162 61 total total JJ cord-196129-3zfeamgs 162 62 variation variation NN cord-196129-3zfeamgs 162 63 of of IN cord-196129-3zfeamgs 162 64 the the DT cord-196129-3zfeamgs 162 65 model model NN cord-196129-3zfeamgs 162 66 . . . cord-196129-3zfeamgs 163 1 A a DT cord-196129-3zfeamgs 163 2 positive positive JJ cord-196129-3zfeamgs 163 3 value value NN cord-196129-3zfeamgs 163 4 of of IN cord-196129-3zfeamgs 163 5 coefficient coefficient NN cord-196129-3zfeamgs 163 6 indicates indicate VBZ cord-196129-3zfeamgs 163 7 that that IN cord-196129-3zfeamgs 163 8 the the DT cord-196129-3zfeamgs 163 9 predictor predictor NN cord-196129-3zfeamgs 163 10 variable variable NN cord-196129-3zfeamgs 163 11 increases increase VBZ cord-196129-3zfeamgs 163 12 the the DT cord-196129-3zfeamgs 163 13 probability probability NN cord-196129-3zfeamgs 163 14 of of IN cord-196129-3zfeamgs 163 15 a a DT cord-196129-3zfeamgs 163 16 successful successful JJ cord-196129-3zfeamgs 163 17 outcome outcome NN cord-196129-3zfeamgs 163 18 ( ( -LRB- cord-196129-3zfeamgs 163 19 i.e. i.e. FW cord-196129-3zfeamgs 163 20 the the DT cord-196129-3zfeamgs 163 21 event event NN cord-196129-3zfeamgs 163 22 occurs occur VBZ cord-196129-3zfeamgs 163 23 ) ) -RRB- cord-196129-3zfeamgs 163 24 whereas whereas IN cord-196129-3zfeamgs 163 25 a a DT cord-196129-3zfeamgs 163 26 negative negative JJ cord-196129-3zfeamgs 163 27 value value NN cord-196129-3zfeamgs 163 28 implies imply VBZ cord-196129-3zfeamgs 163 29 that that IN cord-196129-3zfeamgs 163 30 the the DT cord-196129-3zfeamgs 163 31 variable variable NN cord-196129-3zfeamgs 163 32 reduces reduce VBZ cord-196129-3zfeamgs 163 33 the the DT cord-196129-3zfeamgs 163 34 probability probability NN cord-196129-3zfeamgs 163 35 of of IN cord-196129-3zfeamgs 163 36 this this DT cord-196129-3zfeamgs 163 37 outcome outcome NN cord-196129-3zfeamgs 163 38 . . . cord-196129-3zfeamgs 164 1 High high JJ cord-196129-3zfeamgs 164 2 coefficient coefficient NN cord-196129-3zfeamgs 164 3 values value NNS cord-196129-3zfeamgs 164 4 express express VBP cord-196129-3zfeamgs 164 5 a a DT cord-196129-3zfeamgs 164 6 strong strong JJ cord-196129-3zfeamgs 164 7 influence influence NN cord-196129-3zfeamgs 164 8 of of IN cord-196129-3zfeamgs 164 9 the the DT cord-196129-3zfeamgs 164 10 independent independent JJ cord-196129-3zfeamgs 164 11 variable variable NN cord-196129-3zfeamgs 164 12 to to IN cord-196129-3zfeamgs 164 13 the the DT cord-196129-3zfeamgs 164 14 formation formation NN cord-196129-3zfeamgs 164 15 of of IN cord-196129-3zfeamgs 164 16 the the DT cord-196129-3zfeamgs 164 17 dependent dependent JJ cord-196129-3zfeamgs 164 18 variable variable NN cord-196129-3zfeamgs 164 19 , , , cord-196129-3zfeamgs 164 20 whereas whereas IN cord-196129-3zfeamgs 164 21 low low JJ cord-196129-3zfeamgs 164 22 values value NNS cord-196129-3zfeamgs 164 23 indicate indicate VBP cord-196129-3zfeamgs 164 24 small small JJ cord-196129-3zfeamgs 164 25 contribution contribution NN cord-196129-3zfeamgs 164 26 of of IN cord-196129-3zfeamgs 164 27 the the DT cord-196129-3zfeamgs 164 28 independent independent JJ cord-196129-3zfeamgs 164 29 variable variable NN cord-196129-3zfeamgs 164 30 on on IN cord-196129-3zfeamgs 164 31 the the DT cord-196129-3zfeamgs 164 32 occurrence occurrence NN cord-196129-3zfeamgs 164 33 of of IN cord-196129-3zfeamgs 164 34 the the DT cord-196129-3zfeamgs 164 35 corresponding corresponding JJ cord-196129-3zfeamgs 164 36 outcome outcome NN cord-196129-3zfeamgs 164 37 ( ( -LRB- cord-196129-3zfeamgs 164 38 Norusis Norusis NNP cord-196129-3zfeamgs 164 39 , , , cord-196129-3zfeamgs 164 40 2008 2008 CD cord-196129-3zfeamgs 164 41 ) ) -RRB- cord-196129-3zfeamgs 164 42 . . . cord-196129-3zfeamgs 165 1 To to TO cord-196129-3zfeamgs 165 2 calculate calculate VB cord-196129-3zfeamgs 165 3 the the DT cord-196129-3zfeamgs 165 4 upper upper JJ cord-196129-3zfeamgs 165 5 bound bind VBN cord-196129-3zfeamgs 165 6 of of IN cord-196129-3zfeamgs 165 7 the the DT cord-196129-3zfeamgs 165 8 model model NN cord-196129-3zfeamgs 165 9 forecasting forecasting NN cord-196129-3zfeamgs 165 10 , , , cord-196129-3zfeamgs 165 11 a a DT cord-196129-3zfeamgs 165 12 hybrid hybrid JJ cord-196129-3zfeamgs 165 13 method method NN cord-196129-3zfeamgs 165 14 was be VBD cord-196129-3zfeamgs 165 15 used use VBN cord-196129-3zfeamgs 165 16 based base VBN cord-196129-3zfeamgs 165 17 on on IN cord-196129-3zfeamgs 165 18 averaging average VBG cord-196129-3zfeamgs 165 19 . . . cord-196129-3zfeamgs 166 1 At at IN cord-196129-3zfeamgs 166 2 first first RB cord-196129-3zfeamgs 166 3 , , , cord-196129-3zfeamgs 166 4 the the DT cord-196129-3zfeamgs 166 5 highest high JJS cord-196129-3zfeamgs 166 6 value value NN cord-196129-3zfeamgs 166 7 ( ( -LRB- cord-196129-3zfeamgs 166 8 i.e. i.e. FW cord-196129-3zfeamgs 166 9 3,435 3,435 CD cord-196129-3zfeamgs 166 10 infected infect VBN cord-196129-3zfeamgs 166 11 cases case NNS cord-196129-3zfeamgs 166 12 ) ) -RRB- cord-196129-3zfeamgs 166 13 that that WDT cord-196129-3zfeamgs 166 14 was be VBD cord-196129-3zfeamgs 166 15 predicted predict VBN cord-196129-3zfeamgs 166 16 by by IN cord-196129-3zfeamgs 166 17 the the DT cord-196129-3zfeamgs 166 18 Regression Regression NNP cord-196129-3zfeamgs 166 19 Splines Splines NNPS cord-196129-3zfeamgs 166 20 algorithm algorithm NN cord-196129-3zfeamgs 166 21 ( ( -LRB- cord-196129-3zfeamgs 166 22 for for IN cord-196129-3zfeamgs 166 23 the the DT cord-196129-3zfeamgs 166 24 127th 127th JJ cord-196129-3zfeamgs 166 25 day day NN cord-196129-3zfeamgs 166 26 ) ) -RRB- cord-196129-3zfeamgs 166 27 was be VBD cord-196129-3zfeamgs 166 28 considered consider VBN cord-196129-3zfeamgs 166 29 . . . cord-196129-3zfeamgs 167 1 The the DT cord-196129-3zfeamgs 167 2 second second JJ cord-196129-3zfeamgs 167 3 value value NN cord-196129-3zfeamgs 167 4 was be VBD cord-196129-3zfeamgs 167 5 calculated calculate VBN cord-196129-3zfeamgs 167 6 according accord VBG cord-196129-3zfeamgs 167 7 to to IN cord-196129-3zfeamgs 167 8 a a DT cord-196129-3zfeamgs 167 9 heuristic heuristic JJ cord-196129-3zfeamgs 167 10 approximation approximation NN cord-196129-3zfeamgs 167 11 based base VBN cord-196129-3zfeamgs 167 12 on on IN cord-196129-3zfeamgs 167 13 the the DT cord-196129-3zfeamgs 167 14 formula formula NN cord-196129-3zfeamgs 167 15 : : : cord-196129-3zfeamgs 167 16 By by IN cord-196129-3zfeamgs 167 17 applying apply VBG cord-196129-3zfeamgs 167 18 this this DT cord-196129-3zfeamgs 167 19 approach approach NN cord-196129-3zfeamgs 167 20 for for IN cord-196129-3zfeamgs 167 21 estimating estimate VBG cord-196129-3zfeamgs 167 22 the the DT cord-196129-3zfeamgs 167 23 maximum maximum JJ cord-196129-3zfeamgs 167 24 outcome outcome NN cord-196129-3zfeamgs 167 25 of of IN cord-196129-3zfeamgs 167 26 the the DT cord-196129-3zfeamgs 167 27 logistic logistic JJ cord-196129-3zfeamgs 167 28 regression regression NN cord-196129-3zfeamgs 167 29 , , , cord-196129-3zfeamgs 167 30 we -PRON- PRP cord-196129-3zfeamgs 167 31 obtained obtain VBD cord-196129-3zfeamgs 167 32 the the DT cord-196129-3zfeamgs 167 33 results result NNS cord-196129-3zfeamgs 167 34 shown show VBN cord-196129-3zfeamgs 167 35 in in IN cord-196129-3zfeamgs 167 36 Table Table NNP cord-196129-3zfeamgs 167 37 2 2 CD cord-196129-3zfeamgs 167 38 . . . cord-196129-3zfeamgs 168 1 According accord VBG cord-196129-3zfeamgs 168 2 to to IN cord-196129-3zfeamgs 168 3 Table table NN cord-196129-3zfeamgs 168 4 2 2 CD cord-196129-3zfeamgs 168 5 , , , cord-196129-3zfeamgs 168 6 there there EX cord-196129-3zfeamgs 168 7 is be VBZ cord-196129-3zfeamgs 168 8 a a DT cord-196129-3zfeamgs 168 9 considerably considerably RB cord-196129-3zfeamgs 168 10 high high JJ cord-196129-3zfeamgs 168 11 level level NN cord-196129-3zfeamgs 168 12 of of IN cord-196129-3zfeamgs 168 13 determination determination NN cord-196129-3zfeamgs 168 14 of of IN cord-196129-3zfeamgs 168 15 the the DT cord-196129-3zfeamgs 168 16 model model NN cord-196129-3zfeamgs 168 17 ( ( -LRB- cord-196129-3zfeamgs 168 18 R r NN cord-196129-3zfeamgs 168 19 2 2 CD cord-196129-3zfeamgs 168 20 = = SYM cord-196129-3zfeamgs 168 21 0.938 0.938 CD cord-196129-3zfeamgs 168 22 ) ) -RRB- cord-196129-3zfeamgs 168 23 , , , cord-196129-3zfeamgs 168 24 which which WDT cord-196129-3zfeamgs 168 25 allows allow VBZ cord-196129-3zfeamgs 168 26 predicting predict VBG cord-196129-3zfeamgs 168 27 future future JJ cord-196129-3zfeamgs 168 28 values value NNS cord-196129-3zfeamgs 168 29 of of IN cord-196129-3zfeamgs 168 30 the the DT cord-196129-3zfeamgs 168 31 Greek greek JJ cord-196129-3zfeamgs 168 32 pandemic pandemic NN cord-196129-3zfeamgs 168 33 curve curve NN cord-196129-3zfeamgs 168 34 in in IN cord-196129-3zfeamgs 168 35 high high JJ cord-196129-3zfeamgs 168 36 precision precision NN cord-196129-3zfeamgs 168 37 . . . cord-196129-3zfeamgs 169 1 This this DT cord-196129-3zfeamgs 169 2 determination determination NN cord-196129-3zfeamgs 169 3 level level NN cord-196129-3zfeamgs 169 4 appears appear VBZ cord-196129-3zfeamgs 169 5 particularly particularly RB cord-196129-3zfeamgs 169 6 important important JJ cord-196129-3zfeamgs 169 7 because because IN cord-196129-3zfeamgs 169 8 it -PRON- PRP cord-196129-3zfeamgs 169 9 provides provide VBZ cord-196129-3zfeamgs 169 10 an an DT cord-196129-3zfeamgs 169 11 effective effective JJ cord-196129-3zfeamgs 169 12 model model NN cord-196129-3zfeamgs 169 13 for for IN cord-196129-3zfeamgs 169 14 predicting predict VBG cord-196129-3zfeamgs 169 15 the the DT cord-196129-3zfeamgs 169 16 flattening flattening NN cord-196129-3zfeamgs 169 17 of of IN cord-196129-3zfeamgs 169 18 the the DT cord-196129-3zfeamgs 169 19 pandemic pandemic NN cord-196129-3zfeamgs 169 20 curve curve NN cord-196129-3zfeamgs 169 21 in in IN cord-196129-3zfeamgs 169 22 Greece Greece NNP cord-196129-3zfeamgs 169 23 and and CC cord-196129-3zfeamgs 169 24 is be VBZ cord-196129-3zfeamgs 169 25 crucial crucial JJ cord-196129-3zfeamgs 169 26 for for IN cord-196129-3zfeamgs 169 27 providing provide VBG cord-196129-3zfeamgs 169 28 insights insight NNS cord-196129-3zfeamgs 169 29 about about IN cord-196129-3zfeamgs 169 30 the the DT cord-196129-3zfeamgs 169 31 effectiveness effectiveness NN cord-196129-3zfeamgs 169 32 at at IN cord-196129-3zfeamgs 169 33 which which WDT cord-196129-3zfeamgs 169 34 the the DT cord-196129-3zfeamgs 169 35 Greek greek JJ cord-196129-3zfeamgs 169 36 health health NN cord-196129-3zfeamgs 169 37 system system NN cord-196129-3zfeamgs 169 38 is be VBZ cord-196129-3zfeamgs 169 39 expected expect VBN cord-196129-3zfeamgs 169 40 to to TO cord-196129-3zfeamgs 169 41 respond respond VB cord-196129-3zfeamgs 169 42 in in IN cord-196129-3zfeamgs 169 43 the the DT cord-196129-3zfeamgs 169 44 future future NN cord-196129-3zfeamgs 169 45 provided provide VBN cord-196129-3zfeamgs 169 46 that that IN cord-196129-3zfeamgs 169 47 the the DT cord-196129-3zfeamgs 169 48 pandemic pandemic NN cord-196129-3zfeamgs 169 49 will will MD cord-196129-3zfeamgs 169 50 be be VB cord-196129-3zfeamgs 169 51 described describe VBN cord-196129-3zfeamgs 169 52 by by IN cord-196129-3zfeamgs 169 53 the the DT cord-196129-3zfeamgs 169 54 same same JJ cord-196129-3zfeamgs 169 55 dynamics dynamic NNS cord-196129-3zfeamgs 169 56 . . . cord-196129-3zfeamgs 170 1 Such such JJ cord-196129-3zfeamgs 170 2 information information NN cord-196129-3zfeamgs 170 3 will will MD cord-196129-3zfeamgs 170 4 be be VB cord-196129-3zfeamgs 170 5 directly directly RB cord-196129-3zfeamgs 170 6 linked link VBN cord-196129-3zfeamgs 170 7 to to IN cord-196129-3zfeamgs 170 8 the the DT cord-196129-3zfeamgs 170 9 application application NN cord-196129-3zfeamgs 170 10 of of IN cord-196129-3zfeamgs 170 11 extra extra JJ cord-196129-3zfeamgs 170 12 or or CC cord-196129-3zfeamgs 170 13 the the DT cord-196129-3zfeamgs 170 14 relaxation relaxation NN cord-196129-3zfeamgs 170 15 of of IN cord-196129-3zfeamgs 170 16 social social JJ cord-196129-3zfeamgs 170 17 measures measure NNS cord-196129-3zfeamgs 170 18 . . . cord-196129-3zfeamgs 171 1 The the DT cord-196129-3zfeamgs 171 2 previous previous JJ cord-196129-3zfeamgs 171 3 analysis analysis NN cord-196129-3zfeamgs 171 4 illustrates illustrate VBZ cord-196129-3zfeamgs 171 5 that that IN cord-196129-3zfeamgs 171 6 the the DT cord-196129-3zfeamgs 171 7 proposed propose VBN cord-196129-3zfeamgs 171 8 approach approach NN cord-196129-3zfeamgs 171 9 facilitated facilitate VBD cord-196129-3zfeamgs 171 10 the the DT cord-196129-3zfeamgs 171 11 construction construction NN cord-196129-3zfeamgs 171 12 of of IN cord-196129-3zfeamgs 171 13 a a DT cord-196129-3zfeamgs 171 14 reliable reliable JJ cord-196129-3zfeamgs 171 15 model model NN cord-196129-3zfeamgs 171 16 since since IN cord-196129-3zfeamgs 171 17 in in IN cord-196129-3zfeamgs 171 18 all all DT cord-196129-3zfeamgs 171 19 cases case NNS cord-196129-3zfeamgs 171 20 it -PRON- PRP cord-196129-3zfeamgs 171 21 led lead VBD cord-196129-3zfeamgs 171 22 to to IN cord-196129-3zfeamgs 171 23 accurate accurate JJ cord-196129-3zfeamgs 171 24 results result NNS cord-196129-3zfeamgs 171 25 that that WDT cord-196129-3zfeamgs 171 26 strengthened strengthen VBD cord-196129-3zfeamgs 171 27 the the DT cord-196129-3zfeamgs 171 28 forecasting forecasting NN cord-196129-3zfeamgs 171 29 process process NN cord-196129-3zfeamgs 171 30 . . . cord-196129-3zfeamgs 172 1 In in IN cord-196129-3zfeamgs 172 2 addition addition NN cord-196129-3zfeamgs 172 3 , , , cord-196129-3zfeamgs 172 4 one one CD cord-196129-3zfeamgs 172 5 of of IN cord-196129-3zfeamgs 172 6 the the DT cord-196129-3zfeamgs 172 7 major major JJ cord-196129-3zfeamgs 172 8 advantages advantage NNS cord-196129-3zfeamgs 172 9 of of IN cord-196129-3zfeamgs 172 10 the the DT cord-196129-3zfeamgs 172 11 model model NN cord-196129-3zfeamgs 172 12 regards regard VBZ cord-196129-3zfeamgs 172 13 its -PRON- PRP$ cord-196129-3zfeamgs 172 14 high high JJ cord-196129-3zfeamgs 172 15 reliability reliability NN cord-196129-3zfeamgs 172 16 due due JJ cord-196129-3zfeamgs 172 17 to to IN cord-196129-3zfeamgs 172 18 low low JJ cord-196129-3zfeamgs 172 19 residuals residual NNS cord-196129-3zfeamgs 172 20 , , , cord-196129-3zfeamgs 172 21 which which WDT cord-196129-3zfeamgs 172 22 can can MD cord-196129-3zfeamgs 172 23 be be VB cord-196129-3zfeamgs 172 24 considered consider VBN cord-196129-3zfeamgs 172 25 as as IN cord-196129-3zfeamgs 172 26 a a DT cord-196129-3zfeamgs 172 27 result result NN cord-196129-3zfeamgs 172 28 of of IN cord-196129-3zfeamgs 172 29 the the DT cord-196129-3zfeamgs 172 30 added add VBN cord-196129-3zfeamgs 172 31 value value NN cord-196129-3zfeamgs 172 32 obtained obtain VBN cord-196129-3zfeamgs 172 33 from from IN cord-196129-3zfeamgs 172 34 the the DT cord-196129-3zfeamgs 172 35 complex complex JJ cord-196129-3zfeamgs 172 36 network network NN cord-196129-3zfeamgs 172 37 conceptualization conceptualization NN cord-196129-3zfeamgs 172 38 of of IN cord-196129-3zfeamgs 172 39 the the DT cord-196129-3zfeamgs 172 40 splines spline NNS cord-196129-3zfeamgs 172 41 regression regression NN cord-196129-3zfeamgs 172 42 algorithm algorithm NN cord-196129-3zfeamgs 172 43 . . . cord-196129-3zfeamgs 173 1 The the DT cord-196129-3zfeamgs 173 2 complex complex JJ cord-196129-3zfeamgs 173 3 - - HYPH cord-196129-3zfeamgs 173 4 network network NN cord-196129-3zfeamgs 173 5 - - HYPH cord-196129-3zfeamgs 173 6 defined define VBN cord-196129-3zfeamgs 173 7 splines spline NNS cord-196129-3zfeamgs 173 8 regression regression NN cord-196129-3zfeamgs 173 9 algorithm algorithm NN cord-196129-3zfeamgs 173 10 provides provide VBZ cord-196129-3zfeamgs 173 11 a a DT cord-196129-3zfeamgs 173 12 solid solid JJ cord-196129-3zfeamgs 173 13 background background NN cord-196129-3zfeamgs 173 14 delimiting delimit VBG cord-196129-3zfeamgs 173 15 the the DT cord-196129-3zfeamgs 173 16 most most RBS cord-196129-3zfeamgs 173 17 relevant relevant JJ cord-196129-3zfeamgs 173 18 dataset dataset NN cord-196129-3zfeamgs 173 19 in in IN cord-196129-3zfeamgs 173 20 the the DT cord-196129-3zfeamgs 173 21 forecasting forecasting NN cord-196129-3zfeamgs 173 22 process process NN cord-196129-3zfeamgs 173 23 . . . cord-196129-3zfeamgs 174 1 It -PRON- PRP cord-196129-3zfeamgs 174 2 is be VBZ cord-196129-3zfeamgs 174 3 also also RB cord-196129-3zfeamgs 174 4 notable notable JJ cord-196129-3zfeamgs 174 5 that that IN cord-196129-3zfeamgs 174 6 the the DT cord-196129-3zfeamgs 174 7 proposed propose VBN cord-196129-3zfeamgs 174 8 methodology methodology NN cord-196129-3zfeamgs 174 9 models model VBZ cord-196129-3zfeamgs 174 10 the the DT cord-196129-3zfeamgs 174 11 spread spread NN cord-196129-3zfeamgs 174 12 of of IN cord-196129-3zfeamgs 174 13 the the DT cord-196129-3zfeamgs 174 14 Greek greek JJ cord-196129-3zfeamgs 174 15 pandemic pandemic NN cord-196129-3zfeamgs 174 16 in in IN cord-196129-3zfeamgs 174 17 the the DT cord-196129-3zfeamgs 174 18 most most RBS cord-196129-3zfeamgs 174 19 realistic realistic JJ cord-196129-3zfeamgs 174 20 way way NN cord-196129-3zfeamgs 175 1 because because IN cord-196129-3zfeamgs 175 2 , , , cord-196129-3zfeamgs 175 3 except except IN cord-196129-3zfeamgs 175 4 from from IN cord-196129-3zfeamgs 175 5 the the DT cord-196129-3zfeamgs 175 6 infection infection NN cord-196129-3zfeamgs 175 7 data datum NNS cord-196129-3zfeamgs 175 8 , , , cord-196129-3zfeamgs 175 9 it -PRON- PRP cord-196129-3zfeamgs 175 10 takes take VBZ cord-196129-3zfeamgs 175 11 into into IN cord-196129-3zfeamgs 175 12 account account NN cord-196129-3zfeamgs 175 13 the the DT cord-196129-3zfeamgs 175 14 real real JJ cord-196129-3zfeamgs 175 15 context context NN cord-196129-3zfeamgs 175 16 of of IN cord-196129-3zfeamgs 175 17 the the DT cord-196129-3zfeamgs 175 18 applied apply VBN cord-196129-3zfeamgs 175 19 policies policy NNS cord-196129-3zfeamgs 175 20 , , , cord-196129-3zfeamgs 175 21 which which WDT cord-196129-3zfeamgs 175 22 improves improve VBZ cord-196129-3zfeamgs 175 23 the the DT cord-196129-3zfeamgs 175 24 level level NN cord-196129-3zfeamgs 175 25 of of IN cord-196129-3zfeamgs 175 26 complexity complexity NN cord-196129-3zfeamgs 175 27 in in IN cord-196129-3zfeamgs 175 28 the the DT cord-196129-3zfeamgs 175 29 proposed propose VBN cord-196129-3zfeamgs 175 30 methodology methodology NN cord-196129-3zfeamgs 175 31 and and CC cord-196129-3zfeamgs 175 32 therefore therefore RB cord-196129-3zfeamgs 175 33 its -PRON- PRP$ cord-196129-3zfeamgs 175 34 realism realism NN cord-196129-3zfeamgs 175 35 . . . cord-196129-3zfeamgs 176 1 Finally finally RB cord-196129-3zfeamgs 176 2 , , , cord-196129-3zfeamgs 176 3 the the DT cord-196129-3zfeamgs 176 4 added add VBN cord-196129-3zfeamgs 176 5 value value NN cord-196129-3zfeamgs 176 6 of of IN cord-196129-3zfeamgs 176 7 the the DT cord-196129-3zfeamgs 176 8 regression regression NN cord-196129-3zfeamgs 176 9 splines spline NNS cord-196129-3zfeamgs 176 10 technique technique NN cord-196129-3zfeamgs 176 11 applied apply VBN cord-196129-3zfeamgs 176 12 in in IN cord-196129-3zfeamgs 176 13 this this DT cord-196129-3zfeamgs 176 14 paper paper NN cord-196129-3zfeamgs 176 15 should should MD cord-196129-3zfeamgs 176 16 be be VB cord-196129-3zfeamgs 176 17 evaluated evaluate VBN cord-196129-3zfeamgs 176 18 in in IN cord-196129-3zfeamgs 176 19 conjunction conjunction NN cord-196129-3zfeamgs 176 20 with with IN cord-196129-3zfeamgs 176 21 the the DT cord-196129-3zfeamgs 176 22 improvements improvement NNS cord-196129-3zfeamgs 176 23 that that WDT cord-196129-3zfeamgs 176 24 the the DT cord-196129-3zfeamgs 176 25 proposed propose VBN cord-196129-3zfeamgs 176 26 method method NN cord-196129-3zfeamgs 176 27 provides provide VBZ cord-196129-3zfeamgs 176 28 in in IN cord-196129-3zfeamgs 176 29 terms term NNS cord-196129-3zfeamgs 176 30 of of IN cord-196129-3zfeamgs 176 31 high high JJ cord-196129-3zfeamgs 176 32 accuracy accuracy NN cord-196129-3zfeamgs 176 33 , , , cord-196129-3zfeamgs 176 34 low low JJ cord-196129-3zfeamgs 176 35 multi multi JJ cord-196129-3zfeamgs 176 36 - - NN cord-196129-3zfeamgs 176 37 collinearity collinearity NN cord-196129-3zfeamgs 176 38 , , , cord-196129-3zfeamgs 176 39 and and CC cord-196129-3zfeamgs 176 40 model model NN cord-196129-3zfeamgs 176 41 specification specification NN cord-196129-3zfeamgs 176 42 . . . cord-196129-3zfeamgs 177 1 The the DT cord-196129-3zfeamgs 177 2 proposed propose VBN cord-196129-3zfeamgs 177 3 model model NN cord-196129-3zfeamgs 177 4 offers offer VBZ cord-196129-3zfeamgs 177 5 high high JJ cord-196129-3zfeamgs 177 6 accuracy accuracy NN cord-196129-3zfeamgs 177 7 in in IN cord-196129-3zfeamgs 177 8 prediction prediction NN cord-196129-3zfeamgs 177 9 and and CC cord-196129-3zfeamgs 177 10 stability stability NN cord-196129-3zfeamgs 177 11 , , , cord-196129-3zfeamgs 177 12 as as IN cord-196129-3zfeamgs 177 13 its -PRON- PRP$ cord-196129-3zfeamgs 177 14 overall overall JJ cord-196129-3zfeamgs 177 15 behavior behavior NN cord-196129-3zfeamgs 177 16 is be VBZ cord-196129-3zfeamgs 177 17 less less RBR cord-196129-3zfeamgs 177 18 noisy noisy JJ cord-196129-3zfeamgs 177 19 , , , cord-196129-3zfeamgs 177 20 while while IN cord-196129-3zfeamgs 177 21 reducing reduce VBG cord-196129-3zfeamgs 177 22 the the DT cord-196129-3zfeamgs 177 23 overall overall JJ cord-196129-3zfeamgs 177 24 risk risk NN cord-196129-3zfeamgs 177 25 of of IN cord-196129-3zfeamgs 177 26 a a DT cord-196129-3zfeamgs 177 27 particularly particularly RB cord-196129-3zfeamgs 177 28 poor poor JJ cord-196129-3zfeamgs 177 29 choice choice NN cord-196129-3zfeamgs 177 30 cause cause NN cord-196129-3zfeamgs 177 31 from from IN cord-196129-3zfeamgs 177 32 insufficient insufficient JJ cord-196129-3zfeamgs 177 33 sampling sampling NN cord-196129-3zfeamgs 177 34 or or CC cord-196129-3zfeamgs 177 35 model model NN cord-196129-3zfeamgs 177 36 configuration configuration NN cord-196129-3zfeamgs 177 37 . . . cord-196129-3zfeamgs 178 1 This this DT cord-196129-3zfeamgs 178 2 is be VBZ cord-196129-3zfeamgs 178 3 also also RB cord-196129-3zfeamgs 178 4 supported support VBN cord-196129-3zfeamgs 178 5 by by IN cord-196129-3zfeamgs 178 6 the the DT cord-196129-3zfeamgs 178 7 variance variance NN cord-196129-3zfeamgs 178 8 of of IN cord-196129-3zfeamgs 178 9 the the DT cord-196129-3zfeamgs 178 10 expected expected JJ cord-196129-3zfeamgs 178 11 error error NN cord-196129-3zfeamgs 178 12 that that WDT cord-196129-3zfeamgs 178 13 is be VBZ cord-196129-3zfeamgs 178 14 minimized minimize VBN cord-196129-3zfeamgs 178 15 , , , cord-196129-3zfeamgs 178 16 implying imply VBG cord-196129-3zfeamgs 178 17 the the DT cord-196129-3zfeamgs 178 18 reliability reliability NN cord-196129-3zfeamgs 178 19 and and CC cord-196129-3zfeamgs 178 20 the the DT cord-196129-3zfeamgs 178 21 universality universality NN cord-196129-3zfeamgs 178 22 of of IN cord-196129-3zfeamgs 178 23 the the DT cord-196129-3zfeamgs 178 24 proposed propose VBN cord-196129-3zfeamgs 178 25 model model NN cord-196129-3zfeamgs 178 26 . . . cord-196129-3zfeamgs 179 1 However however RB cord-196129-3zfeamgs 179 2 , , , cord-196129-3zfeamgs 179 3 an an DT cord-196129-3zfeamgs 179 4 important important JJ cord-196129-3zfeamgs 179 5 restriction restriction NN cord-196129-3zfeamgs 179 6 affecting affect VBG cord-196129-3zfeamgs 179 7 the the DT cord-196129-3zfeamgs 179 8 reliability reliability NN cord-196129-3zfeamgs 179 9 of of IN cord-196129-3zfeamgs 179 10 the the DT cord-196129-3zfeamgs 179 11 proposed propose VBN cord-196129-3zfeamgs 179 12 methodology methodology NN cord-196129-3zfeamgs 179 13 is be VBZ cord-196129-3zfeamgs 179 14 the the DT cord-196129-3zfeamgs 179 15 availability availability NN cord-196129-3zfeamgs 179 16 of of IN cord-196129-3zfeamgs 179 17 the the DT cord-196129-3zfeamgs 179 18 time time NN cord-196129-3zfeamgs 179 19 - - HYPH cord-196129-3zfeamgs 179 20 series series NN cord-196129-3zfeamgs 179 21 data datum NNS cord-196129-3zfeamgs 179 22 used use VBN cord-196129-3zfeamgs 179 23 for for IN cord-196129-3zfeamgs 179 24 the the DT cord-196129-3zfeamgs 179 25 model model NN cord-196129-3zfeamgs 179 26 construction construction NN cord-196129-3zfeamgs 179 27 . . . cord-196129-3zfeamgs 180 1 Within within IN cord-196129-3zfeamgs 180 2 this this DT cord-196129-3zfeamgs 180 3 context context NN cord-196129-3zfeamgs 180 4 , , , cord-196129-3zfeamgs 180 5 the the DT cord-196129-3zfeamgs 180 6 complex complex JJ cord-196129-3zfeamgs 180 7 network network NN cord-196129-3zfeamgs 180 8 conceptualization conceptualization NN cord-196129-3zfeamgs 180 9 of of IN cord-196129-3zfeamgs 180 10 the the DT cord-196129-3zfeamgs 180 11 spline spline NN cord-196129-3zfeamgs 180 12 regression regression NN cord-196129-3zfeamgs 180 13 algorithm algorithm NN cord-196129-3zfeamgs 180 14 equips equip VBZ cord-196129-3zfeamgs 180 15 the the DT cord-196129-3zfeamgs 180 16 model model NN cord-196129-3zfeamgs 180 17 with with IN cord-196129-3zfeamgs 180 18 additional additional JJ cord-196129-3zfeamgs 180 19 degrees degree NNS cord-196129-3zfeamgs 180 20 of of IN cord-196129-3zfeamgs 180 21 freedom freedom NN cord-196129-3zfeamgs 180 22 to to IN cord-196129-3zfeamgs 180 23 the the DT cord-196129-3zfeamgs 180 24 extent extent NN cord-196129-3zfeamgs 180 25 that that IN cord-196129-3zfeamgs 180 26 it -PRON- PRP cord-196129-3zfeamgs 180 27 incorporates incorporate VBZ cord-196129-3zfeamgs 180 28 latent latent JJ cord-196129-3zfeamgs 180 29 information information NN cord-196129-3zfeamgs 180 30 that that WDT cord-196129-3zfeamgs 180 31 becomes become VBZ cord-196129-3zfeamgs 180 32 visible visible JJ cord-196129-3zfeamgs 180 33 or or CC cord-196129-3zfeamgs 180 34 applicable applicable JJ cord-196129-3zfeamgs 180 35 only only RB cord-196129-3zfeamgs 180 36 through through IN cord-196129-3zfeamgs 180 37 a a DT cord-196129-3zfeamgs 180 38 higher high JJR cord-196129-3zfeamgs 180 39 order order NN cord-196129-3zfeamgs 180 40 transformation transformation NN cord-196129-3zfeamgs 180 41 ( ( -LRB- cord-196129-3zfeamgs 180 42 i.e. i.e. FW cord-196129-3zfeamgs 180 43 from from IN cord-196129-3zfeamgs 180 44 time time NN cord-196129-3zfeamgs 180 45 - - HYPH cord-196129-3zfeamgs 180 46 series series NN cord-196129-3zfeamgs 180 47 to to IN cord-196129-3zfeamgs 180 48 a a DT cord-196129-3zfeamgs 180 49 complex complex JJ cord-196129-3zfeamgs 180 50 network network NN cord-196129-3zfeamgs 180 51 ) ) -RRB- cord-196129-3zfeamgs 180 52 applied apply VBD cord-196129-3zfeamgs 180 53 to to IN cord-196129-3zfeamgs 180 54 the the DT cord-196129-3zfeamgs 180 55 source source NN cord-196129-3zfeamgs 180 56 time time NN cord-196129-3zfeamgs 180 57 - - HYPH cord-196129-3zfeamgs 180 58 series series NN cord-196129-3zfeamgs 180 59 . . . cord-196129-3zfeamgs 181 1 Within within IN cord-196129-3zfeamgs 181 2 this this DT cord-196129-3zfeamgs 181 3 context context NN cord-196129-3zfeamgs 181 4 , , , cord-196129-3zfeamgs 181 5 the the DT cord-196129-3zfeamgs 181 6 ability ability NN cord-196129-3zfeamgs 181 7 to to TO cord-196129-3zfeamgs 181 8 accurately accurately RB cord-196129-3zfeamgs 181 9 predict predict VB cord-196129-3zfeamgs 181 10 the the DT cord-196129-3zfeamgs 181 11 future future NN cord-196129-3zfeamgs 181 12 of of IN cord-196129-3zfeamgs 181 13 a a DT cord-196129-3zfeamgs 181 14 pandemic pandemic NN cord-196129-3zfeamgs 181 15 is be VBZ cord-196129-3zfeamgs 181 16 an an DT cord-196129-3zfeamgs 181 17 extremely extremely RB cord-196129-3zfeamgs 181 18 important important JJ cord-196129-3zfeamgs 181 19 but but CC cord-196129-3zfeamgs 181 20 difficult difficult JJ cord-196129-3zfeamgs 181 21 task task NN cord-196129-3zfeamgs 181 22 . . . cord-196129-3zfeamgs 182 1 Due due IN cord-196129-3zfeamgs 182 2 to to IN cord-196129-3zfeamgs 182 3 the the DT cord-196129-3zfeamgs 182 4 restricted restricted JJ cord-196129-3zfeamgs 182 5 current current JJ cord-196129-3zfeamgs 182 6 knowledge knowledge NN cord-196129-3zfeamgs 182 7 of of IN cord-196129-3zfeamgs 182 8 the the DT cord-196129-3zfeamgs 182 9 new new JJ cord-196129-3zfeamgs 182 10 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 182 11 pandemic pandemic NN cord-196129-3zfeamgs 182 12 , , , cord-196129-3zfeamgs 182 13 to to IN cord-196129-3zfeamgs 182 14 the the DT cord-196129-3zfeamgs 182 15 high high JJ cord-196129-3zfeamgs 182 16 level level NN cord-196129-3zfeamgs 182 17 of of IN cord-196129-3zfeamgs 182 18 uncertainty uncertainty NN cord-196129-3zfeamgs 182 19 , , , cord-196129-3zfeamgs 182 20 and and CC cord-196129-3zfeamgs 182 21 to to IN cord-196129-3zfeamgs 182 22 the the DT cord-196129-3zfeamgs 182 23 complex complex JJ cord-196129-3zfeamgs 182 24 socio socio JJ cord-196129-3zfeamgs 182 25 - - JJ cord-196129-3zfeamgs 182 26 political political JJ cord-196129-3zfeamgs 182 27 factors factor NNS cord-196129-3zfeamgs 182 28 that that WDT cord-196129-3zfeamgs 182 29 influence influence VBP cord-196129-3zfeamgs 182 30 the the DT cord-196129-3zfeamgs 182 31 spread spread NN cord-196129-3zfeamgs 182 32 of of IN cord-196129-3zfeamgs 182 33 the the DT cord-196129-3zfeamgs 182 34 new new JJ cord-196129-3zfeamgs 182 35 virus virus NN cord-196129-3zfeamgs 182 36 , , , cord-196129-3zfeamgs 182 37 any any DT cord-196129-3zfeamgs 182 38 technically technically RB cord-196129-3zfeamgs 182 39 sound sound JJ cord-196129-3zfeamgs 182 40 methodology methodology NN cord-196129-3zfeamgs 182 41 for for IN cord-196129-3zfeamgs 182 42 analyzing analyze VBG cord-196129-3zfeamgs 182 43 or or CC cord-196129-3zfeamgs 182 44 predicting predict VBG cord-196129-3zfeamgs 182 45 the the DT cord-196129-3zfeamgs 182 46 phenomenon phenomenon NN cord-196129-3zfeamgs 182 47 is be VBZ cord-196129-3zfeamgs 182 48 an an DT cord-196129-3zfeamgs 182 49 important important JJ cord-196129-3zfeamgs 182 50 legacy legacy NN cord-196129-3zfeamgs 182 51 and and CC cord-196129-3zfeamgs 182 52 hopeful hopeful JJ cord-196129-3zfeamgs 182 53 supply supply NN cord-196129-3zfeamgs 182 54 in in IN cord-196129-3zfeamgs 182 55 the the DT cord-196129-3zfeamgs 182 56 fight fight NN cord-196129-3zfeamgs 182 57 against against IN cord-196129-3zfeamgs 182 58 the the DT cord-196129-3zfeamgs 182 59 disease disease NN cord-196129-3zfeamgs 182 60 . . . cord-196129-3zfeamgs 183 1 This this DT cord-196129-3zfeamgs 183 2 paper paper NN cord-196129-3zfeamgs 183 3 studied study VBD cord-196129-3zfeamgs 183 4 the the DT cord-196129-3zfeamgs 183 5 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 183 6 temporal temporal JJ cord-196129-3zfeamgs 183 7 spread spread NN cord-196129-3zfeamgs 183 8 in in IN cord-196129-3zfeamgs 183 9 Greece Greece NNP cord-196129-3zfeamgs 183 10 and and CC cord-196129-3zfeamgs 183 11 proposed propose VBD cord-196129-3zfeamgs 183 12 an an DT cord-196129-3zfeamgs 183 13 innovative innovative JJ cord-196129-3zfeamgs 183 14 , , , cord-196129-3zfeamgs 183 15 realistic realistic JJ cord-196129-3zfeamgs 183 16 , , , cord-196129-3zfeamgs 183 17 and and CC cord-196129-3zfeamgs 183 18 highly highly RB cord-196129-3zfeamgs 183 19 reliable reliable JJ cord-196129-3zfeamgs 183 20 methodology methodology NN cord-196129-3zfeamgs 183 21 for for IN cord-196129-3zfeamgs 183 22 forecasting forecast VBG cord-196129-3zfeamgs 183 23 the the DT cord-196129-3zfeamgs 183 24 flattening flattening NN cord-196129-3zfeamgs 183 25 of of IN cord-196129-3zfeamgs 183 26 the the DT cord-196129-3zfeamgs 183 27 curve curve NN cord-196129-3zfeamgs 183 28 , , , cord-196129-3zfeamgs 183 29 based base VBN cord-196129-3zfeamgs 183 30 on on IN cord-196129-3zfeamgs 183 31 the the DT cord-196129-3zfeamgs 183 32 spline spline NN cord-196129-3zfeamgs 183 33 and and CC cord-196129-3zfeamgs 183 34 logistic logistic JJ cord-196129-3zfeamgs 183 35 regression regression NN cord-196129-3zfeamgs 183 36 algorithm algorithm NN cord-196129-3zfeamgs 183 37 , , , cord-196129-3zfeamgs 183 38 along along IN cord-196129-3zfeamgs 183 39 with with IN cord-196129-3zfeamgs 183 40 the the DT cord-196129-3zfeamgs 183 41 complex complex JJ cord-196129-3zfeamgs 183 42 network network NN cord-196129-3zfeamgs 183 43 analysis analysis NN cord-196129-3zfeamgs 183 44 . . . cord-196129-3zfeamgs 184 1 A a DT cord-196129-3zfeamgs 184 2 considerable considerable JJ cord-196129-3zfeamgs 184 3 added add VBN cord-196129-3zfeamgs 184 4 value value NN cord-196129-3zfeamgs 184 5 of of IN cord-196129-3zfeamgs 184 6 the the DT cord-196129-3zfeamgs 184 7 proposed propose VBN cord-196129-3zfeamgs 184 8 model model NN cord-196129-3zfeamgs 184 9 concerns concern VBZ cord-196129-3zfeamgs 184 10 the the DT cord-196129-3zfeamgs 184 11 complex complex JJ cord-196129-3zfeamgs 184 12 - - HYPH cord-196129-3zfeamgs 184 13 network network NN cord-196129-3zfeamgs 184 14 - - HYPH cord-196129-3zfeamgs 184 15 based base VBN cord-196129-3zfeamgs 184 16 conceptualization conceptualization NN cord-196129-3zfeamgs 184 17 of of IN cord-196129-3zfeamgs 184 18 the the DT cord-196129-3zfeamgs 184 19 time time NN cord-196129-3zfeamgs 184 20 - - HYPH cord-196129-3zfeamgs 184 21 series series NN cord-196129-3zfeamgs 184 22 partition partition NN cord-196129-3zfeamgs 184 23 into into IN cord-196129-3zfeamgs 184 24 spline spline NN cord-196129-3zfeamgs 184 25 segments segment NNS cord-196129-3zfeamgs 184 26 , , , cord-196129-3zfeamgs 184 27 according accord VBG cord-196129-3zfeamgs 184 28 to to IN cord-196129-3zfeamgs 184 29 which which WDT cord-196129-3zfeamgs 184 30 the the DT cord-196129-3zfeamgs 184 31 knot knot NN cord-196129-3zfeamgs 184 32 - - HYPH cord-196129-3zfeamgs 184 33 vector vector NN cord-196129-3zfeamgs 184 34 of of IN cord-196129-3zfeamgs 184 35 the the DT cord-196129-3zfeamgs 184 36 spline spline NN cord-196129-3zfeamgs 184 37 algorithm algorithm NN cord-196129-3zfeamgs 184 38 was be VBD cord-196129-3zfeamgs 184 39 defined define VBN cord-196129-3zfeamgs 184 40 by by IN cord-196129-3zfeamgs 184 41 the the DT cord-196129-3zfeamgs 184 42 community community NN cord-196129-3zfeamgs 184 43 detection detection NN cord-196129-3zfeamgs 184 44 analysis analysis NN cord-196129-3zfeamgs 184 45 applied apply VBN cord-196129-3zfeamgs 184 46 to to IN cord-196129-3zfeamgs 184 47 the the DT cord-196129-3zfeamgs 184 48 graph graph NN cord-196129-3zfeamgs 184 49 associated associate VBN cord-196129-3zfeamgs 184 50 to to IN cord-196129-3zfeamgs 184 51 the the DT cord-196129-3zfeamgs 184 52 time time NN cord-196129-3zfeamgs 184 53 - - HYPH cord-196129-3zfeamgs 184 54 series series NN cord-196129-3zfeamgs 184 55 of of IN cord-196129-3zfeamgs 184 56 the the DT cord-196129-3zfeamgs 184 57 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 184 58 infection infection NN cord-196129-3zfeamgs 184 59 curve curve NN cord-196129-3zfeamgs 184 60 . . . cord-196129-3zfeamgs 185 1 In in IN cord-196129-3zfeamgs 185 2 general general JJ cord-196129-3zfeamgs 185 3 , , , cord-196129-3zfeamgs 185 4 the the DT cord-196129-3zfeamgs 185 5 proposed propose VBN cord-196129-3zfeamgs 185 6 model model NN cord-196129-3zfeamgs 185 7 can can MD cord-196129-3zfeamgs 185 8 create create VB cord-196129-3zfeamgs 185 9 highly highly RB cord-196129-3zfeamgs 185 10 realistic realistic JJ cord-196129-3zfeamgs 185 11 scenarios scenario NNS cord-196129-3zfeamgs 185 12 for for IN cord-196129-3zfeamgs 185 13 the the DT cord-196129-3zfeamgs 185 14 evaluation evaluation NN cord-196129-3zfeamgs 185 15 and and CC cord-196129-3zfeamgs 185 16 study study NN cord-196129-3zfeamgs 185 17 of of IN cord-196129-3zfeamgs 185 18 the the DT cord-196129-3zfeamgs 185 19 pandemic pandemic NN cord-196129-3zfeamgs 185 20 , , , cord-196129-3zfeamgs 185 21 which which WDT cord-196129-3zfeamgs 185 22 are be VBP cord-196129-3zfeamgs 185 23 directly directly RB cord-196129-3zfeamgs 185 24 related relate VBN cord-196129-3zfeamgs 185 25 to to IN cord-196129-3zfeamgs 185 26 the the DT cord-196129-3zfeamgs 185 27 sociability sociability NN cord-196129-3zfeamgs 185 28 and and CC cord-196129-3zfeamgs 185 29 mobility mobility NN cord-196129-3zfeamgs 185 30 of of IN cord-196129-3zfeamgs 185 31 citizens citizen NNS cord-196129-3zfeamgs 185 32 . . . cord-196129-3zfeamgs 186 1 The the DT cord-196129-3zfeamgs 186 2 very very RB cord-196129-3zfeamgs 186 3 high high JJ cord-196129-3zfeamgs 186 4 determination determination NN cord-196129-3zfeamgs 186 5 achieved achieve VBN cord-196129-3zfeamgs 186 6 by by IN cord-196129-3zfeamgs 186 7 the the DT cord-196129-3zfeamgs 186 8 proposed propose VBN cord-196129-3zfeamgs 186 9 model model NN cord-196129-3zfeamgs 186 10 is be VBZ cord-196129-3zfeamgs 186 11 indicative indicative JJ cord-196129-3zfeamgs 186 12 to to IN cord-196129-3zfeamgs 186 13 its -PRON- PRP$ cord-196129-3zfeamgs 186 14 effectiveness effectiveness NN cord-196129-3zfeamgs 186 15 and and CC cord-196129-3zfeamgs 186 16 reliability reliability NN cord-196129-3zfeamgs 186 17 to to IN cord-196129-3zfeamgs 186 18 the the DT cord-196129-3zfeamgs 186 19 extent extent NN cord-196129-3zfeamgs 186 20 that that IN cord-196129-3zfeamgs 186 21 it -PRON- PRP cord-196129-3zfeamgs 186 22 incorporates incorporate VBZ cord-196129-3zfeamgs 186 23 fitting fitting JJ cord-196129-3zfeamgs 186 24 techniques technique NNS cord-196129-3zfeamgs 186 25 of of IN cord-196129-3zfeamgs 186 26 high high JJ cord-196129-3zfeamgs 186 27 resolution resolution NN cord-196129-3zfeamgs 186 28 with with IN cord-196129-3zfeamgs 186 29 latent latent JJ cord-196129-3zfeamgs 186 30 information information NN cord-196129-3zfeamgs 186 31 being be VBG cord-196129-3zfeamgs 186 32 visible visible JJ cord-196129-3zfeamgs 186 33 after after IN cord-196129-3zfeamgs 186 34 transforming transform VBG cord-196129-3zfeamgs 186 35 the the DT cord-196129-3zfeamgs 186 36 time time NN cord-196129-3zfeamgs 186 37 - - HYPH cord-196129-3zfeamgs 186 38 series series NN cord-196129-3zfeamgs 186 39 into into IN cord-196129-3zfeamgs 186 40 a a DT cord-196129-3zfeamgs 186 41 complex complex JJ cord-196129-3zfeamgs 186 42 network network NN cord-196129-3zfeamgs 186 43 . . . cord-196129-3zfeamgs 187 1 Provided provide VBN cord-196129-3zfeamgs 187 2 that that IN cord-196129-3zfeamgs 187 3 this this DT cord-196129-3zfeamgs 187 4 study study NN cord-196129-3zfeamgs 187 5 aimed aim VBD cord-196129-3zfeamgs 187 6 to to TO cord-196129-3zfeamgs 187 7 develop develop VB cord-196129-3zfeamgs 187 8 a a DT cord-196129-3zfeamgs 187 9 framework framework NN cord-196129-3zfeamgs 187 10 for for IN cord-196129-3zfeamgs 187 11 selecting select VBG cord-196129-3zfeamgs 187 12 the the DT cord-196129-3zfeamgs 187 13 appropriate appropriate JJ cord-196129-3zfeamgs 187 14 research research NN cord-196129-3zfeamgs 187 15 methods method NNS cord-196129-3zfeamgs 187 16 for for IN cord-196129-3zfeamgs 187 17 the the DT cord-196129-3zfeamgs 187 18 further further JJ cord-196129-3zfeamgs 187 19 comprehension comprehension NN cord-196129-3zfeamgs 187 20 and and CC cord-196129-3zfeamgs 187 21 interpretation interpretation NN cord-196129-3zfeamgs 187 22 of of IN cord-196129-3zfeamgs 187 23 the the DT cord-196129-3zfeamgs 187 24 disease disease NN cord-196129-3zfeamgs 187 25 , , , cord-196129-3zfeamgs 187 26 as as RB cord-196129-3zfeamgs 187 27 well well RB cord-196129-3zfeamgs 187 28 as as IN cord-196129-3zfeamgs 187 29 to to TO cord-196129-3zfeamgs 187 30 facilitate facilitate VB cord-196129-3zfeamgs 187 31 critical critical JJ cord-196129-3zfeamgs 187 32 decisions decision NNS cord-196129-3zfeamgs 187 33 regarding regard VBG cord-196129-3zfeamgs 187 34 the the DT cord-196129-3zfeamgs 187 35 allocation allocation NN cord-196129-3zfeamgs 187 36 and and CC cord-196129-3zfeamgs 187 37 management management NN cord-196129-3zfeamgs 187 38 of of IN cord-196129-3zfeamgs 187 39 the the DT cord-196129-3zfeamgs 187 40 available available JJ cord-196129-3zfeamgs 187 41 health health NN cord-196129-3zfeamgs 187 42 resources resource NNS cord-196129-3zfeamgs 187 43 , , , cord-196129-3zfeamgs 187 44 the the DT cord-196129-3zfeamgs 187 45 proposed propose VBN cord-196129-3zfeamgs 187 46 methodology methodology NN cord-196129-3zfeamgs 187 47 contributed contribute VBD cord-196129-3zfeamgs 187 48 to to IN cord-196129-3zfeamgs 187 49 this this DT cord-196129-3zfeamgs 187 50 purpose purpose NN cord-196129-3zfeamgs 187 51 by by IN cord-196129-3zfeamgs 187 52 introducing introduce VBG cord-196129-3zfeamgs 187 53 an an DT cord-196129-3zfeamgs 187 54 integrated integrate VBN cord-196129-3zfeamgs 187 55 framework framework NN cord-196129-3zfeamgs 187 56 incorporating incorporate VBG cord-196129-3zfeamgs 187 57 several several JJ cord-196129-3zfeamgs 187 58 modeling modeling NN cord-196129-3zfeamgs 187 59 techniques technique NNS cord-196129-3zfeamgs 187 60 of of IN cord-196129-3zfeamgs 187 61 time time NN cord-196129-3zfeamgs 187 62 - - HYPH cord-196129-3zfeamgs 187 63 series series NN cord-196129-3zfeamgs 187 64 analysis analysis NN cord-196129-3zfeamgs 187 65 . . . cord-196129-3zfeamgs 188 1 The the DT cord-196129-3zfeamgs 188 2 particularly particularly RB cord-196129-3zfeamgs 188 3 low low JJ cord-196129-3zfeamgs 188 4 error error NN cord-196129-3zfeamgs 188 5 rates rate NNS cord-196129-3zfeamgs 188 6 that that WDT cord-196129-3zfeamgs 188 7 resulted result VBD cord-196129-3zfeamgs 188 8 by by IN cord-196129-3zfeamgs 188 9 the the DT cord-196129-3zfeamgs 188 10 proposed propose VBN cord-196129-3zfeamgs 188 11 method method NN cord-196129-3zfeamgs 188 12 contribute contribute VB cord-196129-3zfeamgs 188 13 to to IN cord-196129-3zfeamgs 188 14 decision decision NN cord-196129-3zfeamgs 188 15 - - HYPH cord-196129-3zfeamgs 188 16 making making NN cord-196129-3zfeamgs 188 17 and and CC cord-196129-3zfeamgs 188 18 to to IN cord-196129-3zfeamgs 188 19 the the DT cord-196129-3zfeamgs 188 20 examination examination NN cord-196129-3zfeamgs 188 21 of of IN cord-196129-3zfeamgs 188 22 the the DT cord-196129-3zfeamgs 188 23 pandemic pandemic NN cord-196129-3zfeamgs 188 24 at at IN cord-196129-3zfeamgs 188 25 a a DT cord-196129-3zfeamgs 188 26 wider wide JJR cord-196129-3zfeamgs 188 27 spatio spatio JJ cord-196129-3zfeamgs 188 28 - - HYPH cord-196129-3zfeamgs 188 29 temporal temporal JJ cord-196129-3zfeamgs 188 30 level level NN cord-196129-3zfeamgs 188 31 . . . cord-196129-3zfeamgs 189 1 The the DT cord-196129-3zfeamgs 189 2 overall overall JJ cord-196129-3zfeamgs 189 3 approach approach NN cord-196129-3zfeamgs 189 4 showed show VBD cord-196129-3zfeamgs 189 5 that that IN cord-196129-3zfeamgs 189 6 , , , cord-196129-3zfeamgs 189 7 up up IN cord-196129-3zfeamgs 189 8 to to IN cord-196129-3zfeamgs 189 9 the the DT cord-196129-3zfeamgs 189 10 day day NN cord-196129-3zfeamgs 189 11 that that WDT cord-196129-3zfeamgs 189 12 Greece Greece NNP cord-196129-3zfeamgs 189 13 opened open VBD cord-196129-3zfeamgs 189 14 its -PRON- PRP$ cord-196129-3zfeamgs 189 15 borders border NNS cord-196129-3zfeamgs 189 16 to to IN cord-196129-3zfeamgs 189 17 foreign foreign JJ cord-196129-3zfeamgs 189 18 tourism tourism NN cord-196129-3zfeamgs 189 19 , , , cord-196129-3zfeamgs 189 20 the the DT cord-196129-3zfeamgs 189 21 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 189 22 infection infection NN cord-196129-3zfeamgs 189 23 curve curve NN cord-196129-3zfeamgs 189 24 was be VBD cord-196129-3zfeamgs 189 25 moving move VBG cord-196129-3zfeamgs 189 26 into into IN cord-196129-3zfeamgs 189 27 a a DT cord-196129-3zfeamgs 189 28 saturation saturation NN cord-196129-3zfeamgs 189 29 point point NN cord-196129-3zfeamgs 189 30 describing describe VBG cord-196129-3zfeamgs 189 31 the the DT cord-196129-3zfeamgs 189 32 flattening flatten VBG cord-196129-3zfeamgs 189 33 dynamics dynamic NNS cord-196129-3zfeamgs 189 34 of of IN cord-196129-3zfeamgs 189 35 the the DT cord-196129-3zfeamgs 189 36 curve curve NN cord-196129-3zfeamgs 189 37 . . . cord-196129-3zfeamgs 190 1 This this DT cord-196129-3zfeamgs 190 2 seemed seem VBD cord-196129-3zfeamgs 190 3 to to TO cord-196129-3zfeamgs 190 4 allow allow VB cord-196129-3zfeamgs 190 5 the the DT cord-196129-3zfeamgs 190 6 country country NN cord-196129-3zfeamgs 190 7 deciding decide VBG cord-196129-3zfeamgs 190 8 to to TO cord-196129-3zfeamgs 190 9 be be VB cord-196129-3zfeamgs 190 10 receptive receptive JJ cord-196129-3zfeamgs 190 11 to to IN cord-196129-3zfeamgs 190 12 the the DT cord-196129-3zfeamgs 190 13 externality externality NN cord-196129-3zfeamgs 190 14 of of IN cord-196129-3zfeamgs 190 15 foreign foreign JJ cord-196129-3zfeamgs 190 16 tourism tourism NN cord-196129-3zfeamgs 190 17 , , , cord-196129-3zfeamgs 190 18 which which WDT cord-196129-3zfeamgs 190 19 started start VBD cord-196129-3zfeamgs 190 20 at at IN cord-196129-3zfeamgs 190 21 the the DT cord-196129-3zfeamgs 190 22 very very RB cord-196129-3zfeamgs 190 23 next next JJ cord-196129-3zfeamgs 190 24 day day NN cord-196129-3zfeamgs 190 25 of of IN cord-196129-3zfeamgs 190 26 the the DT cord-196129-3zfeamgs 190 27 end end NN cord-196129-3zfeamgs 190 28 of of IN cord-196129-3zfeamgs 190 29 the the DT cord-196129-3zfeamgs 190 30 dataset dataset NN cord-196129-3zfeamgs 190 31 considered consider VBN cord-196129-3zfeamgs 190 32 in in IN cord-196129-3zfeamgs 190 33 this this DT cord-196129-3zfeamgs 190 34 study study NN cord-196129-3zfeamgs 190 35 . . . cord-196129-3zfeamgs 191 1 Within within IN cord-196129-3zfeamgs 191 2 this this DT cord-196129-3zfeamgs 191 3 context context NN cord-196129-3zfeamgs 191 4 , , , cord-196129-3zfeamgs 191 5 this this DT cord-196129-3zfeamgs 191 6 paper paper NN cord-196129-3zfeamgs 191 7 introduces introduce VBZ cord-196129-3zfeamgs 191 8 avenues avenue NNS cord-196129-3zfeamgs 191 9 for for IN cord-196129-3zfeamgs 191 10 further further JJ cord-196129-3zfeamgs 191 11 research research NN cord-196129-3zfeamgs 191 12 both both DT cord-196129-3zfeamgs 191 13 in in IN cord-196129-3zfeamgs 191 14 methodological methodological JJ cord-196129-3zfeamgs 191 15 and and CC cord-196129-3zfeamgs 191 16 in in IN cord-196129-3zfeamgs 191 17 implementation implementation NN cord-196129-3zfeamgs 191 18 terms term NNS cord-196129-3zfeamgs 191 19 . . . cord-196129-3zfeamgs 192 1 In in IN cord-196129-3zfeamgs 192 2 methodological methodological JJ cord-196129-3zfeamgs 192 3 terms term NNS cord-196129-3zfeamgs 192 4 , , , cord-196129-3zfeamgs 192 5 future future JJ cord-196129-3zfeamgs 192 6 improvements improvement NNS cord-196129-3zfeamgs 192 7 of of IN cord-196129-3zfeamgs 192 8 the the DT cord-196129-3zfeamgs 192 9 proposed propose VBN cord-196129-3zfeamgs 192 10 methodology methodology NN cord-196129-3zfeamgs 192 11 should should MD cord-196129-3zfeamgs 192 12 focus focus VB cord-196129-3zfeamgs 192 13 on on IN cord-196129-3zfeamgs 192 14 further further JJ cord-196129-3zfeamgs 192 15 optimization optimization NN cord-196129-3zfeamgs 192 16 of of IN cord-196129-3zfeamgs 192 17 the the DT cord-196129-3zfeamgs 192 18 algorithm algorithm NN cord-196129-3zfeamgs 192 19 parameters parameter NNS cord-196129-3zfeamgs 192 20 that that WDT cord-196129-3zfeamgs 192 21 used use VBD cord-196129-3zfeamgs 192 22 in in IN cord-196129-3zfeamgs 192 23 the the DT cord-196129-3zfeamgs 192 24 model model NN cord-196129-3zfeamgs 192 25 , , , cord-196129-3zfeamgs 192 26 both both DT cord-196129-3zfeamgs 192 27 of of IN cord-196129-3zfeamgs 192 28 the the DT cord-196129-3zfeamgs 192 29 regression regression NN cord-196129-3zfeamgs 192 30 splines spline NNS cord-196129-3zfeamgs 192 31 and and CC cord-196129-3zfeamgs 192 32 logistic logistic JJ cord-196129-3zfeamgs 192 33 regression regression NN cord-196129-3zfeamgs 192 34 algorithms algorithm NNS cord-196129-3zfeamgs 192 35 and and CC cord-196129-3zfeamgs 192 36 of of IN cord-196129-3zfeamgs 192 37 the the DT cord-196129-3zfeamgs 192 38 associated associate VBN cord-196129-3zfeamgs 192 39 complex complex JJ cord-196129-3zfeamgs 192 40 network network NN cord-196129-3zfeamgs 192 41 conceptualization conceptualization NN cord-196129-3zfeamgs 192 42 . . . cord-196129-3zfeamgs 193 1 Mode mode NN cord-196129-3zfeamgs 193 2 avenues avenue NNS cord-196129-3zfeamgs 193 3 of of IN cord-196129-3zfeamgs 193 4 further further JJ cord-196129-3zfeamgs 193 5 research research NN cord-196129-3zfeamgs 193 6 could could MD cord-196129-3zfeamgs 193 7 emerge emerge VB cord-196129-3zfeamgs 193 8 towards towards IN cord-196129-3zfeamgs 193 9 the the DT cord-196129-3zfeamgs 193 10 direction direction NN cord-196129-3zfeamgs 193 11 of of IN cord-196129-3zfeamgs 193 12 future future JJ cord-196129-3zfeamgs 193 13 model model NN cord-196129-3zfeamgs 193 14 expansion expansion NN cord-196129-3zfeamgs 193 15 , , , cord-196129-3zfeamgs 193 16 such such JJ cord-196129-3zfeamgs 193 17 as as IN cord-196129-3zfeamgs 193 18 the the DT cord-196129-3zfeamgs 193 19 implementation implementation NN cord-196129-3zfeamgs 193 20 of of IN cord-196129-3zfeamgs 193 21 a a DT cord-196129-3zfeamgs 193 22 hybrid hybrid JJ cord-196129-3zfeamgs 193 23 learning learning NN cord-196129-3zfeamgs 193 24 system system NN cord-196129-3zfeamgs 193 25 based base VBN cord-196129-3zfeamgs 193 26 on on IN cord-196129-3zfeamgs 193 27 the the DT cord-196129-3zfeamgs 193 28 proposed propose VBN cord-196129-3zfeamgs 193 29 architecture architecture NN cord-196129-3zfeamgs 193 30 , , , cord-196129-3zfeamgs 193 31 which which WDT cord-196129-3zfeamgs 193 32 with with IN cord-196129-3zfeamgs 193 33 methods method NNS cord-196129-3zfeamgs 193 34 of of IN cord-196129-3zfeamgs 193 35 self self NN cord-196129-3zfeamgs 193 36 - - HYPH cord-196129-3zfeamgs 193 37 improvement improvement NN cord-196129-3zfeamgs 193 38 and and CC cord-196129-3zfeamgs 193 39 redefinition redefinition NN cord-196129-3zfeamgs 193 40 of of IN cord-196129-3zfeamgs 193 41 its -PRON- PRP$ cord-196129-3zfeamgs 193 42 parameters parameter NNS cord-196129-3zfeamgs 193 43 can can MD cord-196129-3zfeamgs 193 44 be be VB cord-196129-3zfeamgs 193 45 lead lead JJ cord-196129-3zfeamgs 193 46 to to IN cord-196129-3zfeamgs 193 47 a a DT cord-196129-3zfeamgs 193 48 fully fully RB cord-196129-3zfeamgs 193 49 automated automate VBN cord-196129-3zfeamgs 193 50 forecasting forecasting NN cord-196129-3zfeamgs 193 51 . . . cord-196129-3zfeamgs 194 1 In in IN cord-196129-3zfeamgs 194 2 implementation implementation NN cord-196129-3zfeamgs 194 3 terms term NNS cord-196129-3zfeamgs 194 4 , , , cord-196129-3zfeamgs 194 5 further further JJ cord-196129-3zfeamgs 194 6 research research NN cord-196129-3zfeamgs 194 7 should should MD cord-196129-3zfeamgs 194 8 build build VB cord-196129-3zfeamgs 194 9 on on IN cord-196129-3zfeamgs 194 10 the the DT cord-196129-3zfeamgs 194 11 current current JJ cord-196129-3zfeamgs 194 12 dataset dataset NN cord-196129-3zfeamgs 194 13 of of IN cord-196129-3zfeamgs 194 14 the the DT cord-196129-3zfeamgs 194 15 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 194 16 infection infection NN cord-196129-3zfeamgs 194 17 time time NN cord-196129-3zfeamgs 194 18 - - HYPH cord-196129-3zfeamgs 194 19 series series NN cord-196129-3zfeamgs 194 20 curve curve NN cord-196129-3zfeamgs 194 21 in in IN cord-196129-3zfeamgs 194 22 Greece Greece NNP cord-196129-3zfeamgs 194 23 , , , cord-196129-3zfeamgs 194 24 aiming aim VBG cord-196129-3zfeamgs 194 25 to to TO cord-196129-3zfeamgs 194 26 measure measure VB cord-196129-3zfeamgs 194 27 the the DT cord-196129-3zfeamgs 194 28 effect effect NN cord-196129-3zfeamgs 194 29 of of IN cord-196129-3zfeamgs 194 30 foreign foreign JJ cord-196129-3zfeamgs 194 31 tourism tourism NN cord-196129-3zfeamgs 194 32 in in IN cord-196129-3zfeamgs 194 33 the the DT cord-196129-3zfeamgs 194 34 evolution evolution NN cord-196129-3zfeamgs 194 35 of of IN cord-196129-3zfeamgs 194 36 the the DT cord-196129-3zfeamgs 194 37 disease disease NN cord-196129-3zfeamgs 194 38 , , , cord-196129-3zfeamgs 194 39 as as RB cord-196129-3zfeamgs 194 40 well well RB cord-196129-3zfeamgs 194 41 as as IN cord-196129-3zfeamgs 194 42 on on IN cord-196129-3zfeamgs 194 43 incorporating incorporate VBG cord-196129-3zfeamgs 194 44 more more JJR cord-196129-3zfeamgs 194 45 national national JJ cord-196129-3zfeamgs 194 46 cases case NNS cord-196129-3zfeamgs 194 47 into into IN cord-196129-3zfeamgs 194 48 a a DT cord-196129-3zfeamgs 194 49 broader broad JJR cord-196129-3zfeamgs 194 50 spatio spatio JJ cord-196129-3zfeamgs 194 51 - - HYPH cord-196129-3zfeamgs 194 52 temporal temporal JJ cord-196129-3zfeamgs 194 53 study study NN cord-196129-3zfeamgs 194 54 of of IN cord-196129-3zfeamgs 194 55 pan pan JJ cord-196129-3zfeamgs 194 56 - - JJ cord-196129-3zfeamgs 194 57 European european JJ cord-196129-3zfeamgs 194 58 or or CC cord-196129-3zfeamgs 194 59 world world NN cord-196129-3zfeamgs 194 60 level level NN cord-196129-3zfeamgs 194 61 , , , cord-196129-3zfeamgs 194 62 so so IN cord-196129-3zfeamgs 194 63 that that IN cord-196129-3zfeamgs 194 64 to to TO cord-196129-3zfeamgs 194 65 verify verify VB cord-196129-3zfeamgs 194 66 the the DT cord-196129-3zfeamgs 194 67 generalization generalization NN cord-196129-3zfeamgs 194 68 of of IN cord-196129-3zfeamgs 194 69 the the DT cord-196129-3zfeamgs 194 70 method method NN cord-196129-3zfeamgs 194 71 in in IN cord-196129-3zfeamgs 194 72 more more JJR cord-196129-3zfeamgs 194 73 complex complex JJ cord-196129-3zfeamgs 194 74 environments environment NNS cord-196129-3zfeamgs 194 75 . . . cord-196129-3zfeamgs 195 1 Overall overall RB cord-196129-3zfeamgs 195 2 , , , cord-196129-3zfeamgs 195 3 this this DT cord-196129-3zfeamgs 195 4 paper paper NN cord-196129-3zfeamgs 195 5 provided provide VBD cord-196129-3zfeamgs 195 6 a a DT cord-196129-3zfeamgs 195 7 modeling modeling NN cord-196129-3zfeamgs 195 8 and and CC cord-196129-3zfeamgs 195 9 forecasting forecasting NN cord-196129-3zfeamgs 195 10 tool tool NN cord-196129-3zfeamgs 195 11 facilitating facilitate VBG cord-196129-3zfeamgs 195 12 decision decision NN cord-196129-3zfeamgs 195 13 making making NN cord-196129-3zfeamgs 195 14 and and CC cord-196129-3zfeamgs 195 15 resource resource NN cord-196129-3zfeamgs 195 16 management management NN cord-196129-3zfeamgs 195 17 in in IN cord-196129-3zfeamgs 195 18 epidemiology epidemiology NN cord-196129-3zfeamgs 195 19 , , , cord-196129-3zfeamgs 195 20 which which WDT cord-196129-3zfeamgs 195 21 can can MD cord-196129-3zfeamgs 195 22 contribute contribute VB cord-196129-3zfeamgs 195 23 to to IN cord-196129-3zfeamgs 195 24 the the DT cord-196129-3zfeamgs 195 25 ongoing ongoing JJ cord-196129-3zfeamgs 195 26 fight fight NN cord-196129-3zfeamgs 195 27 against against IN cord-196129-3zfeamgs 195 28 the the DT cord-196129-3zfeamgs 195 29 pandemic pandemic NN cord-196129-3zfeamgs 195 30 of of IN cord-196129-3zfeamgs 195 31 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 195 32 . . . cord-196129-3zfeamgs 196 1 Estimating estimate VBG cord-196129-3zfeamgs 196 2 the the DT cord-196129-3zfeamgs 196 3 infection infection NN cord-196129-3zfeamgs 196 4 horizon horizon NN cord-196129-3zfeamgs 196 5 of of IN cord-196129-3zfeamgs 196 6 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 196 7 in in IN cord-196129-3zfeamgs 196 8 eight eight CD cord-196129-3zfeamgs 196 9 countries country NNS cord-196129-3zfeamgs 196 10 with with IN cord-196129-3zfeamgs 196 11 a a DT cord-196129-3zfeamgs 196 12 data data NN cord-196129-3zfeamgs 196 13 - - HYPH cord-196129-3zfeamgs 196 14 approach approach NN cord-196129-3zfeamgs 196 15 driven drive VBN cord-196129-3zfeamgs 196 16 approach approach NN cord-196129-3zfeamgs 196 17 Estimating estimate VBG cord-196129-3zfeamgs 196 18 the the DT cord-196129-3zfeamgs 196 19 Final Final NNP cord-196129-3zfeamgs 196 20 Epidemic Epidemic NNP cord-196129-3zfeamgs 196 21 Size Size NNP cord-196129-3zfeamgs 196 22 for for IN cord-196129-3zfeamgs 196 23 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 196 24 Outbreak Outbreak NNP cord-196129-3zfeamgs 196 25 using use VBG cord-196129-3zfeamgs 196 26 Improved Improved NNP cord-196129-3zfeamgs 196 27 Epidemiological Epidemiological NNP cord-196129-3zfeamgs 196 28 Models Models NNPS cord-196129-3zfeamgs 196 29 MedRxiv MedRxiv NNP cord-196129-3zfeamgs 197 1 The the DT cord-196129-3zfeamgs 197 2 effect effect NN cord-196129-3zfeamgs 197 3 of of IN cord-196129-3zfeamgs 197 4 control control NN cord-196129-3zfeamgs 197 5 strategies strategy NNS cord-196129-3zfeamgs 197 6 to to TO cord-196129-3zfeamgs 197 7 reduce reduce VB cord-196129-3zfeamgs 197 8 social social JJ cord-196129-3zfeamgs 197 9 mixing mixing NN cord-196129-3zfeamgs 197 10 on on IN cord-196129-3zfeamgs 197 11 outcomes outcome NNS cord-196129-3zfeamgs 197 12 of of IN cord-196129-3zfeamgs 197 13 the the DT cord-196129-3zfeamgs 197 14 COVID-19 covid-19 JJ cord-196129-3zfeamgs 197 15 epidemic epidemic NN cord-196129-3zfeamgs 197 16 in in IN cord-196129-3zfeamgs 197 17 Wuhan Wuhan NNP cord-196129-3zfeamgs 197 18 , , , cord-196129-3zfeamgs 197 19 China China NNP cord-196129-3zfeamgs 197 20 : : : cord-196129-3zfeamgs 197 21 a a DT cord-196129-3zfeamgs 197 22 modeling modeling NN cord-196129-3zfeamgs 197 23 study study NN cord-196129-3zfeamgs 197 24 The the DT cord-196129-3zfeamgs 197 25 LANCET LANCET NNP cord-196129-3zfeamgs 197 26 Public Public NNP cord-196129-3zfeamgs 197 27 Health Health NNP cord-196129-3zfeamgs 197 28 SSRN SSRN NNP cord-196129-3zfeamgs 197 29 Temperature Temperature NNP cord-196129-3zfeamgs 197 30 , , , cord-196129-3zfeamgs 197 31 Humidity Humidity NNP cord-196129-3zfeamgs 197 32 and and CC cord-196129-3zfeamgs 197 33 Latitude Latitude NNP cord-196129-3zfeamgs 197 34 Analysis Analysis NNP cord-196129-3zfeamgs 197 35 to to TO cord-196129-3zfeamgs 197 36 Predict predict VB cord-196129-3zfeamgs 197 37 Potential potential JJ cord-196129-3zfeamgs 197 38 Spread Spread NNP cord-196129-3zfeamgs 197 39 and and CC cord-196129-3zfeamgs 197 40 Seasonality Seasonality NNP cord-196129-3zfeamgs 197 41 for for IN cord-196129-3zfeamgs 197 42 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 197 43 Forecasting forecast VBG cord-196129-3zfeamgs 197 44 the the DT cord-196129-3zfeamgs 197 45 novel novel JJ cord-196129-3zfeamgs 197 46 coronavirus coronavirus NN cord-196129-3zfeamgs 198 1 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 198 2 Robust Robust NNP cord-196129-3zfeamgs 198 3 interchannel interchannel NN cord-196129-3zfeamgs 198 4 phase phase NN cord-196129-3zfeamgs 198 5 difference difference NN cord-196129-3zfeamgs 198 6 modeling modeling NN cord-196129-3zfeamgs 198 7 with with IN cord-196129-3zfeamgs 198 8 wrapped wrap VBN cord-196129-3zfeamgs 198 9 regression regression NN cord-196129-3zfeamgs 198 10 splines spline NNS cord-196129-3zfeamgs 198 11 Remotely remotely RB cord-196129-3zfeamgs 198 12 Sensed sense VBN cord-196129-3zfeamgs 198 13 Clear Clear NNP cord-196129-3zfeamgs 198 14 - - HYPH cord-196129-3zfeamgs 198 15 Sky Sky NNP cord-196129-3zfeamgs 198 16 Surface Surface NNP cord-196129-3zfeamgs 198 17 Longwave Longwave NNP cord-196129-3zfeamgs 198 18 Downward Downward NNP cord-196129-3zfeamgs 198 19 Radiation Radiation NNP cord-196129-3zfeamgs 198 20 by by IN cord-196129-3zfeamgs 198 21 Using use VBG cord-196129-3zfeamgs 198 22 Multivariate Multivariate NNP cord-196129-3zfeamgs 198 23 Adaptive Adaptive NNP cord-196129-3zfeamgs 198 24 Regression Regression NNP cord-196129-3zfeamgs 198 25 Splines Splines NNPS cord-196129-3zfeamgs 198 26 Method Method NNP cord-196129-3zfeamgs 198 27 Financial financial JJ cord-196129-3zfeamgs 198 28 Forecasting forecasting NN cord-196129-3zfeamgs 198 29 With with IN cord-196129-3zfeamgs 198 30 Multivariate Multivariate NNP cord-196129-3zfeamgs 198 31 Adaptive Adaptive NNP cord-196129-3zfeamgs 198 32 Regression Regression NNP cord-196129-3zfeamgs 198 33 Splines Splines NNPS cord-196129-3zfeamgs 198 34 and and CC cord-196129-3zfeamgs 198 35 Queen Queen NNP cord-196129-3zfeamgs 198 36 Genetic Genetic NNP cord-196129-3zfeamgs 198 37 Algorithm Algorithm NNP cord-196129-3zfeamgs 198 38 - - HYPH cord-196129-3zfeamgs 198 39 Support Support NNP cord-196129-3zfeamgs 198 40 Vector vector NN cord-196129-3zfeamgs 198 41 Regression regression NN cord-196129-3zfeamgs 199 1 The the DT cord-196129-3zfeamgs 199 2 effect effect NN cord-196129-3zfeamgs 199 3 of of IN cord-196129-3zfeamgs 199 4 anti anti JJ cord-196129-3zfeamgs 199 5 - - JJ cord-196129-3zfeamgs 199 6 COVID-19 covid-19 JJ cord-196129-3zfeamgs 199 7 policies policy NNS cord-196129-3zfeamgs 199 8 on on IN cord-196129-3zfeamgs 199 9 the the DT cord-196129-3zfeamgs 199 10 evolution evolution NN cord-196129-3zfeamgs 199 11 of of IN cord-196129-3zfeamgs 199 12 the the DT cord-196129-3zfeamgs 199 13 disease disease NN cord-196129-3zfeamgs 199 14 : : : cord-196129-3zfeamgs 199 15 A a DT cord-196129-3zfeamgs 199 16 complex complex JJ cord-196129-3zfeamgs 199 17 network network NN cord-196129-3zfeamgs 199 18 analysis analysis NN cord-196129-3zfeamgs 199 19 of of IN cord-196129-3zfeamgs 199 20 the the DT cord-196129-3zfeamgs 199 21 successful successful JJ cord-196129-3zfeamgs 199 22 case case NN cord-196129-3zfeamgs 199 23 of of IN cord-196129-3zfeamgs 199 24 Greece Greece NNP cord-196129-3zfeamgs 199 25 Modeling Modeling NNP cord-196129-3zfeamgs 199 26 and and CC cord-196129-3zfeamgs 199 27 forecasting forecast VBG cord-196129-3zfeamgs 199 28 the the DT cord-196129-3zfeamgs 199 29 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 199 30 temporal temporal JJ cord-196129-3zfeamgs 199 31 spread spread NN cord-196129-3zfeamgs 199 32 in in IN cord-196129-3zfeamgs 199 33 Greece Greece NNP cord-196129-3zfeamgs 199 34 : : : cord-196129-3zfeamgs 199 35 an an DT cord-196129-3zfeamgs 199 36 exploratory exploratory JJ cord-196129-3zfeamgs 199 37 approach approach NN cord-196129-3zfeamgs 199 38 based base VBN cord-196129-3zfeamgs 199 39 on on IN cord-196129-3zfeamgs 199 40 complex complex JJ cord-196129-3zfeamgs 199 41 network network NN cord-196129-3zfeamgs 199 42 defined define VBD cord-196129-3zfeamgs 199 43 splines spline NNS cord-196129-3zfeamgs 199 44 Detection Detection NNP cord-196129-3zfeamgs 199 45 of of IN cord-196129-3zfeamgs 199 46 2019 2019 CD cord-196129-3zfeamgs 199 47 novel novel JJ cord-196129-3zfeamgs 199 48 coronavirus coronavirus NN cord-196129-3zfeamgs 199 49 ( ( -LRB- cord-196129-3zfeamgs 199 50 2019-nCoV 2019-ncov CD cord-196129-3zfeamgs 199 51 ) ) -RRB- cord-196129-3zfeamgs 199 52 by by IN cord-196129-3zfeamgs 199 53 real real JJ cord-196129-3zfeamgs 199 54 - - HYPH cord-196129-3zfeamgs 199 55 time time NN cord-196129-3zfeamgs 199 56 RT rt NN cord-196129-3zfeamgs 199 57 - - HYPH cord-196129-3zfeamgs 199 58 PCR PCR NNP cord-196129-3zfeamgs 199 59 Serological serological JJ cord-196129-3zfeamgs 199 60 signatures signature NNS cord-196129-3zfeamgs 199 61 of of IN cord-196129-3zfeamgs 199 62 SARS SARS NNP cord-196129-3zfeamgs 199 63 - - HYPH cord-196129-3zfeamgs 199 64 CoV-2 CoV-2 NNP cord-196129-3zfeamgs 199 65 infection infection NN cord-196129-3zfeamgs 199 66 : : : cord-196129-3zfeamgs 199 67 Implications implication NNS cord-196129-3zfeamgs 199 68 for for IN cord-196129-3zfeamgs 199 69 antibody antibody NN cord-196129-3zfeamgs 199 70 - - HYPH cord-196129-3zfeamgs 199 71 based base VBN cord-196129-3zfeamgs 199 72 diagnostics diagnostic NNS cord-196129-3zfeamgs 199 73 . . . cord-196129-3zfeamgs 200 1 medRxiv medRxiv NNS cord-196129-3zfeamgs 200 2 Preliminary preliminary JJ cord-196129-3zfeamgs 200 3 identification identification NN cord-196129-3zfeamgs 200 4 of of IN cord-196129-3zfeamgs 200 5 potential potential JJ cord-196129-3zfeamgs 200 6 vaccine vaccine NN cord-196129-3zfeamgs 200 7 targets target NNS cord-196129-3zfeamgs 200 8 for for IN cord-196129-3zfeamgs 200 9 the the DT cord-196129-3zfeamgs 200 10 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 200 11 coronavirus coronavirus NN cord-196129-3zfeamgs 200 12 ( ( -LRB- cord-196129-3zfeamgs 200 13 SARS SARS NNP cord-196129-3zfeamgs 200 14 - - HYPH cord-196129-3zfeamgs 200 15 CoV-2 CoV-2 NNP cord-196129-3zfeamgs 200 16 ) ) -RRB- cord-196129-3zfeamgs 201 1 based base VBN cord-196129-3zfeamgs 201 2 on on IN cord-196129-3zfeamgs 201 3 SARS SARS NNP cord-196129-3zfeamgs 201 4 - - HYPH cord-196129-3zfeamgs 201 5 CoV CoV NNP cord-196129-3zfeamgs 201 6 immunological immunological JJ cord-196129-3zfeamgs 201 7 studies study NNS cord-196129-3zfeamgs 201 8 ACTT-1 ACTT-1 NNP cord-196129-3zfeamgs 201 9 Study Study NNP cord-196129-3zfeamgs 201 10 Group Group NNP cord-196129-3zfeamgs 201 11 Members Members NNPS cord-196129-3zfeamgs 201 12 . . . cord-196129-3zfeamgs 202 1 Remdesivir Remdesivir NNP cord-196129-3zfeamgs 202 2 for for IN cord-196129-3zfeamgs 202 3 the the DT cord-196129-3zfeamgs 202 4 treatment treatment NN cord-196129-3zfeamgs 202 5 of of IN cord-196129-3zfeamgs 202 6 covid-19 covid-19 CD cord-196129-3zfeamgs 202 7 -preliminary -preliminary JJ cord-196129-3zfeamgs 202 8 report report NN cord-196129-3zfeamgs 202 9 Coronavirus Coronavirus NNP cord-196129-3zfeamgs 202 10 Disease Disease NNP cord-196129-3zfeamgs 202 11 ( ( -LRB- cord-196129-3zfeamgs 202 12 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 202 13 Sensitivity sensitivity NN cord-196129-3zfeamgs 202 14 of of IN cord-196129-3zfeamgs 202 15 chest chest NN cord-196129-3zfeamgs 202 16 CT CT NNP cord-196129-3zfeamgs 202 17 for for IN cord-196129-3zfeamgs 202 18 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 202 19 : : : cord-196129-3zfeamgs 202 20 comparison comparison NN cord-196129-3zfeamgs 202 21 to to IN cord-196129-3zfeamgs 203 1 RT RT NNP cord-196129-3zfeamgs 203 2 - - HYPH cord-196129-3zfeamgs 203 3 PCR PCR NNP cord-196129-3zfeamgs 203 4 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 203 5 : : : cord-196129-3zfeamgs 203 6 what what WP cord-196129-3zfeamgs 203 7 is be VBZ cord-196129-3zfeamgs 203 8 next next JJ cord-196129-3zfeamgs 203 9 for for IN cord-196129-3zfeamgs 203 10 public public JJ cord-196129-3zfeamgs 203 11 health health NN cord-196129-3zfeamgs 204 1 Presumed presume VBN cord-196129-3zfeamgs 204 2 asymptomatic asymptomatic JJ cord-196129-3zfeamgs 204 3 carrier carrier NN cord-196129-3zfeamgs 204 4 transmission transmission NN cord-196129-3zfeamgs 204 5 of of IN cord-196129-3zfeamgs 204 6 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 204 7 Testing Testing NNP cord-196129-3zfeamgs 204 8 for for IN cord-196129-3zfeamgs 204 9 SARS SARS NNP cord-196129-3zfeamgs 204 10 - - HYPH cord-196129-3zfeamgs 204 11 CoV-2 CoV-2 NNP cord-196129-3zfeamgs 204 12 ( ( -LRB- cord-196129-3zfeamgs 204 13 COVID-19 COVID-19 NNP cord-196129-3zfeamgs 204 14 ) ) -RRB- cord-196129-3zfeamgs 204 15 : : : cord-196129-3zfeamgs 204 16 a a DT cord-196129-3zfeamgs 204 17 systematic systematic JJ cord-196129-3zfeamgs 204 18 review review NN cord-196129-3zfeamgs 204 19 and and CC cord-196129-3zfeamgs 204 20 clinical clinical JJ cord-196129-3zfeamgs 204 21 guide guide NN cord-196129-3zfeamgs 204 22 to to IN cord-196129-3zfeamgs 204 23 molecular molecular JJ cord-196129-3zfeamgs 204 24 and and CC cord-196129-3zfeamgs 204 25 serological serological JJ cord-196129-3zfeamgs 204 26 in in IN cord-196129-3zfeamgs 204 27 - - HYPH cord-196129-3zfeamgs 204 28 vitro vitro FW cord-196129-3zfeamgs 204 29 diagnostic diagnostic JJ cord-196129-3zfeamgs 204 30 assays assay NNS cord-196129-3zfeamgs 204 31 Clinical clinical JJ cord-196129-3zfeamgs 204 32 and and CC cord-196129-3zfeamgs 204 33 virological virological JJ cord-196129-3zfeamgs 204 34 data datum NNS cord-196129-3zfeamgs 204 35 of of IN cord-196129-3zfeamgs 204 36 the the DT cord-196129-3zfeamgs 204 37 first first JJ cord-196129-3zfeamgs 204 38 cases case NNS cord-196129-3zfeamgs 204 39 of of IN cord-196129-3zfeamgs 204 40 COVID-19 covid-19 CD cord-196129-3zfeamgs 204 41 in in IN cord-196129-3zfeamgs 204 42 Europe Europe NNP cord-196129-3zfeamgs 204 43 : : : cord-196129-3zfeamgs 204 44 A a DT cord-196129-3zfeamgs 204 45 case case NN cord-196129-3zfeamgs 204 46 series series NN cord-196129-3zfeamgs 204 47 Identifying identify VBG cord-196129-3zfeamgs 204 48 SARS SARS NNP cord-196129-3zfeamgs 204 49 - - HYPH cord-196129-3zfeamgs 204 50 CoV-2-related cov-2-relate VBN cord-196129-3zfeamgs 204 51 coronaviruses coronaviruse NNS cord-196129-3zfeamgs 204 52 in in IN cord-196129-3zfeamgs 204 53 Malayan malayan JJ cord-196129-3zfeamgs 204 54 pangolins pangolin NNS cord-196129-3zfeamgs 205 1 Epidemiological epidemiological JJ cord-196129-3zfeamgs 205 2 data datum NNS cord-196129-3zfeamgs 205 3 from from IN cord-196129-3zfeamgs 205 4 the the DT cord-196129-3zfeamgs 205 5 COVID-19 covid-19 JJ cord-196129-3zfeamgs 205 6 outbreak outbreak NN cord-196129-3zfeamgs 205 7 , , , cord-196129-3zfeamgs 205 8 real real JJ cord-196129-3zfeamgs 205 9 - - HYPH cord-196129-3zfeamgs 205 10 time time NN cord-196129-3zfeamgs 205 11 case case NN cord-196129-3zfeamgs 205 12 information information NN cord-196129-3zfeamgs 206 1 Breakthrough Breakthrough NNP cord-196129-3zfeamgs 206 2 : : : cord-196129-3zfeamgs 206 3 Chloroquine chloroquine NN cord-196129-3zfeamgs 206 4 phosphate phosphate NN cord-196129-3zfeamgs 206 5 has have VBZ cord-196129-3zfeamgs 206 6 shown show VBN cord-196129-3zfeamgs 206 7 apparent apparent JJ cord-196129-3zfeamgs 206 8 e_cacy e_cacy NN cord-196129-3zfeamgs 206 9 in in IN cord-196129-3zfeamgs 206 10 treatment treatment NN cord-196129-3zfeamgs 206 11 of of IN cord-196129-3zfeamgs 206 12 COVID-19 covid-19 JJ cord-196129-3zfeamgs 206 13 associated associated JJ cord-196129-3zfeamgs 206 14 pneumonia pneumonia NN cord-196129-3zfeamgs 206 15 in in IN cord-196129-3zfeamgs 206 16 clinical clinical JJ cord-196129-3zfeamgs 206 17 studies study NNS cord-196129-3zfeamgs 207 1 A a DT cord-196129-3zfeamgs 207 2 Gaussian gaussian JJ cord-196129-3zfeamgs 207 3 model model NN cord-196129-3zfeamgs 207 4 for for IN cord-196129-3zfeamgs 207 5 the the DT cord-196129-3zfeamgs 207 6 time time NN cord-196129-3zfeamgs 207 7 development development NN cord-196129-3zfeamgs 207 8 of of IN cord-196129-3zfeamgs 207 9 the the DT cord-196129-3zfeamgs 207 10 sars sars NNP cord-196129-3zfeamgs 207 11 - - HYPH cord-196129-3zfeamgs 207 12 cov-2 cov-2 NNP cord-196129-3zfeamgs 207 13 corona corona NN cord-196129-3zfeamgs 207 14 pandemic pandemic NN cord-196129-3zfeamgs 207 15 disease disease NN cord-196129-3zfeamgs 207 16 . . . cord-196129-3zfeamgs 208 1 Predictions prediction NNS cord-196129-3zfeamgs 208 2 for for IN cord-196129-3zfeamgs 208 3 Germany Germany NNP cord-196129-3zfeamgs 208 4 made make VBN cord-196129-3zfeamgs 208 5 on on IN cord-196129-3zfeamgs 208 6 Covid-19 covid-19 NN cord-196129-3zfeamgs 208 7 predictions prediction NNS cord-196129-3zfeamgs 208 8 using use VBG cord-196129-3zfeamgs 208 9 a a DT cord-196129-3zfeamgs 208 10 Gauss Gauss NNP cord-196129-3zfeamgs 208 11 model model NN cord-196129-3zfeamgs 208 12 , , , cord-196129-3zfeamgs 208 13 based base VBN cord-196129-3zfeamgs 208 14 on on IN cord-196129-3zfeamgs 208 15 data datum NNS cord-196129-3zfeamgs 208 16 from from IN cord-196129-3zfeamgs 208 17 SPSS SPSS NNP cord-196129-3zfeamgs 208 18 16.0 16.0 CD cord-196129-3zfeamgs 208 19 Advanced Advanced NNP cord-196129-3zfeamgs 208 20 Statistical Statistical NNP cord-196129-3zfeamgs 208 21 Procedures Procedures NNPS cord-196129-3zfeamgs 208 22 Companion Companion NNP cord-196129-3zfeamgs 208 23 Polynomial polynomial JJ cord-196129-3zfeamgs 208 24 splines spline NNS cord-196129-3zfeamgs 208 25 and and CC cord-196129-3zfeamgs 208 26 their -PRON- PRP$ cord-196129-3zfeamgs 208 27 tensor tensor NN cord-196129-3zfeamgs 208 28 products product NNS cord-196129-3zfeamgs 208 29 in in IN cord-196129-3zfeamgs 208 30 extended extended JJ cord-196129-3zfeamgs 208 31 linear linear JJ cord-196129-3zfeamgs 208 32 modeling modeling NN cord-196129-3zfeamgs 208 33 Probability Probability NNP cord-196129-3zfeamgs 208 34 and and CC cord-196129-3zfeamgs 208 35 Statistics Statistics NNPS cord-196129-3zfeamgs 208 36 for for IN cord-196129-3zfeamgs 208 37 Engineers Engineers NNPS cord-196129-3zfeamgs 208 38 and and CC cord-196129-3zfeamgs 208 39 Scientists Scientists NNPS cord-196129-3zfeamgs 209 1 The the DT cord-196129-3zfeamgs 209 2 authors author NNS cord-196129-3zfeamgs 209 3 declare declare VBP cord-196129-3zfeamgs 209 4 no no DT cord-196129-3zfeamgs 209 5 conflict conflict NN cord-196129-3zfeamgs 209 6 of of IN cord-196129-3zfeamgs 209 7 interest interest NN cord-196129-3zfeamgs 209 8 . . .