id sid tid token lemma pos cord-329412-pzv4dzow 1 1 key key NN cord-329412-pzv4dzow 1 2 : : : cord-329412-pzv4dzow 2 1 cord-329412-pzv4dzow cord-329412-pzv4dzow NNP cord-329412-pzv4dzow 2 2 authors author NNS cord-329412-pzv4dzow 2 3 : : : cord-329412-pzv4dzow 2 4 Massaad Massaad NNP cord-329412-pzv4dzow 2 5 , , , cord-329412-pzv4dzow 2 6 Elie Elie NNP cord-329412-pzv4dzow 2 7 ; ; : cord-329412-pzv4dzow 2 8 Cherfan Cherfan NNP cord-329412-pzv4dzow 2 9 , , , cord-329412-pzv4dzow 2 10 Patrick Patrick NNP cord-329412-pzv4dzow 2 11 title title NN cord-329412-pzv4dzow 2 12 : : : cord-329412-pzv4dzow 2 13 Social Social NNP cord-329412-pzv4dzow 2 14 Media Media NNPS cord-329412-pzv4dzow 2 15 Data Data NNP cord-329412-pzv4dzow 2 16 Analytics Analytics NNP cord-329412-pzv4dzow 2 17 on on IN cord-329412-pzv4dzow 2 18 Telehealth Telehealth NNP cord-329412-pzv4dzow 2 19 During during IN cord-329412-pzv4dzow 2 20 the the DT cord-329412-pzv4dzow 2 21 COVID-19 COVID-19 NNP cord-329412-pzv4dzow 2 22 Pandemic Pandemic NNP cord-329412-pzv4dzow 2 23 date date NN cord-329412-pzv4dzow 2 24 : : : cord-329412-pzv4dzow 2 25 2020 2020 CD cord-329412-pzv4dzow 2 26 - - HYPH cord-329412-pzv4dzow 2 27 04 04 CD cord-329412-pzv4dzow 2 28 - - SYM cord-329412-pzv4dzow 2 29 26 26 CD cord-329412-pzv4dzow 2 30 journal journal NN cord-329412-pzv4dzow 2 31 : : : cord-329412-pzv4dzow 3 1 Cureus Cureus NNP cord-329412-pzv4dzow 3 2 DOI DOI NNP cord-329412-pzv4dzow 3 3 : : : cord-329412-pzv4dzow 3 4 10.7759 10.7759 CD cord-329412-pzv4dzow 3 5 / / SYM cord-329412-pzv4dzow 3 6 cureus.7838 cureus.7838 NNP cord-329412-pzv4dzow 3 7 sha sha NNP cord-329412-pzv4dzow 3 8 : : : cord-329412-pzv4dzow 3 9 65a989a3b93794e04ab4e693ac70b52ddb90e78a 65a989a3b93794e04ab4e693ac70b52ddb90e78a NNP cord-329412-pzv4dzow 3 10 doc_id doc_id CD cord-329412-pzv4dzow 3 11 : : : cord-329412-pzv4dzow 3 12 329412 329412 CD cord-329412-pzv4dzow 4 1 cord_uid cord_uid NN cord-329412-pzv4dzow 4 2 : : : cord-329412-pzv4dzow 5 1 pzv4dzow pzv4dzow NNS cord-329412-pzv4dzow 6 1 Introduction introduction NN cord-329412-pzv4dzow 6 2 : : : cord-329412-pzv4dzow 7 1 Physical physical JJ cord-329412-pzv4dzow 7 2 distancing distancing NN cord-329412-pzv4dzow 7 3 during during IN cord-329412-pzv4dzow 7 4 the the DT cord-329412-pzv4dzow 7 5 coronavirus coronavirus NN cord-329412-pzv4dzow 7 6 Covid-19 covid-19 NN cord-329412-pzv4dzow 7 7 pandemic pandemic NN cord-329412-pzv4dzow 7 8 has have VBZ cord-329412-pzv4dzow 7 9 brought bring VBN cord-329412-pzv4dzow 7 10 telehealth telehealth NN cord-329412-pzv4dzow 7 11 to to IN cord-329412-pzv4dzow 7 12 the the DT cord-329412-pzv4dzow 7 13 forefront forefront NN cord-329412-pzv4dzow 7 14 to to TO cord-329412-pzv4dzow 7 15 keep keep VB cord-329412-pzv4dzow 7 16 up up RP cord-329412-pzv4dzow 7 17 with with IN cord-329412-pzv4dzow 7 18 patient patient JJ cord-329412-pzv4dzow 7 19 care care NN cord-329412-pzv4dzow 7 20 amidst amidst IN cord-329412-pzv4dzow 7 21 an an DT cord-329412-pzv4dzow 7 22 international international JJ cord-329412-pzv4dzow 7 23 crisis crisis NN cord-329412-pzv4dzow 7 24 that that WDT cord-329412-pzv4dzow 7 25 is be VBZ cord-329412-pzv4dzow 7 26 exhausting exhaust VBG cord-329412-pzv4dzow 7 27 healthcare healthcare NN cord-329412-pzv4dzow 7 28 resources resource NNS cord-329412-pzv4dzow 7 29 . . . cord-329412-pzv4dzow 8 1 Understanding understand VBG cord-329412-pzv4dzow 8 2 and and CC cord-329412-pzv4dzow 8 3 managing manage VBG cord-329412-pzv4dzow 8 4 health health NN cord-329412-pzv4dzow 8 5 - - HYPH cord-329412-pzv4dzow 8 6 related relate VBN cord-329412-pzv4dzow 8 7 concerns concern NNS cord-329412-pzv4dzow 8 8 resulting result VBG cord-329412-pzv4dzow 8 9 from from IN cord-329412-pzv4dzow 8 10 physical physical JJ cord-329412-pzv4dzow 8 11 distancing distancing NN cord-329412-pzv4dzow 8 12 measures measure NNS cord-329412-pzv4dzow 8 13 are be VBP cord-329412-pzv4dzow 8 14 of of IN cord-329412-pzv4dzow 8 15 utmost utmost JJ cord-329412-pzv4dzow 8 16 importance importance NN cord-329412-pzv4dzow 8 17 . . . cord-329412-pzv4dzow 9 1 Objectives objective NNS cord-329412-pzv4dzow 9 2 : : : cord-329412-pzv4dzow 9 3 To to TO cord-329412-pzv4dzow 9 4 describe describe VB cord-329412-pzv4dzow 9 5 and and CC cord-329412-pzv4dzow 9 6 analyze analyze VB cord-329412-pzv4dzow 9 7 the the DT cord-329412-pzv4dzow 9 8 volume volume NN cord-329412-pzv4dzow 9 9 , , , cord-329412-pzv4dzow 9 10 content content NN cord-329412-pzv4dzow 9 11 , , , cord-329412-pzv4dzow 9 12 and and CC cord-329412-pzv4dzow 9 13 geospatial geospatial JJ cord-329412-pzv4dzow 9 14 distribution distribution NN cord-329412-pzv4dzow 9 15 of of IN cord-329412-pzv4dzow 9 16 tweets tweet NNS cord-329412-pzv4dzow 9 17 associated associate VBN cord-329412-pzv4dzow 9 18 with with IN cord-329412-pzv4dzow 9 19 telehealth telehealth NN cord-329412-pzv4dzow 9 20 during during IN cord-329412-pzv4dzow 9 21 the the DT cord-329412-pzv4dzow 9 22 Covid-19 covid-19 NN cord-329412-pzv4dzow 9 23 pandemic pandemic NN cord-329412-pzv4dzow 9 24 . . . cord-329412-pzv4dzow 10 1 Methods method NNS cord-329412-pzv4dzow 11 1 : : : cord-329412-pzv4dzow 11 2 We -PRON- PRP cord-329412-pzv4dzow 11 3 inquired inquire VBD cord-329412-pzv4dzow 11 4 Twitter Twitter NNP cord-329412-pzv4dzow 11 5 public public JJ cord-329412-pzv4dzow 11 6 data datum NNS cord-329412-pzv4dzow 11 7 to to TO cord-329412-pzv4dzow 11 8 access access VB cord-329412-pzv4dzow 11 9 tweets tweet NNS cord-329412-pzv4dzow 11 10 related relate VBN cord-329412-pzv4dzow 11 11 to to IN cord-329412-pzv4dzow 11 12 telehealth telehealth NN cord-329412-pzv4dzow 11 13 from from IN cord-329412-pzv4dzow 11 14 March March NNP cord-329412-pzv4dzow 11 15 30 30 CD cord-329412-pzv4dzow 11 16 , , , cord-329412-pzv4dzow 11 17 2020 2020 CD cord-329412-pzv4dzow 11 18 to to IN cord-329412-pzv4dzow 11 19 April April NNP cord-329412-pzv4dzow 11 20 6 6 CD cord-329412-pzv4dzow 11 21 , , , cord-329412-pzv4dzow 11 22 2020 2020 CD cord-329412-pzv4dzow 11 23 . . . cord-329412-pzv4dzow 12 1 We -PRON- PRP cord-329412-pzv4dzow 12 2 analyzed analyze VBD cord-329412-pzv4dzow 12 3 tweets tweet NNS cord-329412-pzv4dzow 12 4 using use VBG cord-329412-pzv4dzow 12 5 natural natural JJ cord-329412-pzv4dzow 12 6 language language NN cord-329412-pzv4dzow 12 7 processing processing NN cord-329412-pzv4dzow 12 8 ( ( -LRB- cord-329412-pzv4dzow 12 9 NLP NLP NNP cord-329412-pzv4dzow 12 10 ) ) -RRB- cord-329412-pzv4dzow 12 11 and and CC cord-329412-pzv4dzow 12 12 unsupervised unsupervised JJ cord-329412-pzv4dzow 12 13 learning learning NN cord-329412-pzv4dzow 12 14 methods method NNS cord-329412-pzv4dzow 12 15 . . . cord-329412-pzv4dzow 13 1 Clustering clustering NN cord-329412-pzv4dzow 13 2 analysis analysis NN cord-329412-pzv4dzow 13 3 was be VBD cord-329412-pzv4dzow 13 4 performed perform VBN cord-329412-pzv4dzow 13 5 to to TO cord-329412-pzv4dzow 13 6 classify classify VB cord-329412-pzv4dzow 13 7 tweets tweet NNS cord-329412-pzv4dzow 13 8 . . . cord-329412-pzv4dzow 14 1 Geographic geographic JJ cord-329412-pzv4dzow 14 2 tweet tweet NN cord-329412-pzv4dzow 14 3 distribution distribution NN cord-329412-pzv4dzow 14 4 was be VBD cord-329412-pzv4dzow 14 5 correlated correlate VBN cord-329412-pzv4dzow 14 6 with with IN cord-329412-pzv4dzow 14 7 Covid-19 Covid-19 NNP cord-329412-pzv4dzow 14 8 confirmed confirm VBN cord-329412-pzv4dzow 14 9 cases case NNS cord-329412-pzv4dzow 14 10 in in IN cord-329412-pzv4dzow 14 11 the the DT cord-329412-pzv4dzow 14 12 United United NNP cord-329412-pzv4dzow 14 13 States States NNP cord-329412-pzv4dzow 14 14 . . . cord-329412-pzv4dzow 15 1 All all DT cord-329412-pzv4dzow 15 2 analyses analysis NNS cord-329412-pzv4dzow 15 3 were be VBD cord-329412-pzv4dzow 15 4 carried carry VBN cord-329412-pzv4dzow 15 5 on on IN cord-329412-pzv4dzow 15 6 the the DT cord-329412-pzv4dzow 15 7 Google Google NNP cord-329412-pzv4dzow 15 8 Cloud Cloud NNP cord-329412-pzv4dzow 15 9 computing computing NN cord-329412-pzv4dzow 15 10 service service NN cord-329412-pzv4dzow 15 11 “ " `` cord-329412-pzv4dzow 15 12 Google Google NNP cord-329412-pzv4dzow 15 13 Colab Colab NNP cord-329412-pzv4dzow 15 14 ” " '' cord-329412-pzv4dzow 15 15 using use VBG cord-329412-pzv4dzow 15 16 Python Python NNP cord-329412-pzv4dzow 15 17 libraries library NNS cord-329412-pzv4dzow 15 18 ( ( -LRB- cord-329412-pzv4dzow 15 19 Python Python NNP cord-329412-pzv4dzow 15 20 Software Software NNP cord-329412-pzv4dzow 15 21 Foundation Foundation NNP cord-329412-pzv4dzow 15 22 ) ) -RRB- cord-329412-pzv4dzow 15 23 . . . cord-329412-pzv4dzow 16 1 Results result NNS cord-329412-pzv4dzow 16 2 : : : cord-329412-pzv4dzow 17 1 A a DT cord-329412-pzv4dzow 17 2 total total NN cord-329412-pzv4dzow 17 3 of of IN cord-329412-pzv4dzow 17 4 41,329 41,329 CD cord-329412-pzv4dzow 17 5 tweets tweet NNS cord-329412-pzv4dzow 17 6 containing contain VBG cord-329412-pzv4dzow 17 7 the the DT cord-329412-pzv4dzow 17 8 term term NN cord-329412-pzv4dzow 17 9 “ " `` cord-329412-pzv4dzow 17 10 telehealth telehealth NN cord-329412-pzv4dzow 17 11 ” " '' cord-329412-pzv4dzow 17 12 were be VBD cord-329412-pzv4dzow 17 13 retrieved retrieve VBN cord-329412-pzv4dzow 17 14 . . . cord-329412-pzv4dzow 18 1 The the DT cord-329412-pzv4dzow 18 2 most most RBS cord-329412-pzv4dzow 18 3 common common JJ cord-329412-pzv4dzow 18 4 terms term NNS cord-329412-pzv4dzow 18 5 appearing appear VBG cord-329412-pzv4dzow 18 6 alongside alongside IN cord-329412-pzv4dzow 18 7 ‘ ' `` cord-329412-pzv4dzow 18 8 telehealth telehealth NN cord-329412-pzv4dzow 18 9 ’ ' '' cord-329412-pzv4dzow 18 10 were be VBD cord-329412-pzv4dzow 18 11 “ " `` cord-329412-pzv4dzow 18 12 covid covid NNP cord-329412-pzv4dzow 18 13 ” " '' cord-329412-pzv4dzow 18 14 , , , cord-329412-pzv4dzow 18 15 “ " `` cord-329412-pzv4dzow 18 16 health health NN cord-329412-pzv4dzow 18 17 ” " '' cord-329412-pzv4dzow 18 18 , , , cord-329412-pzv4dzow 18 19 “ " `` cord-329412-pzv4dzow 18 20 care care NN cord-329412-pzv4dzow 18 21 ” " '' cord-329412-pzv4dzow 18 22 , , , cord-329412-pzv4dzow 18 23 “ " `` cord-329412-pzv4dzow 18 24 services service NNS cord-329412-pzv4dzow 18 25 ” " '' cord-329412-pzv4dzow 18 26 , , , cord-329412-pzv4dzow 18 27 “ " `` cord-329412-pzv4dzow 18 28 patients patient NNS cord-329412-pzv4dzow 18 29 ” " '' cord-329412-pzv4dzow 18 30 , , , cord-329412-pzv4dzow 18 31 and and CC cord-329412-pzv4dzow 18 32 “ " `` cord-329412-pzv4dzow 18 33 pandemic pandemic NN cord-329412-pzv4dzow 18 34 ” " '' cord-329412-pzv4dzow 18 35 . . . cord-329412-pzv4dzow 19 1 Mental mental JJ cord-329412-pzv4dzow 19 2 health health NN cord-329412-pzv4dzow 19 3 was be VBD cord-329412-pzv4dzow 19 4 the the DT cord-329412-pzv4dzow 19 5 most most RBS cord-329412-pzv4dzow 19 6 common common JJ cord-329412-pzv4dzow 19 7 health health NN cord-329412-pzv4dzow 19 8 - - HYPH cord-329412-pzv4dzow 19 9 related relate VBN cord-329412-pzv4dzow 19 10 topic topic NN cord-329412-pzv4dzow 19 11 that that WDT cord-329412-pzv4dzow 19 12 appeared appear VBD cord-329412-pzv4dzow 19 13 in in IN cord-329412-pzv4dzow 19 14 our -PRON- PRP$ cord-329412-pzv4dzow 19 15 search search NN cord-329412-pzv4dzow 19 16 reflecting reflect VBG cord-329412-pzv4dzow 19 17 a a DT cord-329412-pzv4dzow 19 18 high high JJ cord-329412-pzv4dzow 19 19 need need NN cord-329412-pzv4dzow 19 20 for for IN cord-329412-pzv4dzow 19 21 mental mental JJ cord-329412-pzv4dzow 19 22 healthcare healthcare NN cord-329412-pzv4dzow 19 23 during during IN cord-329412-pzv4dzow 19 24 the the DT cord-329412-pzv4dzow 19 25 pandemic pandemic NN cord-329412-pzv4dzow 19 26 . . . cord-329412-pzv4dzow 20 1 Similarly similarly RB cord-329412-pzv4dzow 20 2 , , , cord-329412-pzv4dzow 20 3 Medicare Medicare NNP cord-329412-pzv4dzow 20 4 was be VBD cord-329412-pzv4dzow 20 5 the the DT cord-329412-pzv4dzow 20 6 most most RBS cord-329412-pzv4dzow 20 7 common common JJ cord-329412-pzv4dzow 20 8 appearing appear VBG cord-329412-pzv4dzow 20 9 health health NN cord-329412-pzv4dzow 20 10 plan plan NN cord-329412-pzv4dzow 20 11 mirroring mirror VBG cord-329412-pzv4dzow 20 12 the the DT cord-329412-pzv4dzow 20 13 accelerated accelerated JJ cord-329412-pzv4dzow 20 14 access access NN cord-329412-pzv4dzow 20 15 to to IN cord-329412-pzv4dzow 20 16 telehealth telehealth NN cord-329412-pzv4dzow 20 17 and and CC cord-329412-pzv4dzow 20 18 change change NN cord-329412-pzv4dzow 20 19 in in IN cord-329412-pzv4dzow 20 20 coverage coverage NN cord-329412-pzv4dzow 20 21 policies policy NNS cord-329412-pzv4dzow 20 22 . . . cord-329412-pzv4dzow 21 1 The the DT cord-329412-pzv4dzow 21 2 geographic geographic JJ cord-329412-pzv4dzow 21 3 distribution distribution NN cord-329412-pzv4dzow 21 4 of of IN cord-329412-pzv4dzow 21 5 tweets tweet NNS cord-329412-pzv4dzow 21 6 related relate VBN cord-329412-pzv4dzow 21 7 to to IN cord-329412-pzv4dzow 21 8 telehealth telehealth NN cord-329412-pzv4dzow 21 9 and and CC cord-329412-pzv4dzow 21 10 having have VBG cord-329412-pzv4dzow 21 11 a a DT cord-329412-pzv4dzow 21 12 specific specific JJ cord-329412-pzv4dzow 21 13 location location NN cord-329412-pzv4dzow 21 14 within within IN cord-329412-pzv4dzow 21 15 the the DT cord-329412-pzv4dzow 21 16 United United NNP cord-329412-pzv4dzow 21 17 States States NNP cord-329412-pzv4dzow 21 18 ( ( -LRB- cord-329412-pzv4dzow 21 19 n=19,367 n=19,367 NNP cord-329412-pzv4dzow 21 20 ) ) -RRB- cord-329412-pzv4dzow 21 21 was be VBD cord-329412-pzv4dzow 21 22 significantly significantly RB cord-329412-pzv4dzow 21 23 associated associate VBN cord-329412-pzv4dzow 21 24 with with IN cord-329412-pzv4dzow 21 25 the the DT cord-329412-pzv4dzow 21 26 number number NN cord-329412-pzv4dzow 21 27 of of IN cord-329412-pzv4dzow 21 28 confirmed confirm VBN cord-329412-pzv4dzow 21 29 Covid-19 covid-19 NN cord-329412-pzv4dzow 21 30 cases case NNS cord-329412-pzv4dzow 21 31 reported report VBN cord-329412-pzv4dzow 21 32 in in IN cord-329412-pzv4dzow 21 33 each each DT cord-329412-pzv4dzow 21 34 state state NN cord-329412-pzv4dzow 21 35 ( ( -LRB- cord-329412-pzv4dzow 21 36 p<0.001 p<0.001 CD cord-329412-pzv4dzow 21 37 ) ) -RRB- cord-329412-pzv4dzow 21 38 . . . cord-329412-pzv4dzow 22 1 Conclusion conclusion NN cord-329412-pzv4dzow 22 2 : : : cord-329412-pzv4dzow 22 3 Social social JJ cord-329412-pzv4dzow 22 4 media medium NNS cord-329412-pzv4dzow 22 5 activity activity NN cord-329412-pzv4dzow 22 6 is be VBZ cord-329412-pzv4dzow 22 7 an an DT cord-329412-pzv4dzow 22 8 accurate accurate JJ cord-329412-pzv4dzow 22 9 reflection reflection NN cord-329412-pzv4dzow 22 10 of of IN cord-329412-pzv4dzow 22 11 disease disease NN cord-329412-pzv4dzow 22 12 burden burden NN cord-329412-pzv4dzow 22 13 during during IN cord-329412-pzv4dzow 22 14 the the DT cord-329412-pzv4dzow 22 15 Covid-19 covid-19 NN cord-329412-pzv4dzow 22 16 pandemic pandemic NN cord-329412-pzv4dzow 22 17 . . . cord-329412-pzv4dzow 23 1 Widespread widespread JJ cord-329412-pzv4dzow 23 2 adoption adoption NN cord-329412-pzv4dzow 23 3 of of IN cord-329412-pzv4dzow 23 4 telehealth telehealth NN cord-329412-pzv4dzow 23 5 - - HYPH cord-329412-pzv4dzow 23 6 favoring favor VBG cord-329412-pzv4dzow 23 7 policies policy NNS cord-329412-pzv4dzow 23 8 is be VBZ cord-329412-pzv4dzow 23 9 necessary necessary JJ cord-329412-pzv4dzow 23 10 and and CC cord-329412-pzv4dzow 23 11 mostly mostly RB cord-329412-pzv4dzow 23 12 needed need VBN cord-329412-pzv4dzow 23 13 to to TO cord-329412-pzv4dzow 23 14 address address VB cord-329412-pzv4dzow 23 15 mental mental JJ cord-329412-pzv4dzow 23 16 health health NN cord-329412-pzv4dzow 23 17 problems problem NNS cord-329412-pzv4dzow 23 18 that that WDT cord-329412-pzv4dzow 23 19 may may MD cord-329412-pzv4dzow 23 20 arise arise VB cord-329412-pzv4dzow 23 21 in in IN cord-329412-pzv4dzow 23 22 areas area NNS cord-329412-pzv4dzow 23 23 of of IN cord-329412-pzv4dzow 23 24 high high JJ cord-329412-pzv4dzow 23 25 infection infection NN cord-329412-pzv4dzow 23 26 and and CC cord-329412-pzv4dzow 23 27 death death NN cord-329412-pzv4dzow 23 28 rates rate NNS cord-329412-pzv4dzow 23 29 . . . cord-329412-pzv4dzow 24 1 The the DT cord-329412-pzv4dzow 24 2 novel novel JJ cord-329412-pzv4dzow 24 3 coronavirus coronavirus NN cord-329412-pzv4dzow 24 4 outbreak outbreak NN cord-329412-pzv4dzow 24 5 that that WDT cord-329412-pzv4dzow 24 6 started start VBD cord-329412-pzv4dzow 24 7 in in IN cord-329412-pzv4dzow 24 8 Wuhan Wuhan NNP cord-329412-pzv4dzow 24 9 , , , cord-329412-pzv4dzow 24 10 China China NNP cord-329412-pzv4dzow 24 11 entered enter VBD cord-329412-pzv4dzow 24 12 a a DT cord-329412-pzv4dzow 24 13 new new JJ cord-329412-pzv4dzow 24 14 phase phase NN cord-329412-pzv4dzow 24 15 after after IN cord-329412-pzv4dzow 24 16 the the DT cord-329412-pzv4dzow 24 17 World World NNP cord-329412-pzv4dzow 24 18 Health Health NNP cord-329412-pzv4dzow 24 19 Organization Organization NNP cord-329412-pzv4dzow 24 20 ( ( -LRB- cord-329412-pzv4dzow 24 21 WHO who WP cord-329412-pzv4dzow 24 22 ) ) -RRB- cord-329412-pzv4dzow 24 23 officially officially RB cord-329412-pzv4dzow 24 24 declared declare VBD cord-329412-pzv4dzow 24 25 it -PRON- PRP cord-329412-pzv4dzow 24 26 as as IN cord-329412-pzv4dzow 24 27 a a DT cord-329412-pzv4dzow 24 28 global global JJ cord-329412-pzv4dzow 24 29 pandemic pandemic NN cord-329412-pzv4dzow 24 30 on on IN cord-329412-pzv4dzow 24 31 March March NNP cord-329412-pzv4dzow 24 32 11 11 CD cord-329412-pzv4dzow 24 33 , , , cord-329412-pzv4dzow 24 34 2020 2020 CD cord-329412-pzv4dzow 24 35 [ [ -LRB- cord-329412-pzv4dzow 24 36 1 1 CD cord-329412-pzv4dzow 24 37 ] ] -RRB- cord-329412-pzv4dzow 24 38 . . . cord-329412-pzv4dzow 25 1 This this DT cord-329412-pzv4dzow 25 2 called call VBD cord-329412-pzv4dzow 25 3 out out RP cord-329412-pzv4dzow 25 4 for for IN cord-329412-pzv4dzow 25 5 urgent urgent JJ cord-329412-pzv4dzow 25 6 changes change NNS cord-329412-pzv4dzow 25 7 in in IN cord-329412-pzv4dzow 25 8 the the DT cord-329412-pzv4dzow 25 9 medical medical JJ cord-329412-pzv4dzow 25 10 sector sector NN cord-329412-pzv4dzow 25 11 after after IN cord-329412-pzv4dzow 25 12 presuming presume VBG cord-329412-pzv4dzow 25 13 hospital- hospital- NN cord-329412-pzv4dzow 25 14 1 1 CD cord-329412-pzv4dzow 25 15 2 2 CD cord-329412-pzv4dzow 25 16 associated associate VBN cord-329412-pzv4dzow 25 17 transmission transmission NN cord-329412-pzv4dzow 25 18 in in IN cord-329412-pzv4dzow 25 19 nearly nearly RB cord-329412-pzv4dzow 25 20 30 30 CD cord-329412-pzv4dzow 25 21 % % NN cord-329412-pzv4dzow 25 22 of of IN cord-329412-pzv4dzow 25 23 infected infected JJ cord-329412-pzv4dzow 25 24 health health NN cord-329412-pzv4dzow 25 25 professionals professional NNS cord-329412-pzv4dzow 25 26 and and CC cord-329412-pzv4dzow 25 27 12 12 CD cord-329412-pzv4dzow 25 28 % % NN cord-329412-pzv4dzow 25 29 of of IN cord-329412-pzv4dzow 25 30 hospitalized hospitalize VBN cord-329412-pzv4dzow 25 31 patients patient NNS cord-329412-pzv4dzow 25 32 [ [ -LRB- cord-329412-pzv4dzow 25 33 2 2 CD cord-329412-pzv4dzow 25 34 ] ] -RRB- cord-329412-pzv4dzow 25 35 . . . cord-329412-pzv4dzow 26 1 Telehealth Telehealth NNP cord-329412-pzv4dzow 26 2 rapidly rapidly RB cord-329412-pzv4dzow 26 3 became become VBD cord-329412-pzv4dzow 26 4 a a DT cord-329412-pzv4dzow 26 5 necessary necessary JJ cord-329412-pzv4dzow 26 6 technology technology NN cord-329412-pzv4dzow 26 7 to to TO cord-329412-pzv4dzow 26 8 guarantee guarantee VB cord-329412-pzv4dzow 26 9 continuity continuity NN cord-329412-pzv4dzow 26 10 of of IN cord-329412-pzv4dzow 26 11 care care NN cord-329412-pzv4dzow 26 12 amidst amidst IN cord-329412-pzv4dzow 26 13 worldwide worldwide JJ cord-329412-pzv4dzow 26 14 physical physical JJ cord-329412-pzv4dzow 26 15 distancing distancing NN cord-329412-pzv4dzow 26 16 policies policy NNS cord-329412-pzv4dzow 26 17 , , , cord-329412-pzv4dzow 26 18 by by IN cord-329412-pzv4dzow 26 19 allowing allow VBG cord-329412-pzv4dzow 26 20 patients patient NNS cord-329412-pzv4dzow 26 21 to to TO cord-329412-pzv4dzow 26 22 receive receive VB cord-329412-pzv4dzow 26 23 medical medical JJ cord-329412-pzv4dzow 26 24 care care NN cord-329412-pzv4dzow 26 25 while while IN cord-329412-pzv4dzow 26 26 minimizing minimize VBG cord-329412-pzv4dzow 26 27 the the DT cord-329412-pzv4dzow 26 28 risk risk NN cord-329412-pzv4dzow 26 29 of of IN cord-329412-pzv4dzow 26 30 exposure exposure NN cord-329412-pzv4dzow 26 31 -a -a HYPH cord-329412-pzv4dzow 26 32 critical critical JJ cord-329412-pzv4dzow 26 33 concern concern NN cord-329412-pzv4dzow 26 34 for for IN cord-329412-pzv4dzow 26 35 the the DT cord-329412-pzv4dzow 26 36 elderly elderly JJ cord-329412-pzv4dzow 26 37 and and CC cord-329412-pzv4dzow 26 38 those those DT cord-329412-pzv4dzow 26 39 with with IN cord-329412-pzv4dzow 26 40 chronic chronic JJ cord-329412-pzv4dzow 26 41 conditions condition NNS cord-329412-pzv4dzow 26 42 [ [ -LRB- cord-329412-pzv4dzow 26 43 3 3 CD cord-329412-pzv4dzow 26 44 ] ] -RRB- cord-329412-pzv4dzow 26 45 . . . cord-329412-pzv4dzow 27 1 As as IN cord-329412-pzv4dzow 27 2 the the DT cord-329412-pzv4dzow 27 3 pandemic pandemic NN cord-329412-pzv4dzow 27 4 remains remain VBZ cord-329412-pzv4dzow 27 5 ongoing ongoing JJ cord-329412-pzv4dzow 27 6 , , , cord-329412-pzv4dzow 27 7 urgent urgent JJ cord-329412-pzv4dzow 27 8 action action NN cord-329412-pzv4dzow 27 9 is be VBZ cord-329412-pzv4dzow 27 10 required require VBN cord-329412-pzv4dzow 27 11 to to TO cord-329412-pzv4dzow 27 12 support support VB cord-329412-pzv4dzow 27 13 the the DT cord-329412-pzv4dzow 27 14 digital digital JJ cord-329412-pzv4dzow 27 15 transformation transformation NN cord-329412-pzv4dzow 27 16 in in IN cord-329412-pzv4dzow 27 17 healthcare healthcare NN cord-329412-pzv4dzow 27 18 and and CC cord-329412-pzv4dzow 27 19 to to TO cord-329412-pzv4dzow 27 20 understand understand VB cord-329412-pzv4dzow 27 21 the the DT cord-329412-pzv4dzow 27 22 various various JJ cord-329412-pzv4dzow 27 23 concerns concern NNS cord-329412-pzv4dzow 27 24 of of IN cord-329412-pzv4dzow 27 25 patients patient NNS cord-329412-pzv4dzow 27 26 needing need VBG cord-329412-pzv4dzow 27 27 care care NN cord-329412-pzv4dzow 27 28 during during IN cord-329412-pzv4dzow 27 29 this this DT cord-329412-pzv4dzow 27 30 crisis crisis NN cord-329412-pzv4dzow 27 31 [ [ -LRB- cord-329412-pzv4dzow 27 32 4 4 CD cord-329412-pzv4dzow 27 33 ] ] -RRB- cord-329412-pzv4dzow 27 34 . . . cord-329412-pzv4dzow 28 1 Healthcare healthcare NN cord-329412-pzv4dzow 28 2 workers worker NNS cord-329412-pzv4dzow 28 3 , , , cord-329412-pzv4dzow 28 4 patients patient NNS cord-329412-pzv4dzow 28 5 , , , cord-329412-pzv4dzow 28 6 institutions institution NNS cord-329412-pzv4dzow 28 7 , , , cord-329412-pzv4dzow 28 8 technology technology NN cord-329412-pzv4dzow 28 9 industries industry NNS cord-329412-pzv4dzow 28 10 , , , cord-329412-pzv4dzow 28 11 and and CC cord-329412-pzv4dzow 28 12 policymakers policymaker NNS cord-329412-pzv4dzow 28 13 turned turn VBD cord-329412-pzv4dzow 28 14 to to IN cord-329412-pzv4dzow 28 15 social social JJ cord-329412-pzv4dzow 28 16 media medium NNS cord-329412-pzv4dzow 28 17 to to TO cord-329412-pzv4dzow 28 18 embrace embrace VB cord-329412-pzv4dzow 28 19 this this DT cord-329412-pzv4dzow 28 20 rapid rapid JJ cord-329412-pzv4dzow 28 21 shift shift NN cord-329412-pzv4dzow 28 22 in in IN cord-329412-pzv4dzow 28 23 healthcare healthcare NN cord-329412-pzv4dzow 28 24 delivery delivery NN cord-329412-pzv4dzow 28 25 . . . cord-329412-pzv4dzow 29 1 Twitter Twitter NNP cord-329412-pzv4dzow 30 1 ( ( -LRB- cord-329412-pzv4dzow 30 2 Twitter Twitter NNP cord-329412-pzv4dzow 30 3 , , , cord-329412-pzv4dzow 30 4 Inc. Inc. NNP cord-329412-pzv4dzow 30 5 , , , cord-329412-pzv4dzow 30 6 San San NNP cord-329412-pzv4dzow 30 7 Francisco Francisco NNP cord-329412-pzv4dzow 30 8 , , , cord-329412-pzv4dzow 30 9 CA CA NNP cord-329412-pzv4dzow 30 10 ) ) -RRB- cord-329412-pzv4dzow 30 11 has have VBZ cord-329412-pzv4dzow 30 12 been be VBN cord-329412-pzv4dzow 30 13 considered consider VBN cord-329412-pzv4dzow 30 14 among among IN cord-329412-pzv4dzow 30 15 the the DT cord-329412-pzv4dzow 30 16 best good JJS cord-329412-pzv4dzow 30 17 social social JJ cord-329412-pzv4dzow 30 18 media medium NNS cord-329412-pzv4dzow 30 19 platforms platform NNS cord-329412-pzv4dzow 30 20 for for IN cord-329412-pzv4dzow 30 21 keeping keep VBG cord-329412-pzv4dzow 30 22 its -PRON- PRP$ cord-329412-pzv4dzow 30 23 users user NNS cord-329412-pzv4dzow 30 24 on on IN cord-329412-pzv4dzow 30 25 top top NN cord-329412-pzv4dzow 30 26 of of IN cord-329412-pzv4dzow 30 27 the the DT cord-329412-pzv4dzow 30 28 most most RBS cord-329412-pzv4dzow 30 29 trending trending JJ cord-329412-pzv4dzow 30 30 topics topic NNS cord-329412-pzv4dzow 30 31 and and CC cord-329412-pzv4dzow 30 32 in in IN cord-329412-pzv4dzow 30 33 understanding understand VBG cord-329412-pzv4dzow 30 34 consumers consumer NNS cord-329412-pzv4dzow 30 35 ' ' POS cord-329412-pzv4dzow 30 36 opinions opinion NNS cord-329412-pzv4dzow 30 37 on on IN cord-329412-pzv4dzow 30 38 health health NN cord-329412-pzv4dzow 30 39 technology technology NN cord-329412-pzv4dzow 30 40 matters matter NNS cord-329412-pzv4dzow 30 41 [ [ -LRB- cord-329412-pzv4dzow 30 42 5 5 CD cord-329412-pzv4dzow 30 43 ] ] -RRB- cord-329412-pzv4dzow 30 44 . . . cord-329412-pzv4dzow 31 1 For for IN cord-329412-pzv4dzow 31 2 this this DT cord-329412-pzv4dzow 31 3 reason reason NN cord-329412-pzv4dzow 31 4 , , , cord-329412-pzv4dzow 31 5 we -PRON- PRP cord-329412-pzv4dzow 31 6 planned plan VBD cord-329412-pzv4dzow 31 7 to to TO cord-329412-pzv4dzow 31 8 explore explore VB cord-329412-pzv4dzow 31 9 the the DT cord-329412-pzv4dzow 31 10 data datum NNS cord-329412-pzv4dzow 31 11 available available JJ cord-329412-pzv4dzow 31 12 on on IN cord-329412-pzv4dzow 31 13 social social JJ cord-329412-pzv4dzow 31 14 media medium NNS cord-329412-pzv4dzow 31 15 to to TO cord-329412-pzv4dzow 31 16 better better RB cord-329412-pzv4dzow 31 17 characterize characterize VB cord-329412-pzv4dzow 31 18 the the DT cord-329412-pzv4dzow 31 19 surge surge NN cord-329412-pzv4dzow 31 20 in in IN cord-329412-pzv4dzow 31 21 telehealth telehealth NN cord-329412-pzv4dzow 31 22 during during IN cord-329412-pzv4dzow 31 23 the the DT cord-329412-pzv4dzow 31 24 Covid-19 covid-19 NN cord-329412-pzv4dzow 31 25 pandemic pandemic NN cord-329412-pzv4dzow 31 26 . . . cord-329412-pzv4dzow 32 1 Our -PRON- PRP$ cord-329412-pzv4dzow 32 2 study study NN cord-329412-pzv4dzow 32 3 aims aim VBZ cord-329412-pzv4dzow 32 4 to to TO cord-329412-pzv4dzow 32 5 analyze analyze VB cord-329412-pzv4dzow 32 6 the the DT cord-329412-pzv4dzow 32 7 dynamics dynamic NNS cord-329412-pzv4dzow 32 8 of of IN cord-329412-pzv4dzow 32 9 social social JJ cord-329412-pzv4dzow 32 10 media medium NNS cord-329412-pzv4dzow 32 11 data datum NNS cord-329412-pzv4dzow 32 12 related relate VBN cord-329412-pzv4dzow 32 13 to to IN cord-329412-pzv4dzow 32 14 telehealth telehealth NN cord-329412-pzv4dzow 32 15 and and CC cord-329412-pzv4dzow 32 16 understand understand VB cord-329412-pzv4dzow 32 17 the the DT cord-329412-pzv4dzow 32 18 public public JJ cord-329412-pzv4dzow 32 19 activity activity NN cord-329412-pzv4dzow 32 20 to to TO cord-329412-pzv4dzow 32 21 strategically strategically RB cord-329412-pzv4dzow 32 22 optimize optimize VB cord-329412-pzv4dzow 32 23 and and CC cord-329412-pzv4dzow 32 24 accelerate accelerate VB cord-329412-pzv4dzow 32 25 the the DT cord-329412-pzv4dzow 32 26 digital digital JJ cord-329412-pzv4dzow 32 27 health health NN cord-329412-pzv4dzow 32 28 transformation transformation NN cord-329412-pzv4dzow 32 29 . . . cord-329412-pzv4dzow 33 1 This this DT cord-329412-pzv4dzow 33 2 cross cross JJ cord-329412-pzv4dzow 33 3 - - JJ cord-329412-pzv4dzow 33 4 sectional sectional JJ cord-329412-pzv4dzow 33 5 study study NN cord-329412-pzv4dzow 33 6 was be VBD cord-329412-pzv4dzow 33 7 conducted conduct VBN cord-329412-pzv4dzow 33 8 from from IN cord-329412-pzv4dzow 33 9 March March NNP cord-329412-pzv4dzow 33 10 30 30 CD cord-329412-pzv4dzow 33 11 , , , cord-329412-pzv4dzow 33 12 2020 2020 CD cord-329412-pzv4dzow 33 13 to to IN cord-329412-pzv4dzow 33 14 April April NNP cord-329412-pzv4dzow 33 15 6 6 CD cord-329412-pzv4dzow 33 16 , , , cord-329412-pzv4dzow 33 17 2020 2020 CD cord-329412-pzv4dzow 33 18 . . . cord-329412-pzv4dzow 34 1 This this DT cord-329412-pzv4dzow 34 2 study study NN cord-329412-pzv4dzow 34 3 was be VBD cord-329412-pzv4dzow 34 4 exempted exempt VBN cord-329412-pzv4dzow 34 5 from from IN cord-329412-pzv4dzow 34 6 the the DT cord-329412-pzv4dzow 34 7 Institutional Institutional NNP cord-329412-pzv4dzow 34 8 Review Review NNP cord-329412-pzv4dzow 34 9 Board Board NNP cord-329412-pzv4dzow 34 10 at at IN cord-329412-pzv4dzow 34 11 Harvard Harvard NNP cord-329412-pzv4dzow 34 12 Medical Medical NNP cord-329412-pzv4dzow 34 13 School School NNP cord-329412-pzv4dzow 34 14 because because IN cord-329412-pzv4dzow 34 15 the the DT cord-329412-pzv4dzow 34 16 data datum NNS cord-329412-pzv4dzow 34 17 used use VBN cord-329412-pzv4dzow 34 18 are be VBP cord-329412-pzv4dzow 34 19 publicly publicly RB cord-329412-pzv4dzow 34 20 available available JJ cord-329412-pzv4dzow 34 21 . . . cord-329412-pzv4dzow 35 1 In in IN cord-329412-pzv4dzow 35 2 this this DT cord-329412-pzv4dzow 35 3 instance instance NN cord-329412-pzv4dzow 35 4 , , , cord-329412-pzv4dzow 35 5 a a DT cord-329412-pzv4dzow 35 6 consent consent NN cord-329412-pzv4dzow 35 7 form form NN cord-329412-pzv4dzow 35 8 was be VBD cord-329412-pzv4dzow 35 9 not not RB cord-329412-pzv4dzow 35 10 necessary necessary JJ cord-329412-pzv4dzow 35 11 . . . cord-329412-pzv4dzow 36 1 This this DT cord-329412-pzv4dzow 36 2 study study NN cord-329412-pzv4dzow 36 3 followed follow VBD cord-329412-pzv4dzow 36 4 the the DT cord-329412-pzv4dzow 36 5 Strengthening strengthen VBG cord-329412-pzv4dzow 36 6 the the DT cord-329412-pzv4dzow 36 7 Reporting Reporting NNP cord-329412-pzv4dzow 36 8 of of IN cord-329412-pzv4dzow 36 9 Observational Observational NNP cord-329412-pzv4dzow 36 10 Studies Studies NNPS cord-329412-pzv4dzow 36 11 in in IN cord-329412-pzv4dzow 36 12 Epidemiology Epidemiology NNP cord-329412-pzv4dzow 36 13 ( ( -LRB- cord-329412-pzv4dzow 36 14 STROBE STROBE NNP cord-329412-pzv4dzow 36 15 ) ) -RRB- cord-329412-pzv4dzow 36 16 reporting reporting NN cord-329412-pzv4dzow 36 17 guidelines guideline NNS cord-329412-pzv4dzow 36 18 . . . cord-329412-pzv4dzow 37 1 Twitter Twitter NNP cord-329412-pzv4dzow 37 2 is be VBZ cord-329412-pzv4dzow 37 3 an an DT cord-329412-pzv4dzow 37 4 online online JJ cord-329412-pzv4dzow 37 5 public public JJ cord-329412-pzv4dzow 37 6 social social JJ cord-329412-pzv4dzow 37 7 media medium NNS cord-329412-pzv4dzow 37 8 platform platform NN cord-329412-pzv4dzow 37 9 that that WDT cord-329412-pzv4dzow 37 10 allows allow VBZ cord-329412-pzv4dzow 37 11 users user NNS cord-329412-pzv4dzow 37 12 to to TO cord-329412-pzv4dzow 37 13 post post VB cord-329412-pzv4dzow 37 14 280-character 280-character CD cord-329412-pzv4dzow 37 15 posts post NNS cord-329412-pzv4dzow 37 16 . . . cord-329412-pzv4dzow 38 1 Publicly publicly RB cord-329412-pzv4dzow 38 2 posted post VBN cord-329412-pzv4dzow 38 3 " " `` cord-329412-pzv4dzow 38 4 tweets tweet NNS cord-329412-pzv4dzow 38 5 " " '' cord-329412-pzv4dzow 38 6 from from IN cord-329412-pzv4dzow 38 7 March March NNP cord-329412-pzv4dzow 38 8 30 30 CD cord-329412-pzv4dzow 38 9 , , , cord-329412-pzv4dzow 38 10 2020 2020 CD cord-329412-pzv4dzow 38 11 to to IN cord-329412-pzv4dzow 38 12 April April NNP cord-329412-pzv4dzow 38 13 6 6 CD cord-329412-pzv4dzow 38 14 , , , cord-329412-pzv4dzow 38 15 2020 2020 CD cord-329412-pzv4dzow 38 16 , , , cord-329412-pzv4dzow 38 17 were be VBD cord-329412-pzv4dzow 38 18 collected collect VBN cord-329412-pzv4dzow 38 19 through through IN cord-329412-pzv4dzow 38 20 the the DT cord-329412-pzv4dzow 38 21 public public JJ cord-329412-pzv4dzow 38 22 streaming streaming NN cord-329412-pzv4dzow 38 23 API api NN cord-329412-pzv4dzow 38 24 ( ( -LRB- cord-329412-pzv4dzow 38 25 application application NN cord-329412-pzv4dzow 38 26 programming programming NN cord-329412-pzv4dzow 38 27 interface interface NN cord-329412-pzv4dzow 38 28 ) ) -RRB- cord-329412-pzv4dzow 38 29 . . . cord-329412-pzv4dzow 39 1 Full full JJ cord-329412-pzv4dzow 39 2 - - HYPH cord-329412-pzv4dzow 39 3 text text NN cord-329412-pzv4dzow 39 4 tweets tweet NNS cord-329412-pzv4dzow 39 5 were be VBD cord-329412-pzv4dzow 39 6 preprocessed preprocesse VBN cord-329412-pzv4dzow 39 7 by by IN cord-329412-pzv4dzow 39 8 converting convert VBG cord-329412-pzv4dzow 39 9 the the DT cord-329412-pzv4dzow 39 10 sentences sentence NNS cord-329412-pzv4dzow 39 11 to to IN cord-329412-pzv4dzow 39 12 words word NNS cord-329412-pzv4dzow 39 13 ( ( -LRB- cord-329412-pzv4dzow 39 14 Tokenization Tokenization NNP cord-329412-pzv4dzow 39 15 ) ) -RRB- cord-329412-pzv4dzow 39 16 , , , cord-329412-pzv4dzow 39 17 removing remove VBG cord-329412-pzv4dzow 39 18 unnecessary unnecessary JJ cord-329412-pzv4dzow 39 19 punctuations punctuation NNS cord-329412-pzv4dzow 39 20 , , , cord-329412-pzv4dzow 39 21 tags tag NNS cord-329412-pzv4dzow 39 22 , , , cord-329412-pzv4dzow 39 23 and and CC cord-329412-pzv4dzow 39 24 stop stop VB cord-329412-pzv4dzow 39 25 words word NNS cord-329412-pzv4dzow 39 26 that that WDT cord-329412-pzv4dzow 39 27 do do VBP cord-329412-pzv4dzow 39 28 not not RB cord-329412-pzv4dzow 39 29 have have VB cord-329412-pzv4dzow 39 30 a a DT cord-329412-pzv4dzow 39 31 specific specific JJ cord-329412-pzv4dzow 39 32 semantic semantic JJ cord-329412-pzv4dzow 39 33 meaning meaning NN cord-329412-pzv4dzow 39 34 ( ( -LRB- cord-329412-pzv4dzow 39 35 i.e. i.e. FW cord-329412-pzv4dzow 39 36 " " `` cord-329412-pzv4dzow 39 37 the the DT cord-329412-pzv4dzow 39 38 " " '' cord-329412-pzv4dzow 39 39 , , , cord-329412-pzv4dzow 39 40 " " `` cord-329412-pzv4dzow 39 41 are be VBP cord-329412-pzv4dzow 39 42 " " '' cord-329412-pzv4dzow 39 43 ) ) -RRB- cord-329412-pzv4dzow 39 44 . . . cord-329412-pzv4dzow 40 1 We -PRON- PRP cord-329412-pzv4dzow 40 2 applied apply VBD cord-329412-pzv4dzow 40 3 a a DT cord-329412-pzv4dzow 40 4 stemming stem VBG cord-329412-pzv4dzow 40 5 function function NN cord-329412-pzv4dzow 40 6 with with IN cord-329412-pzv4dzow 40 7 lexicon lexicon NN cord-329412-pzv4dzow 40 8 normalization normalization NN cord-329412-pzv4dzow 40 9 to to TO cord-329412-pzv4dzow 40 10 reduce reduce VB cord-329412-pzv4dzow 40 11 related related JJ cord-329412-pzv4dzow 40 12 words word NNS cord-329412-pzv4dzow 40 13 to to IN cord-329412-pzv4dzow 40 14 a a DT cord-329412-pzv4dzow 40 15 common common JJ cord-329412-pzv4dzow 40 16 word word NN cord-329412-pzv4dzow 40 17 root root NN cord-329412-pzv4dzow 40 18 ( ( -LRB- cord-329412-pzv4dzow 40 19 i.e. i.e. FW cord-329412-pzv4dzow 40 20 connection connection NN cord-329412-pzv4dzow 40 21 , , , cord-329412-pzv4dzow 40 22 connected connect VBN cord-329412-pzv4dzow 40 23 , , , cord-329412-pzv4dzow 40 24 connecting connect VBG cord-329412-pzv4dzow 40 25 were be VBD cord-329412-pzv4dzow 40 26 reduced reduce VBN cord-329412-pzv4dzow 40 27 to to TO cord-329412-pzv4dzow 40 28 " " `` cord-329412-pzv4dzow 40 29 connect connect VB cord-329412-pzv4dzow 40 30 " " '' cord-329412-pzv4dzow 40 31 ) ) -RRB- cord-329412-pzv4dzow 40 32 . . . cord-329412-pzv4dzow 41 1 We -PRON- PRP cord-329412-pzv4dzow 41 2 isolated isolate VBD cord-329412-pzv4dzow 41 3 tweets tweet NNS cord-329412-pzv4dzow 41 4 with with IN cord-329412-pzv4dzow 41 5 an an DT cord-329412-pzv4dzow 41 6 identifiable identifiable JJ cord-329412-pzv4dzow 41 7 location location NN cord-329412-pzv4dzow 41 8 within within IN cord-329412-pzv4dzow 41 9 the the DT cord-329412-pzv4dzow 41 10 United United NNP cord-329412-pzv4dzow 41 11 States States NNP cord-329412-pzv4dzow 41 12 and and CC cord-329412-pzv4dzow 41 13 constructed construct VBD cord-329412-pzv4dzow 41 14 a a DT cord-329412-pzv4dzow 41 15 density density NN cord-329412-pzv4dzow 41 16 map map NN cord-329412-pzv4dzow 41 17 . . . cord-329412-pzv4dzow 42 1 Preprocessing Preprocessing NNP cord-329412-pzv4dzow 42 2 was be VBD cord-329412-pzv4dzow 42 3 done do VBN cord-329412-pzv4dzow 42 4 using use VBG cord-329412-pzv4dzow 42 5 the the DT cord-329412-pzv4dzow 42 6 Natural Natural NNP cord-329412-pzv4dzow 42 7 Language Language NNP cord-329412-pzv4dzow 42 8 Toolkit Toolkit NNP cord-329412-pzv4dzow 42 9 ( ( -LRB- cord-329412-pzv4dzow 42 10 NLTK NLTK NNP cord-329412-pzv4dzow 42 11 ) ) -RRB- cord-329412-pzv4dzow 42 12 on on IN cord-329412-pzv4dzow 42 13 Python Python NNP cord-329412-pzv4dzow 42 14 3.0 3.0 CD cord-329412-pzv4dzow 42 15 [ [ -LRB- cord-329412-pzv4dzow 42 16 6 6 CD cord-329412-pzv4dzow 42 17 ] ] -RRB- cord-329412-pzv4dzow 42 18 . . . cord-329412-pzv4dzow 42 19 _SP cord-329412-pzv4dzow 43 1 Descriptive descriptive JJ cord-329412-pzv4dzow 43 2 analytics analytic NNS cord-329412-pzv4dzow 43 3 were be VBD cord-329412-pzv4dzow 43 4 performed perform VBN cord-329412-pzv4dzow 43 5 to to TO cord-329412-pzv4dzow 43 6 study study VB cord-329412-pzv4dzow 43 7 the the DT cord-329412-pzv4dzow 43 8 data datum NNS cord-329412-pzv4dzow 43 9 collected collect VBN cord-329412-pzv4dzow 43 10 . . . cord-329412-pzv4dzow 44 1 Tweet Tweet NNP cord-329412-pzv4dzow 44 2 characteristics characteristic NNS cord-329412-pzv4dzow 44 3 included include VBD cord-329412-pzv4dzow 44 4 account account VBP cord-329412-pzv4dzow 44 5 median median JJ cord-329412-pzv4dzow 44 6 number number NN cord-329412-pzv4dzow 44 7 and and CC cord-329412-pzv4dzow 44 8 range range NN cord-329412-pzv4dzow 44 9 of of IN cord-329412-pzv4dzow 44 10 followers follower NNS cord-329412-pzv4dzow 44 11 . . . cord-329412-pzv4dzow 45 1 Generalized generalized JJ cord-329412-pzv4dzow 45 2 linear linear JJ cord-329412-pzv4dzow 45 3 regression regression NN cord-329412-pzv4dzow 45 4 was be VBD cord-329412-pzv4dzow 45 5 performed perform VBN cord-329412-pzv4dzow 45 6 to to TO cord-329412-pzv4dzow 45 7 study study VB cord-329412-pzv4dzow 45 8 the the DT cord-329412-pzv4dzow 45 9 association association NN cord-329412-pzv4dzow 45 10 between between IN cord-329412-pzv4dzow 45 11 " " `` cord-329412-pzv4dzow 45 12 telehealth telehealth NN cord-329412-pzv4dzow 45 13 " " '' cord-329412-pzv4dzow 45 14 tweets tweet NNS cord-329412-pzv4dzow 45 15 and and CC cord-329412-pzv4dzow 45 16 the the DT cord-329412-pzv4dzow 45 17 number number NN cord-329412-pzv4dzow 45 18 of of IN cord-329412-pzv4dzow 45 19 confirmed confirm VBN cord-329412-pzv4dzow 45 20 Covid-19 covid-19 JJ cord-329412-pzv4dzow 45 21 infections infection NNS cord-329412-pzv4dzow 45 22 . . . cord-329412-pzv4dzow 46 1 Statistical statistical JJ cord-329412-pzv4dzow 46 2 significance significance NN cord-329412-pzv4dzow 46 3 was be VBD cord-329412-pzv4dzow 46 4 set set VBN cord-329412-pzv4dzow 46 5 at at IN cord-329412-pzv4dzow 46 6 p<0.05 p<0.05 CD cord-329412-pzv4dzow 46 7 . . . cord-329412-pzv4dzow 47 1 Unsupervised unsupervised JJ cord-329412-pzv4dzow 47 2 learning learning NN cord-329412-pzv4dzow 47 3 was be VBD cord-329412-pzv4dzow 47 4 performed perform VBN cord-329412-pzv4dzow 47 5 using use VBG cord-329412-pzv4dzow 47 6 K k NN cord-329412-pzv4dzow 47 7 - - HYPH cord-329412-pzv4dzow 47 8 means mean VBZ cord-329412-pzv4dzow 47 9 clustering clustering NN cord-329412-pzv4dzow 47 10 algorithms algorithm NNS cord-329412-pzv4dzow 47 11 to to TO cord-329412-pzv4dzow 47 12 classify classify VB cord-329412-pzv4dzow 47 13 tweets tweet NNS cord-329412-pzv4dzow 47 14 into into IN cord-329412-pzv4dzow 47 15 topics topic NNS cord-329412-pzv4dzow 47 16 . . . cord-329412-pzv4dzow 48 1 We -PRON- PRP cord-329412-pzv4dzow 48 2 used use VBD cord-329412-pzv4dzow 48 3 the the DT cord-329412-pzv4dzow 48 4 Elbow elbow JJ cord-329412-pzv4dzow 48 5 method method NN cord-329412-pzv4dzow 48 6 to to TO cord-329412-pzv4dzow 48 7 define define VB cord-329412-pzv4dzow 48 8 the the DT cord-329412-pzv4dzow 48 9 number number NN cord-329412-pzv4dzow 48 10 of of IN cord-329412-pzv4dzow 48 11 K K NNP cord-329412-pzv4dzow 48 12 dimensions dimension NNS cord-329412-pzv4dzow 48 13 where where WRB cord-329412-pzv4dzow 48 14 K K NNP cord-329412-pzv4dzow 48 15 depends depend VBZ cord-329412-pzv4dzow 48 16 on on IN cord-329412-pzv4dzow 48 17 the the DT cord-329412-pzv4dzow 48 18 number number NN cord-329412-pzv4dzow 48 19 of of IN cord-329412-pzv4dzow 48 20 topics topic NNS cord-329412-pzv4dzow 48 21 . . . cord-329412-pzv4dzow 49 1 All all DT cord-329412-pzv4dzow 49 2 data datum NNS cord-329412-pzv4dzow 49 3 preprocessing preprocessing NN cord-329412-pzv4dzow 49 4 , , , cord-329412-pzv4dzow 49 5 analysis analysis NN cord-329412-pzv4dzow 49 6 , , , cord-329412-pzv4dzow 49 7 and and CC cord-329412-pzv4dzow 49 8 visualization visualization NN cord-329412-pzv4dzow 49 9 were be VBD cord-329412-pzv4dzow 49 10 performed perform VBN cord-329412-pzv4dzow 49 11 on on IN cord-329412-pzv4dzow 49 12 the the DT cord-329412-pzv4dzow 49 13 Google Google NNP cord-329412-pzv4dzow 49 14 Cloud Cloud NNP cord-329412-pzv4dzow 49 15 computing computing NN cord-329412-pzv4dzow 49 16 service service NN cord-329412-pzv4dzow 49 17 " " `` cord-329412-pzv4dzow 49 18 Google Google NNP cord-329412-pzv4dzow 49 19 Colab Colab NNP cord-329412-pzv4dzow 49 20 " " '' cord-329412-pzv4dzow 49 21 ( ( -LRB- cord-329412-pzv4dzow 49 22 colab.research.google.com colab.research.google.com NNP cord-329412-pzv4dzow 49 23 ) ) -RRB- cord-329412-pzv4dzow 49 24 using use VBG cord-329412-pzv4dzow 49 25 Python Python NNP cord-329412-pzv4dzow 49 26 3.0 3.0 NNP cord-329412-pzv4dzow 49 27 programming programming NN cord-329412-pzv4dzow 49 28 language language NN cord-329412-pzv4dzow 50 1 ( ( -LRB- cord-329412-pzv4dzow 50 2 Python Python NNP cord-329412-pzv4dzow 50 3 Software Software NNP cord-329412-pzv4dzow 50 4 Foundation Foundation NNP cord-329412-pzv4dzow 50 5 ; ; : cord-329412-pzv4dzow 50 6 http://www.python.org http://www.python.org ADD cord-329412-pzv4dzow 50 7 ) ) -RRB- cord-329412-pzv4dzow 50 8 . . . cord-329412-pzv4dzow 51 1 Our -PRON- PRP$ cord-329412-pzv4dzow 51 2 search search NN cord-329412-pzv4dzow 51 3 revealed reveal VBD cord-329412-pzv4dzow 51 4 that that IN cord-329412-pzv4dzow 51 5 the the DT cord-329412-pzv4dzow 51 6 word word NN cord-329412-pzv4dzow 51 7 " " `` cord-329412-pzv4dzow 51 8 telehealth telehealth NN cord-329412-pzv4dzow 51 9 " " '' cord-329412-pzv4dzow 51 10 appeared appear VBD cord-329412-pzv4dzow 51 11 in in IN cord-329412-pzv4dzow 51 12 41,329 41,329 CD cord-329412-pzv4dzow 51 13 posts post NNS cord-329412-pzv4dzow 51 14 on on IN cord-329412-pzv4dzow 51 15 twitter twitter NN cord-329412-pzv4dzow 51 16 from from IN cord-329412-pzv4dzow 51 17 March March NNP cord-329412-pzv4dzow 51 18 30 30 CD cord-329412-pzv4dzow 51 19 , , , cord-329412-pzv4dzow 51 20 2020 2020 CD cord-329412-pzv4dzow 51 21 to to IN cord-329412-pzv4dzow 51 22 April April NNP cord-329412-pzv4dzow 51 23 6 6 CD cord-329412-pzv4dzow 51 24 , , , cord-329412-pzv4dzow 51 25 2020 2020 CD cord-329412-pzv4dzow 51 26 . . . cord-329412-pzv4dzow 52 1 The the DT cord-329412-pzv4dzow 52 2 retrieved retrieve VBN cord-329412-pzv4dzow 52 3 Twitter Twitter NNP cord-329412-pzv4dzow 52 4 accounts account VBZ cord-329412-pzv4dzow 52 5 had have VBD cord-329412-pzv4dzow 52 6 a a DT cord-329412-pzv4dzow 52 7 median median JJ cord-329412-pzv4dzow 52 8 number number NN cord-329412-pzv4dzow 52 9 of of IN cord-329412-pzv4dzow 52 10 followers follower NNS cord-329412-pzv4dzow 52 11 of of IN cord-329412-pzv4dzow 52 12 726 726 CD cord-329412-pzv4dzow 52 13 ( ( -LRB- cord-329412-pzv4dzow 52 14 range range NN cord-329412-pzv4dzow 52 15 0 0 CD cord-329412-pzv4dzow 52 16 - - SYM cord-329412-pzv4dzow 52 17 12 12 CD cord-329412-pzv4dzow 52 18 509 509 CD cord-329412-pzv4dzow 52 19 982 982 CD cord-329412-pzv4dzow 52 20 ) ) -RRB- cord-329412-pzv4dzow 52 21 . . . cord-329412-pzv4dzow 53 1 Every every DT cord-329412-pzv4dzow 53 2 post post NN cord-329412-pzv4dzow 53 3 containing contain VBG cord-329412-pzv4dzow 53 4 the the DT cord-329412-pzv4dzow 53 5 word word NN cord-329412-pzv4dzow 53 6 " " `` cord-329412-pzv4dzow 53 7 telehealth telehealth NN cord-329412-pzv4dzow 53 8 " " '' cord-329412-pzv4dzow 53 9 was be VBD cord-329412-pzv4dzow 53 10 retweeted retweete VBN cord-329412-pzv4dzow 53 11 with with IN cord-329412-pzv4dzow 53 12 a a DT cord-329412-pzv4dzow 53 13 median median JJ cord-329412-pzv4dzow 53 14 number number NN cord-329412-pzv4dzow 53 15 of of IN cord-329412-pzv4dzow 53 16 two two CD cord-329412-pzv4dzow 53 17 times time NNS cord-329412-pzv4dzow 53 18 ( ( -LRB- cord-329412-pzv4dzow 53 19 range range VBP cord-329412-pzv4dzow 53 20 0 0 CD cord-329412-pzv4dzow 53 21 - - HYPH cord-329412-pzv4dzow 53 22 7556 7556 CD cord-329412-pzv4dzow 53 23 ) ) -RRB- cord-329412-pzv4dzow 53 24 . . . cord-329412-pzv4dzow 54 1 The the DT cord-329412-pzv4dzow 54 2 10 10 CD cord-329412-pzv4dzow 54 3 most most RBS cord-329412-pzv4dzow 54 4 common common JJ cord-329412-pzv4dzow 54 5 words word NNS cord-329412-pzv4dzow 54 6 apart apart RB cord-329412-pzv4dzow 54 7 from from IN cord-329412-pzv4dzow 54 8 " " `` cord-329412-pzv4dzow 54 9 telehealth telehealth NN cord-329412-pzv4dzow 54 10 " " '' cord-329412-pzv4dzow 54 11 that that WDT cord-329412-pzv4dzow 54 12 appeared appear VBD cord-329412-pzv4dzow 54 13 in in IN cord-329412-pzv4dzow 54 14 these these DT cord-329412-pzv4dzow 54 15 tweets tweet NNS cord-329412-pzv4dzow 54 16 were be VBD cord-329412-pzv4dzow 54 17 " " `` cord-329412-pzv4dzow 54 18 COVID COVID NNP cord-329412-pzv4dzow 54 19 " " '' cord-329412-pzv4dzow 54 20 , , , cord-329412-pzv4dzow 54 21 " " `` cord-329412-pzv4dzow 54 22 health health NN cord-329412-pzv4dzow 54 23 " " '' cord-329412-pzv4dzow 54 24 , , , cord-329412-pzv4dzow 54 25 " " `` cord-329412-pzv4dzow 54 26 care care NN cord-329412-pzv4dzow 54 27 " " '' cord-329412-pzv4dzow 54 28 , , , cord-329412-pzv4dzow 54 29 " " `` cord-329412-pzv4dzow 54 30 services service NNS cord-329412-pzv4dzow 54 31 " " '' cord-329412-pzv4dzow 54 32 , , , cord-329412-pzv4dzow 54 33 " " `` cord-329412-pzv4dzow 54 34 patients patient NNS cord-329412-pzv4dzow 54 35 " " '' cord-329412-pzv4dzow 54 36 , , , cord-329412-pzv4dzow 54 37 " " `` cord-329412-pzv4dzow 54 38 pandemic pandemic NN cord-329412-pzv4dzow 54 39 " " '' cord-329412-pzv4dzow 54 40 , , , cord-329412-pzv4dzow 54 41 " " `` cord-329412-pzv4dzow 54 42 coronavirus coronavirus NN cord-329412-pzv4dzow 54 43 " " '' cord-329412-pzv4dzow 54 44 , , , cord-329412-pzv4dzow 54 45 " " `` cord-329412-pzv4dzow 54 46 healthcare healthcare NN cord-329412-pzv4dzow 54 47 " " '' cord-329412-pzv4dzow 54 48 , , , cord-329412-pzv4dzow 54 49 " " `` cord-329412-pzv4dzow 54 50 access access NN cord-329412-pzv4dzow 54 51 " " '' cord-329412-pzv4dzow 54 52 , , , cord-329412-pzv4dzow 54 53 " " `` cord-329412-pzv4dzow 54 54 need need VB cord-329412-pzv4dzow 54 55 " " '' cord-329412-pzv4dzow 54 56 . . . cord-329412-pzv4dzow 55 1 Mental mental JJ cord-329412-pzv4dzow 55 2 health health NN cord-329412-pzv4dzow 55 3 was be VBD cord-329412-pzv4dzow 55 4 the the DT cord-329412-pzv4dzow 55 5 most most RBS cord-329412-pzv4dzow 55 6 common common JJ cord-329412-pzv4dzow 55 7 health health NN cord-329412-pzv4dzow 55 8 - - HYPH cord-329412-pzv4dzow 55 9 related relate VBN cord-329412-pzv4dzow 55 10 topic topic NN cord-329412-pzv4dzow 55 11 that that WDT cord-329412-pzv4dzow 55 12 appeared appear VBD cord-329412-pzv4dzow 55 13 in in IN cord-329412-pzv4dzow 55 14 our -PRON- PRP$ cord-329412-pzv4dzow 55 15 search search NN cord-329412-pzv4dzow 55 16 . . . cord-329412-pzv4dzow 56 1 Similarly similarly RB cord-329412-pzv4dzow 56 2 , , , cord-329412-pzv4dzow 56 3 Medicare Medicare NNP cord-329412-pzv4dzow 56 4 was be VBD cord-329412-pzv4dzow 56 5 the the DT cord-329412-pzv4dzow 56 6 most most RBS cord-329412-pzv4dzow 56 7 common common JJ cord-329412-pzv4dzow 56 8 appearing appear VBG cord-329412-pzv4dzow 56 9 health health NN cord-329412-pzv4dzow 56 10 policy policy NN cord-329412-pzv4dzow 56 11 - - HYPH cord-329412-pzv4dzow 56 12 related relate VBN cord-329412-pzv4dzow 56 13 topic topic NN cord-329412-pzv4dzow 56 14 mirroring mirror VBG cord-329412-pzv4dzow 56 15 the the DT cord-329412-pzv4dzow 56 16 accelerated accelerated JJ cord-329412-pzv4dzow 56 17 response response NN cord-329412-pzv4dzow 56 18 to to IN cord-329412-pzv4dzow 56 19 telehealth telehealth NN cord-329412-pzv4dzow 56 20 and and CC cord-329412-pzv4dzow 56 21 the the DT cord-329412-pzv4dzow 56 22 changes change NNS cord-329412-pzv4dzow 56 23 in in IN cord-329412-pzv4dzow 56 24 coverage coverage NN cord-329412-pzv4dzow 56 25 policies policy NNS cord-329412-pzv4dzow 56 26 . . . cord-329412-pzv4dzow 57 1 Unsupervised unsupervised JJ cord-329412-pzv4dzow 57 2 machine machine NN cord-329412-pzv4dzow 57 3 learning learn VBG cord-329412-pzv4dzow 57 4 classification classification NN cord-329412-pzv4dzow 57 5 of of IN cord-329412-pzv4dzow 57 6 tweets tweet NNS cord-329412-pzv4dzow 57 7 identified identify VBD cord-329412-pzv4dzow 57 8 six six CD cord-329412-pzv4dzow 57 9 clusters cluster NNS cord-329412-pzv4dzow 57 10 of of IN cord-329412-pzv4dzow 57 11 tweets tweet NNS cord-329412-pzv4dzow 57 12 that that WDT cord-329412-pzv4dzow 57 13 contained contain VBD cord-329412-pzv4dzow 57 14 words word NNS cord-329412-pzv4dzow 57 15 mostly mostly RB cord-329412-pzv4dzow 57 16 related relate VBN cord-329412-pzv4dzow 57 17 to to IN cord-329412-pzv4dzow 57 18 : : : cord-329412-pzv4dzow 57 19 ( ( -LRB- cord-329412-pzv4dzow 57 20 1 1 LS cord-329412-pzv4dzow 57 21 ) ) -RRB- cord-329412-pzv4dzow 57 22 mental mental JJ cord-329412-pzv4dzow 57 23 health health NN cord-329412-pzv4dzow 57 24 services service NNS cord-329412-pzv4dzow 57 25 , , , cord-329412-pzv4dzow 57 26 ( ( -LRB- cord-329412-pzv4dzow 57 27 2 2 LS cord-329412-pzv4dzow 57 28 ) ) -RRB- cord-329412-pzv4dzow 57 29 digital digital JJ cord-329412-pzv4dzow 57 30 health health NN cord-329412-pzv4dzow 57 31 , , , cord-329412-pzv4dzow 57 32 ( ( -LRB- cord-329412-pzv4dzow 57 33 3 3 LS cord-329412-pzv4dzow 57 34 ) ) -RRB- cord-329412-pzv4dzow 57 35 policies policy NNS cord-329412-pzv4dzow 57 36 and and CC cord-329412-pzv4dzow 57 37 advocacies advocacy NNS cord-329412-pzv4dzow 57 38 , , , cord-329412-pzv4dzow 57 39 ( ( -LRB- cord-329412-pzv4dzow 57 40 4 4 LS cord-329412-pzv4dzow 57 41 ) ) -RRB- cord-329412-pzv4dzow 57 42 hydroxychloroquine hydroxychloroquine NNP cord-329412-pzv4dzow 57 43 , , , cord-329412-pzv4dzow 57 44 ( ( -LRB- cord-329412-pzv4dzow 57 45 5 5 LS cord-329412-pzv4dzow 57 46 ) ) -RRB- cord-329412-pzv4dzow 57 47 technology technology NN cord-329412-pzv4dzow 57 48 , , , cord-329412-pzv4dzow 57 49 and and CC cord-329412-pzv4dzow 57 50 ( ( -LRB- cord-329412-pzv4dzow 57 51 6 6 LS cord-329412-pzv4dzow 57 52 ) ) -RRB- cord-329412-pzv4dzow 57 53 general general JJ cord-329412-pzv4dzow 57 54 opinions opinion NNS cord-329412-pzv4dzow 57 55 . . . cord-329412-pzv4dzow 58 1 In in IN cord-329412-pzv4dzow 58 2 the the DT cord-329412-pzv4dzow 58 3 United United NNP cord-329412-pzv4dzow 58 4 States States NNP cord-329412-pzv4dzow 58 5 , , , cord-329412-pzv4dzow 58 6 our -PRON- PRP$ cord-329412-pzv4dzow 58 7 analysis analysis NN cord-329412-pzv4dzow 58 8 showed show VBD cord-329412-pzv4dzow 58 9 that that IN cord-329412-pzv4dzow 58 10 tweets tweet NNS cord-329412-pzv4dzow 58 11 were be VBD cord-329412-pzv4dzow 58 12 most most RBS cord-329412-pzv4dzow 58 13 commonly commonly RB cord-329412-pzv4dzow 58 14 posted post VBN cord-329412-pzv4dzow 58 15 from from IN cord-329412-pzv4dzow 58 16 Our -PRON- PRP$ cord-329412-pzv4dzow 58 17 analysis analysis NN cord-329412-pzv4dzow 58 18 revealed reveal VBD cord-329412-pzv4dzow 58 19 an an DT cord-329412-pzv4dzow 58 20 association association NN cord-329412-pzv4dzow 58 21 between between IN cord-329412-pzv4dzow 58 22 the the DT cord-329412-pzv4dzow 58 23 number number NN cord-329412-pzv4dzow 58 24 of of IN cord-329412-pzv4dzow 58 25 tweets tweet NNS cord-329412-pzv4dzow 58 26 related relate VBN cord-329412-pzv4dzow 58 27 to to IN cord-329412-pzv4dzow 58 28 telehealth telehealth NN cord-329412-pzv4dzow 58 29 posted post VBN cord-329412-pzv4dzow 58 30 in in IN cord-329412-pzv4dzow 58 31 a a DT cord-329412-pzv4dzow 58 32 certain certain JJ cord-329412-pzv4dzow 58 33 state state NN cord-329412-pzv4dzow 58 34 and and CC cord-329412-pzv4dzow 58 35 the the DT cord-329412-pzv4dzow 58 36 number number NN cord-329412-pzv4dzow 58 37 of of IN cord-329412-pzv4dzow 58 38 confirmed confirm VBN cord-329412-pzv4dzow 58 39 Covid-19 covid-19 NN cord-329412-pzv4dzow 58 40 cases case NNS cord-329412-pzv4dzow 58 41 in in IN cord-329412-pzv4dzow 58 42 that that DT cord-329412-pzv4dzow 58 43 particular particular JJ cord-329412-pzv4dzow 58 44 state state NN cord-329412-pzv4dzow 58 45 ( ( -LRB- cord-329412-pzv4dzow 58 46 p<0.001 p<0.001 CD cord-329412-pzv4dzow 58 47 ) ) -RRB- cord-329412-pzv4dzow 59 1 ( ( -LRB- cord-329412-pzv4dzow 59 2 Figure figure NN cord-329412-pzv4dzow 59 3 2 2 CD cord-329412-pzv4dzow 59 4 ) ) -RRB- cord-329412-pzv4dzow 59 5 . . . cord-329412-pzv4dzow 60 1 This this DT cord-329412-pzv4dzow 60 2 variable variable JJ cord-329412-pzv4dzow 60 3 distribution distribution NN cord-329412-pzv4dzow 60 4 can can MD cord-329412-pzv4dzow 60 5 also also RB cord-329412-pzv4dzow 60 6 be be VB cord-329412-pzv4dzow 60 7 visualized visualize VBN cord-329412-pzv4dzow 60 8 by by IN cord-329412-pzv4dzow 60 9 comparing compare VBG cord-329412-pzv4dzow 60 10 the the DT cord-329412-pzv4dzow 60 11 density density NN cord-329412-pzv4dzow 60 12 map map NN cord-329412-pzv4dzow 60 13 with with IN cord-329412-pzv4dzow 60 14 the the DT cord-329412-pzv4dzow 60 15 number number NN cord-329412-pzv4dzow 60 16 of of IN cord-329412-pzv4dzow 60 17 tweets tweet NNS cord-329412-pzv4dzow 60 18 to to IN cord-329412-pzv4dzow 60 19 that that DT cord-329412-pzv4dzow 60 20 with with IN cord-329412-pzv4dzow 60 21 the the DT cord-329412-pzv4dzow 60 22 number number NN cord-329412-pzv4dzow 60 23 of of IN cord-329412-pzv4dzow 60 24 confirmed confirm VBN cord-329412-pzv4dzow 60 25 Covid-19 covid-19 NN cord-329412-pzv4dzow 60 26 cases case NNS cord-329412-pzv4dzow 60 27 in in IN cord-329412-pzv4dzow 60 28 each each DT cord-329412-pzv4dzow 60 29 state state NN cord-329412-pzv4dzow 60 30 . . . cord-329412-pzv4dzow 60 31 _SP cord-329412-pzv4dzow 61 1 Social social JJ cord-329412-pzv4dzow 61 2 media medium NNS cord-329412-pzv4dzow 61 3 platforms platform NNS cord-329412-pzv4dzow 61 4 have have VBP cord-329412-pzv4dzow 61 5 proven prove VBN cord-329412-pzv4dzow 61 6 to to TO cord-329412-pzv4dzow 61 7 be be VB cord-329412-pzv4dzow 61 8 very very RB cord-329412-pzv4dzow 61 9 engaging engaging JJ cord-329412-pzv4dzow 61 10 with with IN cord-329412-pzv4dzow 61 11 the the DT cord-329412-pzv4dzow 61 12 public public NN cord-329412-pzv4dzow 61 13 [ [ -LRB- cord-329412-pzv4dzow 61 14 8 8 CD cord-329412-pzv4dzow 61 15 ] ] -RRB- cord-329412-pzv4dzow 61 16 . . . cord-329412-pzv4dzow 62 1 Data data NN cord-329412-pzv4dzow 62 2 analysis analysis NN cord-329412-pzv4dzow 62 3 of of IN cord-329412-pzv4dzow 62 4 social social JJ cord-329412-pzv4dzow 62 5 media medium NNS cord-329412-pzv4dzow 62 6 content content NN cord-329412-pzv4dzow 62 7 has have VBZ cord-329412-pzv4dzow 62 8 provided provide VBN cord-329412-pzv4dzow 62 9 insight insight NN cord-329412-pzv4dzow 62 10 into into IN cord-329412-pzv4dzow 62 11 political political JJ cord-329412-pzv4dzow 62 12 campaigns campaign NNS cord-329412-pzv4dzow 62 13 , , , cord-329412-pzv4dzow 62 14 media medium NNS cord-329412-pzv4dzow 62 15 , , , cord-329412-pzv4dzow 62 16 healthcare healthcare NN cord-329412-pzv4dzow 62 17 , , , cord-329412-pzv4dzow 62 18 and and CC cord-329412-pzv4dzow 62 19 daily daily JJ cord-329412-pzv4dzow 62 20 events event NNS cord-329412-pzv4dzow 62 21 [ [ -LRB- cord-329412-pzv4dzow 62 22 9 9 CD cord-329412-pzv4dzow 62 23 ] ] -RRB- cord-329412-pzv4dzow 62 24 . . . cord-329412-pzv4dzow 63 1 In in IN cord-329412-pzv4dzow 63 2 this this DT cord-329412-pzv4dzow 63 3 study study NN cord-329412-pzv4dzow 63 4 , , , cord-329412-pzv4dzow 63 5 we -PRON- PRP cord-329412-pzv4dzow 63 6 retrieved retrieve VBD cord-329412-pzv4dzow 63 7 and and CC cord-329412-pzv4dzow 63 8 analyzed analyze VBD cord-329412-pzv4dzow 63 9 public public JJ cord-329412-pzv4dzow 63 10 data datum NNS cord-329412-pzv4dzow 63 11 available available JJ cord-329412-pzv4dzow 63 12 on on IN cord-329412-pzv4dzow 63 13 Twitter Twitter NNP cord-329412-pzv4dzow 63 14 to to TO cord-329412-pzv4dzow 63 15 investigate investigate VB cord-329412-pzv4dzow 63 16 the the DT cord-329412-pzv4dzow 63 17 rapid rapid JJ cord-329412-pzv4dzow 63 18 shift shift NN cord-329412-pzv4dzow 63 19 in in IN cord-329412-pzv4dzow 63 20 telehealth telehealth NN cord-329412-pzv4dzow 63 21 adoption adoption NN cord-329412-pzv4dzow 63 22 amidst amidst IN cord-329412-pzv4dzow 63 23 the the DT cord-329412-pzv4dzow 63 24 recent recent JJ cord-329412-pzv4dzow 63 25 coronavirus coronavirus NN cord-329412-pzv4dzow 63 26 Covid-19 covid-19 NN cord-329412-pzv4dzow 63 27 pandemics pandemic NNS cord-329412-pzv4dzow 63 28 . . . cord-329412-pzv4dzow 64 1 Our -PRON- PRP$ cord-329412-pzv4dzow 64 2 results result NNS cord-329412-pzv4dzow 64 3 highlighted highlight VBD cord-329412-pzv4dzow 64 4 the the DT cord-329412-pzv4dzow 64 5 need need NN cord-329412-pzv4dzow 64 6 for for IN cord-329412-pzv4dzow 64 7 widespread widespread JJ cord-329412-pzv4dzow 64 8 implementation implementation NN cord-329412-pzv4dzow 64 9 of of IN cord-329412-pzv4dzow 64 10 digital digital JJ cord-329412-pzv4dzow 64 11 health health NN cord-329412-pzv4dzow 64 12 and and CC cord-329412-pzv4dzow 64 13 the the DT cord-329412-pzv4dzow 64 14 importance importance NN cord-329412-pzv4dzow 64 15 of of IN cord-329412-pzv4dzow 64 16 favoring favor VBG cord-329412-pzv4dzow 64 17 policy policy NN cord-329412-pzv4dzow 64 18 changes change NNS cord-329412-pzv4dzow 64 19 to to TO cord-329412-pzv4dzow 64 20 unleash unleash VB cord-329412-pzv4dzow 64 21 the the DT cord-329412-pzv4dzow 64 22 power power NN cord-329412-pzv4dzow 64 23 of of IN cord-329412-pzv4dzow 64 24 this this DT cord-329412-pzv4dzow 64 25 technology technology NN cord-329412-pzv4dzow 64 26 . . . cord-329412-pzv4dzow 65 1 Interestingly interestingly RB cord-329412-pzv4dzow 65 2 , , , cord-329412-pzv4dzow 65 3 the the DT cord-329412-pzv4dzow 65 4 number number NN cord-329412-pzv4dzow 65 5 of of IN cord-329412-pzv4dzow 65 6 tweets tweet NNS cord-329412-pzv4dzow 65 7 related relate VBN cord-329412-pzv4dzow 65 8 to to IN cord-329412-pzv4dzow 65 9 telehealth telehealth NN cord-329412-pzv4dzow 65 10 was be VBD cord-329412-pzv4dzow 65 11 associated associate VBN cord-329412-pzv4dzow 65 12 with with IN cord-329412-pzv4dzow 65 13 the the DT cord-329412-pzv4dzow 65 14 number number NN cord-329412-pzv4dzow 65 15 of of IN cord-329412-pzv4dzow 65 16 Covid-19 covid-19 NN cord-329412-pzv4dzow 65 17 cases case NNS cord-329412-pzv4dzow 65 18 in in IN cord-329412-pzv4dzow 65 19 each each DT cord-329412-pzv4dzow 65 20 of of IN cord-329412-pzv4dzow 65 21 the the DT cord-329412-pzv4dzow 65 22 U.S. U.S. NNP cord-329412-pzv4dzow 65 23 states state NNS cord-329412-pzv4dzow 65 24 . . . cord-329412-pzv4dzow 66 1 Moreover moreover RB cord-329412-pzv4dzow 66 2 , , , cord-329412-pzv4dzow 66 3 mental mental JJ cord-329412-pzv4dzow 66 4 health health NN cord-329412-pzv4dzow 66 5 appeared appear VBD cord-329412-pzv4dzow 66 6 to to TO cord-329412-pzv4dzow 66 7 be be VB cord-329412-pzv4dzow 66 8 the the DT cord-329412-pzv4dzow 66 9 most most RBS cord-329412-pzv4dzow 66 10 common common JJ cord-329412-pzv4dzow 66 11 health health NN cord-329412-pzv4dzow 66 12 - - HYPH cord-329412-pzv4dzow 66 13 related relate VBN cord-329412-pzv4dzow 66 14 issue issue NN cord-329412-pzv4dzow 66 15 discussed discuss VBN cord-329412-pzv4dzow 66 16 online online RB cord-329412-pzv4dzow 66 17 . . . cord-329412-pzv4dzow 67 1 This this DT cord-329412-pzv4dzow 67 2 may may MD cord-329412-pzv4dzow 67 3 refer refer VB cord-329412-pzv4dzow 67 4 to to IN cord-329412-pzv4dzow 67 5 the the DT cord-329412-pzv4dzow 67 6 significant significant JJ cord-329412-pzv4dzow 67 7 effects effect NNS cord-329412-pzv4dzow 67 8 on on IN cord-329412-pzv4dzow 67 9 mental mental JJ cord-329412-pzv4dzow 67 10 health health NN cord-329412-pzv4dzow 67 11 in in IN cord-329412-pzv4dzow 67 12 areas area NNS cord-329412-pzv4dzow 67 13 of of IN cord-329412-pzv4dzow 67 14 high high JJ cord-329412-pzv4dzow 67 15 disease disease NN cord-329412-pzv4dzow 67 16 burden burden NN cord-329412-pzv4dzow 67 17 [ [ -LRB- cord-329412-pzv4dzow 67 18 10 10 CD cord-329412-pzv4dzow 67 19 ] ] -RRB- cord-329412-pzv4dzow 67 20 . . . cord-329412-pzv4dzow 68 1 In in IN cord-329412-pzv4dzow 68 2 fact fact NN cord-329412-pzv4dzow 68 3 , , , cord-329412-pzv4dzow 68 4 efforts effort NNS cord-329412-pzv4dzow 68 5 to to TO cord-329412-pzv4dzow 68 6 implement implement VB cord-329412-pzv4dzow 68 7 telehealth telehealth NN cord-329412-pzv4dzow 68 8 were be VBD cord-329412-pzv4dzow 68 9 rapidly rapidly RB cord-329412-pzv4dzow 68 10 mobilized mobilize VBN cord-329412-pzv4dzow 68 11 across across IN cord-329412-pzv4dzow 68 12 the the DT cord-329412-pzv4dzow 68 13 United United NNP cord-329412-pzv4dzow 68 14 States States NNP cord-329412-pzv4dzow 68 15 on on IN cord-329412-pzv4dzow 68 16 many many JJ cord-329412-pzv4dzow 68 17 levels level NNS cord-329412-pzv4dzow 68 18 . . . cord-329412-pzv4dzow 69 1 Healthcare healthcare NN cord-329412-pzv4dzow 69 2 plans plan NNS cord-329412-pzv4dzow 69 3 and and CC cord-329412-pzv4dzow 69 4 agencies agency NNS cord-329412-pzv4dzow 69 5 provided provide VBD cord-329412-pzv4dzow 69 6 regulatory regulatory JJ cord-329412-pzv4dzow 69 7 relief relief NN cord-329412-pzv4dzow 69 8 and and CC cord-329412-pzv4dzow 69 9 reimbursement reimbursement NN cord-329412-pzv4dzow 69 10 policies policy NNS cord-329412-pzv4dzow 69 11 to to TO cord-329412-pzv4dzow 69 12 provide provide VB cord-329412-pzv4dzow 69 13 telehealth telehealth NN cord-329412-pzv4dzow 69 14 services service NNS cord-329412-pzv4dzow 69 15 during during IN cord-329412-pzv4dzow 69 16 this this DT cord-329412-pzv4dzow 69 17 public public JJ cord-329412-pzv4dzow 69 18 health health NN cord-329412-pzv4dzow 69 19 emergency emergency NN cord-329412-pzv4dzow 69 20 [ [ -LRB- cord-329412-pzv4dzow 69 21 11 11 CD cord-329412-pzv4dzow 69 22 ] ] -RRB- cord-329412-pzv4dzow 69 23 . . . cord-329412-pzv4dzow 70 1 Major Major NNP cord-329412-pzv4dzow 70 2 Medicare Medicare NNP cord-329412-pzv4dzow 70 3 and and CC cord-329412-pzv4dzow 70 4 Medicaid Medicaid NNP cord-329412-pzv4dzow 70 5 telehealth telehealth NN cord-329412-pzv4dzow 70 6 policy policy NN cord-329412-pzv4dzow 70 7 updates update NNS cord-329412-pzv4dzow 70 8 in in IN cord-329412-pzv4dzow 70 9 the the DT cord-329412-pzv4dzow 70 10 10 10 CD cord-329412-pzv4dzow 70 11 states state NNS cord-329412-pzv4dzow 70 12 with with IN cord-329412-pzv4dzow 70 13 the the DT cord-329412-pzv4dzow 70 14 highest high JJS cord-329412-pzv4dzow 70 15 reported report VBN cord-329412-pzv4dzow 70 16 coronavirus coronavirus NN cord-329412-pzv4dzow 70 17 positive positive JJ cord-329412-pzv4dzow 70 18 cases case NNS cord-329412-pzv4dzow 70 19 are be VBP cord-329412-pzv4dzow 70 20 summarized summarize VBN cord-329412-pzv4dzow 70 21 ( ( -LRB- cord-329412-pzv4dzow 70 22 Table table NN cord-329412-pzv4dzow 70 23 1 1 CD cord-329412-pzv4dzow 70 24 ) ) -RRB- cord-329412-pzv4dzow 70 25 . . . cord-329412-pzv4dzow 71 1 Physical physical JJ cord-329412-pzv4dzow 71 2 distancing distancing NN cord-329412-pzv4dzow 71 3 and and CC cord-329412-pzv4dzow 71 4 shelter shelter NN cord-329412-pzv4dzow 71 5 - - HYPH cord-329412-pzv4dzow 71 6 in in IN cord-329412-pzv4dzow 71 7 - - HYPH cord-329412-pzv4dzow 71 8 place place NN cord-329412-pzv4dzow 71 9 orders order NNS cord-329412-pzv4dzow 71 10 are be VBP cord-329412-pzv4dzow 71 11 likely likely JJ cord-329412-pzv4dzow 71 12 to to TO cord-329412-pzv4dzow 71 13 result result VB cord-329412-pzv4dzow 71 14 in in IN cord-329412-pzv4dzow 71 15 considerable considerable JJ cord-329412-pzv4dzow 71 16 psychological psychological JJ cord-329412-pzv4dzow 71 17 distress distress NN cord-329412-pzv4dzow 71 18 , , , cord-329412-pzv4dzow 71 19 which which WDT cord-329412-pzv4dzow 71 20 prompts prompt VBZ cord-329412-pzv4dzow 71 21 healthcare healthcare NN cord-329412-pzv4dzow 71 22 providers provider NNS cord-329412-pzv4dzow 71 23 and and CC cord-329412-pzv4dzow 71 24 organizations organization NNS cord-329412-pzv4dzow 71 25 to to TO cord-329412-pzv4dzow 71 26 ensure ensure VB cord-329412-pzv4dzow 71 27 and and CC cord-329412-pzv4dzow 71 28 sustain sustain VB cord-329412-pzv4dzow 71 29 a a DT cord-329412-pzv4dzow 71 30 pandemic pandemic NN cord-329412-pzv4dzow 71 31 workforce workforce NN cord-329412-pzv4dzow 71 32 that that WDT cord-329412-pzv4dzow 71 33 addresses address VBZ cord-329412-pzv4dzow 71 34 crisis crisis NN cord-329412-pzv4dzow 71 35 - - HYPH cord-329412-pzv4dzow 71 36 related relate VBN cord-329412-pzv4dzow 71 37 health health NN cord-329412-pzv4dzow 71 38 problems problem NNS cord-329412-pzv4dzow 71 39 [ [ -LRB- cord-329412-pzv4dzow 71 40 12 12 CD cord-329412-pzv4dzow 71 41 ] ] -RRB- cord-329412-pzv4dzow 71 42 . . . cord-329412-pzv4dzow 72 1 New New NNP cord-329412-pzv4dzow 72 2 York York NNP cord-329412-pzv4dzow 72 3 -Reimbursement -Reimbursement NNP cord-329412-pzv4dzow 73 1 for for IN cord-329412-pzv4dzow 73 2 live live JJ cord-329412-pzv4dzow 73 3 video video NN cord-329412-pzv4dzow 73 4 -Some -Some NNP cord-329412-pzv4dzow 73 5 reimbursement reimbursement NN cord-329412-pzv4dzow 73 6 for for IN cord-329412-pzv4dzow 73 7 store store NN cord-329412-pzv4dzow 73 8 - - HYPH cord-329412-pzv4dzow 73 9 and and CC cord-329412-pzv4dzow 73 10 - - HYPH cord-329412-pzv4dzow 73 11 forward forward NN cord-329412-pzv4dzow 73 12 and and CC cord-329412-pzv4dzow 73 13 home home NN cord-329412-pzv4dzow 73 14 health health NN cord-329412-pzv4dzow 73 15 services service NNS cord-329412-pzv4dzow 73 16 _SP cord-329412-pzv4dzow 73 17 Telehealth Telehealth NNP cord-329412-pzv4dzow 73 18 services service NNS cord-329412-pzv4dzow 73 19 have have VBP cord-329412-pzv4dzow 73 20 rapidly rapidly RB cord-329412-pzv4dzow 73 21 and and CC cord-329412-pzv4dzow 73 22 largely largely RB cord-329412-pzv4dzow 73 23 transformed transform VBN cord-329412-pzv4dzow 73 24 healthcare healthcare NN cord-329412-pzv4dzow 73 25 delivery delivery NN cord-329412-pzv4dzow 73 26 in in IN cord-329412-pzv4dzow 73 27 areas area NNS cord-329412-pzv4dzow 73 28 of of IN cord-329412-pzv4dzow 73 29 high high JJ cord-329412-pzv4dzow 73 30 infection infection NN cord-329412-pzv4dzow 73 31 rates rate NNS cord-329412-pzv4dzow 73 32 . . . cord-329412-pzv4dzow 74 1 In in IN cord-329412-pzv4dzow 74 2 parallel parallel JJ cord-329412-pzv4dzow 74 3 , , , cord-329412-pzv4dzow 74 4 social social JJ cord-329412-pzv4dzow 74 5 media medium NNS cord-329412-pzv4dzow 74 6 platforms platform NNS cord-329412-pzv4dzow 74 7 became become VBD cord-329412-pzv4dzow 74 8 an an DT cord-329412-pzv4dzow 74 9 immense immense JJ cord-329412-pzv4dzow 74 10 source source NN cord-329412-pzv4dzow 74 11 of of IN cord-329412-pzv4dzow 74 12 information information NN cord-329412-pzv4dzow 74 13 on on IN cord-329412-pzv4dzow 74 14 day day NN cord-329412-pzv4dzow 74 15 - - HYPH cord-329412-pzv4dzow 74 16 to to IN cord-329412-pzv4dzow 74 17 - - HYPH cord-329412-pzv4dzow 74 18 day day NN cord-329412-pzv4dzow 74 19 events event NNS cord-329412-pzv4dzow 74 20 and and CC cord-329412-pzv4dzow 74 21 a a DT cord-329412-pzv4dzow 74 22 reflection reflection NN cord-329412-pzv4dzow 74 23 of of IN cord-329412-pzv4dzow 74 24 social social JJ cord-329412-pzv4dzow 74 25 interactions interaction NNS cord-329412-pzv4dzow 74 26 and and CC cord-329412-pzv4dzow 74 27 responses response NNS cord-329412-pzv4dzow 74 28 . . . cord-329412-pzv4dzow 75 1 In in IN cord-329412-pzv4dzow 75 2 this this DT cord-329412-pzv4dzow 75 3 study study NN cord-329412-pzv4dzow 75 4 , , , cord-329412-pzv4dzow 75 5 we -PRON- PRP cord-329412-pzv4dzow 75 6 showed show VBD cord-329412-pzv4dzow 75 7 that that IN cord-329412-pzv4dzow 75 8 such such JJ cord-329412-pzv4dzow 75 9 platforms platform NNS cord-329412-pzv4dzow 75 10 can can MD cord-329412-pzv4dzow 75 11 be be VB cord-329412-pzv4dzow 75 12 used use VBN cord-329412-pzv4dzow 75 13 to to TO cord-329412-pzv4dzow 75 14 assess assess VB cord-329412-pzv4dzow 75 15 the the DT cord-329412-pzv4dzow 75 16 needs need NNS cord-329412-pzv4dzow 75 17 of of IN cord-329412-pzv4dzow 75 18 our -PRON- PRP$ cord-329412-pzv4dzow 75 19 communities community NNS cord-329412-pzv4dzow 75 20 and and CC cord-329412-pzv4dzow 75 21 to to TO cord-329412-pzv4dzow 75 22 embrace embrace VB cord-329412-pzv4dzow 75 23 the the DT cord-329412-pzv4dzow 75 24 healthcare healthcare NN cord-329412-pzv4dzow 75 25 response response NN cord-329412-pzv4dzow 75 26 , , , cord-329412-pzv4dzow 75 27 resilience resilience NN cord-329412-pzv4dzow 75 28 , , , cord-329412-pzv4dzow 75 29 and and CC cord-329412-pzv4dzow 75 30 preparedness preparedness NN cord-329412-pzv4dzow 75 31 during during IN cord-329412-pzv4dzow 75 32 pandemics pandemic NNS cord-329412-pzv4dzow 75 33 . . . cord-329412-pzv4dzow 76 1 Nationwide nationwide JJ cord-329412-pzv4dzow 76 2 efforts effort NNS cord-329412-pzv4dzow 76 3 should should MD cord-329412-pzv4dzow 76 4 focus focus VB cord-329412-pzv4dzow 76 5 on on IN cord-329412-pzv4dzow 76 6 lifting lift VBG cord-329412-pzv4dzow 76 7 provisions provision NNS cord-329412-pzv4dzow 76 8 and and CC cord-329412-pzv4dzow 76 9 scaling scale VBG cord-329412-pzv4dzow 76 10 up up RP cord-329412-pzv4dzow 76 11 resources resource NNS cord-329412-pzv4dzow 76 12 to to TO cord-329412-pzv4dzow 76 13 expand expand VB cord-329412-pzv4dzow 76 14 digital digital JJ cord-329412-pzv4dzow 76 15 health health NN cord-329412-pzv4dzow 76 16 implementation implementation NN cord-329412-pzv4dzow 76 17 to to TO cord-329412-pzv4dzow 76 18 address address VB cord-329412-pzv4dzow 76 19 crisis crisis NN cord-329412-pzv4dzow 76 20 - - HYPH cord-329412-pzv4dzow 76 21 related relate VBN cord-329412-pzv4dzow 76 22 sequelae sequela NNS cord-329412-pzv4dzow 76 23 . . . cord-329412-pzv4dzow 77 1 Human human JJ cord-329412-pzv4dzow 77 2 subjects subject NNS cord-329412-pzv4dzow 77 3 : : : cord-329412-pzv4dzow 77 4 All all DT cord-329412-pzv4dzow 77 5 authors author NNS cord-329412-pzv4dzow 77 6 have have VBP cord-329412-pzv4dzow 77 7 confirmed confirm VBN cord-329412-pzv4dzow 77 8 that that IN cord-329412-pzv4dzow 77 9 this this DT cord-329412-pzv4dzow 77 10 study study NN cord-329412-pzv4dzow 77 11 did do VBD cord-329412-pzv4dzow 77 12 not not RB cord-329412-pzv4dzow 77 13 involve involve VB cord-329412-pzv4dzow 77 14 human human JJ cord-329412-pzv4dzow 77 15 participants participant NNS cord-329412-pzv4dzow 77 16 or or CC cord-329412-pzv4dzow 77 17 tissue tissue NN cord-329412-pzv4dzow 77 18 . . . cord-329412-pzv4dzow 78 1 Animal animal NN cord-329412-pzv4dzow 78 2 subjects subject NNS cord-329412-pzv4dzow 78 3 : : : cord-329412-pzv4dzow 78 4 All all DT cord-329412-pzv4dzow 78 5 authors author NNS cord-329412-pzv4dzow 78 6 have have VBP cord-329412-pzv4dzow 78 7 confirmed confirm VBN cord-329412-pzv4dzow 78 8 that that IN cord-329412-pzv4dzow 78 9 this this DT cord-329412-pzv4dzow 78 10 study study NN cord-329412-pzv4dzow 78 11 did do VBD cord-329412-pzv4dzow 78 12 not not RB cord-329412-pzv4dzow 78 13 involve involve VB cord-329412-pzv4dzow 78 14 animal animal NN cord-329412-pzv4dzow 78 15 subjects subject NNS cord-329412-pzv4dzow 78 16 or or CC cord-329412-pzv4dzow 78 17 tissue tissue NN cord-329412-pzv4dzow 78 18 . . . cord-329412-pzv4dzow 79 1 Conflicts conflict NNS cord-329412-pzv4dzow 79 2 of of IN cord-329412-pzv4dzow 79 3 interest interest NN cord-329412-pzv4dzow 79 4 : : : cord-329412-pzv4dzow 79 5 In in IN cord-329412-pzv4dzow 79 6 compliance compliance NN cord-329412-pzv4dzow 79 7 with with IN cord-329412-pzv4dzow 79 8 the the DT cord-329412-pzv4dzow 79 9 ICMJE ICMJE NNP cord-329412-pzv4dzow 79 10 uniform uniform JJ cord-329412-pzv4dzow 79 11 disclosure disclosure NN cord-329412-pzv4dzow 79 12 form form NN cord-329412-pzv4dzow 79 13 , , , cord-329412-pzv4dzow 79 14 all all DT cord-329412-pzv4dzow 79 15 authors author NNS cord-329412-pzv4dzow 79 16 declare declare VBP cord-329412-pzv4dzow 79 17 the the DT cord-329412-pzv4dzow 79 18 following follow VBG cord-329412-pzv4dzow 79 19 : : : cord-329412-pzv4dzow 79 20 Payment payment NN cord-329412-pzv4dzow 79 21 / / SYM cord-329412-pzv4dzow 79 22 services service NNS cord-329412-pzv4dzow 79 23 info info NN cord-329412-pzv4dzow 79 24 : : : cord-329412-pzv4dzow 79 25 All all DT cord-329412-pzv4dzow 79 26 authors author NNS cord-329412-pzv4dzow 79 27 have have VBP cord-329412-pzv4dzow 79 28 declared declare VBN cord-329412-pzv4dzow 79 29 that that IN cord-329412-pzv4dzow 79 30 no no DT cord-329412-pzv4dzow 79 31 financial financial JJ cord-329412-pzv4dzow 79 32 support support NN cord-329412-pzv4dzow 79 33 was be VBD cord-329412-pzv4dzow 79 34 received receive VBN cord-329412-pzv4dzow 79 35 from from IN cord-329412-pzv4dzow 79 36 any any DT cord-329412-pzv4dzow 79 37 organization organization NN cord-329412-pzv4dzow 79 38 for for IN cord-329412-pzv4dzow 79 39 the the DT cord-329412-pzv4dzow 79 40 submitted submit VBN cord-329412-pzv4dzow 79 41 work work NN cord-329412-pzv4dzow 79 42 . . . cord-329412-pzv4dzow 80 1 Financial financial JJ cord-329412-pzv4dzow 80 2 relationships relationship NNS cord-329412-pzv4dzow 80 3 : : : cord-329412-pzv4dzow 80 4 All all DT cord-329412-pzv4dzow 80 5 authors author NNS cord-329412-pzv4dzow 80 6 have have VBP cord-329412-pzv4dzow 80 7 declared declare VBN cord-329412-pzv4dzow 80 8 that that IN cord-329412-pzv4dzow 80 9 they -PRON- PRP cord-329412-pzv4dzow 80 10 have have VBP cord-329412-pzv4dzow 80 11 no no DT cord-329412-pzv4dzow 80 12 financial financial JJ cord-329412-pzv4dzow 80 13 relationships relationship NNS cord-329412-pzv4dzow 80 14 at at IN cord-329412-pzv4dzow 80 15 present present JJ cord-329412-pzv4dzow 80 16 or or CC cord-329412-pzv4dzow 80 17 within within IN cord-329412-pzv4dzow 80 18 the the DT cord-329412-pzv4dzow 80 19 previous previous JJ cord-329412-pzv4dzow 80 20 three three CD cord-329412-pzv4dzow 80 21 years year NNS cord-329412-pzv4dzow 80 22 with with IN cord-329412-pzv4dzow 80 23 any any DT cord-329412-pzv4dzow 80 24 organizations organization NNS cord-329412-pzv4dzow 80 25 that that WDT cord-329412-pzv4dzow 80 26 might may MD cord-329412-pzv4dzow 80 27 have have VB cord-329412-pzv4dzow 80 28 an an DT cord-329412-pzv4dzow 80 29 interest interest NN cord-329412-pzv4dzow 80 30 in in IN cord-329412-pzv4dzow 80 31 the the DT cord-329412-pzv4dzow 80 32 submitted submit VBN cord-329412-pzv4dzow 80 33 work work NN cord-329412-pzv4dzow 80 34 . . . cord-329412-pzv4dzow 81 1 Other other JJ cord-329412-pzv4dzow 81 2 relationships relationship NNS cord-329412-pzv4dzow 81 3 : : : cord-329412-pzv4dzow 81 4 All all DT cord-329412-pzv4dzow 81 5 authors author NNS cord-329412-pzv4dzow 81 6 have have VBP cord-329412-pzv4dzow 81 7 declared declare VBN cord-329412-pzv4dzow 81 8 that that IN cord-329412-pzv4dzow 81 9 there there EX cord-329412-pzv4dzow 81 10 are be VBP cord-329412-pzv4dzow 81 11 no no DT cord-329412-pzv4dzow 81 12 other other JJ cord-329412-pzv4dzow 81 13 relationships relationship NNS cord-329412-pzv4dzow 81 14 or or CC cord-329412-pzv4dzow 81 15 activities activity NNS cord-329412-pzv4dzow 81 16 that that WDT cord-329412-pzv4dzow 81 17 could could MD cord-329412-pzv4dzow 81 18 appear appear VB cord-329412-pzv4dzow 81 19 to to TO cord-329412-pzv4dzow 81 20 have have VB cord-329412-pzv4dzow 81 21 influenced influence VBN cord-329412-pzv4dzow 81 22 the the DT cord-329412-pzv4dzow 81 23 submitted submit VBN cord-329412-pzv4dzow 81 24 work work NN cord-329412-pzv4dzow 81 25 . . . cord-329412-pzv4dzow 82 1 Estimating estimate VBG cord-329412-pzv4dzow 82 2 clinical clinical JJ cord-329412-pzv4dzow 82 3 severity severity NN cord-329412-pzv4dzow 82 4 of of IN cord-329412-pzv4dzow 82 5 COVID-19 COVID-19 NNP cord-329412-pzv4dzow 82 6 from from IN cord-329412-pzv4dzow 82 7 the the DT cord-329412-pzv4dzow 82 8 transmission transmission NN cord-329412-pzv4dzow 82 9 dynamics dynamic NNS cord-329412-pzv4dzow 82 10 in in IN cord-329412-pzv4dzow 82 11 Wuhan Wuhan NNP cord-329412-pzv4dzow 82 12 , , , cord-329412-pzv4dzow 82 13 China China NNP cord-329412-pzv4dzow 82 14 Detection Detection NNP cord-329412-pzv4dzow 82 15 of of IN cord-329412-pzv4dzow 82 16 SARS SARS NNP cord-329412-pzv4dzow 82 17 - - HYPH cord-329412-pzv4dzow 82 18 CoV-2 CoV-2 NNP cord-329412-pzv4dzow 82 19 in in IN cord-329412-pzv4dzow 82 20 different different JJ cord-329412-pzv4dzow 82 21 types type NNS cord-329412-pzv4dzow 82 22 of of IN cord-329412-pzv4dzow 82 23 clinical clinical JJ cord-329412-pzv4dzow 82 24 specimens specimen NNS cord-329412-pzv4dzow 82 25 Covid-19 covid-19 VBP cord-329412-pzv4dzow 82 26 and and CC cord-329412-pzv4dzow 82 27 healthcare healthcare NNP cord-329412-pzv4dzow 82 28 's 's POS cord-329412-pzv4dzow 82 29 digital digital NNP cord-329412-pzv4dzow 82 30 revolution revolution NNP cord-329412-pzv4dzow 82 31 Digital Digital NNP cord-329412-pzv4dzow 82 32 mental mental JJ cord-329412-pzv4dzow 82 33 health health NN cord-329412-pzv4dzow 82 34 and and CC cord-329412-pzv4dzow 82 35 COVID-19 covid-19 NN cord-329412-pzv4dzow 82 36 : : : cord-329412-pzv4dzow 82 37 using use VBG cord-329412-pzv4dzow 82 38 technology technology NN cord-329412-pzv4dzow 82 39 today today NN cord-329412-pzv4dzow 82 40 to to TO cord-329412-pzv4dzow 82 41 accelerate accelerate VB cord-329412-pzv4dzow 82 42 the the DT cord-329412-pzv4dzow 82 43 curve curve NN cord-329412-pzv4dzow 82 44 on on IN cord-329412-pzv4dzow 82 45 access access NN cord-329412-pzv4dzow 82 46 and and CC cord-329412-pzv4dzow 82 47 quality quality NN cord-329412-pzv4dzow 82 48 tomorrow tomorrow NN cord-329412-pzv4dzow 82 49 Twitter Twitter NNP cord-329412-pzv4dzow 82 50 as as IN cord-329412-pzv4dzow 82 51 a a DT cord-329412-pzv4dzow 82 52 tool tool NN cord-329412-pzv4dzow 82 53 for for IN cord-329412-pzv4dzow 82 54 health health NN cord-329412-pzv4dzow 82 55 research research NN cord-329412-pzv4dzow 82 56 : : : cord-329412-pzv4dzow 82 57 a a DT cord-329412-pzv4dzow 82 58 systematic systematic JJ cord-329412-pzv4dzow 82 59 review review NN cord-329412-pzv4dzow 82 60 Natural natural JJ cord-329412-pzv4dzow 82 61 language language NN cord-329412-pzv4dzow 82 62 processing processing NN cord-329412-pzv4dzow 82 63 with with IN cord-329412-pzv4dzow 82 64 Python Python NNP cord-329412-pzv4dzow 82 65 : : : cord-329412-pzv4dzow 82 66 analyzing analyze VBG cord-329412-pzv4dzow 82 67 text text NN cord-329412-pzv4dzow 82 68 with with IN cord-329412-pzv4dzow 82 69 the the DT cord-329412-pzv4dzow 82 70 natural natural JJ cord-329412-pzv4dzow 82 71 language language NN cord-329412-pzv4dzow 82 72 toolkit toolkit NN cord-329412-pzv4dzow 82 73 heatmaply heatmaply NNP cord-329412-pzv4dzow 82 74 : : : cord-329412-pzv4dzow 82 75 an an DT cord-329412-pzv4dzow 82 76 R r NN cord-329412-pzv4dzow 82 77 package package NN cord-329412-pzv4dzow 82 78 for for IN cord-329412-pzv4dzow 82 79 creating create VBG cord-329412-pzv4dzow 82 80 interactive interactive JJ cord-329412-pzv4dzow 82 81 cluster cluster NN cord-329412-pzv4dzow 82 82 heatmaps heatmap NNS cord-329412-pzv4dzow 82 83 for for IN cord-329412-pzv4dzow 82 84 online online JJ cord-329412-pzv4dzow 82 85 publishing publish VBG cord-329412-pzv4dzow 82 86 Social Social NNP cord-329412-pzv4dzow 82 87 media medium NNS cord-329412-pzv4dzow 82 88 and and CC cord-329412-pzv4dzow 82 89 emergency emergency NN cord-329412-pzv4dzow 82 90 preparedness preparedness NN cord-329412-pzv4dzow 82 91 in in IN cord-329412-pzv4dzow 82 92 response response NN cord-329412-pzv4dzow 82 93 to to IN cord-329412-pzv4dzow 82 94 novel novel JJ cord-329412-pzv4dzow 82 95 coronavirus coronavirus NN cord-329412-pzv4dzow 82 96 US US NNP cord-329412-pzv4dzow 82 97 public public JJ cord-329412-pzv4dzow 82 98 concerns concern NNS cord-329412-pzv4dzow 82 99 about about IN cord-329412-pzv4dzow 82 100 the the DT cord-329412-pzv4dzow 82 101 COVID-19 covid-19 JJ cord-329412-pzv4dzow 82 102 pandemic pandemic NN cord-329412-pzv4dzow 82 103 from from IN cord-329412-pzv4dzow 82 104 results result NNS cord-329412-pzv4dzow 82 105 of of IN cord-329412-pzv4dzow 82 106 a a DT cord-329412-pzv4dzow 82 107 survey survey NN cord-329412-pzv4dzow 82 108 given give VBN cord-329412-pzv4dzow 82 109 via via IN cord-329412-pzv4dzow 82 110 social social JJ cord-329412-pzv4dzow 82 111 media medium NNS cord-329412-pzv4dzow 82 112 Addressing address VBG cord-329412-pzv4dzow 82 113 the the DT cord-329412-pzv4dzow 82 114 COVID-19 covid-19 JJ cord-329412-pzv4dzow 82 115 pandemic pandemic NN cord-329412-pzv4dzow 82 116 in in IN cord-329412-pzv4dzow 82 117 populations population NNS cord-329412-pzv4dzow 82 118 with with IN cord-329412-pzv4dzow 82 119 serious serious JJ cord-329412-pzv4dzow 82 120 mental mental JJ cord-329412-pzv4dzow 82 121 illness illness NN cord-329412-pzv4dzow 82 122 Securing secure VBG cord-329412-pzv4dzow 82 123 the the DT cord-329412-pzv4dzow 82 124 safety safety NN cord-329412-pzv4dzow 82 125 net net NN cord-329412-pzv4dzow 82 126 and and CC cord-329412-pzv4dzow 82 127 protecting protect VBG cord-329412-pzv4dzow 82 128 public public JJ cord-329412-pzv4dzow 82 129 health health NN cord-329412-pzv4dzow 82 130 during during IN cord-329412-pzv4dzow 82 131 a a DT cord-329412-pzv4dzow 82 132 pandemic pandemic NN cord-329412-pzv4dzow 82 133 : : : cord-329412-pzv4dzow 82 134 medicaid medicaid NNP cord-329412-pzv4dzow 82 135 's 's POS cord-329412-pzv4dzow 82 136 response response NN cord-329412-pzv4dzow 82 137 to to IN cord-329412-pzv4dzow 82 138 COVID-19 covid-19 VB cord-329412-pzv4dzow 82 139 Ensuring Ensuring NNP cord-329412-pzv4dzow 82 140 and and CC cord-329412-pzv4dzow 82 141 sustaining sustain VBG cord-329412-pzv4dzow 82 142 a a DT cord-329412-pzv4dzow 82 143 pandemic pandemic NN cord-329412-pzv4dzow 82 144 workforce workforce NN