id sid tid token lemma pos cord-310769-y6orh217 1 1 key key JJ cord-310769-y6orh217 2 1 : : : cord-310769-y6orh217 2 2 cord-310769-y6orh217 cord-310769-y6orh217 NNP cord-310769-y6orh217 2 3 authors author NNS cord-310769-y6orh217 2 4 : : : cord-310769-y6orh217 2 5 Zaman Zaman NNP cord-310769-y6orh217 2 6 , , , cord-310769-y6orh217 2 7 A. a. NN cord-310769-y6orh217 2 8 ; ; : cord-310769-y6orh217 2 9 Zhang Zhang NNP cord-310769-y6orh217 2 10 , , , cord-310769-y6orh217 2 11 B. B. NNP cord-310769-y6orh217 2 12 ; ; : cord-310769-y6orh217 2 13 Hoque Hoque NNP cord-310769-y6orh217 2 14 , , , cord-310769-y6orh217 2 15 E. E. NNP cord-310769-y6orh217 2 16 ; ; : cord-310769-y6orh217 2 17 Silenzio Silenzio NNP cord-310769-y6orh217 2 18 , , , cord-310769-y6orh217 2 19 V. V. NNP cord-310769-y6orh217 2 20 ; ; : cord-310769-y6orh217 2 21 Kautz Kautz NNP cord-310769-y6orh217 3 1 , , , cord-310769-y6orh217 3 2 H. H. NNP cord-310769-y6orh217 3 3 title title NN cord-310769-y6orh217 3 4 : : : cord-310769-y6orh217 4 1 The the DT cord-310769-y6orh217 4 2 Relationship relationship NN cord-310769-y6orh217 4 3 between between IN cord-310769-y6orh217 4 4 Deteriorating deteriorate VBG cord-310769-y6orh217 4 5 Mental Mental NNP cord-310769-y6orh217 4 6 Health Health NNP cord-310769-y6orh217 4 7 Conditions Conditions NNPS cord-310769-y6orh217 4 8 and and CC cord-310769-y6orh217 4 9 Longitudinal Longitudinal NNP cord-310769-y6orh217 4 10 Behavioral Behavioral NNP cord-310769-y6orh217 4 11 Changes Changes NNPS cord-310769-y6orh217 4 12 in in IN cord-310769-y6orh217 4 13 Google Google NNP cord-310769-y6orh217 4 14 and and CC cord-310769-y6orh217 4 15 YouTube YouTube NNP cord-310769-y6orh217 4 16 Usages Usages NNP cord-310769-y6orh217 4 17 among among IN cord-310769-y6orh217 4 18 College College NNP cord-310769-y6orh217 4 19 Students student NNS cord-310769-y6orh217 4 20 in in IN cord-310769-y6orh217 4 21 the the DT cord-310769-y6orh217 4 22 United United NNP cord-310769-y6orh217 4 23 States States NNP cord-310769-y6orh217 4 24 during during IN cord-310769-y6orh217 4 25 COVID-19 COVID-19 NNP cord-310769-y6orh217 4 26 : : : cord-310769-y6orh217 4 27 Observational Observational NNP cord-310769-y6orh217 4 28 Study Study NNP cord-310769-y6orh217 4 29 date date NN cord-310769-y6orh217 4 30 : : : cord-310769-y6orh217 4 31 2020 2020 CD cord-310769-y6orh217 4 32 - - HYPH cord-310769-y6orh217 4 33 08 08 CD cord-310769-y6orh217 4 34 - - SYM cord-310769-y6orh217 4 35 25 25 CD cord-310769-y6orh217 4 36 journal journal NN cord-310769-y6orh217 4 37 : : : cord-310769-y6orh217 5 1 nan nan NNP cord-310769-y6orh217 5 2 DOI DOI NNP cord-310769-y6orh217 6 1 : : : cord-310769-y6orh217 6 2 10.1101/2020.08.22.20178640 10.1101/2020.08.22.20178640 CD cord-310769-y6orh217 6 3 sha sha NN cord-310769-y6orh217 6 4 : : : cord-310769-y6orh217 6 5 b8d7edab3b2fd671a26f4f5ae82aa654a44e8e7d b8d7edab3b2fd671a26f4f5ae82aa654a44e8e7d VB cord-310769-y6orh217 6 6 doc_id doc_id CD cord-310769-y6orh217 6 7 : : : cord-310769-y6orh217 7 1 310769 310769 CD cord-310769-y6orh217 7 2 cord_uid cord_uid NN cord-310769-y6orh217 7 3 : : : cord-310769-y6orh217 8 1 y6orh217 y6orh217 DT cord-310769-y6orh217 8 2 Background Background NNP cord-310769-y6orh217 8 3 : : : cord-310769-y6orh217 9 1 Mental mental JJ cord-310769-y6orh217 9 2 health health NN cord-310769-y6orh217 9 3 problems problem NNS cord-310769-y6orh217 9 4 among among IN cord-310769-y6orh217 9 5 the the DT cord-310769-y6orh217 9 6 global global JJ cord-310769-y6orh217 9 7 population population NN cord-310769-y6orh217 9 8 are be VBP cord-310769-y6orh217 9 9 worsened worsen VBN cord-310769-y6orh217 9 10 during during IN cord-310769-y6orh217 9 11 the the DT cord-310769-y6orh217 9 12 coronavirus coronavirus NN cord-310769-y6orh217 9 13 disease disease NN cord-310769-y6orh217 9 14 ( ( -LRB- cord-310769-y6orh217 9 15 COVID-19 COVID-19 NNP cord-310769-y6orh217 9 16 ) ) -RRB- cord-310769-y6orh217 9 17 . . . cord-310769-y6orh217 10 1 Yet yet RB cord-310769-y6orh217 10 2 , , , cord-310769-y6orh217 10 3 current current JJ cord-310769-y6orh217 10 4 methods method NNS cord-310769-y6orh217 10 5 for for IN cord-310769-y6orh217 10 6 screening screen VBG cord-310769-y6orh217 10 7 mental mental JJ cord-310769-y6orh217 10 8 health health NN cord-310769-y6orh217 10 9 issues issue NNS cord-310769-y6orh217 10 10 rely rely VBP cord-310769-y6orh217 10 11 on on IN cord-310769-y6orh217 10 12 in in IN cord-310769-y6orh217 10 13 - - HYPH cord-310769-y6orh217 10 14 person person NN cord-310769-y6orh217 10 15 interviews interview NNS cord-310769-y6orh217 10 16 , , , cord-310769-y6orh217 10 17 which which WDT cord-310769-y6orh217 10 18 can can MD cord-310769-y6orh217 10 19 be be VB cord-310769-y6orh217 10 20 expensive expensive JJ cord-310769-y6orh217 10 21 , , , cord-310769-y6orh217 10 22 time time NN cord-310769-y6orh217 10 23 - - HYPH cord-310769-y6orh217 10 24 consuming consume VBG cord-310769-y6orh217 10 25 , , , cord-310769-y6orh217 10 26 blocked block VBN cord-310769-y6orh217 10 27 by by IN cord-310769-y6orh217 10 28 social social JJ cord-310769-y6orh217 10 29 stigmas stigma NNS cord-310769-y6orh217 10 30 and and CC cord-310769-y6orh217 10 31 quarantines quarantine NNS cord-310769-y6orh217 10 32 . . . cord-310769-y6orh217 11 1 Meanwhile meanwhile RB cord-310769-y6orh217 11 2 , , , cord-310769-y6orh217 11 3 how how WRB cord-310769-y6orh217 11 4 individuals individual NNS cord-310769-y6orh217 11 5 engage engage VBP cord-310769-y6orh217 11 6 with with IN cord-310769-y6orh217 11 7 online online JJ cord-310769-y6orh217 11 8 platforms platform NNS cord-310769-y6orh217 11 9 such such JJ cord-310769-y6orh217 11 10 as as IN cord-310769-y6orh217 11 11 Google Google NNP cord-310769-y6orh217 11 12 Search Search NNP cord-310769-y6orh217 11 13 and and CC cord-310769-y6orh217 11 14 YouTube YouTube NNP cord-310769-y6orh217 11 15 undergoes undergo VBZ cord-310769-y6orh217 11 16 drastic drastic JJ cord-310769-y6orh217 11 17 shifts shift NNS cord-310769-y6orh217 11 18 due due JJ cord-310769-y6orh217 11 19 to to IN cord-310769-y6orh217 11 20 COVID-19 covid-19 JJ cord-310769-y6orh217 11 21 and and CC cord-310769-y6orh217 11 22 subsequent subsequent JJ cord-310769-y6orh217 11 23 lockdowns lockdown NNS cord-310769-y6orh217 11 24 . . . cord-310769-y6orh217 12 1 Such such JJ cord-310769-y6orh217 12 2 ubiquitous ubiquitous JJ cord-310769-y6orh217 12 3 daily daily JJ cord-310769-y6orh217 12 4 behaviors behavior NNS cord-310769-y6orh217 12 5 on on IN cord-310769-y6orh217 12 6 online online JJ cord-310769-y6orh217 12 7 platforms platform NNS cord-310769-y6orh217 12 8 have have VBP cord-310769-y6orh217 12 9 the the DT cord-310769-y6orh217 12 10 potential potential NN cord-310769-y6orh217 12 11 to to TO cord-310769-y6orh217 12 12 capture capture VB cord-310769-y6orh217 12 13 and and CC cord-310769-y6orh217 12 14 correlate correlate VB cord-310769-y6orh217 12 15 with with IN cord-310769-y6orh217 12 16 clinically clinically RB cord-310769-y6orh217 12 17 alarming alarming JJ cord-310769-y6orh217 12 18 deteriorations deterioration NNS cord-310769-y6orh217 12 19 in in IN cord-310769-y6orh217 12 20 mental mental JJ cord-310769-y6orh217 12 21 health health NN cord-310769-y6orh217 12 22 profiles profile NNS cord-310769-y6orh217 12 23 of of IN cord-310769-y6orh217 12 24 users user NNS cord-310769-y6orh217 12 25 through through IN cord-310769-y6orh217 12 26 a a DT cord-310769-y6orh217 12 27 non non JJ cord-310769-y6orh217 12 28 - - JJ cord-310769-y6orh217 12 29 invasive invasive JJ cord-310769-y6orh217 12 30 manner manner NN cord-310769-y6orh217 12 31 . . . cord-310769-y6orh217 13 1 Objective objective NN cord-310769-y6orh217 13 2 : : : cord-310769-y6orh217 14 1 The the DT cord-310769-y6orh217 14 2 goal goal NN cord-310769-y6orh217 14 3 of of IN cord-310769-y6orh217 14 4 this this DT cord-310769-y6orh217 14 5 study study NN cord-310769-y6orh217 14 6 is be VBZ cord-310769-y6orh217 14 7 to to TO cord-310769-y6orh217 14 8 examine examine VB cord-310769-y6orh217 14 9 , , , cord-310769-y6orh217 14 10 among among IN cord-310769-y6orh217 14 11 college college NN cord-310769-y6orh217 14 12 students student NNS cord-310769-y6orh217 14 13 in in IN cord-310769-y6orh217 14 14 the the DT cord-310769-y6orh217 14 15 United United NNP cord-310769-y6orh217 14 16 States States NNP cord-310769-y6orh217 14 17 , , , cord-310769-y6orh217 14 18 the the DT cord-310769-y6orh217 14 19 relationship relationship NN cord-310769-y6orh217 14 20 between between IN cord-310769-y6orh217 14 21 deteriorating deteriorate VBG cord-310769-y6orh217 14 22 mental mental JJ cord-310769-y6orh217 14 23 health health NN cord-310769-y6orh217 14 24 conditions condition NNS cord-310769-y6orh217 14 25 and and CC cord-310769-y6orh217 14 26 changes change NNS cord-310769-y6orh217 14 27 in in IN cord-310769-y6orh217 14 28 user user NN cord-310769-y6orh217 14 29 behaviors behavior NNS cord-310769-y6orh217 14 30 when when WRB cord-310769-y6orh217 14 31 engaging engage VBG cord-310769-y6orh217 14 32 with with IN cord-310769-y6orh217 14 33 Google Google NNP cord-310769-y6orh217 14 34 Search Search NNP cord-310769-y6orh217 14 35 and and CC cord-310769-y6orh217 14 36 YouTube YouTube NNP cord-310769-y6orh217 14 37 during during IN cord-310769-y6orh217 14 38 COVID-19 COVID-19 NNP cord-310769-y6orh217 14 39 . . . cord-310769-y6orh217 15 1 Methods method NNS cord-310769-y6orh217 15 2 : : : cord-310769-y6orh217 16 1 This this DT cord-310769-y6orh217 16 2 study study NN cord-310769-y6orh217 16 3 recruited recruit VBD cord-310769-y6orh217 16 4 a a DT cord-310769-y6orh217 16 5 cohort cohort NN cord-310769-y6orh217 16 6 of of IN cord-310769-y6orh217 16 7 undergraduate undergraduate JJ cord-310769-y6orh217 16 8 students student NNS cord-310769-y6orh217 16 9 ( ( -LRB- cord-310769-y6orh217 16 10 N=49 N=49 NNP cord-310769-y6orh217 16 11 ) ) -RRB- cord-310769-y6orh217 16 12 from from IN cord-310769-y6orh217 16 13 a a DT cord-310769-y6orh217 16 14 U.S. U.S. NNP cord-310769-y6orh217 16 15 college college NN cord-310769-y6orh217 16 16 campus campus NN cord-310769-y6orh217 16 17 during during IN cord-310769-y6orh217 16 18 January January NNP cord-310769-y6orh217 16 19 2020 2020 CD cord-310769-y6orh217 16 20 ( ( -LRB- cord-310769-y6orh217 16 21 prior prior RB cord-310769-y6orh217 16 22 to to IN cord-310769-y6orh217 16 23 the the DT cord-310769-y6orh217 16 24 pandemic pandemic NN cord-310769-y6orh217 16 25 ) ) -RRB- cord-310769-y6orh217 16 26 and and CC cord-310769-y6orh217 16 27 measured measure VBD cord-310769-y6orh217 16 28 the the DT cord-310769-y6orh217 16 29 anxiety anxiety NN cord-310769-y6orh217 16 30 and and CC cord-310769-y6orh217 16 31 depression depression NN cord-310769-y6orh217 16 32 levels level NNS cord-310769-y6orh217 16 33 of of IN cord-310769-y6orh217 16 34 each each DT cord-310769-y6orh217 16 35 participant participant NN cord-310769-y6orh217 16 36 . . . cord-310769-y6orh217 17 1 The the DT cord-310769-y6orh217 17 2 anxiety anxiety NN cord-310769-y6orh217 17 3 level level NN cord-310769-y6orh217 17 4 was be VBD cord-310769-y6orh217 17 5 assessed assess VBN cord-310769-y6orh217 17 6 via via IN cord-310769-y6orh217 17 7 the the DT cord-310769-y6orh217 17 8 General General NNP cord-310769-y6orh217 17 9 Anxiety Anxiety NNP cord-310769-y6orh217 17 10 Disorder-7 Disorder-7 NNP cord-310769-y6orh217 17 11 ( ( -LRB- cord-310769-y6orh217 17 12 GAD-7 GAD-7 NNP cord-310769-y6orh217 17 13 ) ) -RRB- cord-310769-y6orh217 17 14 . . . cord-310769-y6orh217 18 1 The the DT cord-310769-y6orh217 18 2 depression depression NN cord-310769-y6orh217 18 3 level level NN cord-310769-y6orh217 18 4 was be VBD cord-310769-y6orh217 18 5 assessed assess VBN cord-310769-y6orh217 18 6 via via IN cord-310769-y6orh217 18 7 the the DT cord-310769-y6orh217 18 8 Patient Patient NNP cord-310769-y6orh217 18 9 Health Health NNP cord-310769-y6orh217 18 10 Questionnaire-9 Questionnaire-9 NNP cord-310769-y6orh217 18 11 ( ( -LRB- cord-310769-y6orh217 18 12 PHQ-9 PHQ-9 NNP cord-310769-y6orh217 18 13 ) ) -RRB- cord-310769-y6orh217 18 14 . . . cord-310769-y6orh217 19 1 This this DT cord-310769-y6orh217 19 2 study study NN cord-310769-y6orh217 19 3 followed follow VBD cord-310769-y6orh217 19 4 up up RP cord-310769-y6orh217 19 5 with with IN cord-310769-y6orh217 19 6 the the DT cord-310769-y6orh217 19 7 same same JJ cord-310769-y6orh217 19 8 cohort cohort NN cord-310769-y6orh217 19 9 during during IN cord-310769-y6orh217 19 10 May May NNP cord-310769-y6orh217 19 11 2020 2020 CD cord-310769-y6orh217 19 12 ( ( -LRB- cord-310769-y6orh217 19 13 during during IN cord-310769-y6orh217 19 14 the the DT cord-310769-y6orh217 19 15 pandemic pandemic NN cord-310769-y6orh217 19 16 ) ) -RRB- cord-310769-y6orh217 19 17 , , , cord-310769-y6orh217 19 18 and and CC cord-310769-y6orh217 19 19 the the DT cord-310769-y6orh217 19 20 anxiety anxiety NN cord-310769-y6orh217 19 21 and and CC cord-310769-y6orh217 19 22 depression depression NN cord-310769-y6orh217 19 23 levels level NNS cord-310769-y6orh217 19 24 were be VBD cord-310769-y6orh217 19 25 assessed assess VBN cord-310769-y6orh217 19 26 again again RB cord-310769-y6orh217 19 27 . . . cord-310769-y6orh217 20 1 The the DT cord-310769-y6orh217 20 2 longitudinal longitudinal JJ cord-310769-y6orh217 20 3 Google Google NNP cord-310769-y6orh217 20 4 Search Search NNP cord-310769-y6orh217 20 5 and and CC cord-310769-y6orh217 20 6 YouTube YouTube NNP cord-310769-y6orh217 20 7 history history NN cord-310769-y6orh217 20 8 data datum NNS cord-310769-y6orh217 20 9 of of IN cord-310769-y6orh217 20 10 all all DT cord-310769-y6orh217 20 11 participants participant NNS cord-310769-y6orh217 20 12 were be VBD cord-310769-y6orh217 20 13 anonymized anonymize VBN cord-310769-y6orh217 20 14 and and CC cord-310769-y6orh217 20 15 collected collect VBN cord-310769-y6orh217 20 16 . . . cord-310769-y6orh217 21 1 From from IN cord-310769-y6orh217 21 2 individual individual JJ cord-310769-y6orh217 21 3 - - HYPH cord-310769-y6orh217 21 4 level level NN cord-310769-y6orh217 21 5 Google Google NNP cord-310769-y6orh217 21 6 Search Search NNP cord-310769-y6orh217 21 7 and and CC cord-310769-y6orh217 21 8 YouTube YouTube NNP cord-310769-y6orh217 21 9 histories history NNS cord-310769-y6orh217 21 10 , , , cord-310769-y6orh217 21 11 we -PRON- PRP cord-310769-y6orh217 21 12 developed develop VBD cord-310769-y6orh217 21 13 5 5 CD cord-310769-y6orh217 21 14 signals signal NNS cord-310769-y6orh217 21 15 that that WDT cord-310769-y6orh217 21 16 can can MD cord-310769-y6orh217 21 17 quantify quantify VB cord-310769-y6orh217 21 18 shifts shift NNS cord-310769-y6orh217 21 19 in in IN cord-310769-y6orh217 21 20 online online JJ cord-310769-y6orh217 21 21 behaviors behavior NNS cord-310769-y6orh217 21 22 during during IN cord-310769-y6orh217 21 23 the the DT cord-310769-y6orh217 21 24 pandemic pandemic NN cord-310769-y6orh217 21 25 . . . cord-310769-y6orh217 22 1 We -PRON- PRP cord-310769-y6orh217 22 2 then then RB cord-310769-y6orh217 22 3 assessed assess VBD cord-310769-y6orh217 22 4 the the DT cord-310769-y6orh217 22 5 differences difference NNS cord-310769-y6orh217 22 6 between between IN cord-310769-y6orh217 22 7 groups group NNS cord-310769-y6orh217 22 8 with with IN cord-310769-y6orh217 22 9 and and CC cord-310769-y6orh217 22 10 without without IN cord-310769-y6orh217 22 11 deteriorating deteriorate VBG cord-310769-y6orh217 22 12 mental mental JJ cord-310769-y6orh217 22 13 health health NN cord-310769-y6orh217 22 14 profiles profile NNS cord-310769-y6orh217 22 15 in in IN cord-310769-y6orh217 22 16 terms term NNS cord-310769-y6orh217 22 17 of of IN cord-310769-y6orh217 22 18 these these DT cord-310769-y6orh217 22 19 features feature NNS cord-310769-y6orh217 22 20 . . . cord-310769-y6orh217 23 1 Results result NNS cord-310769-y6orh217 23 2 : : : cord-310769-y6orh217 24 1 Of of IN cord-310769-y6orh217 24 2 the the DT cord-310769-y6orh217 24 3 49 49 CD cord-310769-y6orh217 24 4 participants participant NNS cord-310769-y6orh217 24 5 , , , cord-310769-y6orh217 24 6 41 41 CD cord-310769-y6orh217 24 7 % % NN cord-310769-y6orh217 24 8 ( ( -LRB- cord-310769-y6orh217 24 9 n=20 n=20 NNP cord-310769-y6orh217 24 10 ) ) -RRB- cord-310769-y6orh217 24 11 of of IN cord-310769-y6orh217 24 12 them -PRON- PRP cord-310769-y6orh217 24 13 reported report VBD cord-310769-y6orh217 24 14 a a DT cord-310769-y6orh217 24 15 significant significant JJ cord-310769-y6orh217 24 16 increase increase NN cord-310769-y6orh217 24 17 ( ( -LRB- cord-310769-y6orh217 24 18 increase increase NN cord-310769-y6orh217 24 19 in in IN cord-310769-y6orh217 24 20 the the DT cord-310769-y6orh217 24 21 PHQ-9 PHQ-9 NNP cord-310769-y6orh217 24 22 score score NN cord-310769-y6orh217 24 23 > > XX cord-310769-y6orh217 24 24 5 5 CD cord-310769-y6orh217 24 25 ) ) -RRB- cord-310769-y6orh217 24 26 in in IN cord-310769-y6orh217 24 27 depression depression NN cord-310769-y6orh217 24 28 , , , cord-310769-y6orh217 24 29 denoted denote VBN cord-310769-y6orh217 24 30 as as IN cord-310769-y6orh217 24 31 DEP DEP NNP cord-310769-y6orh217 24 32 ; ; : cord-310769-y6orh217 24 33 45 45 CD cord-310769-y6orh217 24 34 % % NN cord-310769-y6orh217 24 35 ( ( -LRB- cord-310769-y6orh217 24 36 n=22 n=22 NNP cord-310769-y6orh217 24 37 ) ) -RRB- cord-310769-y6orh217 24 38 of of IN cord-310769-y6orh217 24 39 them -PRON- PRP cord-310769-y6orh217 24 40 reported report VBD cord-310769-y6orh217 24 41 a a DT cord-310769-y6orh217 24 42 significant significant JJ cord-310769-y6orh217 24 43 increase increase NN cord-310769-y6orh217 24 44 ( ( -LRB- cord-310769-y6orh217 24 45 increase increase NN cord-310769-y6orh217 24 46 in in IN cord-310769-y6orh217 24 47 the the DT cord-310769-y6orh217 24 48 GAD-7 gad-7 JJ cord-310769-y6orh217 24 49 score score NN cord-310769-y6orh217 24 50 > > XX cord-310769-y6orh217 24 51 5 5 CD cord-310769-y6orh217 24 52 ) ) -RRB- cord-310769-y6orh217 24 53 in in IN cord-310769-y6orh217 24 54 anxiety anxiety NN cord-310769-y6orh217 24 55 , , , cord-310769-y6orh217 24 56 denoted denote VBN cord-310769-y6orh217 24 57 as as IN cord-310769-y6orh217 24 58 ANX ANX NNP cord-310769-y6orh217 24 59 . . . cord-310769-y6orh217 25 1 Of of IN cord-310769-y6orh217 25 2 the the DT cord-310769-y6orh217 25 3 5 5 CD cord-310769-y6orh217 25 4 features feature NNS cord-310769-y6orh217 25 5 proposed propose VBN cord-310769-y6orh217 25 6 to to TO cord-310769-y6orh217 25 7 quantify quantify VB cord-310769-y6orh217 25 8 online online JJ cord-310769-y6orh217 25 9 behavior behavior NN cord-310769-y6orh217 25 10 changes change NNS cord-310769-y6orh217 25 11 , , , cord-310769-y6orh217 25 12 statistical statistical JJ cord-310769-y6orh217 25 13 significances significance NNS cord-310769-y6orh217 25 14 were be VBD cord-310769-y6orh217 25 15 found find VBN cord-310769-y6orh217 25 16 between between IN cord-310769-y6orh217 25 17 the the DT cord-310769-y6orh217 25 18 DEP DEP NNP cord-310769-y6orh217 25 19 and and CC cord-310769-y6orh217 25 20 non non JJ cord-310769-y6orh217 25 21 - - JJ cord-310769-y6orh217 25 22 DEP dep JJ cord-310769-y6orh217 25 23 groups group NNS cord-310769-y6orh217 25 24 for for IN cord-310769-y6orh217 25 25 all all DT cord-310769-y6orh217 25 26 of of IN cord-310769-y6orh217 25 27 them -PRON- PRP cord-310769-y6orh217 25 28 ( ( -LRB- cord-310769-y6orh217 25 29 P<.01 p<.01 JJ cord-310769-y6orh217 25 30 , , , cord-310769-y6orh217 25 31 effect effect NN cord-310769-y6orh217 25 32 sizes size NNS cord-310769-y6orh217 25 33 eta_{partial}^2 eta_{partial}^2 VBP cord-310769-y6orh217 25 34 ranging range VBG cord-310769-y6orh217 25 35 between between IN cord-310769-y6orh217 25 36 0.130 0.130 CD cord-310769-y6orh217 25 37 to to IN cord-310769-y6orh217 25 38 0.320 0.320 CD cord-310769-y6orh217 25 39 ) ) -RRB- cord-310769-y6orh217 25 40 ; ; : cord-310769-y6orh217 25 41 statistical statistical JJ cord-310769-y6orh217 25 42 significances significance NNS cord-310769-y6orh217 25 43 were be VBD cord-310769-y6orh217 25 44 found find VBN cord-310769-y6orh217 25 45 between between IN cord-310769-y6orh217 25 46 the the DT cord-310769-y6orh217 25 47 ANX ANX NNP cord-310769-y6orh217 25 48 and and CC cord-310769-y6orh217 25 49 non non JJ cord-310769-y6orh217 25 50 - - JJ cord-310769-y6orh217 25 51 ANX anx JJ cord-310769-y6orh217 25 52 groups group NNS cord-310769-y6orh217 25 53 for for IN cord-310769-y6orh217 25 54 4 4 CD cord-310769-y6orh217 25 55 of of IN cord-310769-y6orh217 25 56 them -PRON- PRP cord-310769-y6orh217 25 57 ( ( -LRB- cord-310769-y6orh217 25 58 P<.02 p<.02 VB cord-310769-y6orh217 25 59 , , , cord-310769-y6orh217 25 60 effect effect NN cord-310769-y6orh217 25 61 sizes size NNS cord-310769-y6orh217 25 62 eta_{partial}^2 eta_{partial}^2 VBP cord-310769-y6orh217 25 63 ranging range VBG cord-310769-y6orh217 25 64 between between IN cord-310769-y6orh217 25 65 0.115 0.115 CD cord-310769-y6orh217 25 66 to to IN cord-310769-y6orh217 25 67 0.231 0.231 CD cord-310769-y6orh217 25 68 ) ) -RRB- cord-310769-y6orh217 25 69 . . . cord-310769-y6orh217 26 1 Significant significant JJ cord-310769-y6orh217 26 2 features feature NNS cord-310769-y6orh217 26 3 included include VBN cord-310769-y6orh217 26 4 late late JJ cord-310769-y6orh217 26 5 - - HYPH cord-310769-y6orh217 26 6 night night NN cord-310769-y6orh217 26 7 online online JJ cord-310769-y6orh217 26 8 activities activity NNS cord-310769-y6orh217 26 9 , , , cord-310769-y6orh217 26 10 continuous continuous JJ cord-310769-y6orh217 26 11 usages usage NNS cord-310769-y6orh217 26 12 and and CC cord-310769-y6orh217 26 13 time time NN cord-310769-y6orh217 26 14 away away RB cord-310769-y6orh217 26 15 from from IN cord-310769-y6orh217 26 16 the the DT cord-310769-y6orh217 26 17 internet internet NN cord-310769-y6orh217 26 18 , , , cord-310769-y6orh217 26 19 porn porn JJ cord-310769-y6orh217 26 20 consumptions consumption NNS cord-310769-y6orh217 26 21 , , , cord-310769-y6orh217 26 22 and and CC cord-310769-y6orh217 26 23 keywords keyword NNS cord-310769-y6orh217 26 24 associated associate VBN cord-310769-y6orh217 26 25 with with IN cord-310769-y6orh217 26 26 negative negative JJ cord-310769-y6orh217 26 27 emotions emotion NNS cord-310769-y6orh217 26 28 , , , cord-310769-y6orh217 26 29 social social JJ cord-310769-y6orh217 26 30 activities activity NNS cord-310769-y6orh217 26 31 , , , cord-310769-y6orh217 26 32 and and CC cord-310769-y6orh217 26 33 personal personal JJ cord-310769-y6orh217 26 34 affairs affair NNS cord-310769-y6orh217 26 35 . . . cord-310769-y6orh217 27 1 Conclusions conclusion NNS cord-310769-y6orh217 27 2 : : : cord-310769-y6orh217 28 1 The the DT cord-310769-y6orh217 28 2 results result NNS cord-310769-y6orh217 28 3 suggested suggest VBD cord-310769-y6orh217 28 4 strong strong JJ cord-310769-y6orh217 28 5 discrepancies discrepancy NNS cord-310769-y6orh217 28 6 between between IN cord-310769-y6orh217 28 7 college college NN cord-310769-y6orh217 28 8 student student NN cord-310769-y6orh217 28 9 groups group NNS cord-310769-y6orh217 28 10 with with IN cord-310769-y6orh217 28 11 and and CC cord-310769-y6orh217 28 12 without without IN cord-310769-y6orh217 28 13 deteriorating deteriorate VBG cord-310769-y6orh217 28 14 mental mental JJ cord-310769-y6orh217 28 15 health health NN cord-310769-y6orh217 28 16 conditions condition NNS cord-310769-y6orh217 28 17 in in IN cord-310769-y6orh217 28 18 terms term NNS cord-310769-y6orh217 28 19 of of IN cord-310769-y6orh217 28 20 behavioral behavioral JJ cord-310769-y6orh217 28 21 changes change NNS cord-310769-y6orh217 28 22 in in IN cord-310769-y6orh217 28 23 Google Google NNP cord-310769-y6orh217 28 24 Search Search NNP cord-310769-y6orh217 28 25 and and CC cord-310769-y6orh217 28 26 YouTube YouTube NNP cord-310769-y6orh217 28 27 usages usage NNS cord-310769-y6orh217 28 28 during during IN cord-310769-y6orh217 28 29 the the DT cord-310769-y6orh217 28 30 COVID-19 covid-19 NN cord-310769-y6orh217 28 31 . . . cord-310769-y6orh217 29 1 Though though IN cord-310769-y6orh217 29 2 further further JJ cord-310769-y6orh217 29 3 studies study NNS cord-310769-y6orh217 29 4 are be VBP cord-310769-y6orh217 29 5 required require VBN cord-310769-y6orh217 29 6 , , , cord-310769-y6orh217 29 7 our -PRON- PRP$ cord-310769-y6orh217 29 8 results result NNS cord-310769-y6orh217 29 9 demonstrated demonstrate VBD cord-310769-y6orh217 29 10 the the DT cord-310769-y6orh217 29 11 feasibility feasibility NN cord-310769-y6orh217 29 12 of of IN cord-310769-y6orh217 29 13 utilizing utilize VBG cord-310769-y6orh217 29 14 pervasive pervasive JJ cord-310769-y6orh217 29 15 online online JJ cord-310769-y6orh217 29 16 data datum NNS cord-310769-y6orh217 29 17 to to TO cord-310769-y6orh217 29 18 establish establish VB cord-310769-y6orh217 29 19 non non JJ cord-310769-y6orh217 29 20 - - JJ cord-310769-y6orh217 29 21 invasive invasive JJ cord-310769-y6orh217 29 22 surveillance surveillance NN cord-310769-y6orh217 29 23 systems system NNS cord-310769-y6orh217 29 24 for for IN cord-310769-y6orh217 29 25 mental mental JJ cord-310769-y6orh217 29 26 health health NN cord-310769-y6orh217 29 27 conditions condition NNS cord-310769-y6orh217 29 28 that that WDT cord-310769-y6orh217 29 29 bypasses bypass VBZ cord-310769-y6orh217 29 30 many many JJ cord-310769-y6orh217 29 31 disadvantages disadvantage NNS cord-310769-y6orh217 29 32 of of IN cord-310769-y6orh217 29 33 existing exist VBG cord-310769-y6orh217 29 34 screening screening NN cord-310769-y6orh217 29 35 methods method NNS cord-310769-y6orh217 29 36 . . . cord-310769-y6orh217 30 1 Globally globally RB cord-310769-y6orh217 30 2 , , , cord-310769-y6orh217 30 3 mental mental JJ cord-310769-y6orh217 30 4 health health NN cord-310769-y6orh217 30 5 problems problem NNS cord-310769-y6orh217 30 6 such such JJ cord-310769-y6orh217 30 7 as as IN cord-310769-y6orh217 30 8 depression depression NN cord-310769-y6orh217 30 9 , , , cord-310769-y6orh217 30 10 anxiety anxiety NN cord-310769-y6orh217 30 11 , , , cord-310769-y6orh217 30 12 and and CC cord-310769-y6orh217 30 13 suicide suicide NN cord-310769-y6orh217 30 14 ideations ideation NNS cord-310769-y6orh217 30 15 are be VBP cord-310769-y6orh217 30 16 severely severely RB cord-310769-y6orh217 30 17 worsened worsen VBN cord-310769-y6orh217 30 18 during during IN cord-310769-y6orh217 30 19 the the DT cord-310769-y6orh217 30 20 coronavirus coronavirus NN cord-310769-y6orh217 30 21 disease disease NN cord-310769-y6orh217 30 22 ( ( -LRB- cord-310769-y6orh217 30 23 COVID-19 covid-19 VB cord-310769-y6orh217 30 24 ) ) -RRB- cord-310769-y6orh217 30 25 [ [ -LRB- cord-310769-y6orh217 30 26 1 1 CD cord-310769-y6orh217 30 27 ] ] -RRB- cord-310769-y6orh217 30 28 [ [ -LRB- cord-310769-y6orh217 30 29 2 2 CD cord-310769-y6orh217 30 30 ] ] -RRB- cord-310769-y6orh217 30 31 [ [ -LRB- cord-310769-y6orh217 30 32 3 3 CD cord-310769-y6orh217 30 33 ] ] -RRB- cord-310769-y6orh217 30 34 , , , cord-310769-y6orh217 30 35 specifically specifically RB cord-310769-y6orh217 30 36 for for IN cord-310769-y6orh217 30 37 college college NN cord-310769-y6orh217 30 38 students student NNS cord-310769-y6orh217 30 39 [ [ -LRB- cord-310769-y6orh217 30 40 4 4 CD cord-310769-y6orh217 30 41 ] ] -RRB- cord-310769-y6orh217 30 42 . . . cord-310769-y6orh217 31 1 Yet yet RB cord-310769-y6orh217 31 2 , , , cord-310769-y6orh217 31 3 current current JJ cord-310769-y6orh217 31 4 methods method NNS cord-310769-y6orh217 31 5 for for IN cord-310769-y6orh217 31 6 screening screen VBG cord-310769-y6orh217 31 7 mental mental JJ cord-310769-y6orh217 31 8 health health NN cord-310769-y6orh217 31 9 issues issue NNS cord-310769-y6orh217 31 10 and and CC cord-310769-y6orh217 31 11 identifying identify VBG cord-310769-y6orh217 31 12 vulnerable vulnerable JJ cord-310769-y6orh217 31 13 individuals individual NNS cord-310769-y6orh217 31 14 rely rely VBP cord-310769-y6orh217 31 15 on on IN cord-310769-y6orh217 31 16 in in IN cord-310769-y6orh217 31 17 - - HYPH cord-310769-y6orh217 31 18 person person NN cord-310769-y6orh217 31 19 interviews interview NNS cord-310769-y6orh217 31 20 . . . cord-310769-y6orh217 32 1 Such such JJ cord-310769-y6orh217 32 2 assessments assessment NNS cord-310769-y6orh217 32 3 can can MD cord-310769-y6orh217 32 4 be be VB cord-310769-y6orh217 32 5 expensive expensive JJ cord-310769-y6orh217 32 6 , , , cord-310769-y6orh217 32 7 time time NN cord-310769-y6orh217 32 8 - - HYPH cord-310769-y6orh217 32 9 consuming consume VBG cord-310769-y6orh217 32 10 , , , cord-310769-y6orh217 32 11 and and CC cord-310769-y6orh217 32 12 blocked block VBN cord-310769-y6orh217 32 13 by by IN cord-310769-y6orh217 32 14 social social JJ cord-310769-y6orh217 32 15 stigmas stigma NNS cord-310769-y6orh217 32 16 , , , cord-310769-y6orh217 32 17 not not RB cord-310769-y6orh217 32 18 to to TO cord-310769-y6orh217 32 19 mention mention VB cord-310769-y6orh217 32 20 the the DT cord-310769-y6orh217 32 21 reluctancy reluctancy NN cord-310769-y6orh217 32 22 induced induce VBN cord-310769-y6orh217 32 23 by by IN cord-310769-y6orh217 32 24 travel travel NN cord-310769-y6orh217 32 25 restrictions restriction NNS cord-310769-y6orh217 32 26 and and CC cord-310769-y6orh217 32 27 exposure exposure NN cord-310769-y6orh217 32 28 risks risk NNS cord-310769-y6orh217 32 29 . . . cord-310769-y6orh217 33 1 It -PRON- PRP cord-310769-y6orh217 33 2 has have VBZ cord-310769-y6orh217 33 3 been be VBN cord-310769-y6orh217 33 4 reported report VBN cord-310769-y6orh217 33 5 that that IN cord-310769-y6orh217 33 6 very very RB cord-310769-y6orh217 33 7 few few JJ cord-310769-y6orh217 33 8 patients patient NNS cord-310769-y6orh217 33 9 in in IN cord-310769-y6orh217 33 10 need need NN cord-310769-y6orh217 33 11 were be VBD cord-310769-y6orh217 33 12 correctly correctly RB cord-310769-y6orh217 33 13 identified identify VBN cord-310769-y6orh217 33 14 and and CC cord-310769-y6orh217 33 15 received receive VBD cord-310769-y6orh217 33 16 proper proper JJ cord-310769-y6orh217 33 17 mental mental JJ cord-310769-y6orh217 33 18 health health NN cord-310769-y6orh217 33 19 treatments treatment NNS cord-310769-y6orh217 33 20 on on IN cord-310769-y6orh217 33 21 time time NN cord-310769-y6orh217 33 22 under under IN cord-310769-y6orh217 33 23 the the DT cord-310769-y6orh217 33 24 current current JJ cord-310769-y6orh217 33 25 healthcare healthcare NN cord-310769-y6orh217 33 26 system system NN cord-310769-y6orh217 33 27 [ [ -LRB- cord-310769-y6orh217 33 28 5 5 CD cord-310769-y6orh217 33 29 , , , cord-310769-y6orh217 33 30 6 6 CD cord-310769-y6orh217 33 31 ] ] -RRB- cord-310769-y6orh217 33 32 . . . cord-310769-y6orh217 34 1 Even even RB cord-310769-y6orh217 34 2 with with IN cord-310769-y6orh217 34 3 emerging emerge VBG cord-310769-y6orh217 34 4 Telehealth Telehealth NNP cord-310769-y6orh217 34 5 technologies technology NNS cord-310769-y6orh217 34 6 and and CC cord-310769-y6orh217 34 7 online online JJ cord-310769-y6orh217 34 8 surveys survey NNS cord-310769-y6orh217 34 9 , , , cord-310769-y6orh217 34 10 the the DT cord-310769-y6orh217 34 11 screening screening NN cord-310769-y6orh217 34 12 requires require VBZ cord-310769-y6orh217 34 13 patients patient NNS cord-310769-y6orh217 34 14 to to TO cord-310769-y6orh217 34 15 actively actively RB cord-310769-y6orh217 34 16 reach reach VB cord-310769-y6orh217 34 17 out out RP cord-310769-y6orh217 34 18 to to TO cord-310769-y6orh217 34 19 care care VB cord-310769-y6orh217 34 20 providers provider NNS cord-310769-y6orh217 34 21 . . . cord-310769-y6orh217 35 1 At at IN cord-310769-y6orh217 35 2 the the DT cord-310769-y6orh217 35 3 same same JJ cord-310769-y6orh217 35 4 time time NN cord-310769-y6orh217 35 5 , , , cord-310769-y6orh217 35 6 because because IN cord-310769-y6orh217 35 7 of of IN cord-310769-y6orh217 35 8 the the DT cord-310769-y6orh217 35 9 lockdown lockdown NN cord-310769-y6orh217 35 10 enforced enforce VBN cord-310769-y6orh217 35 11 by by IN cord-310769-y6orh217 35 12 the the DT cord-310769-y6orh217 35 13 global global JJ cord-310769-y6orh217 35 14 pandemic pandemic NN cord-310769-y6orh217 35 15 outbreak outbreak NN cord-310769-y6orh217 35 16 , , , cord-310769-y6orh217 35 17 people people NNS cord-310769-y6orh217 35 18 's 's POS cord-310769-y6orh217 35 19 engagements engagement NNS cord-310769-y6orh217 35 20 with with IN cord-310769-y6orh217 35 21 online online JJ cord-310769-y6orh217 35 22 platforms platform NNS cord-310769-y6orh217 35 23 underwent undergo VBD cord-310769-y6orh217 35 24 notable notable JJ cord-310769-y6orh217 35 25 changes change NNS cord-310769-y6orh217 35 26 , , , cord-310769-y6orh217 35 27 particularly particularly RB cord-310769-y6orh217 35 28 in in IN cord-310769-y6orh217 35 29 search search NN cord-310769-y6orh217 35 30 engines engine NNS cord-310769-y6orh217 35 31 trends trend NNS cord-310769-y6orh217 35 32 [ [ -LRB- cord-310769-y6orh217 35 33 7 7 CD cord-310769-y6orh217 35 34 ] ] -RRB- cord-310769-y6orh217 35 35 [ [ -LRB- cord-310769-y6orh217 35 36 8 8 CD cord-310769-y6orh217 35 37 ] ] -RRB- cord-310769-y6orh217 35 38 [ [ -LRB- cord-310769-y6orh217 35 39 9 9 CD cord-310769-y6orh217 35 40 ] ] -RRB- cord-310769-y6orh217 35 41 ] ] -RRB- cord-310769-y6orh217 36 1 and and CC cord-310769-y6orh217 36 2 exposures exposure NNS cord-310769-y6orh217 36 3 to to IN cord-310769-y6orh217 36 4 media medium NNS cord-310769-y6orh217 36 5 reports report NNS cord-310769-y6orh217 36 6 [ [ -LRB- cord-310769-y6orh217 36 7 10 10 CD cord-310769-y6orh217 36 8 , , , cord-310769-y6orh217 36 9 11 11 CD cord-310769-y6orh217 36 10 ] ] -RRB- cord-310769-y6orh217 36 11 . . . cord-310769-y6orh217 37 1 Reliance reliance NN cord-310769-y6orh217 37 2 on on IN cord-310769-y6orh217 37 3 internet internet NN cord-310769-y6orh217 37 4 has have VBZ cord-310769-y6orh217 37 5 significantly significantly RB cord-310769-y6orh217 37 6 increased increase VBN cord-310769-y6orh217 37 7 due due IN cord-310769-y6orh217 37 8 to to IN cord-310769-y6orh217 37 9 the the DT cord-310769-y6orh217 37 10 overnight overnight JJ cord-310769-y6orh217 37 11 change change NN cord-310769-y6orh217 37 12 in in IN cord-310769-y6orh217 37 13 lifestyles lifestyle NNS cord-310769-y6orh217 37 14 , , , cord-310769-y6orh217 37 15 for for IN cord-310769-y6orh217 37 16 example example NN cord-310769-y6orh217 37 17 , , , cord-310769-y6orh217 37 18 working working NN cord-310769-y6orh217 37 19 and and CC cord-310769-y6orh217 37 20 remote remote JJ cord-310769-y6orh217 37 21 learning learning NN cord-310769-y6orh217 37 22 , , , cord-310769-y6orh217 37 23 imposed impose VBN cord-310769-y6orh217 37 24 by by IN cord-310769-y6orh217 37 25 the the DT cord-310769-y6orh217 37 26 pandemic pandemic NN cord-310769-y6orh217 37 27 on on IN cord-310769-y6orh217 37 28 the the DT cord-310769-y6orh217 37 29 society society NN cord-310769-y6orh217 37 30 . . . cord-310769-y6orh217 38 1 The the DT cord-310769-y6orh217 38 2 sorts sort NNS cord-310769-y6orh217 38 3 of of IN cord-310769-y6orh217 38 4 content content NN cord-310769-y6orh217 38 5 consumed consume VBN cord-310769-y6orh217 38 6 , , , cord-310769-y6orh217 38 7 the the DT cord-310769-y6orh217 38 8 time time NN cord-310769-y6orh217 38 9 and and CC cord-310769-y6orh217 38 10 duration duration NN cord-310769-y6orh217 38 11 spent spend VBN cord-310769-y6orh217 38 12 online online RB cord-310769-y6orh217 38 13 , , , cord-310769-y6orh217 38 14 and and CC cord-310769-y6orh217 38 15 the the DT cord-310769-y6orh217 38 16 purpose purpose NN cord-310769-y6orh217 38 17 of of IN cord-310769-y6orh217 38 18 online online JJ cord-310769-y6orh217 38 19 engagements engagement NNS cord-310769-y6orh217 38 20 may may MD cord-310769-y6orh217 38 21 be be VB cord-310769-y6orh217 38 22 influenced influence VBN cord-310769-y6orh217 38 23 by by IN cord-310769-y6orh217 38 24 COVID-19 COVID-19 NNP cord-310769-y6orh217 38 25 . . . cord-310769-y6orh217 39 1 Furthermore furthermore RB cord-310769-y6orh217 39 2 , , , cord-310769-y6orh217 39 3 the the DT cord-310769-y6orh217 39 4 digital digital JJ cord-310769-y6orh217 39 5 footprints footprint NNS cord-310769-y6orh217 39 6 left leave VBN cord-310769-y6orh217 39 7 by by IN cord-310769-y6orh217 39 8 online online JJ cord-310769-y6orh217 39 9 interactions interaction NNS cord-310769-y6orh217 39 10 may may MD cord-310769-y6orh217 39 11 reveal reveal VB cord-310769-y6orh217 39 12 information information NN cord-310769-y6orh217 39 13 about about IN cord-310769-y6orh217 39 14 these these DT cord-310769-y6orh217 39 15 changes change NNS cord-310769-y6orh217 39 16 in in IN cord-310769-y6orh217 39 17 user user NN cord-310769-y6orh217 39 18 behaviors behavior NNS cord-310769-y6orh217 39 19 . . . cord-310769-y6orh217 40 1 Most most RBS cord-310769-y6orh217 40 2 importantly importantly RB cord-310769-y6orh217 40 3 , , , cord-310769-y6orh217 40 4 such such JJ cord-310769-y6orh217 40 5 ubiquitous ubiquitous JJ cord-310769-y6orh217 40 6 online online JJ cord-310769-y6orh217 40 7 footprints footprint NNS cord-310769-y6orh217 40 8 may may MD cord-310769-y6orh217 40 9 provide provide VB cord-310769-y6orh217 40 10 useful useful JJ cord-310769-y6orh217 40 11 signals signal NNS cord-310769-y6orh217 40 12 of of IN cord-310769-y6orh217 40 13 deteriorating deteriorate VBG cord-310769-y6orh217 40 14 mental mental JJ cord-310769-y6orh217 40 15 health health NN cord-310769-y6orh217 40 16 profiles profile NNS cord-310769-y6orh217 40 17 of of IN cord-310769-y6orh217 40 18 users user NNS cord-310769-y6orh217 40 19 during during IN cord-310769-y6orh217 40 20 COVID-19 COVID-19 NNP cord-310769-y6orh217 40 21 . . . cord-310769-y6orh217 41 1 They -PRON- PRP cord-310769-y6orh217 41 2 may may MD cord-310769-y6orh217 41 3 capture capture VB cord-310769-y6orh217 41 4 insights insight NNS cord-310769-y6orh217 41 5 of of IN cord-310769-y6orh217 41 6 what what WP cord-310769-y6orh217 41 7 was be VBD cord-310769-y6orh217 41 8 going go VBG cord-310769-y6orh217 41 9 on on RP cord-310769-y6orh217 41 10 in in IN cord-310769-y6orh217 41 11 the the DT cord-310769-y6orh217 41 12 mind mind NN cord-310769-y6orh217 41 13 of of IN cord-310769-y6orh217 41 14 the the DT cord-310769-y6orh217 41 15 user user NN cord-310769-y6orh217 41 16 through through IN cord-310769-y6orh217 41 17 a a DT cord-310769-y6orh217 41 18 non non JJ cord-310769-y6orh217 41 19 - - JJ cord-310769-y6orh217 41 20 invasive invasive JJ cord-310769-y6orh217 41 21 manner manner NN cord-310769-y6orh217 41 22 , , , cord-310769-y6orh217 41 23 especially especially RB cord-310769-y6orh217 41 24 since since IN cord-310769-y6orh217 41 25 Google Google NNP cord-310769-y6orh217 41 26 and and CC cord-310769-y6orh217 41 27 YouTube YouTube NNP cord-310769-y6orh217 41 28 Searches search NNS cord-310769-y6orh217 41 29 are be VBP cord-310769-y6orh217 41 30 short short JJ cord-310769-y6orh217 41 31 and and CC cord-310769-y6orh217 41 32 succinct succinct JJ cord-310769-y6orh217 41 33 and and CC cord-310769-y6orh217 41 34 can can MD cord-310769-y6orh217 41 35 be be VB cord-310769-y6orh217 41 36 quite quite RB cord-310769-y6orh217 41 37 rich rich JJ cord-310769-y6orh217 41 38 in in IN cord-310769-y6orh217 41 39 providing provide VBG cord-310769-y6orh217 41 40 the the DT cord-310769-y6orh217 41 41 in in IN cord-310769-y6orh217 41 42 the the DT cord-310769-y6orh217 41 43 moment moment NN cord-310769-y6orh217 41 44 cognitive cognitive JJ cord-310769-y6orh217 41 45 state state NN cord-310769-y6orh217 41 46 of of IN cord-310769-y6orh217 41 47 a a DT cord-310769-y6orh217 41 48 person person NN cord-310769-y6orh217 41 49 . . . cord-310769-y6orh217 42 1 On on IN cord-310769-y6orh217 42 2 one one CD cord-310769-y6orh217 42 3 hand hand NN cord-310769-y6orh217 42 4 , , , cord-310769-y6orh217 42 5 online online JJ cord-310769-y6orh217 42 6 engagements engagement NNS cord-310769-y6orh217 42 7 can can MD cord-310769-y6orh217 42 8 cause cause VB cord-310769-y6orh217 42 9 fluctuations fluctuation NNS cord-310769-y6orh217 42 10 in in IN cord-310769-y6orh217 42 11 mental mental JJ cord-310769-y6orh217 42 12 health health NN cord-310769-y6orh217 42 13 . . . cord-310769-y6orh217 43 1 On on IN cord-310769-y6orh217 43 2 the the DT cord-310769-y6orh217 43 3 other other JJ cord-310769-y6orh217 43 4 hand hand NN cord-310769-y6orh217 43 5 , , , cord-310769-y6orh217 43 6 having have VBG cord-310769-y6orh217 43 7 certain certain JJ cord-310769-y6orh217 43 8 mental mental JJ cord-310769-y6orh217 43 9 health health NN cord-310769-y6orh217 43 10 conditions condition NNS cord-310769-y6orh217 43 11 can can MD cord-310769-y6orh217 43 12 cause cause VB cord-310769-y6orh217 43 13 certain certain JJ cord-310769-y6orh217 43 14 types type NNS cord-310769-y6orh217 43 15 of of IN cord-310769-y6orh217 43 16 online online JJ cord-310769-y6orh217 43 17 behaviors behavior NNS cord-310769-y6orh217 43 18 . . . cord-310769-y6orh217 44 1 This this DT cord-310769-y6orh217 44 2 opens open VBZ cord-310769-y6orh217 44 3 up up RP cord-310769-y6orh217 44 4 possibilities possibility NNS cord-310769-y6orh217 44 5 for for IN cord-310769-y6orh217 44 6 potential potential JJ cord-310769-y6orh217 44 7 healthcare healthcare NN cord-310769-y6orh217 44 8 frameworks framework NNS cord-310769-y6orh217 44 9 which which WDT cord-310769-y6orh217 44 10 leverage leverage VBP cord-310769-y6orh217 44 11 pervasive pervasive JJ cord-310769-y6orh217 44 12 computing computing NN cord-310769-y6orh217 44 13 approaches approach NNS cord-310769-y6orh217 44 14 to to TO cord-310769-y6orh217 44 15 monitor monitor VB cord-310769-y6orh217 44 16 mental mental JJ cord-310769-y6orh217 44 17 health health NN cord-310769-y6orh217 44 18 conditions condition NNS cord-310769-y6orh217 44 19 and and CC cord-310769-y6orh217 44 20 deliver deliver VB cord-310769-y6orh217 44 21 interventions intervention NNS cord-310769-y6orh217 44 22 on on IN cord-310769-y6orh217 44 23 - - HYPH cord-310769-y6orh217 44 24 time time NN cord-310769-y6orh217 44 25 . . . cord-310769-y6orh217 45 1 Extensive extensive JJ cord-310769-y6orh217 45 2 researches research NNS cord-310769-y6orh217 45 3 have have VBP cord-310769-y6orh217 45 4 been be VBN cord-310769-y6orh217 45 5 conducted conduct VBN cord-310769-y6orh217 45 6 on on IN cord-310769-y6orh217 45 7 a a DT cord-310769-y6orh217 45 8 population population NN cord-310769-y6orh217 45 9 level level NN cord-310769-y6orh217 45 10 , , , cord-310769-y6orh217 45 11 correlating correlate VBG cord-310769-y6orh217 45 12 mental mental JJ cord-310769-y6orh217 45 13 health health NN cord-310769-y6orh217 45 14 problems problem NNS cord-310769-y6orh217 45 15 with with IN cord-310769-y6orh217 45 16 user user NN cord-310769-y6orh217 45 17 behaviors behavior NNS cord-310769-y6orh217 45 18 on on IN cord-310769-y6orh217 45 19 social social JJ cord-310769-y6orh217 45 20 platforms platform NNS cord-310769-y6orh217 45 21 [ [ -LRB- cord-310769-y6orh217 45 22 12 12 CD cord-310769-y6orh217 45 23 , , , cord-310769-y6orh217 45 24 13 13 CD cord-310769-y6orh217 45 25 ] ] -RRB- cord-310769-y6orh217 45 26 , , , cord-310769-y6orh217 45 27 especially especially RB cord-310769-y6orh217 45 28 among among IN cord-310769-y6orh217 45 29 young young JJ cord-310769-y6orh217 45 30 adolescents adolescent NNS cord-310769-y6orh217 45 31 . . . cord-310769-y6orh217 46 1 Researchers researcher NNS cord-310769-y6orh217 46 2 monitored monitor VBD cord-310769-y6orh217 46 3 Twitter Twitter NNP cord-310769-y6orh217 46 4 to to TO cord-310769-y6orh217 46 5 understand understand VB cord-310769-y6orh217 46 6 mental mental JJ cord-310769-y6orh217 46 7 health health NN cord-310769-y6orh217 46 8 profiles profile NNS cord-310769-y6orh217 46 9 of of IN cord-310769-y6orh217 46 10 the the DT cord-310769-y6orh217 46 11 general general JJ cord-310769-y6orh217 46 12 population population NN cord-310769-y6orh217 46 13 such such JJ cord-310769-y6orh217 46 14 as as IN cord-310769-y6orh217 46 15 suicide suicide NN cord-310769-y6orh217 46 16 ideations ideation NNS cord-310769-y6orh217 46 17 [ [ -LRB- cord-310769-y6orh217 46 18 14 14 CD cord-310769-y6orh217 46 19 ] ] -RRB- cord-310769-y6orh217 46 20 and and CC cord-310769-y6orh217 46 21 depressions depression NNS cord-310769-y6orh217 46 22 [ [ -LRB- cord-310769-y6orh217 46 23 15 15 CD cord-310769-y6orh217 46 24 ] ] -RRB- cord-310769-y6orh217 46 25 . . . cord-310769-y6orh217 47 1 Similar similar JJ cord-310769-y6orh217 47 2 researches research NNS cord-310769-y6orh217 47 3 have have VBP cord-310769-y6orh217 47 4 been be VBN cord-310769-y6orh217 47 5 done do VBN cord-310769-y6orh217 47 6 with with IN cord-310769-y6orh217 47 7 Reddit Reddit NNP cord-310769-y6orh217 47 8 , , , cord-310769-y6orh217 47 9 where where WRB cord-310769-y6orh217 47 10 anxiety anxiety NN cord-310769-y6orh217 47 11 [ [ -LRB- cord-310769-y6orh217 47 12 16 16 CD cord-310769-y6orh217 47 13 ] ] -RRB- cord-310769-y6orh217 47 14 , , , cord-310769-y6orh217 47 15 suicide suicide NN cord-310769-y6orh217 47 16 ideations ideation NNS cord-310769-y6orh217 47 17 [ [ -LRB- cord-310769-y6orh217 47 18 14 14 CD cord-310769-y6orh217 47 19 ] ] -RRB- cord-310769-y6orh217 47 20 , , , cord-310769-y6orh217 47 21 and and CC cord-310769-y6orh217 47 22 other other JJ cord-310769-y6orh217 47 23 general general JJ cord-310769-y6orh217 47 24 disorders disorder NNS cord-310769-y6orh217 47 25 were be VBD cord-310769-y6orh217 47 26 studied study VBN cord-310769-y6orh217 47 27 [ [ -LRB- cord-310769-y6orh217 47 28 17 17 CD cord-310769-y6orh217 47 29 , , , cord-310769-y6orh217 47 30 18 18 CD cord-310769-y6orh217 47 31 ] ] -RRB- cord-310769-y6orh217 47 32 . . . cord-310769-y6orh217 48 1 Another another DT cord-310769-y6orh217 48 2 popular popular JJ cord-310769-y6orh217 48 3 public public JJ cord-310769-y6orh217 48 4 platform platform NN cord-310769-y6orh217 48 5 is be VBZ cord-310769-y6orh217 48 6 Facebook Facebook NNP cord-310769-y6orh217 48 7 , , , cord-310769-y6orh217 48 8 and and CC cord-310769-y6orh217 48 9 experiments experiment NNS cord-310769-y6orh217 48 10 have have VBP cord-310769-y6orh217 48 11 been be VBN cord-310769-y6orh217 48 12 done do VBN cord-310769-y6orh217 48 13 studying study VBG cord-310769-y6orh217 48 14 anxiety anxiety NN cord-310769-y6orh217 48 15 , , , cord-310769-y6orh217 48 16 depression depression NN cord-310769-y6orh217 48 17 , , , cord-310769-y6orh217 48 18 body body NN cord-310769-y6orh217 48 19 shaming shaming NN cord-310769-y6orh217 48 20 , , , cord-310769-y6orh217 48 21 and and CC cord-310769-y6orh217 48 22 stress stress VB cord-310769-y6orh217 48 23 online online RB cord-310769-y6orh217 48 24 [ [ -LRB- cord-310769-y6orh217 48 25 19 19 CD cord-310769-y6orh217 48 26 , , , cord-310769-y6orh217 48 27 20 20 CD cord-310769-y6orh217 48 28 ] ] -RRB- cord-310769-y6orh217 48 29 . . . cord-310769-y6orh217 49 1 However however RB cord-310769-y6orh217 49 2 , , , cord-310769-y6orh217 49 3 such such JJ cord-310769-y6orh217 49 4 studies study NNS cord-310769-y6orh217 49 5 were be VBD cord-310769-y6orh217 49 6 limited limit VBN cord-310769-y6orh217 49 7 to to IN cord-310769-y6orh217 49 8 macro macro JJ cord-310769-y6orh217 49 9 observations observation NNS cord-310769-y6orh217 49 10 and and CC cord-310769-y6orh217 49 11 failed fail VBD cord-310769-y6orh217 49 12 to to TO cord-310769-y6orh217 49 13 identify identify VB cord-310769-y6orh217 49 14 individuals individual NNS cord-310769-y6orh217 49 15 in in IN cord-310769-y6orh217 49 16 need need NN cord-310769-y6orh217 49 17 of of IN cord-310769-y6orh217 49 18 mental mental JJ cord-310769-y6orh217 49 19 health health NN cord-310769-y6orh217 49 20 assistances assistance NNS cord-310769-y6orh217 49 21 . . . cord-310769-y6orh217 50 1 In in IN cord-310769-y6orh217 50 2 addition addition NN cord-310769-y6orh217 50 3 , , , cord-310769-y6orh217 50 4 it -PRON- PRP cord-310769-y6orh217 50 5 has have VBZ cord-310769-y6orh217 50 6 been be VBN cord-310769-y6orh217 50 7 shown show VBN cord-310769-y6orh217 50 8 that that IN cord-310769-y6orh217 50 9 college college NN cord-310769-y6orh217 50 10 student student NN cord-310769-y6orh217 50 11 communities community NNS cord-310769-y6orh217 50 12 rely rely VBP cord-310769-y6orh217 50 13 heavily heavily RB cord-310769-y6orh217 50 14 on on IN cord-310769-y6orh217 50 15 YouTube YouTube NNP cord-310769-y6orh217 50 16 for for IN cord-310769-y6orh217 50 17 both both CC cord-310769-y6orh217 50 18 academic academic JJ cord-310769-y6orh217 50 19 and and CC cord-310769-y6orh217 50 20 entertainment entertainment NN cord-310769-y6orh217 50 21 purposes purpose NNS cord-310769-y6orh217 50 22 [ [ -LRB- cord-310769-y6orh217 50 23 21 21 CD cord-310769-y6orh217 50 24 , , , cord-310769-y6orh217 50 25 22 22 CD cord-310769-y6orh217 50 26 ] ] -RRB- cord-310769-y6orh217 50 27 . . . cord-310769-y6orh217 51 1 Yet yet RB cord-310769-y6orh217 51 2 , , , cord-310769-y6orh217 51 3 abundant abundant JJ cord-310769-y6orh217 51 4 usages usage NNS cord-310769-y6orh217 51 5 may may MD cord-310769-y6orh217 51 6 lead lead VB cord-310769-y6orh217 51 7 to to IN cord-310769-y6orh217 51 8 compulsive compulsive JJ cord-310769-y6orh217 51 9 YouTube YouTube NNP cord-310769-y6orh217 51 10 engagements engagement NNS cord-310769-y6orh217 51 11 [ [ -LRB- cord-310769-y6orh217 51 12 23 23 CD cord-310769-y6orh217 51 13 ] ] -RRB- cord-310769-y6orh217 51 14 , , , cord-310769-y6orh217 51 15 and and CC cord-310769-y6orh217 51 16 researchers researcher NNS cord-310769-y6orh217 51 17 have have VBP cord-310769-y6orh217 51 18 found find VBN cord-310769-y6orh217 51 19 that that IN cord-310769-y6orh217 51 20 social social JJ cord-310769-y6orh217 51 21 anxiety anxiety NN cord-310769-y6orh217 51 22 is be VBZ cord-310769-y6orh217 51 23 associated associate VBN cord-310769-y6orh217 51 24 with with IN cord-310769-y6orh217 51 25 YouTube YouTube NNP cord-310769-y6orh217 51 26 consumptions consumption NNS cord-310769-y6orh217 51 27 in in IN cord-310769-y6orh217 51 28 a a DT cord-310769-y6orh217 51 29 complex complex JJ cord-310769-y6orh217 51 30 way way NN cord-310769-y6orh217 51 31 [ [ -LRB- cord-310769-y6orh217 51 32 24 24 CD cord-310769-y6orh217 51 33 ] ] -RRB- cord-310769-y6orh217 51 34 . . . cord-310769-y6orh217 52 1 During during IN cord-310769-y6orh217 52 2 COVID-19 COVID-19 NNP cord-310769-y6orh217 52 3 , , , cord-310769-y6orh217 52 4 multiple multiple JJ cord-310769-y6orh217 52 5 studies study NNS cord-310769-y6orh217 52 6 have have VBP cord-310769-y6orh217 52 7 reported report VBN cord-310769-y6orh217 52 8 deteriorating deteriorate VBG cord-310769-y6orh217 52 9 mental mental JJ cord-310769-y6orh217 52 10 health health NN cord-310769-y6orh217 52 11 conditions condition NNS cord-310769-y6orh217 52 12 in in IN cord-310769-y6orh217 52 13 various various JJ cord-310769-y6orh217 52 14 communities community NNS cord-310769-y6orh217 52 15 [ [ -LRB- cord-310769-y6orh217 52 16 1 1 CD cord-310769-y6orh217 52 17 ] ] -RRB- cord-310769-y6orh217 52 18 [ [ -LRB- cord-310769-y6orh217 52 19 2 2 CD cord-310769-y6orh217 52 20 ] ] -RRB- cord-310769-y6orh217 52 21 [ [ -LRB- cord-310769-y6orh217 52 22 3 3 CD cord-310769-y6orh217 52 23 ] ] -RRB- cord-310769-y6orh217 52 24 25 25 CD cord-310769-y6orh217 52 25 ] ] -RRB- cord-310769-y6orh217 52 26 , , , cord-310769-y6orh217 52 27 such such JJ cord-310769-y6orh217 52 28 as as IN cord-310769-y6orh217 52 29 nation nation NN cord-310769-y6orh217 52 30 - - HYPH cord-310769-y6orh217 52 31 wise wise JJ cord-310769-y6orh217 52 32 [ [ -LRB- cord-310769-y6orh217 52 33 26 26 CD cord-310769-y6orh217 52 34 , , , cord-310769-y6orh217 52 35 27 27 CD cord-310769-y6orh217 52 36 ] ] -RRB- cord-310769-y6orh217 52 37 , , , cord-310769-y6orh217 52 38 across across IN cord-310769-y6orh217 52 39 the the DT cord-310769-y6orh217 52 40 healthcare healthcare NN cord-310769-y6orh217 52 41 industry industry NN cord-310769-y6orh217 52 42 [ [ -LRB- cord-310769-y6orh217 52 43 28 28 CD cord-310769-y6orh217 52 44 , , , cord-310769-y6orh217 52 45 29 29 CD cord-310769-y6orh217 52 46 ] ] -RRB- cord-310769-y6orh217 52 47 , , , cord-310769-y6orh217 52 48 and and CC cord-310769-y6orh217 52 49 among among IN cord-310769-y6orh217 52 50 existing exist VBG cord-310769-y6orh217 52 51 mental mental JJ cord-310769-y6orh217 52 52 health health NN cord-310769-y6orh217 52 53 patients patient NNS cord-310769-y6orh217 52 54 [ [ -LRB- cord-310769-y6orh217 52 55 30 30 CD cord-310769-y6orh217 52 56 ] ] -RRB- cord-310769-y6orh217 52 57 . . . cord-310769-y6orh217 53 1 Besides besides RB cord-310769-y6orh217 53 2 , , , cord-310769-y6orh217 53 3 online online JJ cord-310769-y6orh217 53 4 behaviors behavior NNS cord-310769-y6orh217 53 5 during during IN cord-310769-y6orh217 53 6 COVID-19 covid-19 CD cord-310769-y6orh217 53 7 have have VBP cord-310769-y6orh217 53 8 been be VBN cord-310769-y6orh217 53 9 explored explore VBN cord-310769-y6orh217 53 10 , , , cord-310769-y6orh217 53 11 especially especially RB cord-310769-y6orh217 53 12 for for IN cord-310769-y6orh217 53 13 web web NN cord-310769-y6orh217 53 14 searches search NNS cord-310769-y6orh217 53 15 related relate VBN cord-310769-y6orh217 53 16 to to IN cord-310769-y6orh217 53 17 the the DT cord-310769-y6orh217 53 18 pandemic pandemic NN cord-310769-y6orh217 53 19 [ [ -LRB- cord-310769-y6orh217 53 20 7 7 CD cord-310769-y6orh217 53 21 - - SYM cord-310769-y6orh217 53 22 9 9 CD cord-310769-y6orh217 53 23 ] ] -RRB- cord-310769-y6orh217 53 24 and and CC cord-310769-y6orh217 53 25 abnormal abnormal JJ cord-310769-y6orh217 53 26 TV tv NN cord-310769-y6orh217 53 27 consumptions consumption NNS cord-310769-y6orh217 53 28 during during IN cord-310769-y6orh217 53 29 the the DT cord-310769-y6orh217 53 30 lockdown lockdown NN cord-310769-y6orh217 53 31 [ [ -LRB- cord-310769-y6orh217 53 32 10 10 CD cord-310769-y6orh217 53 33 ] ] -RRB- cord-310769-y6orh217 53 34 . . . cord-310769-y6orh217 54 1 Many many JJ cord-310769-y6orh217 54 2 of of IN cord-310769-y6orh217 54 3 the the DT cord-310769-y6orh217 54 4 behavioral behavioral JJ cord-310769-y6orh217 54 5 studies study NNS cord-310769-y6orh217 54 6 also also RB cord-310769-y6orh217 54 7 discussed discuss VBD cord-310769-y6orh217 54 8 about about IN cord-310769-y6orh217 54 9 the the DT cord-310769-y6orh217 54 10 effects effect NNS cord-310769-y6orh217 54 11 of of IN cord-310769-y6orh217 54 12 online online JJ cord-310769-y6orh217 54 13 interactions interaction NNS cord-310769-y6orh217 54 14 on on IN cord-310769-y6orh217 54 15 the the DT cord-310769-y6orh217 54 16 spread spread NN cord-310769-y6orh217 54 17 , , , cord-310769-y6orh217 54 18 misinformation misinformation NN cord-310769-y6orh217 54 19 , , , cord-310769-y6orh217 54 20 knowledge knowledge NN cord-310769-y6orh217 54 21 , , , cord-310769-y6orh217 54 22 and and CC cord-310769-y6orh217 54 23 protective protective JJ cord-310769-y6orh217 54 24 measures measure NNS cord-310769-y6orh217 54 25 of of IN cord-310769-y6orh217 54 26 COVID-19 COVID-19 NNP cord-310769-y6orh217 54 27 , , , cord-310769-y6orh217 54 28 including include VBG cord-310769-y6orh217 54 29 the the DT cord-310769-y6orh217 54 30 roles role NNS cord-310769-y6orh217 54 31 of of IN cord-310769-y6orh217 54 32 YouTube YouTube NNP cord-310769-y6orh217 54 33 [ [ -LRB- cord-310769-y6orh217 54 34 [ [ -LRB- cord-310769-y6orh217 54 35 31 31 CD cord-310769-y6orh217 54 36 ] ] -RRB- cord-310769-y6orh217 54 37 [ [ -LRB- cord-310769-y6orh217 54 38 32 32 CD cord-310769-y6orh217 54 39 ] ] -RRB- cord-310769-y6orh217 54 40 [ [ -LRB- cord-310769-y6orh217 54 41 33 33 CD cord-310769-y6orh217 54 42 ] ] -RRB- cord-310769-y6orh217 54 43 ] ] -RRB- cord-310769-y6orh217 54 44 and and CC cord-310769-y6orh217 54 45 other other JJ cord-310769-y6orh217 54 46 platforms platform NNS cord-310769-y6orh217 54 47 [ [ -LRB- cord-310769-y6orh217 54 48 34 34 CD cord-310769-y6orh217 54 49 ] ] -RRB- cord-310769-y6orh217 54 50 . . . cord-310769-y6orh217 55 1 [ [ -LRB- cord-310769-y6orh217 55 2 35 35 CD cord-310769-y6orh217 55 3 ] ] -RRB- cord-310769-y6orh217 55 4 investigated investigate VBN cord-310769-y6orh217 55 5 hate hate VBP cord-310769-y6orh217 55 6 speech speech NN cord-310769-y6orh217 55 7 targeting target VBG cord-310769-y6orh217 55 8 the the DT cord-310769-y6orh217 55 9 Chinese chinese JJ cord-310769-y6orh217 55 10 and and CC cord-310769-y6orh217 55 11 Asian asian JJ cord-310769-y6orh217 55 12 communities community NNS cord-310769-y6orh217 55 13 on on IN cord-310769-y6orh217 55 14 Twitter Twitter NNP cord-310769-y6orh217 55 15 during during IN cord-310769-y6orh217 55 16 COVID-19 COVID-19 NNP cord-310769-y6orh217 55 17 . . . cord-310769-y6orh217 56 1 Ubiquitous ubiquitous JJ cord-310769-y6orh217 56 2 data datum NNS cord-310769-y6orh217 56 3 has have VBZ cord-310769-y6orh217 56 4 been be VBN cord-310769-y6orh217 56 5 proved prove VBN cord-310769-y6orh217 56 6 to to TO cord-310769-y6orh217 56 7 be be VB cord-310769-y6orh217 56 8 useful useful JJ cord-310769-y6orh217 56 9 in in IN cord-310769-y6orh217 56 10 detecting detect VBG cord-310769-y6orh217 56 11 mental mental JJ cord-310769-y6orh217 56 12 health health NN cord-310769-y6orh217 56 13 conditions condition NNS cord-310769-y6orh217 56 14 . . . cord-310769-y6orh217 57 1 Mobile mobile JJ cord-310769-y6orh217 57 2 sensor sensor NN cord-310769-y6orh217 57 3 data datum NNS cord-310769-y6orh217 57 4 , , , cord-310769-y6orh217 57 5 such such JJ cord-310769-y6orh217 57 6 as as IN cord-310769-y6orh217 57 7 GPS GPS NNP cord-310769-y6orh217 57 8 logs log VBZ cord-310769-y6orh217 57 9 [ [ -LRB- cord-310769-y6orh217 57 10 36 36 CD cord-310769-y6orh217 57 11 , , , cord-310769-y6orh217 57 12 37 37 CD cord-310769-y6orh217 57 13 ] ] -RRB- cord-310769-y6orh217 57 14 , , , cord-310769-y6orh217 57 15 electrodermal electrodermal JJ cord-310769-y6orh217 57 16 activity activity NN cord-310769-y6orh217 57 17 , , , cord-310769-y6orh217 57 18 sleep sleep NN cord-310769-y6orh217 57 19 behavior behavior NN cord-310769-y6orh217 57 20 , , , cord-310769-y6orh217 57 21 motion motion NN cord-310769-y6orh217 57 22 , , , cord-310769-y6orh217 57 23 and and CC cord-310769-y6orh217 57 24 phone phone NN cord-310769-y6orh217 57 25 usage usage NN cord-310769-y6orh217 57 26 patterns pattern NNS cord-310769-y6orh217 57 27 [ [ -LRB- cord-310769-y6orh217 57 28 38 38 CD cord-310769-y6orh217 57 29 ] ] -RRB- cord-310769-y6orh217 57 30 has have VBZ cord-310769-y6orh217 57 31 been be VBN cord-310769-y6orh217 57 32 applied apply VBN cord-310769-y6orh217 57 33 in in IN cord-310769-y6orh217 57 34 investigating investigate VBG cord-310769-y6orh217 57 35 depressive depressive JJ cord-310769-y6orh217 57 36 symptoms symptom NNS cord-310769-y6orh217 57 37 . . . cord-310769-y6orh217 58 1 [ [ -LRB- cord-310769-y6orh217 58 2 39 39 CD cord-310769-y6orh217 58 3 ] ] -RRB- cord-310769-y6orh217 58 4 found find VBD cord-310769-y6orh217 58 5 that that IN cord-310769-y6orh217 58 6 individual individual JJ cord-310769-y6orh217 58 7 private private JJ cord-310769-y6orh217 58 8 Google Google NNP cord-310769-y6orh217 58 9 Search Search NNP cord-310769-y6orh217 58 10 histories history NNS cord-310769-y6orh217 58 11 can can MD cord-310769-y6orh217 58 12 be be VB cord-310769-y6orh217 58 13 used use VBN cord-310769-y6orh217 58 14 to to TO cord-310769-y6orh217 58 15 detect detect VB cord-310769-y6orh217 58 16 low low JJ cord-310769-y6orh217 58 17 self self NN cord-310769-y6orh217 58 18 - - HYPH cord-310769-y6orh217 58 19 esteem esteem NN cord-310769-y6orh217 58 20 conditions condition NNS cord-310769-y6orh217 58 21 among among IN cord-310769-y6orh217 58 22 college college NN cord-310769-y6orh217 58 23 students student NNS cord-310769-y6orh217 58 24 . . . cord-310769-y6orh217 59 1 It -PRON- PRP cord-310769-y6orh217 59 2 has have VBZ cord-310769-y6orh217 59 3 been be VBN cord-310769-y6orh217 59 4 shown show VBN cord-310769-y6orh217 59 5 that that IN cord-310769-y6orh217 59 6 online online JJ cord-310769-y6orh217 59 7 platforms platform NNS cord-310769-y6orh217 59 8 preserve preserve VBP cord-310769-y6orh217 59 9 useful useful JJ cord-310769-y6orh217 59 10 information information NN cord-310769-y6orh217 59 11 about about IN cord-310769-y6orh217 59 12 the the DT cord-310769-y6orh217 59 13 mental mental JJ cord-310769-y6orh217 59 14 health health NN cord-310769-y6orh217 59 15 conditions condition NNS cord-310769-y6orh217 59 16 of of IN cord-310769-y6orh217 59 17 users user NNS cord-310769-y6orh217 59 18 , , , cord-310769-y6orh217 59 19 and and CC cord-310769-y6orh217 59 20 COVID-19 COVID-19 NNP cord-310769-y6orh217 59 21 is be VBZ cord-310769-y6orh217 59 22 jeopardizing jeopardize VBG cord-310769-y6orh217 59 23 the the DT cord-310769-y6orh217 59 24 mental mental JJ cord-310769-y6orh217 59 25 wellbeing wellbeing NN cord-310769-y6orh217 59 26 of of IN cord-310769-y6orh217 59 27 the the DT cord-310769-y6orh217 59 28 global global JJ cord-310769-y6orh217 59 29 community community NN cord-310769-y6orh217 59 30 . . . cord-310769-y6orh217 60 1 Thus thus RB cord-310769-y6orh217 60 2 , , , cord-310769-y6orh217 60 3 we -PRON- PRP cord-310769-y6orh217 60 4 demonstrate demonstrate VBP cord-310769-y6orh217 60 5 the the DT cord-310769-y6orh217 60 6 richness richness NN cord-310769-y6orh217 60 7 of of IN cord-310769-y6orh217 60 8 online online JJ cord-310769-y6orh217 60 9 engagements engagement NNS cord-310769-y6orh217 60 10 logs log VBZ cord-310769-y6orh217 60 11 and and CC cord-310769-y6orh217 60 12 how how WRB cord-310769-y6orh217 60 13 it -PRON- PRP cord-310769-y6orh217 60 14 can can MD cord-310769-y6orh217 60 15 be be VB cord-310769-y6orh217 60 16 leveraged leverage VBN cord-310769-y6orh217 60 17 to to TO cord-310769-y6orh217 60 18 uncover uncover VB cord-310769-y6orh217 60 19 alarming alarming JJ cord-310769-y6orh217 60 20 mental mental JJ cord-310769-y6orh217 60 21 health health NN cord-310769-y6orh217 60 22 conditions condition NNS cord-310769-y6orh217 60 23 during during IN cord-310769-y6orh217 60 24 COVID-19 COVID-19 NNP cord-310769-y6orh217 60 25 . . . cord-310769-y6orh217 61 1 In in IN cord-310769-y6orh217 61 2 this this DT cord-310769-y6orh217 61 3 study study NN cord-310769-y6orh217 61 4 , , , cord-310769-y6orh217 61 5 we -PRON- PRP cord-310769-y6orh217 61 6 aim aim VBP cord-310769-y6orh217 61 7 to to TO cord-310769-y6orh217 61 8 examine examine VB cord-310769-y6orh217 61 9 whether whether IN cord-310769-y6orh217 61 10 the the DT cord-310769-y6orh217 61 11 changes change NNS cord-310769-y6orh217 61 12 in in IN cord-310769-y6orh217 61 13 user user NN cord-310769-y6orh217 61 14 behaviors behavior NNS cord-310769-y6orh217 61 15 during during IN cord-310769-y6orh217 61 16 COVID-19 COVID-19 NNP cord-310769-y6orh217 61 17 have have VBP cord-310769-y6orh217 61 18 a a DT cord-310769-y6orh217 61 19 relationship relationship NN cord-310769-y6orh217 61 20 with with IN cord-310769-y6orh217 61 21 deteriorating deteriorate VBG cord-310769-y6orh217 61 22 mental mental JJ cord-310769-y6orh217 61 23 health health NN cord-310769-y6orh217 61 24 profiles profile NNS cord-310769-y6orh217 61 25 . . . cord-310769-y6orh217 62 1 We -PRON- PRP cord-310769-y6orh217 62 2 focus focus VBP cord-310769-y6orh217 62 3 on on IN cord-310769-y6orh217 62 4 Google Google NNP cord-310769-y6orh217 62 5 Search Search NNP cord-310769-y6orh217 62 6 and and CC cord-310769-y6orh217 62 7 YouTube YouTube NNP cord-310769-y6orh217 62 8 usages usage NNS cord-310769-y6orh217 62 9 , , , cord-310769-y6orh217 62 10 and and CC cord-310769-y6orh217 62 11 we -PRON- PRP cord-310769-y6orh217 62 12 investigate investigate VBP cord-310769-y6orh217 62 13 if if IN cord-310769-y6orh217 62 14 the the DT cord-310769-y6orh217 62 15 behavior behavior NN cord-310769-y6orh217 62 16 shifts shift VBZ cord-310769-y6orh217 62 17 when when WRB cord-310769-y6orh217 62 18 engaging engage VBG cord-310769-y6orh217 62 19 with with IN cord-310769-y6orh217 62 20 these these DT cord-310769-y6orh217 62 21 two two CD cord-310769-y6orh217 62 22 platforms platform NNS cord-310769-y6orh217 62 23 signify signify RB cord-310769-y6orh217 62 24 worsened worsen VBD cord-310769-y6orh217 62 25 mental mental JJ cord-310769-y6orh217 62 26 health health NN cord-310769-y6orh217 62 27 conditions condition NNS cord-310769-y6orh217 62 28 . . . cord-310769-y6orh217 63 1 We -PRON- PRP cord-310769-y6orh217 63 2 hypothesize hypothesize VBP cord-310769-y6orh217 63 3 that that IN cord-310769-y6orh217 63 4 late late JJ cord-310769-y6orh217 63 5 night night NN cord-310769-y6orh217 63 6 activities activity NNS cord-310769-y6orh217 63 7 , , , cord-310769-y6orh217 63 8 compulsive compulsive JJ cord-310769-y6orh217 63 9 and and CC cord-310769-y6orh217 63 10 continuous continuous JJ cord-310769-y6orh217 63 11 usages usage NNS cord-310769-y6orh217 63 12 , , , cord-310769-y6orh217 63 13 time time NN cord-310769-y6orh217 63 14 away away RB cord-310769-y6orh217 63 15 from from IN cord-310769-y6orh217 63 16 online online JJ cord-310769-y6orh217 63 17 platforms platform NNS cord-310769-y6orh217 63 18 , , , cord-310769-y6orh217 63 19 porn porn NN cord-310769-y6orh217 63 20 and and CC cord-310769-y6orh217 63 21 news news NN cord-310769-y6orh217 63 22 consumptions consumption NNS cord-310769-y6orh217 63 23 , , , cord-310769-y6orh217 63 24 and and CC cord-310769-y6orh217 63 25 key key JJ cord-310769-y6orh217 63 26 words word NNS cord-310769-y6orh217 63 27 related relate VBN cord-310769-y6orh217 63 28 to to IN cord-310769-y6orh217 63 29 health health NN cord-310769-y6orh217 63 30 , , , cord-310769-y6orh217 63 31 social social JJ cord-310769-y6orh217 63 32 engagements engagement NNS cord-310769-y6orh217 63 33 , , , cord-310769-y6orh217 63 34 personal personal JJ cord-310769-y6orh217 63 35 affairs affair NNS cord-310769-y6orh217 63 36 , , , cord-310769-y6orh217 63 37 and and CC cord-310769-y6orh217 63 38 negative negative JJ cord-310769-y6orh217 63 39 emotions emotion NNS cord-310769-y6orh217 63 40 may may MD cord-310769-y6orh217 63 41 play play VB cord-310769-y6orh217 63 42 a a DT cord-310769-y6orh217 63 43 role role NN cord-310769-y6orh217 63 44 in in IN cord-310769-y6orh217 63 45 deteriorating deteriorate VBG cord-310769-y6orh217 63 46 mental mental JJ cord-310769-y6orh217 63 47 health health NN cord-310769-y6orh217 63 48 conditions condition NNS cord-310769-y6orh217 63 49 . . . cord-310769-y6orh217 64 1 The the DT cord-310769-y6orh217 64 2 scope scope NN cord-310769-y6orh217 64 3 of of IN cord-310769-y6orh217 64 4 the the DT cord-310769-y6orh217 64 5 study study NN cord-310769-y6orh217 64 6 covers cover VBZ cord-310769-y6orh217 64 7 undergraduate undergraduate JJ cord-310769-y6orh217 64 8 students student NNS cord-310769-y6orh217 64 9 in in IN cord-310769-y6orh217 64 10 the the DT cord-310769-y6orh217 64 11 U.S. U.S. NNP cord-310769-y6orh217 65 1 We -PRON- PRP cord-310769-y6orh217 65 2 envision envision VBP cord-310769-y6orh217 65 3 this this DT cord-310769-y6orh217 65 4 project project NN cord-310769-y6orh217 65 5 as as IN cord-310769-y6orh217 65 6 a a DT cord-310769-y6orh217 65 7 pilot pilot NN cord-310769-y6orh217 65 8 study study NN cord-310769-y6orh217 65 9 : : : cord-310769-y6orh217 65 10 it -PRON- PRP cord-310769-y6orh217 65 11 may may MD cord-310769-y6orh217 65 12 lay lay VB cord-310769-y6orh217 65 13 a a DT cord-310769-y6orh217 65 14 foundation foundation NN cord-310769-y6orh217 65 15 for for IN cord-310769-y6orh217 65 16 mental mental JJ cord-310769-y6orh217 65 17 health health NN cord-310769-y6orh217 65 18 surveillance surveillance NN cord-310769-y6orh217 65 19 and and CC cord-310769-y6orh217 65 20 help help VB cord-310769-y6orh217 65 21 delivery delivery NN cord-310769-y6orh217 65 22 frameworks framework NNS cord-310769-y6orh217 65 23 based base VBN cord-310769-y6orh217 65 24 on on IN cord-310769-y6orh217 65 25 pervasive pervasive JJ cord-310769-y6orh217 65 26 computing computing NN cord-310769-y6orh217 65 27 and and CC cord-310769-y6orh217 65 28 ubiquitous ubiquitous JJ cord-310769-y6orh217 65 29 online online JJ cord-310769-y6orh217 65 30 data datum NNS cord-310769-y6orh217 65 31 . . . cord-310769-y6orh217 66 1 Comparing compare VBG cord-310769-y6orh217 66 2 to to IN cord-310769-y6orh217 66 3 traditional traditional JJ cord-310769-y6orh217 66 4 interviews interview NNS cord-310769-y6orh217 66 5 and and CC cord-310769-y6orh217 66 6 surveys survey NNS cord-310769-y6orh217 66 7 , , , cord-310769-y6orh217 66 8 such such JJ cord-310769-y6orh217 66 9 non non JJ cord-310769-y6orh217 66 10 - - JJ cord-310769-y6orh217 66 11 invasive invasive JJ cord-310769-y6orh217 66 12 system system NN cord-310769-y6orh217 66 13 may may MD cord-310769-y6orh217 66 14 be be VB cord-310769-y6orh217 66 15 cheaper cheap JJR cord-310769-y6orh217 66 16 , , , cord-310769-y6orh217 66 17 efficient efficient JJ cord-310769-y6orh217 66 18 , , , cord-310769-y6orh217 66 19 and and CC cord-310769-y6orh217 66 20 avoid avoid VB cord-310769-y6orh217 66 21 being be VBG cord-310769-y6orh217 66 22 blocked block VBN cord-310769-y6orh217 66 23 by by IN cord-310769-y6orh217 66 24 social social JJ cord-310769-y6orh217 66 25 stigmas stigma NNS cord-310769-y6orh217 66 26 while while IN cord-310769-y6orh217 66 27 notifies notify VBZ cord-310769-y6orh217 66 28 the the DT cord-310769-y6orh217 66 29 caregivers caregiver NNS cord-310769-y6orh217 66 30 on on IN cord-310769-y6orh217 66 31 - - HYPH cord-310769-y6orh217 66 32 time time NN cord-310769-y6orh217 66 33 about about IN cord-310769-y6orh217 66 34 individuals individual NNS cord-310769-y6orh217 66 35 at at IN cord-310769-y6orh217 66 36 risk risk NN cord-310769-y6orh217 66 37 . . . cord-310769-y6orh217 67 1 We -PRON- PRP cord-310769-y6orh217 67 2 recruited recruit VBD cord-310769-y6orh217 67 3 a a DT cord-310769-y6orh217 67 4 cohort cohort NN cord-310769-y6orh217 67 5 of of IN cord-310769-y6orh217 67 6 undergraduate undergraduate JJ cord-310769-y6orh217 67 7 students student NNS cord-310769-y6orh217 67 8 , , , cord-310769-y6orh217 67 9 all all DT cord-310769-y6orh217 67 10 of of IN cord-310769-y6orh217 67 11 whom whom WP cord-310769-y6orh217 67 12 were be VBD cord-310769-y6orh217 67 13 at at RB cord-310769-y6orh217 67 14 least least RBS cord-310769-y6orh217 67 15 18 18 CD cord-310769-y6orh217 67 16 years year NNS cord-310769-y6orh217 67 17 old old JJ cord-310769-y6orh217 67 18 and and CC cord-310769-y6orh217 67 19 have have VBP cord-310769-y6orh217 67 20 an an DT cord-310769-y6orh217 67 21 active active JJ cord-310769-y6orh217 67 22 Google Google NNP cord-310769-y6orh217 67 23 account account NN cord-310769-y6orh217 67 24 for for IN cord-310769-y6orh217 67 25 at at RB cord-310769-y6orh217 67 26 least least RBS cord-310769-y6orh217 67 27 2 2 CD cord-310769-y6orh217 67 28 year year NN cord-310769-y6orh217 67 29 , , , cord-310769-y6orh217 67 30 from from IN cord-310769-y6orh217 67 31 the the DT cord-310769-y6orh217 67 32 University University NNP cord-310769-y6orh217 67 33 of of IN cord-310769-y6orh217 67 34 Rochester Rochester NNP cord-310769-y6orh217 67 35 River River NNP cord-310769-y6orh217 67 36 Campus Campus NNP cord-310769-y6orh217 67 37 , , , cord-310769-y6orh217 67 38 Rochester Rochester NNP cord-310769-y6orh217 67 39 , , , cord-310769-y6orh217 67 40 NY NY NNP cord-310769-y6orh217 67 41 , , , cord-310769-y6orh217 67 42 U.S.A. U.S.A. NNP cord-310769-y6orh217 68 1 The the DT cord-310769-y6orh217 68 2 participation participation NN cord-310769-y6orh217 68 3 was be VBD cord-310769-y6orh217 68 4 voluntary voluntary JJ cord-310769-y6orh217 68 5 , , , cord-310769-y6orh217 68 6 and and CC cord-310769-y6orh217 68 7 individuals individual NNS cord-310769-y6orh217 68 8 had have VBD cord-310769-y6orh217 68 9 the the DT cord-310769-y6orh217 68 10 option option NN cord-310769-y6orh217 68 11 to to TO cord-310769-y6orh217 68 12 opt opt VB cord-310769-y6orh217 68 13 out out IN cord-310769-y6orh217 68 14 of of IN cord-310769-y6orh217 68 15 the the DT cord-310769-y6orh217 68 16 study study NN cord-310769-y6orh217 68 17 at at IN cord-310769-y6orh217 68 18 any any DT cord-310769-y6orh217 68 19 time time NN cord-310769-y6orh217 68 20 , , , cord-310769-y6orh217 68 21 although although IN cord-310769-y6orh217 68 22 we -PRON- PRP cord-310769-y6orh217 68 23 did do VBD cord-310769-y6orh217 68 24 not not RB cord-310769-y6orh217 68 25 encounter encounter VB cord-310769-y6orh217 68 26 any any DT cord-310769-y6orh217 68 27 such such JJ cord-310769-y6orh217 68 28 cases case NNS cord-310769-y6orh217 68 29 . . . cord-310769-y6orh217 69 1 We -PRON- PRP cord-310769-y6orh217 69 2 collected collect VBD cord-310769-y6orh217 69 3 individual individual JJ cord-310769-y6orh217 69 4 - - HYPH cord-310769-y6orh217 69 5 level level NN cord-310769-y6orh217 69 6 longitudinal longitudinal JJ cord-310769-y6orh217 69 7 online online JJ cord-310769-y6orh217 69 8 data datum NNS cord-310769-y6orh217 69 9 ( ( -LRB- cord-310769-y6orh217 69 10 Google Google NNP cord-310769-y6orh217 69 11 Search Search NNP cord-310769-y6orh217 69 12 and and CC cord-310769-y6orh217 69 13 YouTube YouTube NNP cord-310769-y6orh217 69 14 ) ) -RRB- cord-310769-y6orh217 69 15 in in IN cord-310769-y6orh217 69 16 the the DT cord-310769-y6orh217 69 17 form form NN cord-310769-y6orh217 69 18 of of IN cord-310769-y6orh217 69 19 private private JJ cord-310769-y6orh217 69 20 history history NN cord-310769-y6orh217 69 21 logs log VBZ cord-310769-y6orh217 69 22 from from IN cord-310769-y6orh217 69 23 the the DT cord-310769-y6orh217 69 24 participants participant NNS cord-310769-y6orh217 69 25 . . . cord-310769-y6orh217 70 1 For for IN cord-310769-y6orh217 70 2 every every DT cord-310769-y6orh217 70 3 participant participant NN cord-310769-y6orh217 70 4 , , , cord-310769-y6orh217 70 5 we -PRON- PRP cord-310769-y6orh217 70 6 measured measure VBD cord-310769-y6orh217 70 7 the the DT cord-310769-y6orh217 70 8 depression depression NN cord-310769-y6orh217 70 9 and and CC cord-310769-y6orh217 70 10 anxiety anxiety NN cord-310769-y6orh217 70 11 levels level NNS cord-310769-y6orh217 70 12 via via IN cord-310769-y6orh217 70 13 the the DT cord-310769-y6orh217 70 14 clinically clinically RB cord-310769-y6orh217 70 15 validated validate VBN cord-310769-y6orh217 70 16 Patient Patient NNP cord-310769-y6orh217 70 17 Health Health NNP cord-310769-y6orh217 70 18 Questionnaire-9 Questionnaire-9 NNP cord-310769-y6orh217 70 19 ( ( -LRB- cord-310769-y6orh217 70 20 PHQ-9 PHQ-9 NNP cord-310769-y6orh217 70 21 ) ) -RRB- cord-310769-y6orh217 70 22 and and CC cord-310769-y6orh217 70 23 Generalized Generalized NNP cord-310769-y6orh217 70 24 Anxiety Anxiety NNP cord-310769-y6orh217 70 25 Disorder-7 Disorder-7 NNP cord-310769-y6orh217 70 26 ( ( -LRB- cord-310769-y6orh217 70 27 GAD-7 GAD-7 NNP cord-310769-y6orh217 70 28 ) ) -RRB- cord-310769-y6orh217 70 29 , , , cord-310769-y6orh217 70 30 respectively respectively RB cord-310769-y6orh217 70 31 . . . cord-310769-y6orh217 71 1 Basic basic JJ cord-310769-y6orh217 71 2 demographic demographic JJ cord-310769-y6orh217 71 3 information information NN cord-310769-y6orh217 71 4 was be VBD cord-310769-y6orh217 71 5 also also RB cord-310769-y6orh217 71 6 recorded record VBN cord-310769-y6orh217 71 7 . . . cord-310769-y6orh217 72 1 There there EX cord-310769-y6orh217 72 2 were be VBD cord-310769-y6orh217 72 3 in in IN cord-310769-y6orh217 72 4 total total JJ cord-310769-y6orh217 72 5 two two CD cord-310769-y6orh217 72 6 rounds round NNS cord-310769-y6orh217 72 7 of of IN cord-310769-y6orh217 72 8 data datum NNS cord-310769-y6orh217 72 9 collection collection NN cord-310769-y6orh217 72 10 : : : cord-310769-y6orh217 72 11 the the DT cord-310769-y6orh217 72 12 first first JJ cord-310769-y6orh217 72 13 round round NN cord-310769-y6orh217 72 14 during during IN cord-310769-y6orh217 72 15 January January NNP cord-310769-y6orh217 72 16 2020 2020 CD cord-310769-y6orh217 72 17 ( ( -LRB- cord-310769-y6orh217 72 18 prior prior RB cord-310769-y6orh217 72 19 to to IN cord-310769-y6orh217 72 20 the the DT cord-310769-y6orh217 72 21 pandemic pandemic NN cord-310769-y6orh217 72 22 ) ) -RRB- cord-310769-y6orh217 72 23 and and CC cord-310769-y6orh217 72 24 the the DT cord-310769-y6orh217 72 25 second second JJ cord-310769-y6orh217 72 26 round round NN cord-310769-y6orh217 72 27 during during IN cord-310769-y6orh217 72 28 May May NNP cord-310769-y6orh217 72 29 2020 2020 CD cord-310769-y6orh217 73 1 ( ( -LRB- cord-310769-y6orh217 73 2 during during IN cord-310769-y6orh217 73 3 the the DT cord-310769-y6orh217 73 4 pandemic pandemic NN cord-310769-y6orh217 73 5 ) ) -RRB- cord-310769-y6orh217 73 6 . . . cord-310769-y6orh217 74 1 During during IN cord-310769-y6orh217 74 2 each each DT cord-310769-y6orh217 74 3 round round NN cord-310769-y6orh217 74 4 , , , cord-310769-y6orh217 74 5 for for IN cord-310769-y6orh217 74 6 each each DT cord-310769-y6orh217 74 7 participant participant NN cord-310769-y6orh217 74 8 , , , cord-310769-y6orh217 74 9 the the DT cord-310769-y6orh217 74 10 anxiety anxiety NN cord-310769-y6orh217 74 11 and and CC cord-310769-y6orh217 74 12 depression depression NN cord-310769-y6orh217 74 13 scores score NNS cord-310769-y6orh217 74 14 were be VBD cord-310769-y6orh217 74 15 assessed assess VBN cord-310769-y6orh217 74 16 , , , cord-310769-y6orh217 74 17 and and CC cord-310769-y6orh217 74 18 the the DT cord-310769-y6orh217 74 19 change change NN cord-310769-y6orh217 74 20 in in IN cord-310769-y6orh217 74 21 mental mental JJ cord-310769-y6orh217 74 22 health health NN cord-310769-y6orh217 74 23 conditions condition NNS cord-310769-y6orh217 74 24 were be VBD cord-310769-y6orh217 74 25 calculated calculate VBN cord-310769-y6orh217 74 26 in in IN cord-310769-y6orh217 74 27 the the DT cord-310769-y6orh217 74 28 end end NN cord-310769-y6orh217 74 29 . . . cord-310769-y6orh217 75 1 The the DT cord-310769-y6orh217 75 2 entire entire JJ cord-310769-y6orh217 75 3 individual individual JJ cord-310769-y6orh217 75 4 online online JJ cord-310769-y6orh217 75 5 history history NN cord-310769-y6orh217 75 6 data datum NNS cord-310769-y6orh217 75 7 up up IN cord-310769-y6orh217 75 8 till till IN cord-310769-y6orh217 75 9 the the DT cord-310769-y6orh217 75 10 date date NN cord-310769-y6orh217 75 11 of of IN cord-310769-y6orh217 75 12 participation participation NN cord-310769-y6orh217 75 13 was be VBD cord-310769-y6orh217 75 14 also also RB cord-310769-y6orh217 75 15 collected collect VBN cord-310769-y6orh217 75 16 in in IN cord-310769-y6orh217 75 17 both both DT cord-310769-y6orh217 75 18 rounds round NNS cord-310769-y6orh217 75 19 from from IN cord-310769-y6orh217 75 20 the the DT cord-310769-y6orh217 75 21 participants participant NNS cord-310769-y6orh217 75 22 . . . cord-310769-y6orh217 76 1 Figure figure NN cord-310769-y6orh217 76 2 2 2 CD cord-310769-y6orh217 76 3 gives give VBZ cord-310769-y6orh217 76 4 an an DT cord-310769-y6orh217 76 5 illustration illustration NN cord-310769-y6orh217 76 6 of of IN cord-310769-y6orh217 76 7 the the DT cord-310769-y6orh217 76 8 recruitment recruitment NN cord-310769-y6orh217 76 9 timeline timeline NN cord-310769-y6orh217 76 10 and and CC cord-310769-y6orh217 76 11 two two CD cord-310769-y6orh217 76 12 rounds round NNS cord-310769-y6orh217 76 13 of of IN cord-310769-y6orh217 76 14 data datum NNS cord-310769-y6orh217 76 15 collections collection NNS cord-310769-y6orh217 76 16 . . . cord-310769-y6orh217 77 1 All all DT cord-310769-y6orh217 77 2 individuals individual NNS cord-310769-y6orh217 77 3 participated participate VBD cord-310769-y6orh217 77 4 in in IN cord-310769-y6orh217 77 5 both both DT cord-310769-y6orh217 77 6 rounds round NNS cord-310769-y6orh217 77 7 and and CC cord-310769-y6orh217 77 8 were be VBD cord-310769-y6orh217 77 9 compensated compensate VBN cord-310769-y6orh217 77 10 with with IN cord-310769-y6orh217 77 11 10-dollar 10-dollar CD cord-310769-y6orh217 77 12 Amazon Amazon NNP cord-310769-y6orh217 77 13 gift gift NN cord-310769-y6orh217 77 14 cards card NNS cord-310769-y6orh217 77 15 during during IN cord-310769-y6orh217 77 16 each each DT cord-310769-y6orh217 77 17 round round NN cord-310769-y6orh217 77 18 of of IN cord-310769-y6orh217 77 19 participation participation NN cord-310769-y6orh217 77 20 . . . cord-310769-y6orh217 78 1 Given give VBN cord-310769-y6orh217 78 2 the the DT cord-310769-y6orh217 78 3 sensitivity sensitivity NN cord-310769-y6orh217 78 4 and and CC cord-310769-y6orh217 78 5 proprietary proprietary JJ cord-310769-y6orh217 78 6 nature nature NN cord-310769-y6orh217 78 7 of of IN cord-310769-y6orh217 78 8 private private JJ cord-310769-y6orh217 78 9 Google Google NNP cord-310769-y6orh217 78 10 Search Search NNP cord-310769-y6orh217 78 11 and and CC cord-310769-y6orh217 78 12 YouTube YouTube NNP cord-310769-y6orh217 78 13 histories history NNS cord-310769-y6orh217 78 14 , , , cord-310769-y6orh217 78 15 we -PRON- PRP cord-310769-y6orh217 78 16 leveraged leverage VBD cord-310769-y6orh217 78 17 the the DT cord-310769-y6orh217 78 18 Google Google NNP cord-310769-y6orh217 78 19 Takeout Takeout NNP cord-310769-y6orh217 78 20 web web NN cord-310769-y6orh217 78 21 interface interface NN cord-310769-y6orh217 78 22 [ [ -LRB- cord-310769-y6orh217 78 23 40 40 CD cord-310769-y6orh217 78 24 ] ] -RRB- cord-310769-y6orh217 78 25 to to TO cord-310769-y6orh217 78 26 share share VB cord-310769-y6orh217 78 27 the the DT cord-310769-y6orh217 78 28 data datum NNS cord-310769-y6orh217 78 29 with with IN cord-310769-y6orh217 78 30 the the DT cord-310769-y6orh217 78 31 research research NN cord-310769-y6orh217 78 32 team team NN cord-310769-y6orh217 78 33 . . . cord-310769-y6orh217 79 1 Prior prior RB cord-310769-y6orh217 79 2 to to IN cord-310769-y6orh217 79 3 any any DT cord-310769-y6orh217 79 4 data data NN cord-310769-y6orh217 79 5 cleaning cleaning NN cord-310769-y6orh217 79 6 and and CC cord-310769-y6orh217 79 7 analysis analysis NN cord-310769-y6orh217 79 8 , , , cord-310769-y6orh217 79 9 all all DT cord-310769-y6orh217 79 10 sensitive sensitive JJ cord-310769-y6orh217 79 11 information information NN cord-310769-y6orh217 79 12 such such JJ cord-310769-y6orh217 79 13 as as IN cord-310769-y6orh217 79 14 the the DT cord-310769-y6orh217 79 15 name name NN cord-310769-y6orh217 79 16 , , , cord-310769-y6orh217 79 17 email email NN cord-310769-y6orh217 79 18 , , , cord-310769-y6orh217 79 19 phone phone NN cord-310769-y6orh217 79 20 number number NN cord-310769-y6orh217 79 21 , , , cord-310769-y6orh217 79 22 social social JJ cord-310769-y6orh217 79 23 security security NN cord-310769-y6orh217 79 24 number number NN cord-310769-y6orh217 79 25 , , , cord-310769-y6orh217 79 26 and and CC cord-310769-y6orh217 79 27 credit credit NN cord-310769-y6orh217 79 28 card card NN cord-310769-y6orh217 79 29 information information NN cord-310769-y6orh217 79 30 was be VBD cord-310769-y6orh217 79 31 automatically automatically RB cord-310769-y6orh217 79 32 removed remove VBN cord-310769-y6orh217 79 33 via via IN cord-310769-y6orh217 79 34 the the DT cord-310769-y6orh217 79 35 Data Data NNP cord-310769-y6orh217 79 36 Loss Loss NNP cord-310769-y6orh217 79 37 Prevention Prevention NNP cord-310769-y6orh217 79 38 ( ( -LRB- cord-310769-y6orh217 79 39 DLP DLP NNP cord-310769-y6orh217 79 40 ) ) -RRB- cord-310769-y6orh217 79 41 API API NNP cord-310769-y6orh217 79 42 [ [ -LRB- cord-310769-y6orh217 79 43 41 41 CD cord-310769-y6orh217 79 44 ] ] -RRB- cord-310769-y6orh217 79 45 of of IN cord-310769-y6orh217 79 46 Google Google NNP cord-310769-y6orh217 79 47 Cloud Cloud NNP cord-310769-y6orh217 79 48 . . . cord-310769-y6orh217 80 1 For for IN cord-310769-y6orh217 80 2 online online JJ cord-310769-y6orh217 80 3 data datum NNS cord-310769-y6orh217 80 4 and and CC cord-310769-y6orh217 80 5 survey survey NN cord-310769-y6orh217 80 6 response response NN cord-310769-y6orh217 80 7 storage storage NN cord-310769-y6orh217 80 8 , , , cord-310769-y6orh217 80 9 we -PRON- PRP cord-310769-y6orh217 80 10 utilized utilize VBD cord-310769-y6orh217 80 11 a a DT cord-310769-y6orh217 80 12 HIPAAcompliant HIPAAcompliant NNP cord-310769-y6orh217 80 13 cloud cloud NN cord-310769-y6orh217 80 14 - - HYPH cord-310769-y6orh217 80 15 based base VBN cord-310769-y6orh217 80 16 secure secure JJ cord-310769-y6orh217 80 17 storing storing NN cord-310769-y6orh217 80 18 pipeline pipeline NN cord-310769-y6orh217 80 19 . . . cord-310769-y6orh217 81 1 The the DT cord-310769-y6orh217 81 2 whole whole JJ cord-310769-y6orh217 81 3 study study NN cord-310769-y6orh217 81 4 design design NN cord-310769-y6orh217 81 5 , , , cord-310769-y6orh217 81 6 pipelines pipeline NNS cord-310769-y6orh217 81 7 , , , cord-310769-y6orh217 81 8 and and CC cord-310769-y6orh217 81 9 survey survey NN cord-310769-y6orh217 81 10 measurements measurement NNS cord-310769-y6orh217 81 11 involved involve VBN cord-310769-y6orh217 81 12 were be VBD cord-310769-y6orh217 81 13 similar similar JJ cord-310769-y6orh217 81 14 to to IN cord-310769-y6orh217 81 15 our -PRON- PRP$ cord-310769-y6orh217 81 16 previous previous JJ cord-310769-y6orh217 81 17 setup setup NN cord-310769-y6orh217 81 18 in in IN cord-310769-y6orh217 81 19 [ [ -LRB- cord-310769-y6orh217 81 20 39 39 CD cord-310769-y6orh217 81 21 ] ] -RRB- cord-310769-y6orh217 81 22 and and CC cord-310769-y6orh217 81 23 have have VBP cord-310769-y6orh217 81 24 been be VBN cord-310769-y6orh217 81 25 approved approve VBN cord-310769-y6orh217 81 26 by by IN cord-310769-y6orh217 81 27 the the DT cord-310769-y6orh217 81 28 Institutional Institutional NNP cord-310769-y6orh217 81 29 Review Review NNP cord-310769-y6orh217 81 30 Board Board NNP cord-310769-y6orh217 81 31 ( ( -LRB- cord-310769-y6orh217 81 32 IRB IRB NNP cord-310769-y6orh217 81 33 ) ) -RRB- cord-310769-y6orh217 81 34 of of IN cord-310769-y6orh217 81 35 the the DT cord-310769-y6orh217 81 36 University University NNP cord-310769-y6orh217 81 37 of of IN cord-310769-y6orh217 81 38 Rochester Rochester NNP cord-310769-y6orh217 81 39 . . . cord-310769-y6orh217 82 1 The the DT cord-310769-y6orh217 82 2 Google Google NNP cord-310769-y6orh217 82 3 Takeout Takeout NNP cord-310769-y6orh217 82 4 platform platform NN cord-310769-y6orh217 82 5 enables enable VBZ cord-310769-y6orh217 82 6 users user NNS cord-310769-y6orh217 82 7 to to TO cord-310769-y6orh217 82 8 share share VB cord-310769-y6orh217 82 9 the the DT cord-310769-y6orh217 82 10 entire entire JJ cord-310769-y6orh217 82 11 private private JJ cord-310769-y6orh217 82 12 history history NN cord-310769-y6orh217 82 13 logs log NNS cord-310769-y6orh217 82 14 associated associate VBN cord-310769-y6orh217 82 15 with with IN cord-310769-y6orh217 82 16 their -PRON- PRP$ cord-310769-y6orh217 82 17 Google Google NNP cord-310769-y6orh217 82 18 accounts account NNS cord-310769-y6orh217 82 19 , , , cord-310769-y6orh217 82 20 and and CC cord-310769-y6orh217 82 21 as as RB cord-310769-y6orh217 82 22 long long RB cord-310769-y6orh217 82 23 as as IN cord-310769-y6orh217 82 24 the the DT cord-310769-y6orh217 82 25 account account NN cord-310769-y6orh217 82 26 of of IN cord-310769-y6orh217 82 27 the the DT cord-310769-y6orh217 82 28 user user NN cord-310769-y6orh217 82 29 was be VBD cord-310769-y6orh217 82 30 logged log VBN cord-310769-y6orh217 82 31 in in RP cord-310769-y6orh217 82 32 , , , cord-310769-y6orh217 82 33 all all DT cord-310769-y6orh217 82 34 histories history NNS cord-310769-y6orh217 82 35 would would MD cord-310769-y6orh217 82 36 be be VB cord-310769-y6orh217 82 37 recorded record VBN cord-310769-y6orh217 82 38 regardless regardless RB cord-310769-y6orh217 82 39 of of IN cord-310769-y6orh217 82 40 which which WDT cord-310769-y6orh217 82 41 device device NN cord-310769-y6orh217 82 42 the the DT cord-310769-y6orh217 82 43 individual individual NN cord-310769-y6orh217 82 44 was be VBD cord-310769-y6orh217 82 45 using use VBG cord-310769-y6orh217 82 46 . . . cord-310769-y6orh217 83 1 Each each DT cord-310769-y6orh217 83 2 activity activity NN cord-310769-y6orh217 83 3 in in IN cord-310769-y6orh217 83 4 Google Google NNP cord-310769-y6orh217 83 5 Search Search NNP cord-310769-y6orh217 83 6 and and CC cord-310769-y6orh217 83 7 YouTube YouTube NNP cord-310769-y6orh217 83 8 engagement engagement NN cord-310769-y6orh217 83 9 logs log NNS cord-310769-y6orh217 83 10 were be VBD cord-310769-y6orh217 83 11 timestamped timestampe VBN cord-310769-y6orh217 83 12 , , , cord-310769-y6orh217 83 13 signifying signify VBG cord-310769-y6orh217 83 14 when when WRB cord-310769-y6orh217 83 15 the the DT cord-310769-y6orh217 83 16 activity activity NN cord-310769-y6orh217 83 17 happened happen VBD cord-310769-y6orh217 83 18 to to IN cord-310769-y6orh217 83 19 the the DT cord-310769-y6orh217 83 20 precision precision NN cord-310769-y6orh217 83 21 of of IN cord-310769-y6orh217 83 22 seconds second NNS cord-310769-y6orh217 83 23 . . . cord-310769-y6orh217 84 1 Besides besides RB cord-310769-y6orh217 84 2 , , , cord-310769-y6orh217 84 3 for for IN cord-310769-y6orh217 84 4 each each DT cord-310769-y6orh217 84 5 Google Google NNP cord-310769-y6orh217 84 6 Search Search NNP cord-310769-y6orh217 84 7 , , , cord-310769-y6orh217 84 8 the the DT cord-310769-y6orh217 84 9 history history NN cord-310769-y6orh217 84 10 log log NN cord-310769-y6orh217 84 11 contained contain VBD cord-310769-y6orh217 84 12 the the DT cord-310769-y6orh217 84 13 query query NN cord-310769-y6orh217 84 14 text text NN cord-310769-y6orh217 84 15 input input NN cord-310769-y6orh217 84 16 by by IN cord-310769-y6orh217 84 17 the the DT cord-310769-y6orh217 84 18 user user NN cord-310769-y6orh217 84 19 . . . cord-310769-y6orh217 85 1 It -PRON- PRP cord-310769-y6orh217 85 2 also also RB cord-310769-y6orh217 85 3 recorded record VBD cord-310769-y6orh217 85 4 the the DT cord-310769-y6orh217 85 5 URL url NN cord-310769-y6orh217 85 6 if if IN cord-310769-y6orh217 85 7 the the DT cord-310769-y6orh217 85 8 user user NN cord-310769-y6orh217 85 9 directly directly RB cord-310769-y6orh217 85 10 input input VBP cord-310769-y6orh217 85 11 a a DT cord-310769-y6orh217 85 12 website website NN cord-310769-y6orh217 85 13 address address NN cord-310769-y6orh217 85 14 to to IN cord-310769-y6orh217 85 15 the the DT cord-310769-y6orh217 85 16 search search NN cord-310769-y6orh217 85 17 engine engine NN cord-310769-y6orh217 85 18 . . . cord-310769-y6orh217 86 1 For for IN cord-310769-y6orh217 86 2 each each DT cord-310769-y6orh217 86 3 YouTube YouTube NNP cord-310769-y6orh217 86 4 video video NN cord-310769-y6orh217 86 5 watched watch VBN cord-310769-y6orh217 86 6 by by IN cord-310769-y6orh217 86 7 the the DT cord-310769-y6orh217 86 8 user user NN cord-310769-y6orh217 86 9 , , , cord-310769-y6orh217 86 10 the the DT cord-310769-y6orh217 86 11 history history NN cord-310769-y6orh217 86 12 log log NN cord-310769-y6orh217 86 13 contained contain VBD cord-310769-y6orh217 86 14 the the DT cord-310769-y6orh217 86 15 URL url NN cord-310769-y6orh217 86 16 to to IN cord-310769-y6orh217 86 17 the the DT cord-310769-y6orh217 86 18 video video NN cord-310769-y6orh217 86 19 . . . cord-310769-y6orh217 87 1 If if IN cord-310769-y6orh217 87 2 the the DT cord-310769-y6orh217 87 3 individual individual NN cord-310769-y6orh217 87 4 directly directly RB cord-310769-y6orh217 87 5 searched search VBN cord-310769-y6orh217 87 6 with with IN cord-310769-y6orh217 87 7 key key JJ cord-310769-y6orh217 87 8 word(s word(s NNP cord-310769-y6orh217 87 9 ) ) -RRB- cord-310769-y6orh217 87 10 on on IN cord-310769-y6orh217 87 11 the the DT cord-310769-y6orh217 87 12 YouTube YouTube NNP cord-310769-y6orh217 87 13 platform platform NN cord-310769-y6orh217 87 14 , , , cord-310769-y6orh217 87 15 the the DT cord-310769-y6orh217 87 16 history history NN cord-310769-y6orh217 87 17 log log NN cord-310769-y6orh217 87 18 also also RB cord-310769-y6orh217 87 19 recorded record VBD cord-310769-y6orh217 87 20 the the DT cord-310769-y6orh217 87 21 URL url NN cord-310769-y6orh217 87 22 to to IN cord-310769-y6orh217 87 23 the the DT cord-310769-y6orh217 87 24 search search NN cord-310769-y6orh217 87 25 results result NNS cord-310769-y6orh217 87 26 . . . cord-310769-y6orh217 88 1 In in IN cord-310769-y6orh217 88 2 order order NN cord-310769-y6orh217 88 3 to to TO cord-310769-y6orh217 88 4 capture capture VB cord-310769-y6orh217 88 5 the the DT cord-310769-y6orh217 88 6 change change NN cord-310769-y6orh217 88 7 in in IN cord-310769-y6orh217 88 8 online online JJ cord-310769-y6orh217 88 9 behaviors behavior NNS cord-310769-y6orh217 88 10 for for IN cord-310769-y6orh217 88 11 the the DT cord-310769-y6orh217 88 12 participants participant NNS cord-310769-y6orh217 88 13 , , , cord-310769-y6orh217 88 14 we -PRON- PRP cord-310769-y6orh217 88 15 first first RB cord-310769-y6orh217 88 16 introduced introduce VBD cord-310769-y6orh217 88 17 a a DT cord-310769-y6orh217 88 18 set set NN cord-310769-y6orh217 88 19 of of IN cord-310769-y6orh217 88 20 features feature NNS cord-310769-y6orh217 88 21 that that WDT cord-310769-y6orh217 88 22 quantifies quantify VBZ cord-310769-y6orh217 88 23 certain certain JJ cord-310769-y6orh217 88 24 aspects aspect NNS cord-310769-y6orh217 88 25 of of IN cord-310769-y6orh217 88 26 how how WRB cord-310769-y6orh217 88 27 individuals individual NNS cord-310769-y6orh217 88 28 interact interact VBP cord-310769-y6orh217 88 29 with with IN cord-310769-y6orh217 88 30 Google Google NNP cord-310769-y6orh217 88 31 Search Search NNP cord-310769-y6orh217 88 32 and and CC cord-310769-y6orh217 88 33 YouTube YouTube NNP cord-310769-y6orh217 88 34 . . . cord-310769-y6orh217 89 1 The the DT cord-310769-y6orh217 89 2 set set NN cord-310769-y6orh217 89 3 of of IN cord-310769-y6orh217 89 4 features feature NNS cord-310769-y6orh217 89 5 was be VBD cord-310769-y6orh217 89 6 calculated calculate VBN cord-310769-y6orh217 89 7 for for IN cord-310769-y6orh217 89 8 each each DT cord-310769-y6orh217 89 9 participant participant NN cord-310769-y6orh217 89 10 separately separately RB cord-310769-y6orh217 89 11 . . . cord-310769-y6orh217 90 1 Individual individual JJ cord-310769-y6orh217 90 2 - - HYPH cord-310769-y6orh217 90 3 level level NN cord-310769-y6orh217 90 4 behavior behavior NN cord-310769-y6orh217 90 5 changes change NNS cord-310769-y6orh217 90 6 were be VBD cord-310769-y6orh217 90 7 then then RB cord-310769-y6orh217 90 8 obtained obtain VBN cord-310769-y6orh217 90 9 by by IN cord-310769-y6orh217 90 10 examining examine VBG cord-310769-y6orh217 90 11 the the DT cord-310769-y6orh217 90 12 features feature NNS cord-310769-y6orh217 90 13 variations variation NNS cord-310769-y6orh217 90 14 between between IN cord-310769-y6orh217 90 15 January January NNP cord-310769-y6orh217 90 16 to to IN cord-310769-y6orh217 90 17 mid mid NNP cord-310769-y6orh217 90 18 - - NNP cord-310769-y6orh217 90 19 March March NNP cord-310769-y6orh217 90 20 of of IN cord-310769-y6orh217 90 21 2020 2020 CD cord-310769-y6orh217 90 22 ( ( -LRB- cord-310769-y6orh217 90 23 prior prior RB cord-310769-y6orh217 90 24 to to IN cord-310769-y6orh217 90 25 the the DT cord-310769-y6orh217 90 26 outbreak outbreak NN cord-310769-y6orh217 90 27 ) ) -RRB- cord-310769-y6orh217 90 28 and and CC cord-310769-y6orh217 90 29 mid mid NNP cord-310769-y6orh217 90 30 - - NNP cord-310769-y6orh217 90 31 March March NNP cord-310769-y6orh217 90 32 to to IN cord-310769-y6orh217 90 33 May May NNP cord-310769-y6orh217 90 34 of of IN cord-310769-y6orh217 90 35 2020 2020 CD cord-310769-y6orh217 90 36 ( ( -LRB- cord-310769-y6orh217 90 37 after after IN cord-310769-y6orh217 90 38 the the DT cord-310769-y6orh217 90 39 outbreak outbreak NN cord-310769-y6orh217 90 40 ) ) -RRB- cord-310769-y6orh217 90 41 . . . cord-310769-y6orh217 91 1 Concretely concretely RB cord-310769-y6orh217 91 2 , , , cord-310769-y6orh217 91 3 we -PRON- PRP cord-310769-y6orh217 91 4 defined define VBD cord-310769-y6orh217 91 5 5 5 CD cord-310769-y6orh217 91 6 features feature NNS cord-310769-y6orh217 91 7 and and CC cord-310769-y6orh217 91 8 cut cut VBD cord-310769-y6orh217 91 9 the the DT cord-310769-y6orh217 91 10 longitudinal longitudinal JJ cord-310769-y6orh217 91 11 data datum NNS cord-310769-y6orh217 91 12 of of IN cord-310769-y6orh217 91 13 each each DT cord-310769-y6orh217 91 14 participant participant NN cord-310769-y6orh217 91 15 into into IN cord-310769-y6orh217 91 16 two two CD cord-310769-y6orh217 91 17 segments segment NNS cord-310769-y6orh217 91 18 by by IN cord-310769-y6orh217 91 19 mid mid NNP cord-310769-y6orh217 91 20 - - NNP cord-310769-y6orh217 91 21 March March NNP cord-310769-y6orh217 91 22 , , , cord-310769-y6orh217 91 23 around around IN cord-310769-y6orh217 91 24 the the DT cord-310769-y6orh217 91 25 time time NN cord-310769-y6orh217 91 26 of of IN cord-310769-y6orh217 91 27 the the DT cord-310769-y6orh217 91 28 COVID-19 covid-19 JJ cord-310769-y6orh217 91 29 outbreak outbreak NN cord-310769-y6orh217 91 30 in in IN cord-310769-y6orh217 91 31 the the DT cord-310769-y6orh217 91 32 U.S U.S NNP cord-310769-y6orh217 91 33 and and CC cord-310769-y6orh217 91 34 campus campus NN cord-310769-y6orh217 91 35 lockdown lockdown NN cord-310769-y6orh217 91 36 . . . cord-310769-y6orh217 92 1 The the DT cord-310769-y6orh217 92 2 two two CD cord-310769-y6orh217 92 3 segments segment NNS cord-310769-y6orh217 92 4 spanned span VBD cord-310769-y6orh217 92 5 2.5 2.5 CD cord-310769-y6orh217 92 6 months month NNS cord-310769-y6orh217 92 7 before before IN cord-310769-y6orh217 92 8 and and CC cord-310769-y6orh217 92 9 after after IN cord-310769-y6orh217 92 10 mid mid NNP cord-310769-y6orh217 92 11 - - NNP cord-310769-y6orh217 92 12 March March NNP cord-310769-y6orh217 92 13 , , , cord-310769-y6orh217 92 14 respectively respectively RB cord-310769-y6orh217 92 15 , , , cord-310769-y6orh217 92 16 and and CC cord-310769-y6orh217 92 17 data datum NNS cord-310769-y6orh217 92 18 before before IN cord-310769-y6orh217 92 19 January January NNP cord-310769-y6orh217 92 20 2020 2020 CD cord-310769-y6orh217 92 21 was be VBD cord-310769-y6orh217 92 22 discarded discard VBN cord-310769-y6orh217 92 23 . . . cord-310769-y6orh217 93 1 The the DT cord-310769-y6orh217 93 2 same same JJ cord-310769-y6orh217 93 3 feature feature NN cord-310769-y6orh217 93 4 was be VBD cord-310769-y6orh217 93 5 extracted extract VBN cord-310769-y6orh217 93 6 from from IN cord-310769-y6orh217 93 7 both both DT cord-310769-y6orh217 93 8 segments segment NNS cord-310769-y6orh217 93 9 of of IN cord-310769-y6orh217 93 10 data datum NNS cord-310769-y6orh217 93 11 , , , cord-310769-y6orh217 93 12 and and CC cord-310769-y6orh217 93 13 the the DT cord-310769-y6orh217 93 14 change change NN cord-310769-y6orh217 93 15 was be VBD cord-310769-y6orh217 93 16 calculated calculate VBN cord-310769-y6orh217 93 17 . . . cord-310769-y6orh217 94 1 Such such JJ cord-310769-y6orh217 94 2 change change NN cord-310769-y6orh217 94 3 was be VBD cord-310769-y6orh217 94 4 referred refer VBN cord-310769-y6orh217 94 5 as as IN cord-310769-y6orh217 94 6 the the DT cord-310769-y6orh217 94 7 behavior behavior NN cord-310769-y6orh217 94 8 shifts shift VBZ cord-310769-y6orh217 94 9 during during IN cord-310769-y6orh217 94 10 the the DT cord-310769-y6orh217 94 11 pandemic pandemic NN cord-310769-y6orh217 94 12 and and CC cord-310769-y6orh217 94 13 lockdown lockdown NN cord-310769-y6orh217 94 14 . . . cord-310769-y6orh217 95 1 Figure figure NN cord-310769-y6orh217 95 2 2 2 CD cord-310769-y6orh217 95 3 gives give VBZ cord-310769-y6orh217 95 4 an an DT cord-310769-y6orh217 95 5 illustration illustration NN cord-310769-y6orh217 95 6 of of IN cord-310769-y6orh217 95 7 data datum NNS cord-310769-y6orh217 95 8 segmentations segmentation NNS cord-310769-y6orh217 95 9 and and CC cord-310769-y6orh217 95 10 feature feature NN cord-310769-y6orh217 95 11 engineering engineering NN cord-310769-y6orh217 95 12 pipelines pipeline NNS cord-310769-y6orh217 95 13 . . . cord-310769-y6orh217 96 1 We -PRON- PRP cord-310769-y6orh217 96 2 defined define VBD cord-310769-y6orh217 96 3 late late JJ cord-310769-y6orh217 96 4 night night NN cord-310769-y6orh217 96 5 activities activity NNS cord-310769-y6orh217 96 6 ( ( -LRB- cord-310769-y6orh217 96 7 LNA LNA NNP cord-310769-y6orh217 96 8 ) ) -RRB- cord-310769-y6orh217 96 9 as as IN cord-310769-y6orh217 96 10 the the DT cord-310769-y6orh217 96 11 activities activity NNS cord-310769-y6orh217 96 12 happened happen VBD cord-310769-y6orh217 96 13 between between IN cord-310769-y6orh217 96 14 10:00 10:00 CD cord-310769-y6orh217 96 15 P.M. p.m. NN cord-310769-y6orh217 96 16 and and CC cord-310769-y6orh217 96 17 5:00 5:00 CD cord-310769-y6orh217 96 18 A.M. a.m. NN cord-310769-y6orh217 96 19 of of IN cord-310769-y6orh217 96 20 the the DT cord-310769-y6orh217 96 21 next next JJ cord-310769-y6orh217 96 22 day day NN cord-310769-y6orh217 96 23 , , , cord-310769-y6orh217 96 24 regardless regardless RB cord-310769-y6orh217 96 25 of of IN cord-310769-y6orh217 96 26 Google Google NNP cord-310769-y6orh217 96 27 Search Search NNP cord-310769-y6orh217 96 28 or or CC cord-310769-y6orh217 96 29 YouTube YouTube NNP cord-310769-y6orh217 96 30 . . . cord-310769-y6orh217 97 1 For for IN cord-310769-y6orh217 97 2 each each DT cord-310769-y6orh217 97 3 participant participant NN cord-310769-y6orh217 97 4 , , , cord-310769-y6orh217 97 5 we -PRON- PRP cord-310769-y6orh217 97 6 counted count VBD cord-310769-y6orh217 97 7 the the DT cord-310769-y6orh217 97 8 numbers number NNS cord-310769-y6orh217 97 9 of of IN cord-310769-y6orh217 97 10 late late JJ cord-310769-y6orh217 97 11 - - HYPH cord-310769-y6orh217 97 12 night night NN cord-310769-y6orh217 97 13 activities activity NNS cord-310769-y6orh217 97 14 before before RB cord-310769-y6orh217 97 15 ( ( -LRB- cord-310769-y6orh217 97 16 ( ( -LRB- cord-310769-y6orh217 97 17 ) ) -RRB- cord-310769-y6orh217 97 18 * * NFP cord-310769-y6orh217 97 19 + + CC cord-310769-y6orh217 97 20 # # $ cord-310769-y6orh217 97 21 ) ) -RRB- cord-310769-y6orh217 97 22 ) ) -RRB- cord-310769-y6orh217 97 23 and and CC cord-310769-y6orh217 97 24 after after IN cord-310769-y6orh217 97 25 the the DT cord-310769-y6orh217 97 26 outbreak outbreak NN cord-310769-y6orh217 97 27 ( ( -LRB- cord-310769-y6orh217 97 28 ( ( -LRB- cord-310769-y6orh217 97 29 ) ) -RRB- cord-310769-y6orh217 97 30 * * NFP cord-310769-y6orh217 97 31 + + CC cord-310769-y6orh217 97 32 # # $ cord-310769-y6orh217 97 33 ) ) -RRB- cord-310769-y6orh217 97 34 ) ) -RRB- cord-310769-y6orh217 97 35 , , , cord-310769-y6orh217 97 36 respectively respectively RB cord-310769-y6orh217 97 37 . . . cord-310769-y6orh217 98 1 We -PRON- PRP cord-310769-y6orh217 98 2 then then RB cord-310769-y6orh217 98 3 calculated calculate VBD cord-310769-y6orh217 98 4 the the DT cord-310769-y6orh217 98 5 percentage percentage NN cord-310769-y6orh217 98 6 change change NN cord-310769-y6orh217 98 7 of of IN cord-310769-y6orh217 98 8 late late JJ cord-310769-y6orh217 98 9 - - HYPH cord-310769-y6orh217 98 10 night night NN cord-310769-y6orh217 98 11 activities activity NNS cord-310769-y6orh217 98 12 and and CC cord-310769-y6orh217 98 13 used use VBD cord-310769-y6orh217 98 14 it -PRON- PRP cord-310769-y6orh217 98 15 as as IN cord-310769-y6orh217 98 16 a a DT cord-310769-y6orh217 98 17 behavior behavior NN cord-310769-y6orh217 98 18 shift shift NN cord-310769-y6orh217 98 19 feature feature NN cord-310769-y6orh217 98 20 : : : cord-310769-y6orh217 98 21 . . . cord-310769-y6orh217 99 1 The the DT cord-310769-y6orh217 99 2 percentage percentage NN cord-310769-y6orh217 99 3 change change NN cord-310769-y6orh217 99 4 of of IN cord-310769-y6orh217 99 5 late late JJ cord-310769-y6orh217 99 6 nigh nigh JJ cord-310769-y6orh217 99 7 activities activity NNS cord-310769-y6orh217 99 8 before before IN cord-310769-y6orh217 99 9 and and CC cord-310769-y6orh217 99 10 after after IN cord-310769-y6orh217 99 11 COVID-19 covid-19 JJ cord-310769-y6orh217 99 12 outbreak outbreak NN cord-310769-y6orh217 99 13 . . . cord-310769-y6orh217 100 1 For for IN cord-310769-y6orh217 100 2 the the DT cord-310769-y6orh217 100 3 rest rest NN cord-310769-y6orh217 100 4 of of IN cord-310769-y6orh217 100 5 the the DT cord-310769-y6orh217 100 6 study study NN cord-310769-y6orh217 100 7 , , , cord-310769-y6orh217 100 8 any any DT cord-310769-y6orh217 100 9 mentioned mention VBN cord-310769-y6orh217 100 10 percentage percentage NN cord-310769-y6orh217 100 11 or or CC cord-310769-y6orh217 100 12 relative relative JJ cord-310769-y6orh217 100 13 changes change NNS cord-310769-y6orh217 100 14 of of IN cord-310769-y6orh217 100 15 features feature NNS cord-310769-y6orh217 100 16 were be VBD cord-310769-y6orh217 100 17 calculated calculate VBN cord-310769-y6orh217 100 18 the the DT cord-310769-y6orh217 100 19 same same JJ cord-310769-y6orh217 100 20 way way NN cord-310769-y6orh217 100 21 as as IN cord-310769-y6orh217 100 22 above above RB cord-310769-y6orh217 100 23 . . . cord-310769-y6orh217 101 1 We -PRON- PRP cord-310769-y6orh217 101 2 defined define VBD cord-310769-y6orh217 101 3 inactivity inactivity NN cord-310769-y6orh217 101 4 periods period NNS cord-310769-y6orh217 101 5 as as IN cord-310769-y6orh217 101 6 the the DT cord-310769-y6orh217 101 7 periods period NNS cord-310769-y6orh217 101 8 of of IN cord-310769-y6orh217 101 9 time time NN cord-310769-y6orh217 101 10 where where WRB cord-310769-y6orh217 101 11 no no DT cord-310769-y6orh217 101 12 Google Google NNP cord-310769-y6orh217 101 13 Search Search NNP cord-310769-y6orh217 101 14 nor nor CC cord-310769-y6orh217 101 15 YouTube YouTube NNP cord-310769-y6orh217 101 16 activity activity NN cord-310769-y6orh217 101 17 was be VBD cord-310769-y6orh217 101 18 performed perform VBN cord-310769-y6orh217 101 19 . . . cord-310769-y6orh217 102 1 We -PRON- PRP cord-310769-y6orh217 102 2 set set VBD cord-310769-y6orh217 102 3 a a DT cord-310769-y6orh217 102 4 threshold threshold NN cord-310769-y6orh217 102 5 of of IN cord-310769-y6orh217 102 6 7 7 CD cord-310769-y6orh217 102 7 hours hour NNS cord-310769-y6orh217 102 8 , , , cord-310769-y6orh217 102 9 and and CC cord-310769-y6orh217 102 10 we -PRON- PRP cord-310769-y6orh217 102 11 identified identify VBD cord-310769-y6orh217 102 12 all all PDT cord-310769-y6orh217 102 13 the the DT cord-310769-y6orh217 102 14 inactivity inactivity NN cord-310769-y6orh217 102 15 periods period NNS cord-310769-y6orh217 102 16 that that WDT cord-310769-y6orh217 102 17 were be VBD cord-310769-y6orh217 102 18 longer long JJR cord-310769-y6orh217 102 19 than than IN cord-310769-y6orh217 102 20 7 7 CD cord-310769-y6orh217 102 21 hours hour NNS cord-310769-y6orh217 102 22 for for IN cord-310769-y6orh217 102 23 each each DT cord-310769-y6orh217 102 24 participant participant NN cord-310769-y6orh217 102 25 from from IN cord-310769-y6orh217 102 26 the the DT cord-310769-y6orh217 102 27 online online JJ cord-310769-y6orh217 102 28 data datum NNS cord-310769-y6orh217 102 29 log log NN cord-310769-y6orh217 102 30 . . . cord-310769-y6orh217 103 1 Moreover moreover RB cord-310769-y6orh217 103 2 , , , cord-310769-y6orh217 103 3 we -PRON- PRP cord-310769-y6orh217 103 4 looked look VBD cord-310769-y6orh217 103 5 at at IN cord-310769-y6orh217 103 6 how how WRB cord-310769-y6orh217 103 7 these these DT cord-310769-y6orh217 103 8 inactivity inactivity NN cord-310769-y6orh217 103 9 periods period NNS cord-310769-y6orh217 103 10 were be VBD cord-310769-y6orh217 103 11 distributed distribute VBN cord-310769-y6orh217 103 12 across across IN cord-310769-y6orh217 103 13 24 24 CD cord-310769-y6orh217 103 14 hours hour NNS cord-310769-y6orh217 103 15 . . . cord-310769-y6orh217 104 1 We -PRON- PRP cord-310769-y6orh217 104 2 obtained obtain VBD cord-310769-y6orh217 104 3 the the DT cord-310769-y6orh217 104 4 mid mid JJ cord-310769-y6orh217 104 5 - - JJ cord-310769-y6orh217 104 6 point point JJ cord-310769-y6orh217 104 7 hour hour NN cord-310769-y6orh217 104 8 mark mark NN cord-310769-y6orh217 104 9 for for IN cord-310769-y6orh217 104 10 each each DT cord-310769-y6orh217 104 11 inactivity inactivity NN cord-310769-y6orh217 104 12 period period NN cord-310769-y6orh217 104 13 : : : cord-310769-y6orh217 104 14 for for IN cord-310769-y6orh217 104 15 example example NN cord-310769-y6orh217 104 16 , , , cord-310769-y6orh217 104 17 an an DT cord-310769-y6orh217 104 18 inactivity inactivity NN cord-310769-y6orh217 104 19 period period NN cord-310769-y6orh217 104 20 started start VBD cord-310769-y6orh217 104 21 at at IN cord-310769-y6orh217 104 22 11 11 CD cord-310769-y6orh217 104 23 P.M. p.m. NN cord-310769-y6orh217 104 24 and and CC cord-310769-y6orh217 104 25 ended end VBD cord-310769-y6orh217 104 26 at at IN cord-310769-y6orh217 104 27 7 7 CD cord-310769-y6orh217 104 28 A.M. A.M. NNP cord-310769-y6orh217 104 29 has have VBZ cord-310769-y6orh217 104 30 a a DT cord-310769-y6orh217 104 31 mid mid JJ cord-310769-y6orh217 104 32 - - NN cord-310769-y6orh217 104 33 point point NN cord-310769-y6orh217 104 34 of of IN cord-310769-y6orh217 104 35 3 3 CD cord-310769-y6orh217 104 36 A.M. a.m. NN cord-310769-y6orh217 105 1 With with IN cord-310769-y6orh217 105 2 normalization normalization NN cord-310769-y6orh217 105 3 , , , cord-310769-y6orh217 105 4 we -PRON- PRP cord-310769-y6orh217 105 5 received receive VBD cord-310769-y6orh217 105 6 a a DT cord-310769-y6orh217 105 7 discrete discrete JJ cord-310769-y6orh217 105 8 distribution distribution NN cord-310769-y6orh217 105 9 of of IN cord-310769-y6orh217 105 10 inactivity inactivity NN cord-310769-y6orh217 105 11 period period NN cord-310769-y6orh217 105 12 midpoints midpoint NNS cord-310769-y6orh217 105 13 over over IN cord-310769-y6orh217 105 14 the the DT cord-310769-y6orh217 105 15 24-hour 24-hour JJ cord-310769-y6orh217 105 16 bins bin NNS cord-310769-y6orh217 105 17 . . . cord-310769-y6orh217 106 1 It -PRON- PRP cord-310769-y6orh217 106 2 represented represent VBD cord-310769-y6orh217 106 3 how how WRB cord-310769-y6orh217 106 4 the the DT cord-310769-y6orh217 106 5 time time NN cord-310769-y6orh217 106 6 away away RB cord-310769-y6orh217 106 7 from from IN cord-310769-y6orh217 106 8 Google Google NNP cord-310769-y6orh217 106 9 Search Search NNP cord-310769-y6orh217 106 10 and and CC cord-310769-y6orh217 106 11 YouTube YouTube NNP cord-310769-y6orh217 106 12 of of IN cord-310769-y6orh217 106 13 an an DT cord-310769-y6orh217 106 14 individual individual NN cord-310769-y6orh217 106 15 was be VBD cord-310769-y6orh217 106 16 distributed distribute VBN cord-310769-y6orh217 106 17 in in IN cord-310769-y6orh217 106 18 a a DT cord-310769-y6orh217 106 19 24-hour 24-hour JJ cord-310769-y6orh217 106 20 period period NN cord-310769-y6orh217 106 21 . . . cord-310769-y6orh217 107 1 Such such JJ cord-310769-y6orh217 107 2 distribution distribution NN cord-310769-y6orh217 107 3 was be VBD cord-310769-y6orh217 107 4 calculated calculate VBN cord-310769-y6orh217 107 5 on on IN cord-310769-y6orh217 107 6 the the DT cord-310769-y6orh217 107 7 data data NN cord-310769-y6orh217 107 8 segments segment NNS cord-310769-y6orh217 107 9 before before RB cord-310769-y6orh217 107 10 ( ( -LRB- cord-310769-y6orh217 107 11 ( ( -LRB- cord-310769-y6orh217 107 12 ) ) -RRB- cord-310769-y6orh217 107 13 * * NFP cord-310769-y6orh217 107 14 + + CC cord-310769-y6orh217 107 15 # # $ cord-310769-y6orh217 107 16 ) ) -RRB- cord-310769-y6orh217 107 17 ) ) -RRB- cord-310769-y6orh217 107 18 and and CC cord-310769-y6orh217 107 19 after after IN cord-310769-y6orh217 107 20 ( ( -LRB- cord-310769-y6orh217 107 21 " " `` cord-310769-y6orh217 107 22 * * NFP cord-310769-y6orh217 107 23 $ $ $ cord-310769-y6orh217 107 24 ) ) -RRB- cord-310769-y6orh217 107 25 # # $ cord-310769-y6orh217 107 26 ) ) -RRB- cord-310769-y6orh217 107 27 the the DT cord-310769-y6orh217 107 28 outbreak outbreak NN cord-310769-y6orh217 107 29 , , , cord-310769-y6orh217 107 30 respectively respectively RB cord-310769-y6orh217 107 31 . . . cord-310769-y6orh217 108 1 Figure figure NN cord-310769-y6orh217 108 2 1 1 CD cord-310769-y6orh217 108 3 showcases showcase VBZ cord-310769-y6orh217 108 4 two two CD cord-310769-y6orh217 108 5 normalized normalize VBN cord-310769-y6orh217 108 6 inactivity inactivity NN cord-310769-y6orh217 108 7 midpoint midpoint NN cord-310769-y6orh217 108 8 distributions distribution NNS cord-310769-y6orh217 108 9 before before IN cord-310769-y6orh217 108 10 and and CC cord-310769-y6orh217 108 11 after after IN cord-310769-y6orh217 108 12 the the DT cord-310769-y6orh217 108 13 outbreak outbreak NN cord-310769-y6orh217 108 14 : : : cord-310769-y6orh217 108 15 after after IN cord-310769-y6orh217 108 16 the the DT cord-310769-y6orh217 108 17 outbreak outbreak NN cord-310769-y6orh217 108 18 , , , cord-310769-y6orh217 108 19 most most JJS cord-310769-y6orh217 108 20 of of IN cord-310769-y6orh217 108 21 the the DT cord-310769-y6orh217 108 22 inactive inactive JJ cord-310769-y6orh217 108 23 periods period NNS cord-310769-y6orh217 108 24 of of IN cord-310769-y6orh217 108 25 participant participant NN cord-310769-y6orh217 108 26 1 1 CD cord-310769-y6orh217 108 27 shifted shift VBD cord-310769-y6orh217 108 28 to to IN cord-310769-y6orh217 108 29 later late JJR cord-310769-y6orh217 108 30 hours hour NNS cord-310769-y6orh217 108 31 of of IN cord-310769-y6orh217 108 32 the the DT cord-310769-y6orh217 108 33 dawn dawn NN cord-310769-y6orh217 108 34 , , , cord-310769-y6orh217 108 35 which which WDT cord-310769-y6orh217 108 36 was be VBD cord-310769-y6orh217 108 37 most most RBS cord-310769-y6orh217 108 38 likely likely JJ cord-310769-y6orh217 108 39 to to TO cord-310769-y6orh217 108 40 be be VB cord-310769-y6orh217 108 41 a a DT cord-310769-y6orh217 108 42 delay delay NN cord-310769-y6orh217 108 43 in in IN cord-310769-y6orh217 108 44 bedtime bedtime NN cord-310769-y6orh217 108 45 ; ; : cord-310769-y6orh217 108 46 for for IN cord-310769-y6orh217 108 47 participant participant NN cord-310769-y6orh217 108 48 2 2 CD cord-310769-y6orh217 108 49 , , , cord-310769-y6orh217 108 50 the the DT cord-310769-y6orh217 108 51 morning morning NN cord-310769-y6orh217 108 52 inactivity inactivity NN cord-310769-y6orh217 108 53 moved move VBD cord-310769-y6orh217 108 54 earlier early RBR cord-310769-y6orh217 108 55 , , , cord-310769-y6orh217 108 56 and and CC cord-310769-y6orh217 108 57 new new JJ cord-310769-y6orh217 108 58 inactive inactive JJ cord-310769-y6orh217 108 59 periods period NNS cord-310769-y6orh217 108 60 during during IN cord-310769-y6orh217 108 61 the the DT cord-310769-y6orh217 108 62 afternoon afternoon NN cord-310769-y6orh217 108 63 appeared appear VBD cord-310769-y6orh217 108 64 after after IN cord-310769-y6orh217 108 65 the the DT cord-310769-y6orh217 108 66 outbreak outbreak NN cord-310769-y6orh217 108 67 . . . cord-310769-y6orh217 109 1 One one CD cord-310769-y6orh217 109 2 possible possible JJ cord-310769-y6orh217 109 3 explanation explanation NN cord-310769-y6orh217 109 4 could could MD cord-310769-y6orh217 109 5 be be VB cord-310769-y6orh217 109 6 that that IN cord-310769-y6orh217 109 7 participant participant NN cord-310769-y6orh217 109 8 2 2 CD cord-310769-y6orh217 109 9 started start VBD cord-310769-y6orh217 109 10 to to TO cord-310769-y6orh217 109 11 take take VB cord-310769-y6orh217 109 12 naps nap NNS cord-310769-y6orh217 109 13 after after IN cord-310769-y6orh217 109 14 the the DT cord-310769-y6orh217 109 15 noon noon NN cord-310769-y6orh217 109 16 , , , cord-310769-y6orh217 109 17 resulting result VBG cord-310769-y6orh217 109 18 in in IN cord-310769-y6orh217 109 19 midpoints midpoint NNS cord-310769-y6orh217 109 20 around around RB cord-310769-y6orh217 109 21 5 5 CD cord-310769-y6orh217 109 22 P.M. p.m. NN cord-310769-y6orh217 110 1 All all DT cord-310769-y6orh217 110 2 rights right NNS cord-310769-y6orh217 110 3 reserved reserve VBN cord-310769-y6orh217 110 4 . . . cord-310769-y6orh217 111 1 No no DT cord-310769-y6orh217 111 2 reuse reuse NN cord-310769-y6orh217 111 3 allowed allow VBN cord-310769-y6orh217 111 4 without without IN cord-310769-y6orh217 111 5 permission permission NN cord-310769-y6orh217 111 6 . . . cord-310769-y6orh217 112 1 ( ( -LRB- cord-310769-y6orh217 112 2 which which WDT cord-310769-y6orh217 112 3 was be VBD cord-310769-y6orh217 112 4 not not RB cord-310769-y6orh217 112 5 certified certify VBN cord-310769-y6orh217 112 6 by by IN cord-310769-y6orh217 112 7 peer peer NN cord-310769-y6orh217 112 8 review review NN cord-310769-y6orh217 112 9 ) ) -RRB- cord-310769-y6orh217 112 10 is be VBZ cord-310769-y6orh217 112 11 the the DT cord-310769-y6orh217 112 12 author author NN cord-310769-y6orh217 112 13 / / SYM cord-310769-y6orh217 112 14 funder funder NN cord-310769-y6orh217 112 15 , , , cord-310769-y6orh217 112 16 who who WP cord-310769-y6orh217 112 17 has have VBZ cord-310769-y6orh217 112 18 granted grant VBN cord-310769-y6orh217 112 19 medRxiv medRxiv NNS cord-310769-y6orh217 112 20 a a DT cord-310769-y6orh217 112 21 license license NN cord-310769-y6orh217 112 22 to to TO cord-310769-y6orh217 112 23 display display VB cord-310769-y6orh217 112 24 the the DT cord-310769-y6orh217 112 25 preprint preprint NN cord-310769-y6orh217 112 26 in in IN cord-310769-y6orh217 112 27 perpetuity perpetuity NN cord-310769-y6orh217 112 28 . . . cord-310769-y6orh217 113 1 The the DT cord-310769-y6orh217 113 2 copyright copyright NN cord-310769-y6orh217 113 3 holder holder NN cord-310769-y6orh217 113 4 for for IN cord-310769-y6orh217 113 5 this this DT cord-310769-y6orh217 113 6 preprint preprint NN cord-310769-y6orh217 113 7 this this DT cord-310769-y6orh217 113 8 version version NN cord-310769-y6orh217 113 9 posted post VBD cord-310769-y6orh217 113 10 August August NNP cord-310769-y6orh217 113 11 25 25 CD cord-310769-y6orh217 113 12 , , , cord-310769-y6orh217 113 13 2020 2020 CD cord-310769-y6orh217 113 14 . . . cord-310769-y6orh217 113 15 . . . cord-310769-y6orh217 114 1 To to TO cord-310769-y6orh217 114 2 estimate estimate VB cord-310769-y6orh217 114 3 the the DT cord-310769-y6orh217 114 4 difference difference NN cord-310769-y6orh217 114 5 before before RB cord-310769-y6orh217 114 6 and and CC cord-310769-y6orh217 114 7 after after IN cord-310769-y6orh217 114 8 the the DT cord-310769-y6orh217 114 9 outbreak outbreak NN cord-310769-y6orh217 114 10 , , , cord-310769-y6orh217 114 11 we -PRON- PRP cord-310769-y6orh217 114 12 calculated calculate VBD cord-310769-y6orh217 114 13 the the DT cord-310769-y6orh217 114 14 KLdivergence kldivergence NN cord-310769-y6orh217 114 15 [ [ -LRB- cord-310769-y6orh217 114 16 42 42 CD cord-310769-y6orh217 114 17 ] ] -RRB- cord-310769-y6orh217 114 18 between between IN cord-310769-y6orh217 114 19 the the DT cord-310769-y6orh217 114 20 two two CD cord-310769-y6orh217 114 21 distributions distribution NNS cord-310769-y6orh217 114 22 for for IN cord-310769-y6orh217 114 23 each each DT cord-310769-y6orh217 114 24 participant participant NN cord-310769-y6orh217 114 25 : : : cord-310769-y6orh217 114 26 Equation equation NN cord-310769-y6orh217 114 27 2 2 CD cord-310769-y6orh217 114 28 . . . cord-310769-y6orh217 115 1 The the DT cord-310769-y6orh217 115 2 KL KL NNP cord-310769-y6orh217 115 3 divergence divergence NN cord-310769-y6orh217 115 4 of of IN cord-310769-y6orh217 115 5 inactivity inactivity NN cord-310769-y6orh217 115 6 distributions distribution NNS cord-310769-y6orh217 115 7 before before IN cord-310769-y6orh217 115 8 and and CC cord-310769-y6orh217 115 9 after after IN cord-310769-y6orh217 115 10 COVID-19 covid-19 JJ cord-310769-y6orh217 115 11 outbreak outbreak NN cord-310769-y6orh217 115 12 . . . cord-310769-y6orh217 116 1 The the DT cord-310769-y6orh217 116 2 KL kl NN cord-310769-y6orh217 116 3 - - HYPH cord-310769-y6orh217 116 4 divergence divergence NN cord-310769-y6orh217 116 5 is be VBZ cord-310769-y6orh217 116 6 strictly strictly RB cord-310769-y6orh217 116 7 greater great JJR cord-310769-y6orh217 116 8 than than IN cord-310769-y6orh217 116 9 or or CC cord-310769-y6orh217 116 10 equals equal VBZ cord-310769-y6orh217 116 11 to to IN cord-310769-y6orh217 116 12 0 0 CD cord-310769-y6orh217 116 13 , , , cord-310769-y6orh217 116 14 and and CC cord-310769-y6orh217 116 15 it -PRON- PRP cord-310769-y6orh217 116 16 equals equal VBZ cord-310769-y6orh217 116 17 to to IN cord-310769-y6orh217 116 18 0 0 CD cord-310769-y6orh217 116 19 only only RB cord-310769-y6orh217 116 20 when when WRB cord-310769-y6orh217 116 21 the the DT cord-310769-y6orh217 116 22 two two CD cord-310769-y6orh217 116 23 distributions distribution NNS cord-310769-y6orh217 116 24 are be VBP cord-310769-y6orh217 116 25 identical identical JJ cord-310769-y6orh217 116 26 . . . cord-310769-y6orh217 117 1 We -PRON- PRP cord-310769-y6orh217 117 2 defined define VBD cord-310769-y6orh217 117 3 short short JJ cord-310769-y6orh217 117 4 event event NN cord-310769-y6orh217 117 5 interval interval NN cord-310769-y6orh217 117 6 ( ( -LRB- cord-310769-y6orh217 117 7 SEI SEI NNP cord-310769-y6orh217 117 8 ) ) -RRB- cord-310769-y6orh217 117 9 as as IN cord-310769-y6orh217 117 10 the the DT cord-310769-y6orh217 117 11 period period NN cord-310769-y6orh217 117 12 of of IN cord-310769-y6orh217 117 13 time time NN cord-310769-y6orh217 117 14 that that WDT cord-310769-y6orh217 117 15 is be VBZ cord-310769-y6orh217 117 16 less less JJR cord-310769-y6orh217 117 17 than than IN cord-310769-y6orh217 117 18 5 5 CD cord-310769-y6orh217 117 19 minutes minute NNS cord-310769-y6orh217 117 20 between between IN cord-310769-y6orh217 117 21 two two CD cord-310769-y6orh217 117 22 adjacent adjacent JJ cord-310769-y6orh217 117 23 events event NNS cord-310769-y6orh217 117 24 . . . cord-310769-y6orh217 118 1 It -PRON- PRP cord-310769-y6orh217 118 2 usually usually RB cord-310769-y6orh217 118 3 occurs occur VBZ cord-310769-y6orh217 118 4 when when WRB cord-310769-y6orh217 118 5 one one NN cord-310769-y6orh217 118 6 is be VBZ cord-310769-y6orh217 118 7 consuming consume VBG cord-310769-y6orh217 118 8 several several JJ cord-310769-y6orh217 118 9 YouTube YouTube NNP cord-310769-y6orh217 118 10 videos video NNS cord-310769-y6orh217 118 11 or or CC cord-310769-y6orh217 118 12 searching search VBG cord-310769-y6orh217 118 13 for for IN cord-310769-y6orh217 118 14 related related JJ cord-310769-y6orh217 118 15 contents content NNS cord-310769-y6orh217 118 16 in in IN cord-310769-y6orh217 118 17 a a DT cord-310769-y6orh217 118 18 roll roll NN cord-310769-y6orh217 118 19 . . . cord-310769-y6orh217 119 1 We -PRON- PRP cord-310769-y6orh217 119 2 counted count VBD cord-310769-y6orh217 119 3 the the DT cord-310769-y6orh217 119 4 total total JJ cord-310769-y6orh217 119 5 numbers number NNS cord-310769-y6orh217 119 6 of of IN cord-310769-y6orh217 119 7 short short JJ cord-310769-y6orh217 119 8 event event NN cord-310769-y6orh217 119 9 intervals interval NNS cord-310769-y6orh217 119 10 for for IN cord-310769-y6orh217 119 11 each each DT cord-310769-y6orh217 119 12 participant participant NN cord-310769-y6orh217 119 13 before before IN cord-310769-y6orh217 119 14 ( ( -LRB- cord-310769-y6orh217 119 15 ( ( -LRB- cord-310769-y6orh217 119 16 ) ) -RRB- cord-310769-y6orh217 119 17 * * NFP cord-310769-y6orh217 119 18 + + CC cord-310769-y6orh217 119 19 # # $ cord-310769-y6orh217 119 20 ) ) -RRB- cord-310769-y6orh217 119 21 ) ) -RRB- cord-310769-y6orh217 119 22 and and CC cord-310769-y6orh217 119 23 after after IN cord-310769-y6orh217 119 24 ( ( -LRB- cord-310769-y6orh217 119 25 " " `` cord-310769-y6orh217 119 26 * * NFP cord-310769-y6orh217 119 27 $ $ $ cord-310769-y6orh217 119 28 ) ) -RRB- cord-310769-y6orh217 119 29 # # $ cord-310769-y6orh217 119 30 ) ) -RRB- cord-310769-y6orh217 119 31 the the DT cord-310769-y6orh217 119 32 outbreak outbreak NN cord-310769-y6orh217 119 33 , , , cord-310769-y6orh217 119 34 respectively respectively RB cord-310769-y6orh217 119 35 . . . cord-310769-y6orh217 120 1 We -PRON- PRP cord-310769-y6orh217 120 2 calculated calculate VBD cord-310769-y6orh217 120 3 the the DT cord-310769-y6orh217 120 4 percentage percentage NN cord-310769-y6orh217 120 5 change change NN cord-310769-y6orh217 120 6 of of IN cord-310769-y6orh217 120 7 SEI SEI NNP cord-310769-y6orh217 120 8 the the DT cord-310769-y6orh217 120 9 same same JJ cord-310769-y6orh217 120 10 way way NN cord-310769-y6orh217 120 11 as as IN cord-310769-y6orh217 120 12 Equation equation NN cord-310769-y6orh217 120 13 1 1 CD cord-310769-y6orh217 120 14 and and CC cord-310769-y6orh217 120 15 used use VBD cord-310769-y6orh217 120 16 it -PRON- PRP cord-310769-y6orh217 120 17 as as IN cord-310769-y6orh217 120 18 a a DT cord-310769-y6orh217 120 19 behavioral behavioral JJ cord-310769-y6orh217 120 20 feature feature NN cord-310769-y6orh217 120 21 . . . cord-310769-y6orh217 121 1 The the DT cord-310769-y6orh217 121 2 Linguistic Linguistic NNP cord-310769-y6orh217 121 3 Inquiry Inquiry NNP cord-310769-y6orh217 121 4 and and CC cord-310769-y6orh217 121 5 Word Word NNP cord-310769-y6orh217 121 6 Count Count NNP cord-310769-y6orh217 121 7 ( ( -LRB- cord-310769-y6orh217 121 8 LIWC LIWC NNP cord-310769-y6orh217 121 9 ) ) -RRB- cord-310769-y6orh217 121 10 is be VBZ cord-310769-y6orh217 121 11 a a DT cord-310769-y6orh217 121 12 toolkit toolkit NN cord-310769-y6orh217 121 13 used use VBN cord-310769-y6orh217 121 14 to to TO cord-310769-y6orh217 121 15 analyze analyze VB cord-310769-y6orh217 121 16 various various JJ cord-310769-y6orh217 121 17 emotions emotion NNS cord-310769-y6orh217 121 18 , , , cord-310769-y6orh217 121 19 cognitive cognitive JJ cord-310769-y6orh217 121 20 processes process NNS cord-310769-y6orh217 121 21 , , , cord-310769-y6orh217 121 22 social social JJ cord-310769-y6orh217 121 23 concerns concern NNS cord-310769-y6orh217 121 24 , , , cord-310769-y6orh217 121 25 and and CC cord-310769-y6orh217 121 26 psychological psychological JJ cord-310769-y6orh217 121 27 dimensions dimension NNS cord-310769-y6orh217 121 28 in in IN cord-310769-y6orh217 121 29 a a DT cord-310769-y6orh217 121 30 given give VBN cord-310769-y6orh217 121 31 text text NN cord-310769-y6orh217 121 32 by by IN cord-310769-y6orh217 121 33 counting count VBG cord-310769-y6orh217 121 34 the the DT cord-310769-y6orh217 121 35 numbers number NNS cord-310769-y6orh217 121 36 of of IN cord-310769-y6orh217 121 37 specific specific JJ cord-310769-y6orh217 121 38 words word NNS cord-310769-y6orh217 121 39 [ [ -LRB- cord-310769-y6orh217 121 40 43 43 CD cord-310769-y6orh217 121 41 ] ] -RRB- cord-310769-y6orh217 121 42 . . . cord-310769-y6orh217 122 1 It -PRON- PRP cord-310769-y6orh217 122 2 has have VBZ cord-310769-y6orh217 122 3 been be VBN cord-310769-y6orh217 122 4 widely widely RB cord-310769-y6orh217 122 5 applied apply VBN cord-310769-y6orh217 122 6 in in IN cord-310769-y6orh217 122 7 researches research NNS cord-310769-y6orh217 122 8 involving involve VBG cord-310769-y6orh217 122 9 social social JJ cord-310769-y6orh217 122 10 media medium NNS cord-310769-y6orh217 122 11 and and CC cord-310769-y6orh217 122 12 mental mental JJ cord-310769-y6orh217 122 13 health health NN cord-310769-y6orh217 122 14 . . . cord-310769-y6orh217 123 1 For for IN cord-310769-y6orh217 123 2 the the DT cord-310769-y6orh217 123 3 complete complete JJ cord-310769-y6orh217 123 4 list list NN cord-310769-y6orh217 123 5 of of IN cord-310769-y6orh217 123 6 linguistic linguistic JJ cord-310769-y6orh217 123 7 and and CC cord-310769-y6orh217 123 8 psychological psychological JJ cord-310769-y6orh217 123 9 dimensions dimension NNS cord-310769-y6orh217 123 10 LIWC LIWC NNP cord-310769-y6orh217 123 11 measures measure NNS cord-310769-y6orh217 123 12 , , , cord-310769-y6orh217 123 13 see see VB cord-310769-y6orh217 123 14 [ [ -LRB- cord-310769-y6orh217 123 15 43(pp3 43(pp3 CD cord-310769-y6orh217 123 16 - - SYM cord-310769-y6orh217 123 17 4 4 CD cord-310769-y6orh217 123 18 ) ) -RRB- cord-310769-y6orh217 123 19 ] ] -RRB- cord-310769-y6orh217 123 20 . . . cord-310769-y6orh217 124 1 We -PRON- PRP cord-310769-y6orh217 124 2 segmented segment VBD cord-310769-y6orh217 124 3 the the DT cord-310769-y6orh217 124 4 data datum NNS cord-310769-y6orh217 124 5 log log NN cord-310769-y6orh217 124 6 for for IN cord-310769-y6orh217 124 7 each each DT cord-310769-y6orh217 124 8 participant participant NN cord-310769-y6orh217 124 9 by by IN cord-310769-y6orh217 124 10 mid mid NNP cord-310769-y6orh217 124 11 - - NNP cord-310769-y6orh217 124 12 March March NNP cord-310769-y6orh217 124 13 as as IN cord-310769-y6orh217 124 14 two two CD cord-310769-y6orh217 124 15 blobs blob NNS cord-310769-y6orh217 124 16 of of IN cord-310769-y6orh217 124 17 texts text NNS cord-310769-y6orh217 124 18 and and CC cord-310769-y6orh217 124 19 analyzed analyze VBD cord-310769-y6orh217 124 20 the the DT cord-310769-y6orh217 124 21 words word NNS cord-310769-y6orh217 124 22 using use VBG cord-310769-y6orh217 124 23 LIWC LIWC NNP cord-310769-y6orh217 124 24 : : : cord-310769-y6orh217 124 25 for for IN cord-310769-y6orh217 124 26 Google Google NNP cord-310769-y6orh217 124 27 Search Search NNP cord-310769-y6orh217 124 28 , , , cord-310769-y6orh217 124 29 we -PRON- PRP cord-310769-y6orh217 124 30 input input VBP cord-310769-y6orh217 124 31 the the DT cord-310769-y6orh217 124 32 raw raw JJ cord-310769-y6orh217 124 33 query query NN cord-310769-y6orh217 124 34 text text NN cord-310769-y6orh217 124 35 ; ; : cord-310769-y6orh217 124 36 for for IN cord-310769-y6orh217 124 37 YouTube YouTube NNP cord-310769-y6orh217 124 38 , , , cord-310769-y6orh217 124 39 we -PRON- PRP cord-310769-y6orh217 124 40 input input VBP cord-310769-y6orh217 124 41 the the DT cord-310769-y6orh217 124 42 video video NN cord-310769-y6orh217 124 43 title title NN cord-310769-y6orh217 124 44 . . . cord-310769-y6orh217 125 1 We -PRON- PRP cord-310769-y6orh217 125 2 considered consider VBD cord-310769-y6orh217 125 3 the the DT cord-310769-y6orh217 125 4 ' ' `` cord-310769-y6orh217 125 5 Personal Personal NNP cord-310769-y6orh217 125 6 Concerns Concerns NNPS cord-310769-y6orh217 125 7 ' ' '' cord-310769-y6orh217 125 8 , , , cord-310769-y6orh217 125 9 ' ' '' cord-310769-y6orh217 125 10 Negative negative JJ cord-310769-y6orh217 125 11 Emotion emotion NN cord-310769-y6orh217 125 12 ' ' '' cord-310769-y6orh217 125 13 , , , cord-310769-y6orh217 125 14 ' ' '' cord-310769-y6orh217 125 15 Health Health NNP cord-310769-y6orh217 125 16 / / SYM cord-310769-y6orh217 125 17 illness illness NN cord-310769-y6orh217 125 18 ' ' '' cord-310769-y6orh217 125 19 , , , cord-310769-y6orh217 125 20 and and CC cord-310769-y6orh217 125 21 ' ' `` cord-310769-y6orh217 125 22 Social Social NNP cord-310769-y6orh217 125 23 Words Words NNPS cord-310769-y6orh217 125 24 ' ' POS cord-310769-y6orh217 125 25 LIWC LIWC NNP cord-310769-y6orh217 125 26 dimensions dimension NNS cord-310769-y6orh217 125 27 . . . cord-310769-y6orh217 126 1 LIWC LIWC NNP cord-310769-y6orh217 126 2 categorized categorize VBN cord-310769-y6orh217 126 3 words word NNS cord-310769-y6orh217 126 4 associated associate VBN cord-310769-y6orh217 126 5 to to IN cord-310769-y6orh217 126 6 work work NN cord-310769-y6orh217 126 7 , , , cord-310769-y6orh217 126 8 leisure leisure NN cord-310769-y6orh217 126 9 , , , cord-310769-y6orh217 126 10 home home NN cord-310769-y6orh217 126 11 , , , cord-310769-y6orh217 126 12 money money NN cord-310769-y6orh217 126 13 , , , cord-310769-y6orh217 126 14 and and CC cord-310769-y6orh217 126 15 religion religion NN cord-310769-y6orh217 126 16 as as IN cord-310769-y6orh217 126 17 ' ' `` cord-310769-y6orh217 126 18 Personal Personal NNP cord-310769-y6orh217 126 19 Concerns Concerns NNPS cord-310769-y6orh217 126 20 ' ' '' cord-310769-y6orh217 126 21 . . . cord-310769-y6orh217 127 1 In in IN cord-310769-y6orh217 127 2 the the DT cord-310769-y6orh217 127 3 ' ' `` cord-310769-y6orh217 127 4 Negative negative JJ cord-310769-y6orh217 127 5 Emotion emotion NN cord-310769-y6orh217 127 6 ' ' '' cord-310769-y6orh217 127 7 dimension dimension NN cord-310769-y6orh217 127 8 , , , cord-310769-y6orh217 127 9 LIWC LIWC NNP cord-310769-y6orh217 127 10 included include VBD cord-310769-y6orh217 127 11 words word NNS cord-310769-y6orh217 127 12 related relate VBN cord-310769-y6orh217 127 13 to to IN cord-310769-y6orh217 127 14 anxiety anxiety NN cord-310769-y6orh217 127 15 , , , cord-310769-y6orh217 127 16 anger anger NN cord-310769-y6orh217 127 17 , , , cord-310769-y6orh217 127 18 and and CC cord-310769-y6orh217 127 19 sadness sadness NN cord-310769-y6orh217 127 20 . . . cord-310769-y6orh217 128 1 Whereas whereas IN cord-310769-y6orh217 128 2 , , , cord-310769-y6orh217 128 3 in in IN cord-310769-y6orh217 128 4 the the DT cord-310769-y6orh217 128 5 ' ' `` cord-310769-y6orh217 128 6 Social Social NNP cord-310769-y6orh217 128 7 Words Words NNPS cord-310769-y6orh217 128 8 ' ' POS cord-310769-y6orh217 128 9 dimension dimension NN cord-310769-y6orh217 128 10 , , , cord-310769-y6orh217 128 11 LIWC LIWC NNP cord-310769-y6orh217 128 12 included include VBD cord-310769-y6orh217 128 13 family family NN cord-310769-y6orh217 128 14 , , , cord-310769-y6orh217 128 15 All all DT cord-310769-y6orh217 128 16 rights right NNS cord-310769-y6orh217 128 17 reserved reserve VBN cord-310769-y6orh217 128 18 . . . cord-310769-y6orh217 129 1 No no DT cord-310769-y6orh217 129 2 reuse reuse NN cord-310769-y6orh217 129 3 allowed allow VBN cord-310769-y6orh217 129 4 without without IN cord-310769-y6orh217 129 5 permission permission NN cord-310769-y6orh217 129 6 . . . cord-310769-y6orh217 130 1 ( ( -LRB- cord-310769-y6orh217 130 2 which which WDT cord-310769-y6orh217 130 3 was be VBD cord-310769-y6orh217 130 4 not not RB cord-310769-y6orh217 130 5 certified certify VBN cord-310769-y6orh217 130 6 by by IN cord-310769-y6orh217 130 7 peer peer NN cord-310769-y6orh217 130 8 review review NN cord-310769-y6orh217 130 9 ) ) -RRB- cord-310769-y6orh217 130 10 is be VBZ cord-310769-y6orh217 130 11 the the DT cord-310769-y6orh217 130 12 author author NN cord-310769-y6orh217 130 13 / / SYM cord-310769-y6orh217 130 14 funder funder NN cord-310769-y6orh217 130 15 , , , cord-310769-y6orh217 130 16 who who WP cord-310769-y6orh217 130 17 has have VBZ cord-310769-y6orh217 130 18 granted grant VBN cord-310769-y6orh217 130 19 medRxiv medRxiv NNS cord-310769-y6orh217 130 20 a a DT cord-310769-y6orh217 130 21 license license NN cord-310769-y6orh217 130 22 to to TO cord-310769-y6orh217 130 23 display display VB cord-310769-y6orh217 130 24 the the DT cord-310769-y6orh217 130 25 preprint preprint NN cord-310769-y6orh217 130 26 in in IN cord-310769-y6orh217 130 27 perpetuity perpetuity NN cord-310769-y6orh217 130 28 . . . cord-310769-y6orh217 131 1 The the DT cord-310769-y6orh217 131 2 copyright copyright NN cord-310769-y6orh217 131 3 holder holder NN cord-310769-y6orh217 131 4 for for IN cord-310769-y6orh217 131 5 this this DT cord-310769-y6orh217 131 6 preprint preprint NN cord-310769-y6orh217 131 7 this this DT cord-310769-y6orh217 131 8 version version NN cord-310769-y6orh217 131 9 posted post VBD cord-310769-y6orh217 131 10 August August NNP cord-310769-y6orh217 131 11 25 25 CD cord-310769-y6orh217 131 12 , , , cord-310769-y6orh217 131 13 2020 2020 CD cord-310769-y6orh217 131 14 . . . cord-310769-y6orh217 131 15 . . . cord-310769-y6orh217 132 1 friends friend NNS cord-310769-y6orh217 132 2 , , , cord-310769-y6orh217 132 3 and and CC cord-310769-y6orh217 132 4 gender gender NN cord-310769-y6orh217 132 5 references reference NNS cord-310769-y6orh217 132 6 . . . cord-310769-y6orh217 133 1 The the DT cord-310769-y6orh217 133 2 LIWC LIWC NNP cord-310769-y6orh217 133 3 output output NN cord-310769-y6orh217 133 4 the the DT cord-310769-y6orh217 133 5 count count NN cord-310769-y6orh217 133 6 of of IN cord-310769-y6orh217 133 7 words word NNS cord-310769-y6orh217 133 8 falling fall VBG cord-310769-y6orh217 133 9 in in IN cord-310769-y6orh217 133 10 each each DT cord-310769-y6orh217 133 11 dimension dimension NN cord-310769-y6orh217 133 12 among among IN cord-310769-y6orh217 133 13 the the DT cord-310769-y6orh217 133 14 whole whole JJ cord-310769-y6orh217 133 15 text text NN cord-310769-y6orh217 133 16 . . . cord-310769-y6orh217 134 1 We -PRON- PRP cord-310769-y6orh217 134 2 quantified quantify VBD cord-310769-y6orh217 134 3 the the DT cord-310769-y6orh217 134 4 shift shift NN cord-310769-y6orh217 134 5 in in IN cord-310769-y6orh217 134 6 behavior behavior NN cord-310769-y6orh217 134 7 by by IN cord-310769-y6orh217 134 8 calculating calculate VBG cord-310769-y6orh217 134 9 the the DT cord-310769-y6orh217 134 10 percentage percentage NN cord-310769-y6orh217 134 11 change change NN cord-310769-y6orh217 134 12 of of IN cord-310769-y6orh217 134 13 words word NNS cord-310769-y6orh217 134 14 in in IN cord-310769-y6orh217 134 15 each each DT cord-310769-y6orh217 134 16 dimension dimension NN cord-310769-y6orh217 134 17 after after IN cord-310769-y6orh217 134 18 the the DT cord-310769-y6orh217 134 19 outbreak outbreak NN cord-310769-y6orh217 134 20 . . . cord-310769-y6orh217 135 1 We -PRON- PRP cord-310769-y6orh217 135 2 labeled label VBD cord-310769-y6orh217 135 3 each each DT cord-310769-y6orh217 135 4 Google Google NNP cord-310769-y6orh217 135 5 Search Search NNP cord-310769-y6orh217 135 6 query query NN cord-310769-y6orh217 135 7 with with IN cord-310769-y6orh217 135 8 a a DT cord-310769-y6orh217 135 9 category category NN cord-310769-y6orh217 135 10 using use VBG cord-310769-y6orh217 135 11 the the DT cord-310769-y6orh217 135 12 Google Google NNP cord-310769-y6orh217 135 13 NLP NLP NNP cord-310769-y6orh217 135 14 API API NNP cord-310769-y6orh217 135 15 [ [ -LRB- cord-310769-y6orh217 135 16 44 44 CD cord-310769-y6orh217 135 17 ] ] -RRB- cord-310769-y6orh217 135 18 . . . cord-310769-y6orh217 136 1 We -PRON- PRP cord-310769-y6orh217 136 2 utilized utilize VBD cord-310769-y6orh217 136 3 the the DT cord-310769-y6orh217 136 4 official official JJ cord-310769-y6orh217 136 5 YouTube YouTube NNP cord-310769-y6orh217 136 6 API API NNP cord-310769-y6orh217 136 7 to to TO cord-310769-y6orh217 136 8 retrieve retrieve VB cord-310769-y6orh217 136 9 the the DT cord-310769-y6orh217 136 10 information information NN cord-310769-y6orh217 136 11 of of IN cord-310769-y6orh217 136 12 videos video NNS cord-310769-y6orh217 136 13 watched watch VBN cord-310769-y6orh217 136 14 by by IN cord-310769-y6orh217 136 15 the the DT cord-310769-y6orh217 136 16 participants participant NNS cord-310769-y6orh217 136 17 , , , cord-310769-y6orh217 136 18 including include VBG cord-310769-y6orh217 136 19 the the DT cord-310769-y6orh217 136 20 title title NN cord-310769-y6orh217 136 21 , , , cord-310769-y6orh217 136 22 duration duration NN cord-310769-y6orh217 136 23 , , , cord-310769-y6orh217 136 24 number number NN cord-310769-y6orh217 136 25 of of IN cord-310769-y6orh217 136 26 likes like NNS cord-310769-y6orh217 136 27 and and CC cord-310769-y6orh217 136 28 dislikes dislike NNS cord-310769-y6orh217 136 29 , , , cord-310769-y6orh217 136 30 and and CC cord-310769-y6orh217 136 31 default default VB cord-310769-y6orh217 136 32 YouTube YouTube NNP cord-310769-y6orh217 136 33 category category NN cord-310769-y6orh217 136 34 tags tag NNS cord-310769-y6orh217 136 35 . . . cord-310769-y6orh217 137 1 For for IN cord-310769-y6orh217 137 2 a a DT cord-310769-y6orh217 137 3 comprehensive comprehensive JJ cord-310769-y6orh217 137 4 list list NN cord-310769-y6orh217 137 5 of of IN cord-310769-y6orh217 137 6 Google Google NNP cord-310769-y6orh217 137 7 NLP NLP NNP cord-310769-y6orh217 137 8 category category NN cord-310769-y6orh217 137 9 labels label NNS cord-310769-y6orh217 137 10 and and CC cord-310769-y6orh217 137 11 default default VB cord-310769-y6orh217 137 12 YouTube YouTube NNP cord-310769-y6orh217 137 13 category category NN cord-310769-y6orh217 137 14 tags tag NNS cord-310769-y6orh217 137 15 , , , cord-310769-y6orh217 137 16 please please UH cord-310769-y6orh217 137 17 refer refer VB cord-310769-y6orh217 137 18 to to IN cord-310769-y6orh217 137 19 [ [ -LRB- cord-310769-y6orh217 137 20 45 45 CD cord-310769-y6orh217 137 21 , , , cord-310769-y6orh217 137 22 46 46 CD cord-310769-y6orh217 137 23 ] ] -RRB- cord-310769-y6orh217 137 24 . . . cord-310769-y6orh217 138 1 There there EX cord-310769-y6orh217 138 2 were be VBD cord-310769-y6orh217 138 3 several several JJ cord-310769-y6orh217 138 4 categories category NNS cord-310769-y6orh217 138 5 overlapping overlap VBG cord-310769-y6orh217 138 6 with with IN cord-310769-y6orh217 138 7 the the DT cord-310769-y6orh217 138 8 LIWC LIWC NNP cord-310769-y6orh217 138 9 dimensions dimension NNS cord-310769-y6orh217 138 10 , , , cord-310769-y6orh217 138 11 such such JJ cord-310769-y6orh217 138 12 as as IN cord-310769-y6orh217 138 13 ' ' `` cord-310769-y6orh217 138 14 Health Health NNP cord-310769-y6orh217 138 15 ' ' '' cord-310769-y6orh217 138 16 and and CC cord-310769-y6orh217 138 17 ' ' `` cord-310769-y6orh217 138 18 Finance Finance NNP cord-310769-y6orh217 138 19 ' ' '' cord-310769-y6orh217 138 20 , , , cord-310769-y6orh217 138 21 and and CC cord-310769-y6orh217 138 22 we -PRON- PRP cord-310769-y6orh217 138 23 regarded regard VBD cord-310769-y6orh217 138 24 the the DT cord-310769-y6orh217 138 25 LIWC LIWC NNP cord-310769-y6orh217 138 26 dimensions dimension NNS cord-310769-y6orh217 138 27 as as IN cord-310769-y6orh217 138 28 a a DT cord-310769-y6orh217 138 29 more more RBR cord-310769-y6orh217 138 30 well well RB cord-310769-y6orh217 138 31 - - HYPH cord-310769-y6orh217 138 32 studied study VBN cord-310769-y6orh217 138 33 standard standard NN cord-310769-y6orh217 138 34 . . . cord-310769-y6orh217 139 1 Instead instead RB cord-310769-y6orh217 139 2 , , , cord-310769-y6orh217 139 3 we -PRON- PRP cord-310769-y6orh217 139 4 focused focus VBD cord-310769-y6orh217 139 5 on on IN cord-310769-y6orh217 139 6 the the DT cord-310769-y6orh217 139 7 number number NN cord-310769-y6orh217 139 8 of of IN cord-310769-y6orh217 139 9 activities activity NNS cord-310769-y6orh217 139 10 belonging belong VBG cord-310769-y6orh217 139 11 to to IN cord-310769-y6orh217 139 12 the the DT cord-310769-y6orh217 139 13 ' ' `` cord-310769-y6orh217 139 14 Adult Adult NNP cord-310769-y6orh217 139 15 ' ' '' cord-310769-y6orh217 139 16 and and CC cord-310769-y6orh217 139 17 ' ' `` cord-310769-y6orh217 139 18 News News NNP cord-310769-y6orh217 139 19 ' ' POS cord-310769-y6orh217 139 20 categories category NNS cord-310769-y6orh217 139 21 , , , cord-310769-y6orh217 139 22 which which WDT cord-310769-y6orh217 139 23 were be VBD cord-310769-y6orh217 139 24 not not RB cord-310769-y6orh217 139 25 presented present VBN cord-310769-y6orh217 139 26 in in IN cord-310769-y6orh217 139 27 the the DT cord-310769-y6orh217 139 28 LIWC LIWC NNP cord-310769-y6orh217 139 29 . . . cord-310769-y6orh217 140 1 We -PRON- PRP cord-310769-y6orh217 140 2 calculated calculate VBD cord-310769-y6orh217 140 3 the the DT cord-310769-y6orh217 140 4 relative relative JJ cord-310769-y6orh217 140 5 changes change NNS cord-310769-y6orh217 140 6 of of IN cord-310769-y6orh217 140 7 activities activity NNS cord-310769-y6orh217 140 8 in in IN cord-310769-y6orh217 140 9 these these DT cord-310769-y6orh217 140 10 two two CD cord-310769-y6orh217 140 11 categories category NNS cord-310769-y6orh217 140 12 as as IN cord-310769-y6orh217 140 13 the the DT cord-310769-y6orh217 140 14 behavior behavior NN cord-310769-y6orh217 140 15 shifts shift VBZ cord-310769-y6orh217 140 16 for for IN cord-310769-y6orh217 140 17 each each DT cord-310769-y6orh217 140 18 participant participant NN cord-310769-y6orh217 140 19 , , , cord-310769-y6orh217 140 20 same same JJ cord-310769-y6orh217 140 21 as as IN cord-310769-y6orh217 140 22 Equation equation NN cord-310769-y6orh217 140 23 1 1 CD cord-310769-y6orh217 140 24 . . . cord-310769-y6orh217 140 25 _SP cord-310769-y6orh217 141 1 There there EX cord-310769-y6orh217 141 2 were be VBD cord-310769-y6orh217 141 3 in in IN cord-310769-y6orh217 141 4 total total JJ cord-310769-y6orh217 141 5 5 5 CD cord-310769-y6orh217 141 6 scalar scalar JJ cord-310769-y6orh217 141 7 continuous continuous JJ cord-310769-y6orh217 141 8 dependent dependent JJ cord-310769-y6orh217 141 9 variables variable NNS cord-310769-y6orh217 141 10 measuring measure VBG cord-310769-y6orh217 141 11 various various JJ cord-310769-y6orh217 141 12 aspects aspect NNS cord-310769-y6orh217 141 13 of of IN cord-310769-y6orh217 141 14 the the DT cord-310769-y6orh217 141 15 changes change NNS cord-310769-y6orh217 141 16 in in IN cord-310769-y6orh217 141 17 online online JJ cord-310769-y6orh217 141 18 behavior behavior NN cord-310769-y6orh217 141 19 for for IN cord-310769-y6orh217 141 20 each each DT cord-310769-y6orh217 141 21 participant participant NN cord-310769-y6orh217 141 22 , , , cord-310769-y6orh217 141 23 as as IN cord-310769-y6orh217 141 24 defined define VBN cord-310769-y6orh217 141 25 above above RB cord-310769-y6orh217 141 26 . . . cord-310769-y6orh217 142 1 These these DT cord-310769-y6orh217 142 2 variables variable NNS cord-310769-y6orh217 142 3 were be VBD cord-310769-y6orh217 142 4 extracted extract VBN cord-310769-y6orh217 142 5 from from IN cord-310769-y6orh217 142 6 two two CD cord-310769-y6orh217 142 7 segments segment NNS cord-310769-y6orh217 142 8 of of IN cord-310769-y6orh217 142 9 the the DT cord-310769-y6orh217 142 10 online online JJ cord-310769-y6orh217 142 11 data data NN cord-310769-y6orh217 142 12 logs log NNS cord-310769-y6orh217 142 13 , , , cord-310769-y6orh217 142 14 namely namely RB cord-310769-y6orh217 142 15 the the DT cord-310769-y6orh217 142 16 data datum NNS cord-310769-y6orh217 142 17 before before IN cord-310769-y6orh217 142 18 and and CC cord-310769-y6orh217 142 19 after after IN cord-310769-y6orh217 142 20 the the DT cord-310769-y6orh217 142 21 pandemic pandemic JJ cord-310769-y6orh217 142 22 outbreak outbreak NN cord-310769-y6orh217 142 23 . . . cord-310769-y6orh217 143 1 For for IN cord-310769-y6orh217 143 2 the the DT cord-310769-y6orh217 143 3 Inactivity Inactivity NNP cord-310769-y6orh217 143 4 Periods Periods NNP cord-310769-y6orh217 143 5 , , , cord-310769-y6orh217 143 6 the the DT cord-310769-y6orh217 143 7 measurement measurement NN cord-310769-y6orh217 143 8 was be VBD cord-310769-y6orh217 143 9 the the DT cord-310769-y6orh217 143 10 KL kl NN cord-310769-y6orh217 143 11 - - HYPH cord-310769-y6orh217 143 12 divergence divergence NN cord-310769-y6orh217 143 13 between between IN cord-310769-y6orh217 143 14 inactivity inactivity NN cord-310769-y6orh217 143 15 distributions distribution NNS cord-310769-y6orh217 143 16 . . . cord-310769-y6orh217 144 1 For for IN cord-310769-y6orh217 144 2 the the DT cord-310769-y6orh217 144 3 rest rest NN cord-310769-y6orh217 144 4 4 4 CD cord-310769-y6orh217 144 5 behavioral behavioral JJ cord-310769-y6orh217 144 6 features feature NNS cord-310769-y6orh217 144 7 , , , cord-310769-y6orh217 144 8 the the DT cord-310769-y6orh217 144 9 measurements measurement NNS cord-310769-y6orh217 144 10 were be VBD cord-310769-y6orh217 144 11 all all RB cord-310769-y6orh217 144 12 in in IN cord-310769-y6orh217 144 13 percentage percentage NN cord-310769-y6orh217 144 14 changes change NNS cord-310769-y6orh217 144 15 . . . cord-310769-y6orh217 145 1 For for IN cord-310769-y6orh217 145 2 both both DT cord-310769-y6orh217 145 3 rounds round NNS cord-310769-y6orh217 145 4 of of IN cord-310769-y6orh217 145 5 the the DT cord-310769-y6orh217 145 6 data datum NNS cord-310769-y6orh217 145 7 collection collection NN cord-310769-y6orh217 145 8 , , , cord-310769-y6orh217 145 9 anxiety anxiety NN cord-310769-y6orh217 145 10 levels level NNS cord-310769-y6orh217 145 11 were be VBD cord-310769-y6orh217 145 12 assessed assess VBN cord-310769-y6orh217 145 13 using use VBG cord-310769-y6orh217 145 14 the the DT cord-310769-y6orh217 145 15 GAD-7 GAD-7 NNP cord-310769-y6orh217 145 16 survey survey NN cord-310769-y6orh217 145 17 , , , cord-310769-y6orh217 145 18 and and CC cord-310769-y6orh217 145 19 depression depression NN cord-310769-y6orh217 145 20 levels level NNS cord-310769-y6orh217 145 21 were be VBD cord-310769-y6orh217 145 22 assessed assess VBN cord-310769-y6orh217 145 23 using use VBG cord-310769-y6orh217 145 24 the the DT cord-310769-y6orh217 145 25 PHQ-9 PHQ-9 NNP cord-310769-y6orh217 145 26 survey survey NN cord-310769-y6orh217 145 27 . . . cord-310769-y6orh217 146 1 With with IN cord-310769-y6orh217 146 2 two two CD cord-310769-y6orh217 146 3 rounds round NNS cord-310769-y6orh217 146 4 of of IN cord-310769-y6orh217 146 5 surveys survey NNS cord-310769-y6orh217 146 6 reported report VBN cord-310769-y6orh217 146 7 before before IN cord-310769-y6orh217 146 8 and and CC cord-310769-y6orh217 146 9 after after IN cord-310769-y6orh217 146 10 the the DT cord-310769-y6orh217 146 11 outbreak outbreak NN cord-310769-y6orh217 146 12 , , , cord-310769-y6orh217 146 13 the the DT cord-310769-y6orh217 146 14 change change NN cord-310769-y6orh217 146 15 in in IN cord-310769-y6orh217 146 16 mental mental JJ cord-310769-y6orh217 146 17 health health NN cord-310769-y6orh217 146 18 conditions condition NNS cord-310769-y6orh217 146 19 of of IN cord-310769-y6orh217 146 20 each each DT cord-310769-y6orh217 146 21 participant participant NN cord-310769-y6orh217 146 22 were be VBD cord-310769-y6orh217 146 23 obtained obtain VBN cord-310769-y6orh217 146 24 . . . cord-310769-y6orh217 147 1 According accord VBG cord-310769-y6orh217 147 2 to to IN cord-310769-y6orh217 147 3 [ [ -LRB- cord-310769-y6orh217 147 4 47 47 CD cord-310769-y6orh217 147 5 , , , cord-310769-y6orh217 147 6 48 48 CD cord-310769-y6orh217 147 7 ] ] -RRB- cord-310769-y6orh217 147 8 , , , cord-310769-y6orh217 147 9 an an DT cord-310769-y6orh217 147 10 increase increase NN cord-310769-y6orh217 147 11 greater great JJR cord-310769-y6orh217 147 12 than than IN cord-310769-y6orh217 147 13 or or CC cord-310769-y6orh217 147 14 equals equal VBZ cord-310769-y6orh217 147 15 to to IN cord-310769-y6orh217 147 16 5 5 CD cord-310769-y6orh217 147 17 in in IN cord-310769-y6orh217 147 18 the the DT cord-310769-y6orh217 147 19 GAD-7 GAD-7 NNP cord-310769-y6orh217 147 20 score score NN cord-310769-y6orh217 147 21 may may MD cord-310769-y6orh217 147 22 be be VB cord-310769-y6orh217 147 23 clinically clinically RB cord-310769-y6orh217 147 24 alarming alarming JJ cord-310769-y6orh217 147 25 . . . cord-310769-y6orh217 148 1 Therefore therefore RB cord-310769-y6orh217 148 2 , , , cord-310769-y6orh217 148 3 individuals individual NNS cord-310769-y6orh217 148 4 with with IN cord-310769-y6orh217 148 5 an an DT cord-310769-y6orh217 148 6 increase increase NN cord-310769-y6orh217 148 7 ³ ³ CD cord-310769-y6orh217 148 8 5 5 CD cord-310769-y6orh217 148 9 in in IN cord-310769-y6orh217 148 10 GAD-7 GAD-7 NNP cord-310769-y6orh217 148 11 scores score NNS cord-310769-y6orh217 148 12 were be VBD cord-310769-y6orh217 148 13 labeled label VBN cord-310769-y6orh217 148 14 as as IN cord-310769-y6orh217 148 15 the the DT cord-310769-y6orh217 148 16 ANX ANX NNP cord-310769-y6orh217 148 17 group group NN cord-310769-y6orh217 148 18 ; ; : cord-310769-y6orh217 148 19 the the DT cord-310769-y6orh217 148 20 rest rest NN cord-310769-y6orh217 148 21 were be VBD cord-310769-y6orh217 148 22 labeled label VBN cord-310769-y6orh217 148 23 as as IN cord-310769-y6orh217 148 24 the the DT cord-310769-y6orh217 148 25 non non JJ cord-310769-y6orh217 148 26 - - JJ cord-310769-y6orh217 148 27 ANX anx JJ cord-310769-y6orh217 148 28 group group NN cord-310769-y6orh217 148 29 . . . cord-310769-y6orh217 149 1 Similarly similarly RB cord-310769-y6orh217 149 2 , , , cord-310769-y6orh217 149 3 as as IN cord-310769-y6orh217 149 4 stated state VBN cord-310769-y6orh217 149 5 in in IN cord-310769-y6orh217 149 6 [ [ -LRB- cord-310769-y6orh217 149 7 49 49 CD cord-310769-y6orh217 149 8 ] ] -RRB- cord-310769-y6orh217 149 9 , , , cord-310769-y6orh217 149 10 an an DT cord-310769-y6orh217 149 11 increase increase NN cord-310769-y6orh217 149 12 greater great JJR cord-310769-y6orh217 149 13 than than IN cord-310769-y6orh217 149 14 or or CC cord-310769-y6orh217 149 15 equals equal VBZ cord-310769-y6orh217 149 16 to to IN cord-310769-y6orh217 149 17 5 5 CD cord-310769-y6orh217 149 18 in in IN cord-310769-y6orh217 149 19 the the DT cord-310769-y6orh217 149 20 PHQ-9 PHQ-9 NNP cord-310769-y6orh217 149 21 score score NN cord-310769-y6orh217 149 22 may may MD cord-310769-y6orh217 149 23 indicate indicate VB cord-310769-y6orh217 149 24 needs need NNS cord-310769-y6orh217 149 25 for for IN cord-310769-y6orh217 149 26 medical medical JJ cord-310769-y6orh217 149 27 interventions intervention NNS cord-310769-y6orh217 149 28 . . . cord-310769-y6orh217 150 1 Hence hence RB cord-310769-y6orh217 150 2 , , , cord-310769-y6orh217 150 3 individuals individual NNS cord-310769-y6orh217 150 4 with with IN cord-310769-y6orh217 150 5 an an DT cord-310769-y6orh217 150 6 increase increase NN cord-310769-y6orh217 150 7 ³ ³ CD cord-310769-y6orh217 150 8 5 5 CD cord-310769-y6orh217 150 9 in in IN cord-310769-y6orh217 150 10 PHQ-9 PHQ-9 NNP cord-310769-y6orh217 150 11 scores score NNS cord-310769-y6orh217 150 12 were be VBD cord-310769-y6orh217 150 13 labeled label VBN cord-310769-y6orh217 150 14 as as IN cord-310769-y6orh217 150 15 the the DT cord-310769-y6orh217 150 16 DEP DEP NNP cord-310769-y6orh217 150 17 group group NN cord-310769-y6orh217 150 18 ; ; : cord-310769-y6orh217 150 19 the the DT cord-310769-y6orh217 150 20 rest rest NN cord-310769-y6orh217 150 21 were be VBD cord-310769-y6orh217 150 22 labeled label VBN cord-310769-y6orh217 150 23 as as IN cord-310769-y6orh217 150 24 the the DT cord-310769-y6orh217 150 25 non non JJ cord-310769-y6orh217 150 26 - - JJ cord-310769-y6orh217 150 27 DEP dep JJ cord-310769-y6orh217 150 28 group group NN cord-310769-y6orh217 150 29 . . . cord-310769-y6orh217 151 1 Besides besides IN cord-310769-y6orh217 151 2 the the DT cord-310769-y6orh217 151 3 online online JJ cord-310769-y6orh217 151 4 data datum NNS cord-310769-y6orh217 151 5 and and CC cord-310769-y6orh217 151 6 mental mental JJ cord-310769-y6orh217 151 7 health health NN cord-310769-y6orh217 151 8 surveys survey NNS cord-310769-y6orh217 151 9 , , , cord-310769-y6orh217 151 10 we -PRON- PRP cord-310769-y6orh217 151 11 also also RB cord-310769-y6orh217 151 12 collected collect VBD cord-310769-y6orh217 151 13 basic basic JJ cord-310769-y6orh217 151 14 demographic demographic JJ cord-310769-y6orh217 151 15 information information NN cord-310769-y6orh217 151 16 such such JJ cord-310769-y6orh217 151 17 as as IN cord-310769-y6orh217 151 18 school school NN cord-310769-y6orh217 151 19 year year NN cord-310769-y6orh217 151 20 , , , cord-310769-y6orh217 151 21 gender gender NN cord-310769-y6orh217 151 22 , , , cord-310769-y6orh217 151 23 and and CC cord-310769-y6orh217 151 24 nationality nationality NN cord-310769-y6orh217 151 25 . . . cord-310769-y6orh217 152 1 Before before IN cord-310769-y6orh217 152 2 any any DT cord-310769-y6orh217 152 3 analysis analysis NN cord-310769-y6orh217 152 4 on on IN cord-310769-y6orh217 152 5 mental mental JJ cord-310769-y6orh217 152 6 health health NN cord-310769-y6orh217 152 7 conditions condition NNS cord-310769-y6orh217 152 8 , , , cord-310769-y6orh217 152 9 in in IN cord-310769-y6orh217 152 10 order order NN cord-310769-y6orh217 152 11 to to TO cord-310769-y6orh217 152 12 eliminate eliminate VB cord-310769-y6orh217 152 13 the the DT cord-310769-y6orh217 152 14 possibility possibility NN cord-310769-y6orh217 152 15 of of IN cord-310769-y6orh217 152 16 annual annual JJ cord-310769-y6orh217 152 17 confounding confounding JJ cord-310769-y6orh217 152 18 factors factor NNS cord-310769-y6orh217 152 19 interfering interfere VBG cord-310769-y6orh217 152 20 the the DT cord-310769-y6orh217 152 21 shifts shift NNS cord-310769-y6orh217 152 22 in in IN cord-310769-y6orh217 152 23 online online JJ cord-310769-y6orh217 152 24 behaviors behavior NNS cord-310769-y6orh217 152 25 , , , cord-310769-y6orh217 152 26 two two CD cord-310769-y6orh217 152 27 - - HYPH cord-310769-y6orh217 152 28 tailed tailed JJ cord-310769-y6orh217 152 29 paired pair VBN cord-310769-y6orh217 152 30 independent independent JJ cord-310769-y6orh217 152 31 t t NN cord-310769-y6orh217 152 32 - - HYPH cord-310769-y6orh217 152 33 tests test NNS cord-310769-y6orh217 152 34 were be VBD cord-310769-y6orh217 152 35 performed perform VBN cord-310769-y6orh217 152 36 . . . cord-310769-y6orh217 153 1 We -PRON- PRP cord-310769-y6orh217 153 2 inspected inspect VBD cord-310769-y6orh217 153 3 that that IN cord-310769-y6orh217 153 4 , , , cord-310769-y6orh217 153 5 in in IN cord-310769-y6orh217 153 6 terms term NNS cord-310769-y6orh217 153 7 of of IN cord-310769-y6orh217 153 8 the the DT cord-310769-y6orh217 153 9 five five CD cord-310769-y6orh217 153 10 quantitative quantitative JJ cord-310769-y6orh217 153 11 features feature NNS cord-310769-y6orh217 153 12 , , , cord-310769-y6orh217 153 13 whether whether IN cord-310769-y6orh217 153 14 the the DT cord-310769-y6orh217 153 15 online online JJ cord-310769-y6orh217 153 16 behavior behavior NN cord-310769-y6orh217 153 17 changes change NNS cord-310769-y6orh217 153 18 happened happen VBD cord-310769-y6orh217 153 19 every every DT cord-310769-y6orh217 153 20 year year NN cord-310769-y6orh217 153 21 , , , cord-310769-y6orh217 153 22 such such JJ cord-310769-y6orh217 153 23 as as IN cord-310769-y6orh217 153 24 due due JJ cord-310769-y6orh217 153 25 to to IN cord-310769-y6orh217 153 26 seasonal seasonal JJ cord-310769-y6orh217 153 27 factors factor NNS cord-310769-y6orh217 153 28 , , , cord-310769-y6orh217 153 29 or or CC cord-310769-y6orh217 153 30 only only RB cord-310769-y6orh217 153 31 during during IN cord-310769-y6orh217 153 32 COVID-19 COVID-19 NNP cord-310769-y6orh217 153 33 for for IN cord-310769-y6orh217 153 34 the the DT cord-310769-y6orh217 153 35 whole whole JJ cord-310769-y6orh217 153 36 study study NN cord-310769-y6orh217 153 37 population population NN cord-310769-y6orh217 153 38 . . . cord-310769-y6orh217 154 1 As as IN cord-310769-y6orh217 154 2 mentioned mention VBN cord-310769-y6orh217 154 3 above above RB cord-310769-y6orh217 154 4 , , , cord-310769-y6orh217 154 5 we -PRON- PRP cord-310769-y6orh217 154 6 collected collect VBD cord-310769-y6orh217 154 7 the the DT cord-310769-y6orh217 154 8 entire entire JJ cord-310769-y6orh217 154 9 Google Google NNP cord-310769-y6orh217 154 10 history history NN cord-310769-y6orh217 154 11 log log VBP cord-310769-y6orh217 154 12 back back RB cord-310769-y6orh217 154 13 to to IN cord-310769-y6orh217 154 14 the the DT cord-310769-y6orh217 154 15 registration registration NN cord-310769-y6orh217 154 16 date date NN cord-310769-y6orh217 154 17 of of IN cord-310769-y6orh217 154 18 the the DT cord-310769-y6orh217 154 19 Google Google NNP cord-310769-y6orh217 154 20 accounts account NNS cord-310769-y6orh217 154 21 of of IN cord-310769-y6orh217 154 22 all all DT cord-310769-y6orh217 154 23 participants participant NNS cord-310769-y6orh217 154 24 . . . cord-310769-y6orh217 155 1 Thus thus RB cord-310769-y6orh217 155 2 , , , cord-310769-y6orh217 155 3 we -PRON- PRP cord-310769-y6orh217 155 4 computed compute VBD cord-310769-y6orh217 155 5 the the DT cord-310769-y6orh217 155 6 online online JJ cord-310769-y6orh217 155 7 behaviors behavior NNS cord-310769-y6orh217 155 8 changes change NNS cord-310769-y6orh217 155 9 in in IN cord-310769-y6orh217 155 10 both both DT cord-310769-y6orh217 155 11 2020 2020 CD cord-310769-y6orh217 155 12 and and CC cord-310769-y6orh217 155 13 2019 2019 CD cord-310769-y6orh217 155 14 for for IN cord-310769-y6orh217 155 15 all all DT cord-310769-y6orh217 155 16 participants participant NNS cord-310769-y6orh217 155 17 , , , cord-310769-y6orh217 155 18 spanning span VBG cord-310769-y6orh217 155 19 2.5 2.5 CD cord-310769-y6orh217 155 20 months month NNS cord-310769-y6orh217 155 21 before before IN cord-310769-y6orh217 155 22 and and CC cord-310769-y6orh217 155 23 after after IN cord-310769-y6orh217 155 24 the the DT cord-310769-y6orh217 155 25 mid mid NNP cord-310769-y6orh217 155 26 - - NNP cord-310769-y6orh217 155 27 March March NNP cord-310769-y6orh217 155 28 of of IN cord-310769-y6orh217 155 29 each each DT cord-310769-y6orh217 155 30 year year NN cord-310769-y6orh217 155 31 . . . cord-310769-y6orh217 156 1 The the DT cord-310769-y6orh217 156 2 behavior behavior NN cord-310769-y6orh217 156 3 changes change NNS cord-310769-y6orh217 156 4 were be VBD cord-310769-y6orh217 156 5 dependent dependent JJ cord-310769-y6orh217 156 6 between between IN cord-310769-y6orh217 156 7 2020 2020 CD cord-310769-y6orh217 156 8 and and CC cord-310769-y6orh217 156 9 2019 2019 CD cord-310769-y6orh217 156 10 for for IN cord-310769-y6orh217 156 11 the the DT cord-310769-y6orh217 156 12 same same JJ cord-310769-y6orh217 156 13 participant participant NN cord-310769-y6orh217 156 14 . . . cord-310769-y6orh217 157 1 Viewing view VBG cord-310769-y6orh217 157 2 the the DT cord-310769-y6orh217 157 3 cohort cohort NN cord-310769-y6orh217 157 4 as as IN cord-310769-y6orh217 157 5 a a DT cord-310769-y6orh217 157 6 whole whole NN cord-310769-y6orh217 157 7 and and CC cord-310769-y6orh217 157 8 measured measure VBN cord-310769-y6orh217 157 9 twice twice RB cord-310769-y6orh217 157 10 , , , cord-310769-y6orh217 157 11 two two CD cord-310769-y6orh217 157 12 - - HYPH cord-310769-y6orh217 157 13 tailed tailed JJ cord-310769-y6orh217 157 14 paired pair VBN cord-310769-y6orh217 157 15 independent independent JJ cord-310769-y6orh217 157 16 t t NN cord-310769-y6orh217 157 17 - - HYPH cord-310769-y6orh217 157 18 tests test NNS cord-310769-y6orh217 157 19 were be VBD cord-310769-y6orh217 157 20 performed perform VBN cord-310769-y6orh217 157 21 on on IN cord-310769-y6orh217 157 22 all all DT cord-310769-y6orh217 157 23 5 5 CD cord-310769-y6orh217 157 24 behavior behavior NN cord-310769-y6orh217 157 25 features feature NNS cord-310769-y6orh217 157 26 . . . cord-310769-y6orh217 158 1 For for IN cord-310769-y6orh217 158 2 the the DT cord-310769-y6orh217 158 3 main main JJ cord-310769-y6orh217 158 4 experiment experiment NN cord-310769-y6orh217 158 5 , , , cord-310769-y6orh217 158 6 chi chi NNP cord-310769-y6orh217 158 7 - - HYPH cord-310769-y6orh217 158 8 square square JJ cord-310769-y6orh217 158 9 tests test NNS cord-310769-y6orh217 158 10 were be VBD cord-310769-y6orh217 158 11 first first RB cord-310769-y6orh217 158 12 performed perform VBN cord-310769-y6orh217 158 13 to to TO cord-310769-y6orh217 158 14 investigate investigate VB cord-310769-y6orh217 158 15 the the DT cord-310769-y6orh217 158 16 differences difference NNS cord-310769-y6orh217 158 17 in in IN cord-310769-y6orh217 158 18 demographics demographic NNS cord-310769-y6orh217 158 19 : : : cord-310769-y6orh217 158 20 school school NN cord-310769-y6orh217 158 21 year year NN cord-310769-y6orh217 158 22 , , , cord-310769-y6orh217 158 23 gender gender NN cord-310769-y6orh217 158 24 , , , cord-310769-y6orh217 158 25 and and CC cord-310769-y6orh217 158 26 nationality nationality NN cord-310769-y6orh217 158 27 . . . cord-310769-y6orh217 159 1 After after IN cord-310769-y6orh217 159 2 that that DT cord-310769-y6orh217 159 3 , , , cord-310769-y6orh217 159 4 analyses analysis NNS cord-310769-y6orh217 159 5 of of IN cord-310769-y6orh217 159 6 covariance covariance NN cord-310769-y6orh217 159 7 were be VBD cord-310769-y6orh217 159 8 conducted conduct VBN cord-310769-y6orh217 159 9 to to TO cord-310769-y6orh217 159 10 explore explore VB cord-310769-y6orh217 159 11 the the DT cord-310769-y6orh217 159 12 discrepancy discrepancy NN cord-310769-y6orh217 159 13 between between IN cord-310769-y6orh217 159 14 the the DT cord-310769-y6orh217 159 15 DEP DEP NNP cord-310769-y6orh217 159 16 and and CC cord-310769-y6orh217 159 17 non non JJ cord-310769-y6orh217 159 18 - - JJ cord-310769-y6orh217 159 19 DEP dep JJ cord-310769-y6orh217 159 20 groups group NNS cord-310769-y6orh217 159 21 with with IN cord-310769-y6orh217 159 22 each each DT cord-310769-y6orh217 159 23 of of IN cord-310769-y6orh217 159 24 the the DT cord-310769-y6orh217 159 25 5 5 CD cord-310769-y6orh217 159 26 online online JJ cord-310769-y6orh217 159 27 behavior behavior NN cord-310769-y6orh217 159 28 features feature VBZ cord-310769-y6orh217 159 29 while while IN cord-310769-y6orh217 159 30 controlling control VBG cord-310769-y6orh217 159 31 significant significant JJ cord-310769-y6orh217 159 32 demographic demographic JJ cord-310769-y6orh217 159 33 covariates covariate NNS cord-310769-y6orh217 159 34 . . . cord-310769-y6orh217 160 1 The the DT cord-310769-y6orh217 160 2 same same JJ cord-310769-y6orh217 160 3 was be VBD cord-310769-y6orh217 160 4 performed perform VBN cord-310769-y6orh217 160 5 between between IN cord-310769-y6orh217 160 6 the the DT cord-310769-y6orh217 160 7 ANX ANX NNP cord-310769-y6orh217 160 8 and and CC cord-310769-y6orh217 160 9 non non JJ cord-310769-y6orh217 160 10 - - JJ cord-310769-y6orh217 160 11 ANX anx JJ cord-310769-y6orh217 160 12 groups group NNS cord-310769-y6orh217 160 13 . . . cord-310769-y6orh217 161 1 Notice notice VB cord-310769-y6orh217 161 2 that that IN cord-310769-y6orh217 161 3 , , , cord-310769-y6orh217 161 4 in in IN cord-310769-y6orh217 161 5 this this DT cord-310769-y6orh217 161 6 observational observational JJ cord-310769-y6orh217 161 7 study study NN cord-310769-y6orh217 161 8 , , , cord-310769-y6orh217 161 9 the the DT cord-310769-y6orh217 161 10 independent independent JJ cord-310769-y6orh217 161 11 variable variable NN cord-310769-y6orh217 161 12 was be VBD cord-310769-y6orh217 161 13 the the DT cord-310769-y6orh217 161 14 binary binary JJ cord-310769-y6orh217 161 15 group group NN cord-310769-y6orh217 161 16 , , , cord-310769-y6orh217 161 17 i.e. i.e. FW cord-310769-y6orh217 161 18 , , , cord-310769-y6orh217 161 19 whether whether IN cord-310769-y6orh217 161 20 or or CC cord-310769-y6orh217 161 21 not not RB cord-310769-y6orh217 161 22 the the DT cord-310769-y6orh217 161 23 individual individual NN cord-310769-y6orh217 161 24 had have VBD cord-310769-y6orh217 161 25 a a DT cord-310769-y6orh217 161 26 significant significant JJ cord-310769-y6orh217 161 27 increase increase NN cord-310769-y6orh217 161 28 in in IN cord-310769-y6orh217 161 29 the the DT cord-310769-y6orh217 161 30 GAD-7 GAD-7 NNP cord-310769-y6orh217 161 31 ( ( -LRB- cord-310769-y6orh217 161 32 or or CC cord-310769-y6orh217 161 33 PHQ-9 PHQ-9 NNP cord-310769-y6orh217 161 34 ) ) -RRB- cord-310769-y6orh217 161 35 score score NN cord-310769-y6orh217 161 36 . . . cord-310769-y6orh217 162 1 The the DT cord-310769-y6orh217 162 2 dependent dependent JJ cord-310769-y6orh217 162 3 variables variable NNS cord-310769-y6orh217 162 4 were be VBD cord-310769-y6orh217 162 5 the the DT cord-310769-y6orh217 162 6 5 5 CD cord-310769-y6orh217 162 7 behavior behavior NN cord-310769-y6orh217 162 8 changes change NNS cord-310769-y6orh217 162 9 extracted extract VBN cord-310769-y6orh217 162 10 from from IN cord-310769-y6orh217 162 11 the the DT cord-310769-y6orh217 162 12 longitudinal longitudinal JJ cord-310769-y6orh217 162 13 individual individual JJ cord-310769-y6orh217 162 14 online online JJ cord-310769-y6orh217 162 15 data datum NNS cord-310769-y6orh217 162 16 . . . cord-310769-y6orh217 163 1 Experiments experiment NNS cord-310769-y6orh217 163 2 were be VBD cord-310769-y6orh217 163 3 carried carry VBN cord-310769-y6orh217 163 4 out out RP cord-310769-y6orh217 163 5 in in IN cord-310769-y6orh217 163 6 a a DT cord-310769-y6orh217 163 7 one one CD cord-310769-y6orh217 163 8 - - HYPH cord-310769-y6orh217 163 9 on on IN cord-310769-y6orh217 163 10 - - HYPH cord-310769-y6orh217 163 11 one one CD cord-310769-y6orh217 163 12 fashion fashion NN cord-310769-y6orh217 163 13 : : : cord-310769-y6orh217 163 14 anxiety anxiety NN cord-310769-y6orh217 163 15 or or CC cord-310769-y6orh217 163 16 depression depression NN cord-310769-y6orh217 163 17 condition condition NN cord-310769-y6orh217 163 18 was be VBD cord-310769-y6orh217 163 19 the the DT cord-310769-y6orh217 163 20 single single JJ cord-310769-y6orh217 163 21 independent independent JJ cord-310769-y6orh217 163 22 variable variable NN cord-310769-y6orh217 163 23 , , , cord-310769-y6orh217 163 24 and and CC cord-310769-y6orh217 163 25 one one CD cord-310769-y6orh217 163 26 of of IN cord-310769-y6orh217 163 27 the the DT cord-310769-y6orh217 163 28 5 5 CD cord-310769-y6orh217 163 29 online online NN cord-310769-y6orh217 163 30 behavior behavior NN cord-310769-y6orh217 163 31 changes change NNS cord-310769-y6orh217 163 32 was be VBD cord-310769-y6orh217 163 33 the the DT cord-310769-y6orh217 163 34 single single JJ cord-310769-y6orh217 163 35 dependent dependent JJ cord-310769-y6orh217 163 36 variable variable NN cord-310769-y6orh217 163 37 each each DT cord-310769-y6orh217 163 38 time time NN cord-310769-y6orh217 163 39 . . . cord-310769-y6orh217 164 1 Since since IN cord-310769-y6orh217 164 2 multiple multiple JJ cord-310769-y6orh217 164 3 hypotheses hypothesis NNS cord-310769-y6orh217 164 4 were be VBD cord-310769-y6orh217 164 5 tested test VBN cord-310769-y6orh217 164 6 and and CC cord-310769-y6orh217 164 7 some some DT cord-310769-y6orh217 164 8 dependent dependent JJ cord-310769-y6orh217 164 9 variables variable NNS cord-310769-y6orh217 164 10 might may MD cord-310769-y6orh217 164 11 be be VB cord-310769-y6orh217 164 12 moderately moderately RB cord-310769-y6orh217 164 13 correlated correlate VBN cord-310769-y6orh217 164 14 , , , cord-310769-y6orh217 164 15 a a DT cord-310769-y6orh217 164 16 Holm Holm NNP cord-310769-y6orh217 164 17 's 's POS cord-310769-y6orh217 164 18 sequential sequential JJ cord-310769-y6orh217 164 19 Bonferroni Bonferroni NNP cord-310769-y6orh217 164 20 procedure procedure NN cord-310769-y6orh217 164 21 were be VBD cord-310769-y6orh217 164 22 performed perform VBN cord-310769-y6orh217 164 23 with with IN cord-310769-y6orh217 164 24 an an DT cord-310769-y6orh217 164 25 original original JJ cord-310769-y6orh217 164 26 significance significance NN cord-310769-y6orh217 164 27 level level NN cord-310769-y6orh217 164 28 a=0.05 a=0.05 NNP cord-310769-y6orh217 164 29 to to TO cord-310769-y6orh217 164 30 deal deal VB cord-310769-y6orh217 164 31 with with IN cord-310769-y6orh217 164 32 the the DT cord-310769-y6orh217 164 33 family family NN cord-310769-y6orh217 164 34 - - HYPH cord-310769-y6orh217 164 35 wise wise JJ cord-310769-y6orh217 164 36 error error NN cord-310769-y6orh217 164 37 rates rate NNS cord-310769-y6orh217 164 38 . . . cord-310769-y6orh217 165 1 We -PRON- PRP cord-310769-y6orh217 165 2 recruited recruit VBD cord-310769-y6orh217 165 3 49 49 CD cord-310769-y6orh217 165 4 ( ( -LRB- cord-310769-y6orh217 165 5 N=49 N=49 NNP cord-310769-y6orh217 165 6 ) ) -RRB- cord-310769-y6orh217 165 7 participants participant NNS cord-310769-y6orh217 165 8 in in IN cord-310769-y6orh217 165 9 total total NN cord-310769-y6orh217 165 10 , , , cord-310769-y6orh217 165 11 and and CC cord-310769-y6orh217 165 12 all all DT cord-310769-y6orh217 165 13 of of IN cord-310769-y6orh217 165 14 them -PRON- PRP cord-310769-y6orh217 165 15 participated participate VBD cord-310769-y6orh217 165 16 in in IN cord-310769-y6orh217 165 17 both both DT cord-310769-y6orh217 165 18 rounds round NNS cord-310769-y6orh217 165 19 of of IN cord-310769-y6orh217 165 20 the the DT cord-310769-y6orh217 165 21 study study NN cord-310769-y6orh217 165 22 ( ( -LRB- cord-310769-y6orh217 165 23 response response NN cord-310769-y6orh217 165 24 rate=100 rate=100 JJS cord-310769-y6orh217 165 25 % % NN cord-310769-y6orh217 165 26 of of IN cord-310769-y6orh217 165 27 them -PRON- PRP cord-310769-y6orh217 165 28 reported report VBD cord-310769-y6orh217 165 29 an an DT cord-310769-y6orh217 165 30 increase increase NN cord-310769-y6orh217 165 31 in in IN cord-310769-y6orh217 165 32 the the DT cord-310769-y6orh217 165 33 PHQ-9 PHQ-9 NNP cord-310769-y6orh217 165 34 score score NN cord-310769-y6orh217 165 35 ³ ³ CD cord-310769-y6orh217 165 36 5 5 CD cord-310769-y6orh217 165 37 ( ( -LRB- cord-310769-y6orh217 165 38 the the DT cord-310769-y6orh217 165 39 DEP DEP NNP cord-310769-y6orh217 165 40 group group NN cord-310769-y6orh217 165 41 ) ) -RRB- cord-310769-y6orh217 165 42 ; ; : cord-310769-y6orh217 165 43 45 45 CD cord-310769-y6orh217 165 44 % % NN cord-310769-y6orh217 165 45 ( ( -LRB- cord-310769-y6orh217 165 46 n=22 n=22 NNP cord-310769-y6orh217 165 47 ) ) -RRB- cord-310769-y6orh217 165 48 of of IN cord-310769-y6orh217 165 49 them -PRON- PRP cord-310769-y6orh217 165 50 reported report VBD cord-310769-y6orh217 165 51 an an DT cord-310769-y6orh217 165 52 increase increase NN cord-310769-y6orh217 165 53 in in IN cord-310769-y6orh217 165 54 the the DT cord-310769-y6orh217 165 55 GAD-7 GAD-7 NNP cord-310769-y6orh217 165 56 score score NN cord-310769-y6orh217 165 57 ³ ³ CD cord-310769-y6orh217 165 58 5 5 CD cord-310769-y6orh217 165 59 ( ( -LRB- cord-310769-y6orh217 165 60 the the DT cord-310769-y6orh217 165 61 ANX ANX NNP cord-310769-y6orh217 165 62 group group NN cord-310769-y6orh217 165 63 ) ) -RRB- cord-310769-y6orh217 165 64 . . . cord-310769-y6orh217 166 1 37 37 CD cord-310769-y6orh217 166 2 % % NN cord-310769-y6orh217 166 3 ( ( -LRB- cord-310769-y6orh217 166 4 n=18 n=18 RB cord-310769-y6orh217 166 5 ) ) -RRB- cord-310769-y6orh217 166 6 of of IN cord-310769-y6orh217 166 7 the the DT cord-310769-y6orh217 166 8 participants participant NNS cord-310769-y6orh217 166 9 belonged belong VBD cord-310769-y6orh217 166 10 to to IN cord-310769-y6orh217 166 11 the the DT cord-310769-y6orh217 166 12 ANX ANX NNP cord-310769-y6orh217 166 13 and and CC cord-310769-y6orh217 166 14 DEP DEP NNP cord-310769-y6orh217 166 15 group group NN cord-310769-y6orh217 166 16 simultaneously simultaneously RB cord-310769-y6orh217 166 17 . . . cord-310769-y6orh217 167 1 Of of IN cord-310769-y6orh217 167 2 the the DT cord-310769-y6orh217 167 3 49 49 CD cord-310769-y6orh217 167 4 participants participant NNS cord-310769-y6orh217 167 5 , , , cord-310769-y6orh217 167 6 61 61 CD cord-310769-y6orh217 167 7 % % NN cord-310769-y6orh217 167 8 ( ( -LRB- cord-310769-y6orh217 167 9 n=30 n=30 NNP cord-310769-y6orh217 167 10 ) ) -RRB- cord-310769-y6orh217 167 11 of of IN cord-310769-y6orh217 167 12 the the DT cord-310769-y6orh217 167 13 them -PRON- PRP cord-310769-y6orh217 167 14 were be VBD cord-310769-y6orh217 167 15 female female JJ cord-310769-y6orh217 167 16 ; ; : cord-310769-y6orh217 167 17 35 35 CD cord-310769-y6orh217 167 18 % % NN cord-310769-y6orh217 167 19 ( ( -LRB- cord-310769-y6orh217 167 20 n=17 n=17 NNP cord-310769-y6orh217 167 21 ) ) -RRB- cord-310769-y6orh217 167 22 of of IN cord-310769-y6orh217 167 23 the the DT cord-310769-y6orh217 167 24 them -PRON- PRP cord-310769-y6orh217 167 25 were be VBD cord-310769-y6orh217 167 26 male male JJ cord-310769-y6orh217 167 27 ; ; . cord-310769-y6orh217 168 1 the the DT cord-310769-y6orh217 168 2 rest rest NN cord-310769-y6orh217 168 3 4 4 CD cord-310769-y6orh217 168 4 % % NN cord-310769-y6orh217 168 5 ( ( -LRB- cord-310769-y6orh217 168 6 n=2 n=2 NNS cord-310769-y6orh217 168 7 ) ) -RRB- cord-310769-y6orh217 168 8 reported report VBD cord-310769-y6orh217 168 9 non non JJ cord-310769-y6orh217 168 10 - - JJ cord-310769-y6orh217 168 11 binary binary JJ cord-310769-y6orh217 168 12 genders gender NNS cord-310769-y6orh217 168 13 . . . cord-310769-y6orh217 169 1 First first JJ cord-310769-y6orh217 169 2 and and CC cord-310769-y6orh217 169 3 secondyear secondyear JJ cord-310769-y6orh217 169 4 students student NNS cord-310769-y6orh217 169 5 occupied occupy VBD cord-310769-y6orh217 169 6 63 63 CD cord-310769-y6orh217 169 7 % % NN cord-310769-y6orh217 169 8 ( ( -LRB- cord-310769-y6orh217 169 9 n=31 n=31 NNP cord-310769-y6orh217 169 10 ) ) -RRB- cord-310769-y6orh217 169 11 of of IN cord-310769-y6orh217 169 12 the the DT cord-310769-y6orh217 169 13 whole whole JJ cord-310769-y6orh217 169 14 cohort cohort NN cord-310769-y6orh217 169 15 , , , cord-310769-y6orh217 169 16 and and CC cord-310769-y6orh217 169 17 the the DT cord-310769-y6orh217 169 18 rest rest NN cord-310769-y6orh217 169 19 were be VBD cord-310769-y6orh217 169 20 third third JJ cord-310769-y6orh217 169 21 and and CC cord-310769-y6orh217 169 22 fourth fourth JJ cord-310769-y6orh217 169 23 - - HYPH cord-310769-y6orh217 169 24 year year NN cord-310769-y6orh217 169 25 students student NNS cord-310769-y6orh217 169 26 ( ( -LRB- cord-310769-y6orh217 169 27 n=24 n=24 NNP cord-310769-y6orh217 169 28 ) ) -RRB- cord-310769-y6orh217 169 29 . . . cord-310769-y6orh217 170 1 80 80 CD cord-310769-y6orh217 170 2 % % NN cord-310769-y6orh217 170 3 ( ( -LRB- cord-310769-y6orh217 170 4 n=39 n=39 NNP cord-310769-y6orh217 170 5 ) ) -RRB- cord-310769-y6orh217 170 6 of of IN cord-310769-y6orh217 170 7 the the DT cord-310769-y6orh217 170 8 participants participant NNS cord-310769-y6orh217 170 9 were be VBD cord-310769-y6orh217 170 10 U.S. U.S. NNP cord-310769-y6orh217 170 11 citizens citizen NNS cord-310769-y6orh217 170 12 , , , cord-310769-y6orh217 170 13 and and CC cord-310769-y6orh217 170 14 the the DT cord-310769-y6orh217 170 15 rest rest NN cord-310769-y6orh217 170 16 ( ( -LRB- cord-310769-y6orh217 170 17 n=10 n=10 NNP cord-310769-y6orh217 170 18 ) ) -RRB- cord-310769-y6orh217 170 19 were be VBD cord-310769-y6orh217 170 20 international international JJ cord-310769-y6orh217 170 21 students student NNS cord-310769-y6orh217 170 22 . . . cord-310769-y6orh217 171 1 A a DT cord-310769-y6orh217 171 2 complete complete JJ cord-310769-y6orh217 171 3 breakdown breakdown NN cord-310769-y6orh217 171 4 of of IN cord-310769-y6orh217 171 5 demographics demographic NNS cord-310769-y6orh217 171 6 and and CC cord-310769-y6orh217 171 7 group group NN cord-310769-y6orh217 171 8 separations separation NNS cord-310769-y6orh217 171 9 are be VBP cord-310769-y6orh217 171 10 given give VBN cord-310769-y6orh217 171 11 in in IN cord-310769-y6orh217 171 12 Table Table NNP cord-310769-y6orh217 171 13 1 1 CD cord-310769-y6orh217 171 14 . . . cord-310769-y6orh217 171 15 _SP cord-310769-y6orh217 172 1 The the DT cord-310769-y6orh217 172 2 distributions distribution NNS cord-310769-y6orh217 172 3 of of IN cord-310769-y6orh217 172 4 female female JJ cord-310769-y6orh217 172 5 participants participant NNS cord-310769-y6orh217 172 6 were be VBD cord-310769-y6orh217 172 7 not not RB cord-310769-y6orh217 172 8 well well RB cord-310769-y6orh217 172 9 - - HYPH cord-310769-y6orh217 172 10 stratified stratified JJ cord-310769-y6orh217 172 11 . . . cord-310769-y6orh217 173 1 77 77 CD cord-310769-y6orh217 173 2 % % NN cord-310769-y6orh217 173 3 ( ( -LRB- cord-310769-y6orh217 173 4 n=17/22 n=17/22 NNP cord-310769-y6orh217 173 5 ) ) -RRB- cord-310769-y6orh217 173 6 of of IN cord-310769-y6orh217 173 7 the the DT cord-310769-y6orh217 173 8 ANX ANX NNP cord-310769-y6orh217 173 9 group group NN cord-310769-y6orh217 173 10 were be VBD cord-310769-y6orh217 173 11 female female JJ cord-310769-y6orh217 173 12 while while IN cord-310769-y6orh217 173 13 48 48 CD cord-310769-y6orh217 173 14 % % NN cord-310769-y6orh217 173 15 ( ( -LRB- cord-310769-y6orh217 173 16 n=13/27 n=13/27 NN cord-310769-y6orh217 173 17 ) ) -RRB- cord-310769-y6orh217 173 18 of of IN cord-310769-y6orh217 173 19 the the DT cord-310769-y6orh217 173 20 non non JJ cord-310769-y6orh217 173 21 - - JJ cord-310769-y6orh217 173 22 ANX anx JJ cord-310769-y6orh217 173 23 group group NN cord-310769-y6orh217 173 24 were be VBD cord-310769-y6orh217 173 25 female female JJ cord-310769-y6orh217 173 26 ; ; : cord-310769-y6orh217 173 27 85 85 CD cord-310769-y6orh217 173 28 % % NN cord-310769-y6orh217 173 29 ( ( -LRB- cord-310769-y6orh217 173 30 n=17/20 n=17/20 UH cord-310769-y6orh217 173 31 ) ) -RRB- cord-310769-y6orh217 173 32 of of IN cord-310769-y6orh217 173 33 the the DT cord-310769-y6orh217 173 34 DEP DEP NNP cord-310769-y6orh217 173 35 group group NN cord-310769-y6orh217 173 36 were be VBD cord-310769-y6orh217 173 37 female female JJ cord-310769-y6orh217 173 38 while while IN cord-310769-y6orh217 173 39 45 45 CD cord-310769-y6orh217 173 40 % % NN cord-310769-y6orh217 173 41 ( ( -LRB- cord-310769-y6orh217 173 42 n=13/29 n=13/29 NNP cord-310769-y6orh217 173 43 ) ) -RRB- cord-310769-y6orh217 173 44 of of IN cord-310769-y6orh217 173 45 the the DT cord-310769-y6orh217 173 46 non non JJ cord-310769-y6orh217 173 47 - - JJ cord-310769-y6orh217 173 48 DEP dep JJ cord-310769-y6orh217 173 49 group group NN cord-310769-y6orh217 173 50 were be VBD cord-310769-y6orh217 173 51 female female JJ cord-310769-y6orh217 174 1 ( ( -LRB- cord-310769-y6orh217 174 2 Table table NN cord-310769-y6orh217 174 3 1 1 CD cord-310769-y6orh217 174 4 ) ) -RRB- cord-310769-y6orh217 174 5 . . . cord-310769-y6orh217 175 1 This this DT cord-310769-y6orh217 175 2 observation observation NN cord-310769-y6orh217 175 3 among among IN cord-310769-y6orh217 175 4 female female JJ cord-310769-y6orh217 175 5 students student NNS cord-310769-y6orh217 175 6 is be VBZ cord-310769-y6orh217 175 7 consistent consistent JJ cord-310769-y6orh217 175 8 with with IN cord-310769-y6orh217 175 9 the the DT cord-310769-y6orh217 175 10 statistics statistic NNS cord-310769-y6orh217 175 11 reported report VBN cord-310769-y6orh217 175 12 in in IN cord-310769-y6orh217 175 13 [ [ -LRB- cord-310769-y6orh217 175 14 4 4 CD cord-310769-y6orh217 175 15 ] ] -RRB- cord-310769-y6orh217 175 16 . . . cord-310769-y6orh217 176 1 Chi Chi NNP cord-310769-y6orh217 176 2 - - HYPH cord-310769-y6orh217 176 3 square square JJ cord-310769-y6orh217 176 4 tests test NNS cord-310769-y6orh217 176 5 showed show VBD cord-310769-y6orh217 176 6 that that IN cord-310769-y6orh217 176 7 being be VBG cord-310769-y6orh217 176 8 female female JJ cord-310769-y6orh217 176 9 had have VBD cord-310769-y6orh217 176 10 a a DT cord-310769-y6orh217 176 11 significant significant JJ cord-310769-y6orh217 176 12 difference difference NN cord-310769-y6orh217 176 13 between between IN cord-310769-y6orh217 176 14 the the DT cord-310769-y6orh217 176 15 ANX ANX NNP cord-310769-y6orh217 176 16 and and CC cord-310769-y6orh217 176 17 non non JJ cord-310769-y6orh217 176 18 - - JJ cord-310769-y6orh217 176 19 ANX anx JJ cord-310769-y6orh217 176 20 group group NN cord-310769-y6orh217 176 21 ( ( -LRB- cord-310769-y6orh217 176 22 P=.07 P=.07 NNS cord-310769-y6orh217 176 23 , , , cord-310769-y6orh217 176 24 χ χ NN cord-310769-y6orh217 176 25 7 7 CD cord-310769-y6orh217 176 26 ' ' NN cord-310769-y6orh217 176 27 = = SYM cord-310769-y6orh217 176 28 3.2 3.2 CD cord-310769-y6orh217 176 29 ) ) -RRB- cord-310769-y6orh217 176 30 ; ; : cord-310769-y6orh217 176 31 it -PRON- PRP cord-310769-y6orh217 176 32 also also RB cord-310769-y6orh217 176 33 had have VBD cord-310769-y6orh217 176 34 a a DT cord-310769-y6orh217 176 35 significant significant JJ cord-310769-y6orh217 176 36 difference difference NN cord-310769-y6orh217 176 37 between between IN cord-310769-y6orh217 176 38 the the DT cord-310769-y6orh217 176 39 DEP DEP NNP cord-310769-y6orh217 176 40 and and CC cord-310769-y6orh217 176 41 non non JJ cord-310769-y6orh217 176 42 - - JJ cord-310769-y6orh217 176 43 DEP dep JJ cord-310769-y6orh217 176 44 group group NN cord-310769-y6orh217 176 45 ( ( -LRB- cord-310769-y6orh217 176 46 P=.01 P=.01 NNP cord-310769-y6orh217 176 47 , , , cord-310769-y6orh217 176 48 7 7 CD cord-310769-y6orh217 176 49 ' ' '' cord-310769-y6orh217 176 50 = = SYM cord-310769-y6orh217 176 51 6.4 6.4 CD cord-310769-y6orh217 176 52 ) ) -RRB- cord-310769-y6orh217 176 53 . . . cord-310769-y6orh217 177 1 Meanwhile meanwhile RB cord-310769-y6orh217 177 2 , , , cord-310769-y6orh217 177 3 being be VBG cord-310769-y6orh217 177 4 an an DT cord-310769-y6orh217 177 5 U.S. U.S. NNP cord-310769-y6orh217 177 6 citizen citizen NN cord-310769-y6orh217 177 7 did do VBD cord-310769-y6orh217 177 8 not not RB cord-310769-y6orh217 177 9 show show VB cord-310769-y6orh217 177 10 a a DT cord-310769-y6orh217 177 11 significant significant JJ cord-310769-y6orh217 177 12 difference difference NN cord-310769-y6orh217 177 13 in in IN cord-310769-y6orh217 177 14 deteriorating deteriorate VBG cord-310769-y6orh217 177 15 anxiety anxiety NN cord-310769-y6orh217 177 16 ( ( -LRB- cord-310769-y6orh217 177 17 P=.99 P=.99 NNS cord-310769-y6orh217 177 18 , , , cord-310769-y6orh217 177 19 7 7 CD cord-310769-y6orh217 177 20 ' ' POS cord-310769-y6orh217 177 21 < < XX cord-310769-y6orh217 177 22 0.1 0.1 CD cord-310769-y6orh217 177 23 ) ) -RRB- cord-310769-y6orh217 177 24 nor nor CC cord-310769-y6orh217 177 25 depression depression NN cord-310769-y6orh217 177 26 ( ( -LRB- cord-310769-y6orh217 177 27 P=.76 P=.76 NNP cord-310769-y6orh217 177 28 , , , cord-310769-y6orh217 177 29 7 7 CD cord-310769-y6orh217 177 30 ' ' NN cord-310769-y6orh217 177 31 = = SYM cord-310769-y6orh217 177 32 0.1 0.1 CD cord-310769-y6orh217 177 33 ) ) -RRB- cord-310769-y6orh217 177 34 ; ; : cord-310769-y6orh217 177 35 being be VBG cord-310769-y6orh217 177 36 lower low JJR cord-310769-y6orh217 177 37 - - HYPH cord-310769-y6orh217 177 38 class class NN cord-310769-y6orh217 177 39 student student NN cord-310769-y6orh217 177 40 ( ( -LRB- cord-310769-y6orh217 177 41 first first JJ cord-310769-y6orh217 177 42 or or CC cord-310769-y6orh217 177 43 second second JJ cord-310769-y6orh217 177 44 - - HYPH cord-310769-y6orh217 177 45 year year NN cord-310769-y6orh217 177 46 ) ) -RRB- cord-310769-y6orh217 178 1 did do VBD cord-310769-y6orh217 178 2 not not RB cord-310769-y6orh217 178 3 show show VB cord-310769-y6orh217 178 4 a a DT cord-310769-y6orh217 178 5 significant significant JJ cord-310769-y6orh217 178 6 difference difference NN cord-310769-y6orh217 178 7 in in IN cord-310769-y6orh217 178 8 deteriorating deteriorate VBG cord-310769-y6orh217 178 9 anxiety anxiety NN cord-310769-y6orh217 178 10 ( ( -LRB- cord-310769-y6orh217 178 11 P=.73 p=.73 NN cord-310769-y6orh217 178 12 , , , cord-310769-y6orh217 178 13 7 7 CD cord-310769-y6orh217 178 14 ' ' NN cord-310769-y6orh217 178 15 = = SYM cord-310769-y6orh217 178 16 0.1 0.1 CD cord-310769-y6orh217 178 17 ) ) -RRB- cord-310769-y6orh217 178 18 nor nor CC cord-310769-y6orh217 178 19 depression depression NN cord-310769-y6orh217 178 20 ( ( -LRB- cord-310769-y6orh217 178 21 P=.93 P=.93 NNP cord-310769-y6orh217 178 22 , , , cord-310769-y6orh217 178 23 7 7 CD cord-310769-y6orh217 178 24 ' ' POS cord-310769-y6orh217 178 25 < < XX cord-310769-y6orh217 178 26 0.1 0.1 CD cord-310769-y6orh217 178 27 ) ) -RRB- cord-310769-y6orh217 178 28 . . . cord-310769-y6orh217 179 1 Thus thus RB cord-310769-y6orh217 179 2 , , , cord-310769-y6orh217 179 3 the the DT cord-310769-y6orh217 179 4 gender gender NN cord-310769-y6orh217 179 5 factor factor NN cord-310769-y6orh217 179 6 was be VBD cord-310769-y6orh217 179 7 controlled control VBN cord-310769-y6orh217 179 8 for for IN cord-310769-y6orh217 179 9 the the DT cord-310769-y6orh217 179 10 rest rest NN cord-310769-y6orh217 179 11 of of IN cord-310769-y6orh217 179 12 the the DT cord-310769-y6orh217 179 13 study study NN cord-310769-y6orh217 179 14 . . . cord-310769-y6orh217 180 1 The the DT cord-310769-y6orh217 180 2 two two CD cord-310769-y6orh217 180 3 - - HYPH cord-310769-y6orh217 180 4 tailed tailed JJ cord-310769-y6orh217 180 5 paired pair VBN cord-310769-y6orh217 180 6 independent independent JJ cord-310769-y6orh217 180 7 t t NN cord-310769-y6orh217 180 8 - - HYPH cord-310769-y6orh217 180 9 tests test NNS cord-310769-y6orh217 180 10 mentioned mention VBN cord-310769-y6orh217 180 11 at at IN cord-310769-y6orh217 180 12 the the DT cord-310769-y6orh217 180 13 beginning beginning NN cord-310769-y6orh217 180 14 of of IN cord-310769-y6orh217 180 15 Statistical Statistical NNP cord-310769-y6orh217 180 16 Analysis Analysis NNP cord-310769-y6orh217 180 17 was be VBD cord-310769-y6orh217 180 18 designed design VBN cord-310769-y6orh217 180 19 to to TO cord-310769-y6orh217 180 20 rule rule VB cord-310769-y6orh217 180 21 out out RP cord-310769-y6orh217 180 22 seasonal seasonal JJ cord-310769-y6orh217 180 23 factors factor NNS cord-310769-y6orh217 180 24 in in IN cord-310769-y6orh217 180 25 online online JJ cord-310769-y6orh217 180 26 behavior behavior NN cord-310769-y6orh217 180 27 changes change NNS cord-310769-y6orh217 180 28 but but CC cord-310769-y6orh217 180 29 focus focus NN cord-310769-y6orh217 180 30 on on IN cord-310769-y6orh217 180 31 COVID-19 COVID-19 NNP cord-310769-y6orh217 180 32 before before IN cord-310769-y6orh217 180 33 any any DT cord-310769-y6orh217 180 34 of of IN cord-310769-y6orh217 180 35 the the DT cord-310769-y6orh217 180 36 main main JJ cord-310769-y6orh217 180 37 experiments experiment NNS cord-310769-y6orh217 180 38 , , , cord-310769-y6orh217 180 39 and and CC cord-310769-y6orh217 180 40 they -PRON- PRP cord-310769-y6orh217 180 41 reported report VBD cord-310769-y6orh217 180 42 P<.001 P<.001 NNP cord-310769-y6orh217 180 43 for for IN cord-310769-y6orh217 180 44 all all DT cord-310769-y6orh217 180 45 5 5 CD cord-310769-y6orh217 180 46 quantitative quantitative JJ cord-310769-y6orh217 180 47 features feature NNS cord-310769-y6orh217 180 48 . . . cord-310769-y6orh217 181 1 Hence hence RB cord-310769-y6orh217 181 2 , , , cord-310769-y6orh217 181 3 the the DT cord-310769-y6orh217 181 4 presence presence NN cord-310769-y6orh217 181 5 of of IN cord-310769-y6orh217 181 6 annual annual JJ cord-310769-y6orh217 181 7 or or CC cord-310769-y6orh217 181 8 seasonal seasonal JJ cord-310769-y6orh217 181 9 factors factor NNS cord-310769-y6orh217 181 10 accountable accountable JJ cord-310769-y6orh217 181 11 for for IN cord-310769-y6orh217 181 12 online online JJ cord-310769-y6orh217 181 13 behavior behavior NN cord-310769-y6orh217 181 14 changes change NNS cord-310769-y6orh217 181 15 was be VBD cord-310769-y6orh217 181 16 neglectable neglectable JJ cord-310769-y6orh217 181 17 , , , cord-310769-y6orh217 181 18 and and CC cord-310769-y6orh217 181 19 it -PRON- PRP cord-310769-y6orh217 181 20 was be VBD cord-310769-y6orh217 181 21 safe safe JJ cord-310769-y6orh217 181 22 to to TO cord-310769-y6orh217 181 23 carry carry VB cord-310769-y6orh217 181 24 out out RP cord-310769-y6orh217 181 25 the the DT cord-310769-y6orh217 181 26 following follow VBG cord-310769-y6orh217 181 27 main main JJ cord-310769-y6orh217 181 28 experiment experiment NN cord-310769-y6orh217 181 29 . . . cord-310769-y6orh217 182 1 For for IN cord-310769-y6orh217 182 2 each each DT cord-310769-y6orh217 182 3 group group NN cord-310769-y6orh217 182 4 ( ( -LRB- cord-310769-y6orh217 182 5 ANX ANX NNP cord-310769-y6orh217 182 6 , , , cord-310769-y6orh217 182 7 non non JJ cord-310769-y6orh217 182 8 - - JJ cord-310769-y6orh217 182 9 ANX anx JJ cord-310769-y6orh217 182 10 , , , cord-310769-y6orh217 182 11 DEP DEP NNP cord-310769-y6orh217 182 12 , , , cord-310769-y6orh217 182 13 and and CC cord-310769-y6orh217 182 14 non non JJ cord-310769-y6orh217 182 15 - - JJ cord-310769-y6orh217 182 16 DEP DEP NNP cord-310769-y6orh217 182 17 ) ) -RRB- cord-310769-y6orh217 182 18 , , , cord-310769-y6orh217 182 19 the the DT cord-310769-y6orh217 182 20 average average JJ cord-310769-y6orh217 182 21 percentage percentage NN cord-310769-y6orh217 182 22 changes change NNS cord-310769-y6orh217 182 23 in in IN cord-310769-y6orh217 182 24 Late Late NNP cord-310769-y6orh217 182 25 Night Night NNP cord-310769-y6orh217 182 26 Activities Activities NNPS cord-310769-y6orh217 182 27 , , , cord-310769-y6orh217 182 28 Short Short NNP cord-310769-y6orh217 182 29 Event Event NNP cord-310769-y6orh217 182 30 Intervals Intervals NNP cord-310769-y6orh217 182 31 , , , cord-310769-y6orh217 182 32 LIWC LIWC NNP cord-310769-y6orh217 182 33 Attributes Attributes NNPS cord-310769-y6orh217 182 34 , , , cord-310769-y6orh217 182 35 and and CC cord-310769-y6orh217 182 36 Google Google NNP cord-310769-y6orh217 182 37 Search Search NNP cord-310769-y6orh217 182 38 and and CC cord-310769-y6orh217 182 39 YouTube YouTube NNP cord-310769-y6orh217 182 40 Categories Categories NNPS cord-310769-y6orh217 182 41 were be VBD cord-310769-y6orh217 182 42 all all DT cord-310769-y6orh217 182 43 positive positive JJ cord-310769-y6orh217 182 44 increases increase NNS cord-310769-y6orh217 182 45 . . . cord-310769-y6orh217 183 1 Analyses analysis NNS cord-310769-y6orh217 183 2 of of IN cord-310769-y6orh217 183 3 covariance covariance NN cord-310769-y6orh217 183 4 were be VBD cord-310769-y6orh217 183 5 performed perform VBN cord-310769-y6orh217 183 6 to to TO cord-310769-y6orh217 183 7 investigate investigate VB cord-310769-y6orh217 183 8 the the DT cord-310769-y6orh217 183 9 online online JJ cord-310769-y6orh217 183 10 behavior behavior NN cord-310769-y6orh217 183 11 differences difference NNS cord-310769-y6orh217 183 12 between between IN cord-310769-y6orh217 183 13 the the DT cord-310769-y6orh217 183 14 DEP DEP NNP cord-310769-y6orh217 183 15 and and CC cord-310769-y6orh217 183 16 the the DT cord-310769-y6orh217 183 17 non non JJ cord-310769-y6orh217 183 18 - - JJ cord-310769-y6orh217 183 19 DEP dep JJ cord-310769-y6orh217 183 20 groups group NNS cord-310769-y6orh217 183 21 , , , cord-310769-y6orh217 183 22 ruling rule VBG cord-310769-y6orh217 183 23 out out RP cord-310769-y6orh217 183 24 the the DT cord-310769-y6orh217 183 25 gender gender NN cord-310769-y6orh217 183 26 factor factor NN cord-310769-y6orh217 183 27 . . . cord-310769-y6orh217 184 1 We -PRON- PRP cord-310769-y6orh217 184 2 dummy dummy RB cord-310769-y6orh217 184 3 - - HYPH cord-310769-y6orh217 184 4 coded code VBN cord-310769-y6orh217 184 5 the the DT cord-310769-y6orh217 184 6 categorical categorical JJ cord-310769-y6orh217 184 7 gender gender NN cord-310769-y6orh217 184 8 factor factor NN cord-310769-y6orh217 184 9 as as IN cord-310769-y6orh217 184 10 a a DT cord-310769-y6orh217 184 11 continuous continuous JJ cord-310769-y6orh217 184 12 covariate covariate NN cord-310769-y6orh217 184 13 . . . cord-310769-y6orh217 185 1 For for IN cord-310769-y6orh217 185 2 Late Late NNP cord-310769-y6orh217 185 3 Night Night NNP cord-310769-y6orh217 185 4 Activities Activities NNPS cord-310769-y6orh217 185 5 , , , cord-310769-y6orh217 185 6 the the DT cord-310769-y6orh217 185 7 DEP DEP NNP cord-310769-y6orh217 185 8 group group NN cord-310769-y6orh217 185 9 ( ( -LRB- cord-310769-y6orh217 185 10 mean=9.70 mean=9.70 CD cord-310769-y6orh217 185 11 % % NN cord-310769-y6orh217 185 12 , , , cord-310769-y6orh217 185 13 95 95 CD cord-310769-y6orh217 185 14 % % NN cord-310769-y6orh217 185 15 CI CI NNP cord-310769-y6orh217 185 16 8.72%-10.68 8.72%-10.68 CD cord-310769-y6orh217 185 17 % % NN cord-310769-y6orh217 185 18 ) ) -RRB- cord-310769-y6orh217 185 19 had have VBD cord-310769-y6orh217 185 20 a a DT cord-310769-y6orh217 185 21 higher high JJR cord-310769-y6orh217 185 22 relative relative JJ cord-310769-y6orh217 185 23 increase increase NN cord-310769-y6orh217 185 24 than than IN cord-310769-y6orh217 185 25 the the DT cord-310769-y6orh217 185 26 non non JJ cord-310769-y6orh217 185 27 - - JJ cord-310769-y6orh217 185 28 DEP dep JJ cord-310769-y6orh217 185 29 group group NN cord-310769-y6orh217 185 30 ( ( -LRB- cord-310769-y6orh217 185 31 mean=7.54 mean=7.54 NNP cord-310769-y6orh217 185 32 % % NN cord-310769-y6orh217 185 33 , , , cord-310769-y6orh217 185 34 95 95 CD cord-310769-y6orh217 185 35 % % NN cord-310769-y6orh217 185 36 CI CI NNP cord-310769-y6orh217 185 37 6.59%-8.49 6.59%-8.49 CD cord-310769-y6orh217 185 38 % % NN cord-310769-y6orh217 185 39 ) ) -RRB- cord-310769-y6orh217 185 40 , , , cord-310769-y6orh217 185 41 and and CC cord-310769-y6orh217 185 42 a a DT cord-310769-y6orh217 185 43 significant significant JJ cord-310769-y6orh217 185 44 difference difference NN cord-310769-y6orh217 185 45 was be VBD cord-310769-y6orh217 185 46 found find VBN cord-310769-y6orh217 185 47 ( ( -LRB- cord-310769-y6orh217 185 48 P=. P=. NNP cord-310769-y6orh217 185 49 005 005 CD cord-310769-y6orh217 186 1 For for IN cord-310769-y6orh217 186 2 the the DT cord-310769-y6orh217 186 3 LIWC LIWC NNP cord-310769-y6orh217 186 4 Attributes Attributes NNPS cord-310769-y6orh217 186 5 , , , cord-310769-y6orh217 186 6 the the DT cord-310769-y6orh217 186 7 DEP DEP NNP cord-310769-y6orh217 186 8 group group NN cord-310769-y6orh217 186 9 ( ( -LRB- cord-310769-y6orh217 186 10 mean=9.52 mean=9.52 NNP cord-310769-y6orh217 186 11 % % NN cord-310769-y6orh217 186 12 , , , cord-310769-y6orh217 186 13 95 95 CD cord-310769-y6orh217 186 14 % % NN cord-310769-y6orh217 186 15 CI CI NNP cord-310769-y6orh217 186 16 8.36%-10.78 8.36%-10.78 CD cord-310769-y6orh217 186 17 % % NN cord-310769-y6orh217 186 18 ) ) -RRB- cord-310769-y6orh217 186 19 had have VBD cord-310769-y6orh217 186 20 a a DT cord-310769-y6orh217 186 21 higher high JJR cord-310769-y6orh217 186 22 relative relative JJ cord-310769-y6orh217 186 23 increase increase NN cord-310769-y6orh217 186 24 in in IN cord-310769-y6orh217 186 25 ' ' `` cord-310769-y6orh217 186 26 Personal Personal NNP cord-310769-y6orh217 186 27 Concern concern NN cord-310769-y6orh217 186 28 ' ' POS cord-310769-y6orh217 186 29 keywords keyword NNS cord-310769-y6orh217 186 30 than than IN cord-310769-y6orh217 186 31 the the DT cord-310769-y6orh217 186 32 non non JJ cord-310769-y6orh217 186 33 - - JJ cord-310769-y6orh217 186 34 DEP dep JJ cord-310769-y6orh217 186 35 group group NN cord-310769-y6orh217 186 36 ( ( -LRB- cord-310769-y6orh217 186 37 mean=7.24 mean=7.24 CD cord-310769-y6orh217 186 38 % % NN cord-310769-y6orh217 186 39 , , , cord-310769-y6orh217 186 40 95 95 CD cord-310769-y6orh217 186 41 % % NN cord-310769-y6orh217 186 42 CI ci NN cord-310769-y6orh217 186 43 6.50%-7.98 6.50%-7.98 CD cord-310769-y6orh217 186 44 % % NN cord-310769-y6orh217 186 45 ) ) -RRB- cord-310769-y6orh217 186 46 , , , cord-310769-y6orh217 186 47 and and CC cord-310769-y6orh217 186 48 a a DT cord-310769-y6orh217 186 49 significant significant JJ cord-310769-y6orh217 186 50 difference difference NN cord-310769-y6orh217 186 51 was be VBD cord-310769-y6orh217 186 52 found find VBN cord-310769-y6orh217 186 53 Table Table NNP cord-310769-y6orh217 186 54 2 2 CD cord-310769-y6orh217 186 55 summarizes summarize VBZ cord-310769-y6orh217 186 56 these these DT cord-310769-y6orh217 186 57 findings finding NNS cord-310769-y6orh217 186 58 in in IN cord-310769-y6orh217 186 59 detail detail NN cord-310769-y6orh217 186 60 . . . cord-310769-y6orh217 187 1 Figure figure NN cord-310769-y6orh217 187 2 3 3 CD cord-310769-y6orh217 187 3 shows show VBZ cord-310769-y6orh217 187 4 the the DT cord-310769-y6orh217 187 5 distributions distribution NNS cord-310769-y6orh217 187 6 of of IN cord-310769-y6orh217 187 7 the the DT cord-310769-y6orh217 187 8 percentage percentage NN cord-310769-y6orh217 187 9 increases increase NNS cord-310769-y6orh217 187 10 in in IN cord-310769-y6orh217 187 11 online online JJ cord-310769-y6orh217 187 12 behavior behavior NN cord-310769-y6orh217 187 13 features feature VBZ cord-310769-y6orh217 187 14 except except IN cord-310769-y6orh217 187 15 the the DT cord-310769-y6orh217 187 16 inactivity inactivity NN cord-310769-y6orh217 187 17 divergence divergence NN cord-310769-y6orh217 187 18 in in IN cord-310769-y6orh217 187 19 the the DT cord-310769-y6orh217 187 20 two two CD cord-310769-y6orh217 187 21 groups group NNS cord-310769-y6orh217 187 22 . . . cord-310769-y6orh217 188 1 All all DT cord-310769-y6orh217 188 2 rights right NNS cord-310769-y6orh217 188 3 reserved reserve VBN cord-310769-y6orh217 188 4 . . . cord-310769-y6orh217 189 1 No no DT cord-310769-y6orh217 189 2 reuse reuse NN cord-310769-y6orh217 189 3 allowed allow VBN cord-310769-y6orh217 189 4 without without IN cord-310769-y6orh217 189 5 permission permission NN cord-310769-y6orh217 189 6 . . . cord-310769-y6orh217 190 1 ( ( -LRB- cord-310769-y6orh217 190 2 which which WDT cord-310769-y6orh217 190 3 was be VBD cord-310769-y6orh217 190 4 not not RB cord-310769-y6orh217 190 5 certified certify VBN cord-310769-y6orh217 190 6 by by IN cord-310769-y6orh217 190 7 peer peer NN cord-310769-y6orh217 190 8 review review NN cord-310769-y6orh217 190 9 ) ) -RRB- cord-310769-y6orh217 190 10 is be VBZ cord-310769-y6orh217 190 11 the the DT cord-310769-y6orh217 190 12 author author NN cord-310769-y6orh217 190 13 / / SYM cord-310769-y6orh217 190 14 funder funder NN cord-310769-y6orh217 190 15 , , , cord-310769-y6orh217 190 16 who who WP cord-310769-y6orh217 190 17 has have VBZ cord-310769-y6orh217 190 18 granted grant VBN cord-310769-y6orh217 190 19 medRxiv medRxiv NNS cord-310769-y6orh217 190 20 a a DT cord-310769-y6orh217 190 21 license license NN cord-310769-y6orh217 190 22 to to TO cord-310769-y6orh217 190 23 display display VB cord-310769-y6orh217 190 24 the the DT cord-310769-y6orh217 190 25 preprint preprint NN cord-310769-y6orh217 190 26 in in IN cord-310769-y6orh217 190 27 perpetuity perpetuity NN cord-310769-y6orh217 190 28 . . . cord-310769-y6orh217 190 29 _SP cord-310769-y6orh217 191 1 Similar similar JJ cord-310769-y6orh217 191 2 trends trend NNS cord-310769-y6orh217 191 3 were be VBD cord-310769-y6orh217 191 4 found find VBN cord-310769-y6orh217 191 5 between between IN cord-310769-y6orh217 191 6 the the DT cord-310769-y6orh217 191 7 ANX ANX NNP cord-310769-y6orh217 191 8 and and CC cord-310769-y6orh217 191 9 non non JJ cord-310769-y6orh217 191 10 - - JJ cord-310769-y6orh217 191 11 ANX anx JJ cord-310769-y6orh217 191 12 groups group NNS cord-310769-y6orh217 191 13 , , , cord-310769-y6orh217 191 14 partially partially RB cord-310769-y6orh217 191 15 due due IN cord-310769-y6orh217 191 16 to to IN cord-310769-y6orh217 191 17 the the DT cord-310769-y6orh217 191 18 overlapping overlapping NN cord-310769-y6orh217 191 19 with with IN cord-310769-y6orh217 191 20 the the DT cord-310769-y6orh217 191 21 DEP DEP NNP cord-310769-y6orh217 191 22 and and CC cord-310769-y6orh217 191 23 non non JJ cord-310769-y6orh217 191 24 - - JJ cord-310769-y6orh217 191 25 DEP dep JJ cord-310769-y6orh217 191 26 populations population NNS cord-310769-y6orh217 191 27 . . . cord-310769-y6orh217 192 1 For for IN cord-310769-y6orh217 192 2 Late Late NNP cord-310769-y6orh217 192 3 Night Night NNP cord-310769-y6orh217 192 4 Activities Activities NNPS cord-310769-y6orh217 192 5 All all DT cord-310769-y6orh217 192 6 rights right NNS cord-310769-y6orh217 192 7 reserved reserve VBN cord-310769-y6orh217 192 8 . . . cord-310769-y6orh217 193 1 No no DT cord-310769-y6orh217 193 2 reuse reuse NN cord-310769-y6orh217 193 3 allowed allow VBN cord-310769-y6orh217 193 4 without without IN cord-310769-y6orh217 193 5 permission permission NN cord-310769-y6orh217 193 6 . . . cord-310769-y6orh217 194 1 ( ( -LRB- cord-310769-y6orh217 194 2 which which WDT cord-310769-y6orh217 194 3 was be VBD cord-310769-y6orh217 194 4 not not RB cord-310769-y6orh217 194 5 certified certify VBN cord-310769-y6orh217 194 6 by by IN cord-310769-y6orh217 194 7 peer peer NN cord-310769-y6orh217 194 8 review review NN cord-310769-y6orh217 194 9 ) ) -RRB- cord-310769-y6orh217 194 10 is be VBZ cord-310769-y6orh217 194 11 the the DT cord-310769-y6orh217 194 12 author author NN cord-310769-y6orh217 194 13 / / SYM cord-310769-y6orh217 194 14 funder funder NN cord-310769-y6orh217 194 15 , , , cord-310769-y6orh217 194 16 who who WP cord-310769-y6orh217 194 17 has have VBZ cord-310769-y6orh217 194 18 granted grant VBN cord-310769-y6orh217 194 19 medRxiv medRxiv NNS cord-310769-y6orh217 194 20 a a DT cord-310769-y6orh217 194 21 license license NN cord-310769-y6orh217 194 22 to to TO cord-310769-y6orh217 194 23 display display VB cord-310769-y6orh217 194 24 the the DT cord-310769-y6orh217 194 25 preprint preprint NN cord-310769-y6orh217 194 26 in in IN cord-310769-y6orh217 194 27 perpetuity perpetuity NN cord-310769-y6orh217 194 28 . . . cord-310769-y6orh217 195 1 The the DT cord-310769-y6orh217 195 2 copyright copyright NN cord-310769-y6orh217 195 3 holder holder NN cord-310769-y6orh217 195 4 for for IN cord-310769-y6orh217 195 5 this this DT cord-310769-y6orh217 195 6 preprint preprint NN cord-310769-y6orh217 195 7 this this DT cord-310769-y6orh217 195 8 version version NN cord-310769-y6orh217 195 9 posted post VBD cord-310769-y6orh217 195 10 August August NNP cord-310769-y6orh217 195 11 25 25 CD cord-310769-y6orh217 195 12 , , , cord-310769-y6orh217 195 13 2020 2020 CD cord-310769-y6orh217 195 14 . . . cord-310769-y6orh217 195 15 . . . cord-310769-y6orh217 196 1 https://doi.org/10.1101/2020.08.22.20178640 https://doi.org/10.1101/2020.08.22.20178640 NNP cord-310769-y6orh217 196 2 doi doi NN cord-310769-y6orh217 196 3 : : : cord-310769-y6orh217 197 1 medRxiv medRxiv NNP cord-310769-y6orh217 197 2 preprint preprint NN cord-310769-y6orh217 197 3 ( ( -LRB- cord-310769-y6orh217 197 4 P=.001 P=.001 NNS cord-310769-y6orh217 197 5 , , , cord-310769-y6orh217 197 6 ! ! . cord-310769-y6orh217 197 7 " " '' cord-310769-y6orh217 198 1 # # $ cord-310769-y6orh217 198 2 $ $ $ cord-310769-y6orh217 198 3 % % NN cord-310769-y6orh217 198 4 " " `` cord-310769-y6orh217 198 5 & & CC cord-310769-y6orh217 198 6 ' ' '' cord-310769-y6orh217 198 7 = = SYM cord-310769-y6orh217 198 8 0.231 0.231 CD cord-310769-y6orh217 198 9 , , , cord-310769-y6orh217 198 10 F1,46=13.85 F1,46=13.85 NNP cord-310769-y6orh217 198 11 ) ) -RRB- cord-310769-y6orh217 198 12 , , , cord-310769-y6orh217 198 13 the the DT cord-310769-y6orh217 198 14 ANX ANX NNP cord-310769-y6orh217 198 15 group group NN cord-310769-y6orh217 198 16 ( ( -LRB- cord-310769-y6orh217 198 17 mean=9.82 mean=9.82 NNP cord-310769-y6orh217 198 18 % % NN cord-310769-y6orh217 198 19 , , , cord-310769-y6orh217 198 20 95 95 CD cord-310769-y6orh217 198 21 % % NN cord-310769-y6orh217 198 22 CI CI NNP cord-310769-y6orh217 198 23 9.04%-10.61 9.04%-10.61 CD cord-310769-y6orh217 198 24 % % NN cord-310769-y6orh217 198 25 ) ) -RRB- cord-310769-y6orh217 198 26 had have VBD cord-310769-y6orh217 198 27 a a DT cord-310769-y6orh217 198 28 higher high JJR cord-310769-y6orh217 198 29 percentage percentage NN cord-310769-y6orh217 198 30 increase increase NN cord-310769-y6orh217 198 31 than than IN cord-310769-y6orh217 198 32 the the DT cord-310769-y6orh217 198 33 non non JJ cord-310769-y6orh217 198 34 - - JJ cord-310769-y6orh217 198 35 ANX anx JJ cord-310769-y6orh217 198 36 group group NN cord-310769-y6orh217 198 37 ( ( -LRB- cord-310769-y6orh217 198 38 mean=7.28 mean=7.28 NNP cord-310769-y6orh217 198 39 % % NN cord-310769-y6orh217 198 40 , , , cord-310769-y6orh217 198 41 95 95 CD cord-310769-y6orh217 198 42 % % NN cord-310769-y6orh217 198 43 CI CI NNP cord-310769-y6orh217 198 44 6.27%-8.29 6.27%-8.29 CD cord-310769-y6orh217 198 45 % % NN cord-310769-y6orh217 198 46 ) ) -RRB- cord-310769-y6orh217 198 47 . . . cord-310769-y6orh217 199 1 For for IN cord-310769-y6orh217 199 2 Inactivity inactivity NN cord-310769-y6orh217 199 3 Periods period NNS cord-310769-y6orh217 199 4 ( ( -LRB- cord-310769-y6orh217 199 5 P=.01 P=.01 '' cord-310769-y6orh217 199 6 , , , cord-310769-y6orh217 199 7 ! ! . cord-310769-y6orh217 199 8 " " '' cord-310769-y6orh217 199 9 # # $ cord-310769-y6orh217 199 10 $ $ $ cord-310769-y6orh217 199 11 % % NN cord-310769-y6orh217 199 12 " " `` cord-310769-y6orh217 199 13 & & CC cord-310769-y6orh217 199 14 ' ' '' cord-310769-y6orh217 199 15 = = SYM cord-310769-y6orh217 199 16 0.135 0.135 CD cord-310769-y6orh217 199 17 , , , cord-310769-y6orh217 199 18 F1,46=7.19 F1,46=7.19 NNP cord-310769-y6orh217 199 19 ) ) -RRB- cord-310769-y6orh217 199 20 , , , cord-310769-y6orh217 199 21 the the DT cord-310769-y6orh217 199 22 ANX ANX NNP cord-310769-y6orh217 199 23 group group NN cord-310769-y6orh217 199 24 ( ( -LRB- cord-310769-y6orh217 199 25 mean=0.96 mean=0.96 NNP cord-310769-y6orh217 199 26 , , , cord-310769-y6orh217 199 27 95 95 CD cord-310769-y6orh217 199 28 % % NN cord-310769-y6orh217 199 29 CI CI NNP cord-310769-y6orh217 199 30 0.76 0.76 CD cord-310769-y6orh217 199 31 - - HYPH cord-310769-y6orh217 199 32 1.16 1.16 CD cord-310769-y6orh217 199 33 ) ) -RRB- cord-310769-y6orh217 199 34 had have VBD cord-310769-y6orh217 199 35 a a DT cord-310769-y6orh217 199 36 lower low JJR cord-310769-y6orh217 199 37 divergence divergence NN cord-310769-y6orh217 199 38 , , , cord-310769-y6orh217 199 39 i.e. i.e. FW cord-310769-y6orh217 199 40 , , , cord-310769-y6orh217 199 41 fewer few JJR cord-310769-y6orh217 199 42 alterations alteration NNS cord-310769-y6orh217 199 43 in in IN cord-310769-y6orh217 199 44 the the DT cord-310769-y6orh217 199 45 pattern pattern NN cord-310769-y6orh217 199 46 of of IN cord-310769-y6orh217 199 47 inactive inactive JJ cord-310769-y6orh217 199 48 periods period NNS cord-310769-y6orh217 199 49 in in IN cord-310769-y6orh217 199 50 a a DT cord-310769-y6orh217 199 51 24-hour 24-hour JJ cord-310769-y6orh217 199 52 period period NN cord-310769-y6orh217 199 53 , , , cord-310769-y6orh217 199 54 than than IN cord-310769-y6orh217 199 55 the the DT cord-310769-y6orh217 199 56 non non JJ cord-310769-y6orh217 199 57 - - JJ cord-310769-y6orh217 199 58 ANX anx JJ cord-310769-y6orh217 199 59 group group NN cord-310769-y6orh217 199 60 ( ( -LRB- cord-310769-y6orh217 199 61 mean=1.27 mean=1.27 NNP cord-310769-y6orh217 199 62 , , , cord-310769-y6orh217 199 63 95 95 CD cord-310769-y6orh217 199 64 % % NN cord-310769-y6orh217 199 65 CI CI NNP cord-310769-y6orh217 199 66 1.13 1.13 CD cord-310769-y6orh217 199 67 - - SYM cord-310769-y6orh217 199 68 1.42 1.42 CD cord-310769-y6orh217 199 69 ) ) -RRB- cord-310769-y6orh217 199 70 . . . cord-310769-y6orh217 200 1 The the DT cord-310769-y6orh217 200 2 ANX ANX NNP cord-310769-y6orh217 200 3 group group NN cord-310769-y6orh217 200 4 ( ( -LRB- cord-310769-y6orh217 200 5 mean=18.09 mean=18.09 CD cord-310769-y6orh217 200 6 % % NN cord-310769-y6orh217 200 7 , , , cord-310769-y6orh217 200 8 95 95 CD cord-310769-y6orh217 200 9 % % NN cord-310769-y6orh217 200 10 CI CI NNP cord-310769-y6orh217 200 11 16.22%-19.95 16.22%-19.95 CD cord-310769-y6orh217 200 12 % % NN cord-310769-y6orh217 200 13 ) ) -RRB- cord-310769-y6orh217 200 14 had have VBD cord-310769-y6orh217 200 15 more more JJR cord-310769-y6orh217 200 16 increase increase NN cord-310769-y6orh217 200 17 in in IN cord-310769-y6orh217 200 18 Short Short NNP cord-310769-y6orh217 200 19 Event Event NNP cord-310769-y6orh217 200 20 Intervals Intervals NNPS cord-310769-y6orh217 200 21 than than IN cord-310769-y6orh217 200 22 the the DT cord-310769-y6orh217 200 23 non non JJ cord-310769-y6orh217 200 24 - - JJ cord-310769-y6orh217 200 25 ANX anx JJ cord-310769-y6orh217 200 26 group group NN cord-310769-y6orh217 200 27 ( ( -LRB- cord-310769-y6orh217 200 28 mean=14.64 mean=14.64 NNP cord-310769-y6orh217 200 29 % % NN cord-310769-y6orh217 200 30 , , , cord-310769-y6orh217 200 31 95 95 CD cord-310769-y6orh217 200 32 % % NN cord-310769-y6orh217 200 33 CI13.21%-16.06 CI13.21%-16.06 NNP cord-310769-y6orh217 200 34 % % NN cord-310769-y6orh217 200 35 ) ) -RRB- cord-310769-y6orh217 200 36 , , , cord-310769-y6orh217 200 37 and and CC cord-310769-y6orh217 200 38 a a DT cord-310769-y6orh217 200 39 significant significant JJ cord-310769-y6orh217 200 40 difference difference NN cord-310769-y6orh217 200 41 was be VBD cord-310769-y6orh217 200 42 found find VBN cord-310769-y6orh217 200 43 ( ( -LRB- cord-310769-y6orh217 200 44 P=.007 P=.007 NNS cord-310769-y6orh217 200 45 , , , cord-310769-y6orh217 200 46 ! ! . cord-310769-y6orh217 200 47 " " '' cord-310769-y6orh217 201 1 # # $ cord-310769-y6orh217 201 2 $ $ $ cord-310769-y6orh217 201 3 % % NN cord-310769-y6orh217 201 4 " " `` cord-310769-y6orh217 201 5 & & CC cord-310769-y6orh217 201 6 ' ' '' cord-310769-y6orh217 201 7 = = SYM cord-310769-y6orh217 201 8 0.149 0.149 CD cord-310769-y6orh217 201 9 , , , cord-310769-y6orh217 201 10 F1,46=8.05 F1,46=8.05 NNP cord-310769-y6orh217 201 11 ) ) -RRB- cord-310769-y6orh217 201 12 . . . cord-310769-y6orh217 202 1 For for IN cord-310769-y6orh217 202 2 the the DT cord-310769-y6orh217 202 3 LIWC LIWC NNP cord-310769-y6orh217 202 4 Attributes Attributes NNPS cord-310769-y6orh217 202 5 , , , cord-310769-y6orh217 202 6 the the DT cord-310769-y6orh217 202 7 ANX ANX NNP cord-310769-y6orh217 202 8 group group NN cord-310769-y6orh217 202 9 ( ( -LRB- cord-310769-y6orh217 202 10 mean=9.15 mean=9.15 NNP cord-310769-y6orh217 202 11 % % NN cord-310769-y6orh217 202 12 , , , cord-310769-y6orh217 202 13 95 95 CD cord-310769-y6orh217 202 14 % % NN cord-310769-y6orh217 202 15 CI CI NNP cord-310769-y6orh217 202 16 7.88%-10.41 7.88%-10.41 CD cord-310769-y6orh217 202 17 % % NN cord-310769-y6orh217 202 18 ) ) -RRB- cord-310769-y6orh217 202 19 had have VBD cord-310769-y6orh217 202 20 a a DT cord-310769-y6orh217 202 21 higher high JJR cord-310769-y6orh217 202 22 relative relative JJ cord-310769-y6orh217 202 23 increase increase NN cord-310769-y6orh217 202 24 in in IN cord-310769-y6orh217 202 25 ' ' `` cord-310769-y6orh217 202 26 Personal Personal NNP cord-310769-y6orh217 202 27 Concern concern NN cord-310769-y6orh217 202 28 ' ' POS cord-310769-y6orh217 202 29 keywords keyword NNS cord-310769-y6orh217 202 30 than than IN cord-310769-y6orh217 202 31 the the DT cord-310769-y6orh217 202 32 non non JJ cord-310769-y6orh217 202 33 - - JJ cord-310769-y6orh217 202 34 ANX anx JJ cord-310769-y6orh217 202 35 group group NN cord-310769-y6orh217 202 36 ( ( -LRB- cord-310769-y6orh217 202 37 mean=7.37 mean=7.37 NNP cord-310769-y6orh217 202 38 % % NN cord-310769-y6orh217 202 39 , , , cord-310769-y6orh217 202 40 95 95 CD cord-310769-y6orh217 202 41 % % NN cord-310769-y6orh217 202 42 CI CI NNP cord-310769-y6orh217 202 43 6.61%-8.14 6.61%-8.14 CD cord-310769-y6orh217 202 44 % % NN cord-310769-y6orh217 202 45 ) ) -RRB- cord-310769-y6orh217 202 46 , , , cord-310769-y6orh217 202 47 and and CC cord-310769-y6orh217 202 48 this this DT cord-310769-y6orh217 202 49 difference difference NN cord-310769-y6orh217 202 50 was be VBD cord-310769-y6orh217 202 51 statistically statistically RB cord-310769-y6orh217 202 52 significant significant JJ cord-310769-y6orh217 203 1 ( ( -LRB- cord-310769-y6orh217 203 2 P=. P=. NNP cord-310769-y6orh217 203 3 = = SYM cord-310769-y6orh217 203 4 0.003 0.003 CD cord-310769-y6orh217 203 5 , , , cord-310769-y6orh217 203 6 F1,46=0.14 F1,46=0.14 NNP cord-310769-y6orh217 203 7 ) ) -RRB- cord-310769-y6orh217 203 8 content content NN cord-310769-y6orh217 203 9 showed show VBD cord-310769-y6orh217 203 10 any any DT cord-310769-y6orh217 203 11 significant significant JJ cord-310769-y6orh217 203 12 group group NN cord-310769-y6orh217 203 13 difference difference NN cord-310769-y6orh217 203 14 . . . cord-310769-y6orh217 204 1 For for IN cord-310769-y6orh217 204 2 more more JJR cord-310769-y6orh217 204 3 details detail NNS cord-310769-y6orh217 204 4 , , , cord-310769-y6orh217 204 5 see see VB cord-310769-y6orh217 204 6 Table table NN cord-310769-y6orh217 204 7 3 3 CD cord-310769-y6orh217 204 8 . . . cord-310769-y6orh217 205 1 Figure figure NN cord-310769-y6orh217 205 2 4 4 CD cord-310769-y6orh217 205 3 shows show VBZ cord-310769-y6orh217 205 4 the the DT cord-310769-y6orh217 205 5 distributions distribution NNS cord-310769-y6orh217 205 6 of of IN cord-310769-y6orh217 205 7 the the DT cord-310769-y6orh217 205 8 percentage percentage NN cord-310769-y6orh217 205 9 increases increase NNS cord-310769-y6orh217 205 10 in in IN cord-310769-y6orh217 205 11 online online JJ cord-310769-y6orh217 205 12 behavior behavior NN cord-310769-y6orh217 205 13 features feature VBZ cord-310769-y6orh217 205 14 except except IN cord-310769-y6orh217 205 15 the the DT cord-310769-y6orh217 205 16 inactivity inactivity NN cord-310769-y6orh217 205 17 divergence divergence NN cord-310769-y6orh217 205 18 in in IN cord-310769-y6orh217 205 19 the the DT cord-310769-y6orh217 205 20 two two CD cord-310769-y6orh217 205 21 groups group NNS cord-310769-y6orh217 205 22 . . . cord-310769-y6orh217 206 1 ( ( -LRB- cord-310769-y6orh217 206 2 which which WDT cord-310769-y6orh217 206 3 was be VBD cord-310769-y6orh217 206 4 not not RB cord-310769-y6orh217 206 5 certified certify VBN cord-310769-y6orh217 206 6 by by IN cord-310769-y6orh217 206 7 peer peer NN cord-310769-y6orh217 206 8 review review NN cord-310769-y6orh217 206 9 ) ) -RRB- cord-310769-y6orh217 206 10 is be VBZ cord-310769-y6orh217 206 11 the the DT cord-310769-y6orh217 206 12 author author NN cord-310769-y6orh217 206 13 / / SYM cord-310769-y6orh217 206 14 funder funder NN cord-310769-y6orh217 206 15 , , , cord-310769-y6orh217 206 16 who who WP cord-310769-y6orh217 206 17 has have VBZ cord-310769-y6orh217 206 18 granted grant VBN cord-310769-y6orh217 206 19 medRxiv medRxiv NNS cord-310769-y6orh217 206 20 a a DT cord-310769-y6orh217 206 21 license license NN cord-310769-y6orh217 206 22 to to TO cord-310769-y6orh217 206 23 display display VB cord-310769-y6orh217 206 24 the the DT cord-310769-y6orh217 206 25 preprint preprint NN cord-310769-y6orh217 206 26 in in IN cord-310769-y6orh217 206 27 perpetuity perpetuity NN cord-310769-y6orh217 206 28 . . . cord-310769-y6orh217 207 1 The the DT cord-310769-y6orh217 207 2 copyright copyright NN cord-310769-y6orh217 207 3 holder holder NN cord-310769-y6orh217 207 4 for for IN cord-310769-y6orh217 207 5 this this DT cord-310769-y6orh217 207 6 preprint preprint NN cord-310769-y6orh217 207 7 this this DT cord-310769-y6orh217 207 8 version version NN cord-310769-y6orh217 207 9 posted post VBD cord-310769-y6orh217 207 10 August August NNP cord-310769-y6orh217 207 11 25 25 CD cord-310769-y6orh217 207 12 , , , cord-310769-y6orh217 207 13 2020 2020 CD cord-310769-y6orh217 207 14 . . . cord-310769-y6orh217 207 15 . . . cord-310769-y6orh217 208 1 In in IN cord-310769-y6orh217 208 2 this this DT cord-310769-y6orh217 208 3 study study NN cord-310769-y6orh217 208 4 , , , cord-310769-y6orh217 208 5 we -PRON- PRP cord-310769-y6orh217 208 6 collected collect VBD cord-310769-y6orh217 208 7 longitudinal longitudinal JJ cord-310769-y6orh217 208 8 individual individual JJ cord-310769-y6orh217 208 9 - - HYPH cord-310769-y6orh217 208 10 level level NN cord-310769-y6orh217 208 11 Google Google NNP cord-310769-y6orh217 208 12 Search Search NNP cord-310769-y6orh217 208 13 and and CC cord-310769-y6orh217 208 14 YouTube YouTube NNP cord-310769-y6orh217 208 15 data datum NNS cord-310769-y6orh217 208 16 from from IN cord-310769-y6orh217 208 17 college college NN cord-310769-y6orh217 208 18 students student NNS cord-310769-y6orh217 208 19 , , , cord-310769-y6orh217 208 20 and and CC cord-310769-y6orh217 208 21 we -PRON- PRP cord-310769-y6orh217 208 22 measured measure VBD cord-310769-y6orh217 208 23 their -PRON- PRP$ cord-310769-y6orh217 208 24 anxiety anxiety NN cord-310769-y6orh217 208 25 ( ( -LRB- cord-310769-y6orh217 208 26 GAD-7 GAD-7 NNP cord-310769-y6orh217 208 27 ) ) -RRB- cord-310769-y6orh217 208 28 and and CC cord-310769-y6orh217 208 29 depression depression NN cord-310769-y6orh217 208 30 ( ( -LRB- cord-310769-y6orh217 208 31 PHQ-9 PHQ-9 NNP cord-310769-y6orh217 208 32 ) ) -RRB- cord-310769-y6orh217 208 33 levels level NNS cord-310769-y6orh217 208 34 before before IN cord-310769-y6orh217 208 35 and and CC cord-310769-y6orh217 208 36 after after IN cord-310769-y6orh217 208 37 the the DT cord-310769-y6orh217 208 38 outbreak outbreak NN cord-310769-y6orh217 208 39 of of IN cord-310769-y6orh217 208 40 COVID-19 COVID-19 NNP cord-310769-y6orh217 208 41 . . . cord-310769-y6orh217 209 1 We -PRON- PRP cord-310769-y6orh217 209 2 then then RB cord-310769-y6orh217 209 3 developed develop VBD cord-310769-y6orh217 209 4 explainable explainable JJ cord-310769-y6orh217 209 5 features feature NNS cord-310769-y6orh217 209 6 from from IN cord-310769-y6orh217 209 7 the the DT cord-310769-y6orh217 209 8 online online JJ cord-310769-y6orh217 209 9 data data NN cord-310769-y6orh217 209 10 logs log NNS cord-310769-y6orh217 209 11 and and CC cord-310769-y6orh217 209 12 quantified quantify VBD cord-310769-y6orh217 209 13 the the DT cord-310769-y6orh217 209 14 online online JJ cord-310769-y6orh217 209 15 behavior behavior NN cord-310769-y6orh217 209 16 shifts shift NNS cord-310769-y6orh217 209 17 of of IN cord-310769-y6orh217 209 18 the the DT cord-310769-y6orh217 209 19 participants participant NNS cord-310769-y6orh217 209 20 during during IN cord-310769-y6orh217 209 21 the the DT cord-310769-y6orh217 209 22 pandemic pandemic NN cord-310769-y6orh217 209 23 . . . cord-310769-y6orh217 210 1 We -PRON- PRP cord-310769-y6orh217 210 2 also also RB cord-310769-y6orh217 210 3 calculated calculate VBD cord-310769-y6orh217 210 4 the the DT cord-310769-y6orh217 210 5 change change NN cord-310769-y6orh217 210 6 in in IN cord-310769-y6orh217 210 7 mental mental JJ cord-310769-y6orh217 210 8 health health NN cord-310769-y6orh217 210 9 conditions condition NNS cord-310769-y6orh217 210 10 for for IN cord-310769-y6orh217 210 11 all all DT cord-310769-y6orh217 210 12 participants participant NNS cord-310769-y6orh217 210 13 . . . cord-310769-y6orh217 211 1 Our -PRON- PRP$ cord-310769-y6orh217 211 2 experiment experiment NN cord-310769-y6orh217 211 3 examined examine VBD cord-310769-y6orh217 211 4 the the DT cord-310769-y6orh217 211 5 differences difference NNS cord-310769-y6orh217 211 6 between between IN cord-310769-y6orh217 211 7 groups group NNS cord-310769-y6orh217 211 8 with with IN cord-310769-y6orh217 211 9 and and CC cord-310769-y6orh217 211 10 without without IN cord-310769-y6orh217 211 11 deteriorating deteriorate VBG cord-310769-y6orh217 211 12 mental mental JJ cord-310769-y6orh217 211 13 health health NN cord-310769-y6orh217 211 14 profiles profile NNS cord-310769-y6orh217 211 15 in in IN cord-310769-y6orh217 211 16 term term NN cord-310769-y6orh217 211 17 of of IN cord-310769-y6orh217 211 18 these these DT cord-310769-y6orh217 211 19 online online JJ cord-310769-y6orh217 211 20 behavior behavior NN cord-310769-y6orh217 211 21 features feature VBZ cord-310769-y6orh217 211 22 . . . cord-310769-y6orh217 212 1 To to IN cord-310769-y6orh217 212 2 the the DT cord-310769-y6orh217 212 3 best good JJS cord-310769-y6orh217 212 4 of of IN cord-310769-y6orh217 212 5 our -PRON- PRP$ cord-310769-y6orh217 212 6 knowledge knowledge NN cord-310769-y6orh217 212 7 , , , cord-310769-y6orh217 212 8 we -PRON- PRP cord-310769-y6orh217 212 9 are be VBP cord-310769-y6orh217 212 10 the the DT cord-310769-y6orh217 212 11 first first JJ cord-310769-y6orh217 212 12 to to TO cord-310769-y6orh217 212 13 conduct conduct VB cord-310769-y6orh217 212 14 observational observational JJ cord-310769-y6orh217 212 15 studies study NNS cord-310769-y6orh217 212 16 on on IN cord-310769-y6orh217 212 17 how how WRB cord-310769-y6orh217 212 18 mental mental JJ cord-310769-y6orh217 212 19 health health NN cord-310769-y6orh217 212 20 problems problem NNS cord-310769-y6orh217 212 21 and and CC cord-310769-y6orh217 212 22 Google Google NNP cord-310769-y6orh217 212 23 Search Search NNP cord-310769-y6orh217 212 24 and and CC cord-310769-y6orh217 212 25 YouTube YouTube NNP cord-310769-y6orh217 212 26 usages usage NNS cord-310769-y6orh217 212 27 of of IN cord-310769-y6orh217 212 28 college college NN cord-310769-y6orh217 212 29 students student NNS cord-310769-y6orh217 212 30 are be VBP cord-310769-y6orh217 212 31 related relate VBN cord-310769-y6orh217 212 32 during during IN cord-310769-y6orh217 212 33 COVID-19 COVID-19 NNP cord-310769-y6orh217 212 34 . . . cord-310769-y6orh217 213 1 Our -PRON- PRP$ cord-310769-y6orh217 213 2 results result NNS cord-310769-y6orh217 213 3 showed show VBD cord-310769-y6orh217 213 4 significant significant JJ cord-310769-y6orh217 213 5 differences difference NNS cord-310769-y6orh217 213 6 between between IN cord-310769-y6orh217 213 7 groups group NNS cord-310769-y6orh217 213 8 of of IN cord-310769-y6orh217 213 9 college college NN cord-310769-y6orh217 213 10 students student NNS cord-310769-y6orh217 213 11 with with IN cord-310769-y6orh217 213 12 and and CC cord-310769-y6orh217 213 13 without without IN cord-310769-y6orh217 213 14 worsened worsen VBN cord-310769-y6orh217 213 15 mental mental JJ cord-310769-y6orh217 213 16 health health NN cord-310769-y6orh217 213 17 profiles profile NNS cord-310769-y6orh217 213 18 in in IN cord-310769-y6orh217 213 19 terms term NNS cord-310769-y6orh217 213 20 of of IN cord-310769-y6orh217 213 21 online online JJ cord-310769-y6orh217 213 22 behavior behavior NN cord-310769-y6orh217 213 23 changes change NNS cord-310769-y6orh217 213 24 during during IN cord-310769-y6orh217 213 25 the the DT cord-310769-y6orh217 213 26 pandemic pandemic NN cord-310769-y6orh217 213 27 . . . cord-310769-y6orh217 214 1 The the DT cord-310769-y6orh217 214 2 features feature NNS cord-310769-y6orh217 214 3 we -PRON- PRP cord-310769-y6orh217 214 4 developed develop VBD cord-310769-y6orh217 214 5 based base VBN cord-310769-y6orh217 214 6 on on IN cord-310769-y6orh217 214 7 online online JJ cord-310769-y6orh217 214 8 activities activity NNS cord-310769-y6orh217 214 9 were be VBD cord-310769-y6orh217 214 10 all all DT cord-310769-y6orh217 214 11 explainable explainable JJ cord-310769-y6orh217 214 12 and and CC cord-310769-y6orh217 214 13 preserved preserve VBN cord-310769-y6orh217 214 14 certain certain JJ cord-310769-y6orh217 214 15 levels level NNS cord-310769-y6orh217 214 16 of of IN cord-310769-y6orh217 214 17 interpretability interpretability NN cord-310769-y6orh217 214 18 . . . cord-310769-y6orh217 215 1 For for IN cord-310769-y6orh217 215 2 example example NN cord-310769-y6orh217 215 3 , , , cord-310769-y6orh217 215 4 the the DT cord-310769-y6orh217 215 5 Short Short NNP cord-310769-y6orh217 215 6 Event Event NNP cord-310769-y6orh217 215 7 Intervals Intervals NNPS cord-310769-y6orh217 215 8 and and CC cord-310769-y6orh217 215 9 Inactivity Inactivity NNP cord-310769-y6orh217 215 10 Periods period NNS cord-310769-y6orh217 215 11 measured measure VBD cord-310769-y6orh217 215 12 the the DT cord-310769-y6orh217 215 13 consecutive consecutive JJ cord-310769-y6orh217 215 14 usages usage NNS cord-310769-y6orh217 215 15 and and CC cord-310769-y6orh217 215 16 time time NN cord-310769-y6orh217 215 17 away away RB cord-310769-y6orh217 215 18 from from IN cord-310769-y6orh217 215 19 Google Google NNP cord-310769-y6orh217 215 20 Search Search NNP cord-310769-y6orh217 215 21 and and CC cord-310769-y6orh217 215 22 YouTube YouTube NNP cord-310769-y6orh217 215 23 , , , cord-310769-y6orh217 215 24 which which WDT cord-310769-y6orh217 215 25 were be VBD cord-310769-y6orh217 215 26 inspired inspire VBN cord-310769-y6orh217 215 27 by by IN cord-310769-y6orh217 215 28 previous previous JJ cord-310769-y6orh217 215 29 studies study NNS cord-310769-y6orh217 215 30 on on IN cord-310769-y6orh217 215 31 excessive excessive JJ cord-310769-y6orh217 215 32 YouTube YouTube NNP cord-310769-y6orh217 215 33 usages usage NNS cord-310769-y6orh217 215 34 [ [ -LRB- cord-310769-y6orh217 215 35 23 23 CD cord-310769-y6orh217 215 36 ] ] -RRB- cord-310769-y6orh217 215 37 , , , cord-310769-y6orh217 215 38 internet internet NN cord-310769-y6orh217 215 39 addictions addiction NNS cord-310769-y6orh217 215 40 [ [ -LRB- cord-310769-y6orh217 215 41 50 50 CD cord-310769-y6orh217 215 42 ] ] -RRB- cord-310769-y6orh217 215 43 , , , cord-310769-y6orh217 215 44 and and CC cord-310769-y6orh217 215 45 positive positive JJ cord-310769-y6orh217 215 46 associations association NNS cord-310769-y6orh217 215 47 with with IN cord-310769-y6orh217 215 48 social social JJ cord-310769-y6orh217 215 49 anxiety anxiety NN cord-310769-y6orh217 215 50 among among IN cord-310769-y6orh217 215 51 college college NN cord-310769-y6orh217 215 52 students student NNS cord-310769-y6orh217 215 53 [ [ -LRB- cord-310769-y6orh217 215 54 24 24 CD cord-310769-y6orh217 215 55 ] ] -RRB- cord-310769-y6orh217 215 56 . . . cord-310769-y6orh217 216 1 Our -PRON- PRP$ cord-310769-y6orh217 216 2 results result NNS cord-310769-y6orh217 216 3 indicated indicate VBD cord-310769-y6orh217 216 4 that that IN cord-310769-y6orh217 216 5 individuals individual NNS cord-310769-y6orh217 216 6 with with IN cord-310769-y6orh217 216 7 meaningful meaningful JJ cord-310769-y6orh217 216 8 increasing increase VBG cord-310769-y6orh217 216 9 anxiety anxiety NN cord-310769-y6orh217 216 10 or or CC cord-310769-y6orh217 216 11 depressive depressive JJ cord-310769-y6orh217 216 12 disorders disorder NNS cord-310769-y6orh217 216 13 during during IN cord-310769-y6orh217 216 14 the the DT cord-310769-y6orh217 216 15 pandemic pandemic NN cord-310769-y6orh217 216 16 tended tend VBD cord-310769-y6orh217 216 17 to to TO cord-310769-y6orh217 216 18 have have VB cord-310769-y6orh217 216 19 long long JJ cord-310769-y6orh217 216 20 usage usage NN cord-310769-y6orh217 216 21 sessions session NNS cord-310769-y6orh217 216 22 ( ( -LRB- cord-310769-y6orh217 216 23 multiple multiple JJ cord-310769-y6orh217 216 24 consecutive consecutive JJ cord-310769-y6orh217 216 25 activities activity NNS cord-310769-y6orh217 216 26 with with IN cord-310769-y6orh217 216 27 short short JJ cord-310769-y6orh217 216 28 time time NN cord-310769-y6orh217 216 29 intervals interval NNS cord-310769-y6orh217 216 30 ) ) -RRB- cord-310769-y6orh217 216 31 when when WRB cord-310769-y6orh217 216 32 engaging engage VBG cord-310769-y6orh217 216 33 with with IN cord-310769-y6orh217 216 34 Google Google NNP cord-310769-y6orh217 216 35 Search Search NNP cord-310769-y6orh217 216 36 and and CC cord-310769-y6orh217 216 37 YouTube YouTube NNP cord-310769-y6orh217 216 38 . . . cord-310769-y6orh217 217 1 Moreover moreover RB cord-310769-y6orh217 217 2 , , , cord-310769-y6orh217 217 3 ANX ANX NNP cord-310769-y6orh217 217 4 and and CC cord-310769-y6orh217 217 5 DEP DEP NNP cord-310769-y6orh217 217 6 individuals individual NNS cord-310769-y6orh217 217 7 tended tend VBD cord-310769-y6orh217 217 8 to to TO cord-310769-y6orh217 217 9 maintain maintain VB cord-310769-y6orh217 217 10 their -PRON- PRP$ cord-310769-y6orh217 217 11 regular regular JJ cord-310769-y6orh217 217 12 time time NN cord-310769-y6orh217 217 13 - - HYPH cord-310769-y6orh217 217 14 awayfrom awayfrom NN cord-310769-y6orh217 217 15 - - HYPH cord-310769-y6orh217 217 16 internet internet NN cord-310769-y6orh217 217 17 patterns pattern NNS cord-310769-y6orh217 217 18 regardless regardless RB cord-310769-y6orh217 217 19 of of IN cord-310769-y6orh217 217 20 the the DT cord-310769-y6orh217 217 21 lockdown lockdown NN cord-310769-y6orh217 217 22 as as IN cord-310769-y6orh217 217 23 the the DT cord-310769-y6orh217 217 24 KL kl NN cord-310769-y6orh217 217 25 - - HYPH cord-310769-y6orh217 217 26 divergence divergence NN cord-310769-y6orh217 217 27 was be VBD cord-310769-y6orh217 217 28 low low JJ cord-310769-y6orh217 217 29 . . . cord-310769-y6orh217 218 1 One one CD cord-310769-y6orh217 218 2 possible possible JJ cord-310769-y6orh217 218 3 reason reason NN cord-310769-y6orh217 218 4 could could MD cord-310769-y6orh217 218 5 be be VB cord-310769-y6orh217 218 6 that that IN cord-310769-y6orh217 218 7 depressed depressed JJ cord-310769-y6orh217 218 8 people people NNS cord-310769-y6orh217 218 9 tend tend VBP cord-310769-y6orh217 218 10 to to TO cord-310769-y6orh217 218 11 spend spend VB cord-310769-y6orh217 218 12 more more JJR cord-310769-y6orh217 218 13 time time NN cord-310769-y6orh217 218 14 at at IN cord-310769-y6orh217 218 15 home home NN cord-310769-y6orh217 218 16 as as IN cord-310769-y6orh217 218 17 regular regular JJ cord-310769-y6orh217 218 18 lifestyles lifestyle NNS cord-310769-y6orh217 218 19 [ [ -LRB- cord-310769-y6orh217 218 20 37 37 CD cord-310769-y6orh217 218 21 , , , cord-310769-y6orh217 218 22 51 51 CD cord-310769-y6orh217 218 23 ] ] -RRB- cord-310769-y6orh217 218 24 , , , cord-310769-y6orh217 218 25 and and CC cord-310769-y6orh217 218 26 thereby thereby RB cord-310769-y6orh217 218 27 , , , cord-310769-y6orh217 218 28 after after IN cord-310769-y6orh217 218 29 the the DT cord-310769-y6orh217 218 30 lockdown lockdown NN cord-310769-y6orh217 218 31 , , , cord-310769-y6orh217 218 32 the the DT cord-310769-y6orh217 218 33 living live VBG cord-310769-y6orh217 218 34 environment environment NN cord-310769-y6orh217 218 35 did do VBD cord-310769-y6orh217 218 36 not not RB cord-310769-y6orh217 218 37 alter alter VB cord-310769-y6orh217 218 38 much much RB cord-310769-y6orh217 218 39 . . . cord-310769-y6orh217 219 1 We -PRON- PRP cord-310769-y6orh217 219 2 further further RB cord-310769-y6orh217 219 3 found find VBD cord-310769-y6orh217 219 4 that that IN cord-310769-y6orh217 219 5 the the DT cord-310769-y6orh217 219 6 majority majority NN cord-310769-y6orh217 219 7 of of IN cord-310769-y6orh217 219 8 the the DT cord-310769-y6orh217 219 9 inactivity inactivity NN cord-310769-y6orh217 219 10 periods period NNS cord-310769-y6orh217 219 11 longer long JJR cord-310769-y6orh217 219 12 than than IN cord-310769-y6orh217 219 13 7 7 CD cord-310769-y6orh217 219 14 hours hour NNS cord-310769-y6orh217 219 15 had have VBD cord-310769-y6orh217 219 16 midpoints midpoint NNS cord-310769-y6orh217 219 17 around around RB cord-310769-y6orh217 219 18 5 5 CD cord-310769-y6orh217 219 19 to to IN cord-310769-y6orh217 219 20 6 6 CD cord-310769-y6orh217 219 21 A.M. a.m. NN cord-310769-y6orh217 219 22 for for IN cord-310769-y6orh217 219 23 all all DT cord-310769-y6orh217 219 24 individuals individual NNS cord-310769-y6orh217 219 25 , , , cord-310769-y6orh217 219 26 which which WDT cord-310769-y6orh217 219 27 were be VBD cord-310769-y6orh217 219 28 most most RBS cord-310769-y6orh217 219 29 likely likely JJ cord-310769-y6orh217 219 30 to to TO cord-310769-y6orh217 219 31 be be VB cord-310769-y6orh217 219 32 the the DT cord-310769-y6orh217 219 33 sleeping sleeping NN cord-310769-y6orh217 219 34 period period NN cord-310769-y6orh217 219 35 . . . cord-310769-y6orh217 220 1 We -PRON- PRP cord-310769-y6orh217 220 2 noticed notice VBD cord-310769-y6orh217 220 3 well well RB cord-310769-y6orh217 220 4 - - HYPH cord-310769-y6orh217 220 5 establish establish VB cord-310769-y6orh217 220 6 previous previous JJ cord-310769-y6orh217 220 7 researches research NNS cord-310769-y6orh217 220 8 stated state VBD cord-310769-y6orh217 220 9 that that IN cord-310769-y6orh217 220 10 depressed depressed JJ cord-310769-y6orh217 220 11 individuals individual NNS cord-310769-y6orh217 220 12 would would MD cord-310769-y6orh217 220 13 have have VB cord-310769-y6orh217 220 14 more more RBR cord-310769-y6orh217 220 15 disrupted disrupt VBN cord-310769-y6orh217 220 16 sleeping sleep VBG cord-310769-y6orh217 220 17 patterns pattern NNS cord-310769-y6orh217 220 18 and and CC cord-310769-y6orh217 220 19 less less JJR cord-310769-y6orh217 220 20 circadian circadian NN cord-310769-y6orh217 220 21 lifestyles lifestyle NNS cord-310769-y6orh217 220 22 [ [ -LRB- cord-310769-y6orh217 220 23 37 37 CD cord-310769-y6orh217 220 24 , , , cord-310769-y6orh217 220 25 52 52 CD cord-310769-y6orh217 220 26 , , , cord-310769-y6orh217 220 27 53 53 CD cord-310769-y6orh217 220 28 ] ] -RRB- cord-310769-y6orh217 220 29 , , , cord-310769-y6orh217 220 30 but but CC cord-310769-y6orh217 220 31 they -PRON- PRP cord-310769-y6orh217 220 32 are be VBP cord-310769-y6orh217 220 33 not not RB cord-310769-y6orh217 220 34 validated validate VBN cord-310769-y6orh217 220 35 for for IN cord-310769-y6orh217 220 36 special special JJ cord-310769-y6orh217 220 37 periods period NNS cord-310769-y6orh217 220 38 such such JJ cord-310769-y6orh217 220 39 as as IN cord-310769-y6orh217 220 40 COVID-19 COVID-19 NNP cord-310769-y6orh217 220 41 . . . cord-310769-y6orh217 221 1 We -PRON- PRP cord-310769-y6orh217 221 2 instead instead RB cord-310769-y6orh217 221 3 focused focus VBD cord-310769-y6orh217 221 4 on on IN cord-310769-y6orh217 221 5 comparing compare VBG cord-310769-y6orh217 221 6 the the DT cord-310769-y6orh217 221 7 distributions distribution NNS cord-310769-y6orh217 221 8 of of IN cord-310769-y6orh217 221 9 time time NN cord-310769-y6orh217 221 10 away away RB cord-310769-y6orh217 221 11 from from IN cord-310769-y6orh217 221 12 Google Google NNP cord-310769-y6orh217 221 13 before before RB cord-310769-y6orh217 221 14 and and CC cord-310769-y6orh217 221 15 after after IN cord-310769-y6orh217 221 16 the the DT cord-310769-y6orh217 221 17 outbreak outbreak NN cord-310769-y6orh217 221 18 of of IN cord-310769-y6orh217 221 19 COVID-19 COVID-19 NNP cord-310769-y6orh217 221 20 , , , cord-310769-y6orh217 221 21 and and CC cord-310769-y6orh217 221 22 we -PRON- PRP cord-310769-y6orh217 221 23 had have VBD cord-310769-y6orh217 221 24 an an DT cord-310769-y6orh217 221 25 emphasis emphasis NN cord-310769-y6orh217 221 26 on on IN cord-310769-y6orh217 221 27 the the DT cord-310769-y6orh217 221 28 behavior behavior NN cord-310769-y6orh217 221 29 changes change NNS cord-310769-y6orh217 221 30 of of IN cord-310769-y6orh217 221 31 groups group NNS cord-310769-y6orh217 221 32 with with IN cord-310769-y6orh217 221 33 and and CC cord-310769-y6orh217 221 34 without without IN cord-310769-y6orh217 221 35 worsened worsen VBN cord-310769-y6orh217 221 36 mental mental JJ cord-310769-y6orh217 221 37 disorders disorder NNS cord-310769-y6orh217 221 38 . . . cord-310769-y6orh217 222 1 This this DT cord-310769-y6orh217 222 2 implies imply VBZ cord-310769-y6orh217 222 3 that that IN cord-310769-y6orh217 222 4 the the DT cord-310769-y6orh217 222 5 resting rest VBG cord-310769-y6orh217 222 6 inactive inactive JJ cord-310769-y6orh217 222 7 periods period NNS cord-310769-y6orh217 222 8 could could MD cord-310769-y6orh217 222 9 be be VB cord-310769-y6orh217 222 10 ' ' `` cord-310769-y6orh217 222 11 equally equally RB cord-310769-y6orh217 222 12 disrupted disrupt VBN cord-310769-y6orh217 222 13 and and CC cord-310769-y6orh217 222 14 irregular irregular JJ cord-310769-y6orh217 222 15 ' ' '' cord-310769-y6orh217 222 16 before before IN cord-310769-y6orh217 222 17 and and CC cord-310769-y6orh217 222 18 after after IN cord-310769-y6orh217 222 19 the the DT cord-310769-y6orh217 222 20 outbreak outbreak NN cord-310769-y6orh217 222 21 for for IN cord-310769-y6orh217 222 22 the the DT cord-310769-y6orh217 222 23 DEP DEP NNP cord-310769-y6orh217 222 24 group group NN cord-310769-y6orh217 222 25 while while IN cord-310769-y6orh217 222 26 the the DT cord-310769-y6orh217 222 27 non non JJ cord-310769-y6orh217 222 28 - - JJ cord-310769-y6orh217 222 29 DEP DEP NNP cord-310769-y6orh217 222 30 group group NN cord-310769-y6orh217 222 31 underwent undergo VBD cord-310769-y6orh217 222 32 a a DT cord-310769-y6orh217 222 33 major major JJ cord-310769-y6orh217 222 34 shift shift NN cord-310769-y6orh217 222 35 . . . cord-310769-y6orh217 223 1 Besides besides RB cord-310769-y6orh217 223 2 , , , cord-310769-y6orh217 223 3 the the DT cord-310769-y6orh217 223 4 increase increase NN cord-310769-y6orh217 223 5 in in IN cord-310769-y6orh217 223 6 Late Late NNP cord-310769-y6orh217 223 7 Night Night NNP cord-310769-y6orh217 223 8 Activities Activities NNPS cord-310769-y6orh217 223 9 corresponded correspond VBD cord-310769-y6orh217 223 10 with with IN cord-310769-y6orh217 223 11 previous previous JJ cord-310769-y6orh217 223 12 studies study NNS cord-310769-y6orh217 223 13 in in IN cord-310769-y6orh217 223 14 sleep sleep NN cord-310769-y6orh217 223 15 depravations depravation NNS cord-310769-y6orh217 223 16 and and CC cord-310769-y6orh217 223 17 subsequent subsequent JJ cord-310769-y6orh217 223 18 positive positive JJ cord-310769-y6orh217 223 19 correlations correlation NNS cord-310769-y6orh217 223 20 with with IN cord-310769-y6orh217 223 21 mental mental JJ cord-310769-y6orh217 223 22 health health NN cord-310769-y6orh217 223 23 deteriorations deterioration NNS cord-310769-y6orh217 223 24 [ [ -LRB- cord-310769-y6orh217 223 25 54 54 CD cord-310769-y6orh217 223 26 , , , cord-310769-y6orh217 223 27 55 55 CD cord-310769-y6orh217 223 28 ] ] -RRB- cord-310769-y6orh217 223 29 . . . cord-310769-y6orh217 224 1 Our -PRON- PRP$ cord-310769-y6orh217 224 2 results result NNS cord-310769-y6orh217 224 3 demonstrated demonstrate VBD cord-310769-y6orh217 224 4 that that IN cord-310769-y6orh217 224 5 individuals individual NNS cord-310769-y6orh217 224 6 with with IN cord-310769-y6orh217 224 7 significant significant JJ cord-310769-y6orh217 224 8 worsened worsened JJ cord-310769-y6orh217 224 9 anxiety anxiety NN cord-310769-y6orh217 224 10 or or CC cord-310769-y6orh217 224 11 depressive depressive JJ cord-310769-y6orh217 224 12 symptoms symptom NNS cord-310769-y6orh217 224 13 during during IN cord-310769-y6orh217 224 14 the the DT cord-310769-y6orh217 224 15 pandemic pandemic NN cord-310769-y6orh217 224 16 were be VBD cord-310769-y6orh217 224 17 indeed indeed RB cord-310769-y6orh217 224 18 likely likely JJ cord-310769-y6orh217 224 19 to to TO cord-310769-y6orh217 224 20 stay stay VB cord-310769-y6orh217 224 21 up up RP cord-310769-y6orh217 224 22 late late RB cord-310769-y6orh217 224 23 and and CC cord-310769-y6orh217 224 24 engage engage VB cord-310769-y6orh217 224 25 more more RBR cord-310769-y6orh217 224 26 online online JJ cord-310769-y6orh217 224 27 . . . cord-310769-y6orh217 225 1 The the DT cord-310769-y6orh217 225 2 above above JJ cord-310769-y6orh217 225 3 three three CD cord-310769-y6orh217 225 4 features feature NNS cord-310769-y6orh217 225 5 captured capture VBN cord-310769-y6orh217 225 6 the the DT cord-310769-y6orh217 225 7 temporal temporal JJ cord-310769-y6orh217 225 8 aspects aspect NNS cord-310769-y6orh217 225 9 of of IN cord-310769-y6orh217 225 10 user user NN cord-310769-y6orh217 225 11 online online JJ cord-310769-y6orh217 225 12 behaviors behavior NNS cord-310769-y6orh217 225 13 , , , cord-310769-y6orh217 225 14 and and CC cord-310769-y6orh217 225 15 they -PRON- PRP cord-310769-y6orh217 225 16 have have VBP cord-310769-y6orh217 225 17 shown show VBN cord-310769-y6orh217 225 18 statistically statistically RB cord-310769-y6orh217 225 19 significant significant JJ cord-310769-y6orh217 225 20 differences difference NNS cord-310769-y6orh217 225 21 between between IN cord-310769-y6orh217 225 22 groups group NNS cord-310769-y6orh217 225 23 . . . cord-310769-y6orh217 226 1 Additionally additionally RB cord-310769-y6orh217 226 2 , , , cord-310769-y6orh217 226 3 our -PRON- PRP$ cord-310769-y6orh217 226 4 analysis analysis NN cord-310769-y6orh217 226 5 found find VBD cord-310769-y6orh217 226 6 that that IN cord-310769-y6orh217 226 7 there there EX cord-310769-y6orh217 226 8 was be VBD cord-310769-y6orh217 226 9 significant significant JJ cord-310769-y6orh217 226 10 difference difference NN cord-310769-y6orh217 226 11 in in IN cord-310769-y6orh217 226 12 the the DT cord-310769-y6orh217 226 13 amount amount NN cord-310769-y6orh217 226 14 of of IN cord-310769-y6orh217 226 15 adult adult NN cord-310769-y6orh217 226 16 and and CC cord-310769-y6orh217 226 17 porn porn NN cord-310769-y6orh217 226 18 consumption consumption NN cord-310769-y6orh217 226 19 between between IN cord-310769-y6orh217 226 20 individuals individual NNS cord-310769-y6orh217 226 21 with with IN cord-310769-y6orh217 226 22 and and CC cord-310769-y6orh217 226 23 without without IN cord-310769-y6orh217 226 24 worsening worsen VBG cord-310769-y6orh217 226 25 depression depression NN cord-310769-y6orh217 226 26 , , , cord-310769-y6orh217 226 27 which which WDT cord-310769-y6orh217 226 28 is be VBZ cord-310769-y6orh217 226 29 adhere adhere NN cord-310769-y6orh217 226 30 to to IN cord-310769-y6orh217 226 31 previous previous JJ cord-310769-y6orh217 226 32 findings finding NNS cord-310769-y6orh217 226 33 that that IN cord-310769-y6orh217 226 34 people people NNS cord-310769-y6orh217 226 35 suffering suffer VBG cord-310769-y6orh217 226 36 from from IN cord-310769-y6orh217 226 37 depression depression NN cord-310769-y6orh217 226 38 and and CC cord-310769-y6orh217 226 39 loneliness loneliness NN cord-310769-y6orh217 226 40 are be VBP cord-310769-y6orh217 226 41 likely likely JJ cord-310769-y6orh217 226 42 to to TO cord-310769-y6orh217 226 43 consume consume VB cord-310769-y6orh217 226 44 more more JJR cord-310769-y6orh217 226 45 pornographies pornography NNS cord-310769-y6orh217 226 46 [ [ -LRB- cord-310769-y6orh217 226 47 56 56 CD cord-310769-y6orh217 226 48 , , , cord-310769-y6orh217 226 49 57 57 CD cord-310769-y6orh217 226 50 ] ] -RRB- cord-310769-y6orh217 226 51 . . . cord-310769-y6orh217 227 1 For for IN cord-310769-y6orh217 227 2 the the DT cord-310769-y6orh217 227 3 LIWC LIWC NNP cord-310769-y6orh217 227 4 features feature NNS cord-310769-y6orh217 227 5 , , , cord-310769-y6orh217 227 6 ' ' '' cord-310769-y6orh217 227 7 Personal Personal NNP cord-310769-y6orh217 227 8 Concern Concern NNP cord-310769-y6orh217 227 9 ' ' '' cord-310769-y6orh217 227 10 and and CC cord-310769-y6orh217 227 11 ' ' `` cord-310769-y6orh217 227 12 Negative negative JJ cord-310769-y6orh217 227 13 Emotion emotion NN cord-310769-y6orh217 227 14 ' ' '' cord-310769-y6orh217 227 15 key key JJ cord-310769-y6orh217 227 16 words word NNS cord-310769-y6orh217 227 17 appeared appear VBD cord-310769-y6orh217 227 18 more more RBR cord-310769-y6orh217 227 19 frequently frequently RB cord-310769-y6orh217 227 20 among among IN cord-310769-y6orh217 227 21 students student NNS cord-310769-y6orh217 227 22 in in IN cord-310769-y6orh217 227 23 the the DT cord-310769-y6orh217 227 24 ANX ANX NNP cord-310769-y6orh217 227 25 group group NN cord-310769-y6orh217 227 26 , , , cord-310769-y6orh217 227 27 and and CC cord-310769-y6orh217 227 28 previous previous JJ cord-310769-y6orh217 227 29 research research NN cord-310769-y6orh217 227 30 showed show VBD cord-310769-y6orh217 227 31 that that IN cord-310769-y6orh217 227 32 negative negative JJ cord-310769-y6orh217 227 33 YouTube YouTube NNP cord-310769-y6orh217 227 34 videos video NNS cord-310769-y6orh217 227 35 tended tend VBD cord-310769-y6orh217 227 36 to to TO cord-310769-y6orh217 227 37 receive receive VB cord-310769-y6orh217 227 38 more more JJR cord-310769-y6orh217 227 39 attention attention NN cord-310769-y6orh217 227 40 from from IN cord-310769-y6orh217 227 41 vulnerable vulnerable JJ cord-310769-y6orh217 227 42 individuals individual NNS cord-310769-y6orh217 227 43 [ [ -LRB- cord-310769-y6orh217 227 44 58 58 CD cord-310769-y6orh217 227 45 ] ] -RRB- cord-310769-y6orh217 227 46 . . . cord-310769-y6orh217 228 1 For for IN cord-310769-y6orh217 228 2 the the DT cord-310769-y6orh217 228 3 DEP DEP NNP cord-310769-y6orh217 228 4 group group NN cord-310769-y6orh217 228 5 , , , cord-310769-y6orh217 228 6 ' ' `` cord-310769-y6orh217 228 7 Social Social NNP cord-310769-y6orh217 228 8 Words Words NNPS cord-310769-y6orh217 228 9 ' ' '' cord-310769-y6orh217 228 10 became become VBD cord-310769-y6orh217 228 11 less less RBR cord-310769-y6orh217 228 12 prevalent prevalent JJ cord-310769-y6orh217 228 13 than than IN cord-310769-y6orh217 228 14 the the DT cord-310769-y6orh217 228 15 non non JJ cord-310769-y6orh217 228 16 - - JJ cord-310769-y6orh217 228 17 DEP dep JJ cord-310769-y6orh217 228 18 group group NN cord-310769-y6orh217 228 19 . . . cord-310769-y6orh217 229 1 This this DT cord-310769-y6orh217 229 2 was be VBD cord-310769-y6orh217 229 3 consistent consistent JJ cord-310769-y6orh217 229 4 with with IN cord-310769-y6orh217 229 5 studies study NNS cord-310769-y6orh217 229 6 on on IN cord-310769-y6orh217 229 7 patterns pattern NNS cord-310769-y6orh217 229 8 of of IN cord-310769-y6orh217 229 9 social social JJ cord-310769-y6orh217 229 10 withdrawal withdrawal NN cord-310769-y6orh217 229 11 and and CC cord-310769-y6orh217 229 12 depression depression NN cord-310769-y6orh217 229 13 [ [ -LRB- cord-310769-y6orh217 229 14 37 37 CD cord-310769-y6orh217 229 15 , , , cord-310769-y6orh217 229 16 59 59 CD cord-310769-y6orh217 229 17 , , , cord-310769-y6orh217 229 18 60 60 CD cord-310769-y6orh217 229 19 ] ] -RRB- cord-310769-y6orh217 229 20 , , , cord-310769-y6orh217 229 21 and and CC cord-310769-y6orh217 229 22 social social JJ cord-310769-y6orh217 229 23 interactions interaction NNS cord-310769-y6orh217 229 24 and and CC cord-310769-y6orh217 229 25 isolations isolation NNS cord-310769-y6orh217 229 26 have have VBP cord-310769-y6orh217 229 27 been be VBN cord-310769-y6orh217 229 28 recognized recognize VBN cord-310769-y6orh217 229 29 by by IN cord-310769-y6orh217 229 30 [ [ -LRB- cord-310769-y6orh217 229 31 61 61 CD cord-310769-y6orh217 229 32 ] ] -RRB- cord-310769-y6orh217 229 33 as as IN cord-310769-y6orh217 229 34 one one CD cord-310769-y6orh217 229 35 of of IN cord-310769-y6orh217 229 36 the the DT cord-310769-y6orh217 229 37 priorities priority NNS cord-310769-y6orh217 229 38 in in IN cord-310769-y6orh217 229 39 mental mental JJ cord-310769-y6orh217 229 40 illness illness NN cord-310769-y6orh217 229 41 preventions prevention NNS cord-310769-y6orh217 229 42 , , , cord-310769-y6orh217 229 43 especially especially RB cord-310769-y6orh217 229 44 during during IN cord-310769-y6orh217 229 45 COVID-19 COVID-19 NNP cord-310769-y6orh217 229 46 [ [ -LRB- cord-310769-y6orh217 229 47 27 27 CD cord-310769-y6orh217 229 48 ] ] -RRB- cord-310769-y6orh217 229 49 . . . cord-310769-y6orh217 230 1 These these DT cord-310769-y6orh217 230 2 attributes attribute NNS cord-310769-y6orh217 230 3 captured capture VBD cord-310769-y6orh217 230 4 the the DT cord-310769-y6orh217 230 5 semantic semantic JJ cord-310769-y6orh217 230 6 aspect aspect NN cord-310769-y6orh217 230 7 of of IN cord-310769-y6orh217 230 8 user user NN cord-310769-y6orh217 230 9 online online JJ cord-310769-y6orh217 230 10 behaviors behavior NNS cord-310769-y6orh217 230 11 . . . cord-310769-y6orh217 231 1 The the DT cord-310769-y6orh217 231 2 prevalence prevalence NN cord-310769-y6orh217 231 3 of of IN cord-310769-y6orh217 231 4 personal personal JJ cord-310769-y6orh217 231 5 affair affair NN cord-310769-y6orh217 231 6 , , , cord-310769-y6orh217 231 7 social social JJ cord-310769-y6orh217 231 8 activity activity NN cord-310769-y6orh217 231 9 , , , cord-310769-y6orh217 231 10 and and CC cord-310769-y6orh217 231 11 negative negative JJ cord-310769-y6orh217 231 12 key key JJ cord-310769-y6orh217 231 13 words word NNS cord-310769-y6orh217 231 14 as as RB cord-310769-y6orh217 231 15 well well RB cord-310769-y6orh217 231 16 as as IN cord-310769-y6orh217 231 17 porn porn NN cord-310769-y6orh217 231 18 consumptions consumption NNS cord-310769-y6orh217 231 19 have have VBP cord-310769-y6orh217 231 20 shown show VBN cord-310769-y6orh217 231 21 statistically statistically RB cord-310769-y6orh217 231 22 significant significant JJ cord-310769-y6orh217 231 23 differences difference NNS cord-310769-y6orh217 231 24 between between IN cord-310769-y6orh217 231 25 groups group NNS cord-310769-y6orh217 231 26 . . . cord-310769-y6orh217 232 1 Many many JJ cord-310769-y6orh217 232 2 researchers researcher NNS cord-310769-y6orh217 232 3 have have VBP cord-310769-y6orh217 232 4 reported report VBN cord-310769-y6orh217 232 5 that that IN cord-310769-y6orh217 232 6 there there EX cord-310769-y6orh217 232 7 has have VBZ cord-310769-y6orh217 232 8 been be VBN cord-310769-y6orh217 232 9 a a DT cord-310769-y6orh217 232 10 significant significant JJ cord-310769-y6orh217 232 11 boost boost NN cord-310769-y6orh217 232 12 in in IN cord-310769-y6orh217 232 13 health health NN cord-310769-y6orh217 232 14 and and CC cord-310769-y6orh217 232 15 news news NN cord-310769-y6orh217 232 16 related relate VBN cord-310769-y6orh217 232 17 topics topic NNS cord-310769-y6orh217 232 18 , , , cord-310769-y6orh217 232 19 at at IN cord-310769-y6orh217 232 20 population population NN cord-310769-y6orh217 232 21 level level NN cord-310769-y6orh217 232 22 , , , cord-310769-y6orh217 232 23 in in IN cord-310769-y6orh217 232 24 various various JJ cord-310769-y6orh217 232 25 online online JJ cord-310769-y6orh217 232 26 platforms platform NNS cord-310769-y6orh217 232 27 during during IN cord-310769-y6orh217 232 28 COVID-19 COVID-19 NNP cord-310769-y6orh217 232 29 . . . cord-310769-y6orh217 233 1 This this DT cord-310769-y6orh217 233 2 is be VBZ cord-310769-y6orh217 233 3 partly partly RB cord-310769-y6orh217 233 4 due due JJ cord-310769-y6orh217 233 5 to to IN cord-310769-y6orh217 233 6 additional additional JJ cord-310769-y6orh217 233 7 measures measure NNS cord-310769-y6orh217 233 8 taken take VBN cord-310769-y6orh217 233 9 by by IN cord-310769-y6orh217 233 10 individuals individual NNS cord-310769-y6orh217 233 11 , , , cord-310769-y6orh217 233 12 various various JJ cord-310769-y6orh217 233 13 stakeholders stakeholder NNS cord-310769-y6orh217 233 14 , , , cord-310769-y6orh217 233 15 and and CC cord-310769-y6orh217 233 16 agencies agency NNS cord-310769-y6orh217 233 17 with with IN cord-310769-y6orh217 233 18 regards regard NNS cord-310769-y6orh217 233 19 to to IN cord-310769-y6orh217 233 20 preventive preventive JJ cord-310769-y6orh217 233 21 measures measure NNS cord-310769-y6orh217 233 22 [ [ -LRB- cord-310769-y6orh217 233 23 8 8 CD cord-310769-y6orh217 233 24 , , , cord-310769-y6orh217 233 25 32 32 CD cord-310769-y6orh217 233 26 , , , cord-310769-y6orh217 233 27 33 33 CD cord-310769-y6orh217 233 28 ] ] -RRB- cord-310769-y6orh217 233 29 , , , cord-310769-y6orh217 233 30 daily daily JJ cord-310769-y6orh217 233 31 statistics statistic NNS cord-310769-y6orh217 233 32 [ [ -LRB- cord-310769-y6orh217 233 33 7 7 CD cord-310769-y6orh217 233 34 , , , cord-310769-y6orh217 233 35 9 9 CD cord-310769-y6orh217 233 36 , , , cord-310769-y6orh217 233 37 10 10 CD cord-310769-y6orh217 233 38 ] ] -RRB- cord-310769-y6orh217 233 39 , , , cord-310769-y6orh217 233 40 and and CC cord-310769-y6orh217 233 41 healthcare healthcare NN cord-310769-y6orh217 233 42 ( ( -LRB- cord-310769-y6orh217 233 43 mis)information mis)information NNP cord-310769-y6orh217 233 44 [ [ -LRB- cord-310769-y6orh217 233 45 31 31 CD cord-310769-y6orh217 233 46 , , , cord-310769-y6orh217 233 47 33 33 CD cord-310769-y6orh217 233 48 , , , cord-310769-y6orh217 233 49 34 34 CD cord-310769-y6orh217 233 50 ] ] -RRB- cord-310769-y6orh217 233 51 , , , cord-310769-y6orh217 233 52 However however RB cord-310769-y6orh217 233 53 , , , cord-310769-y6orh217 233 54 unlike unlike IN cord-310769-y6orh217 233 55 many many JJ cord-310769-y6orh217 233 56 , , , cord-310769-y6orh217 233 57 our -PRON- PRP$ cord-310769-y6orh217 233 58 investigation investigation NN cord-310769-y6orh217 233 59 was be VBD cord-310769-y6orh217 233 60 carried carry VBN cord-310769-y6orh217 233 61 out out RP cord-310769-y6orh217 233 62 considering consider VBG cord-310769-y6orh217 233 63 individual individual JJ cord-310769-y6orh217 233 64 - - HYPH cord-310769-y6orh217 233 65 level level NN cord-310769-y6orh217 233 66 Google Google NNP cord-310769-y6orh217 233 67 Search Search NNP cord-310769-y6orh217 233 68 and and CC cord-310769-y6orh217 233 69 YouTube YouTube NNP cord-310769-y6orh217 233 70 engagement engagement NN cord-310769-y6orh217 233 71 logs log NNS cord-310769-y6orh217 233 72 , , , cord-310769-y6orh217 233 73 and and CC cord-310769-y6orh217 233 74 our -PRON- PRP$ cord-310769-y6orh217 233 75 analysis analysis NN cord-310769-y6orh217 233 76 did do VBD cord-310769-y6orh217 233 77 not not RB cord-310769-y6orh217 233 78 reveal reveal VB cord-310769-y6orh217 233 79 any any DT cord-310769-y6orh217 233 80 significant significant JJ cord-310769-y6orh217 233 81 spikes spike NNS cord-310769-y6orh217 233 82 in in IN cord-310769-y6orh217 233 83 ' ' `` cord-310769-y6orh217 233 84 News News NNP cord-310769-y6orh217 233 85 ' ' '' cord-310769-y6orh217 233 86 and and CC cord-310769-y6orh217 233 87 ' ' '' cord-310769-y6orh217 233 88 Health Health NNP cord-310769-y6orh217 233 89 / / SYM cord-310769-y6orh217 233 90 illness illness NN cord-310769-y6orh217 233 91 ' ' '' cord-310769-y6orh217 233 92 category category NN cord-310769-y6orh217 233 93 between between IN cord-310769-y6orh217 233 94 the the DT cord-310769-y6orh217 233 95 groups group NNS cord-310769-y6orh217 233 96 of of IN cord-310769-y6orh217 233 97 individuals individual NNS cord-310769-y6orh217 233 98 with with IN cord-310769-y6orh217 233 99 deteriorating deteriorate VBG cord-310769-y6orh217 233 100 anxiety anxiety NN cord-310769-y6orh217 233 101 and and CC cord-310769-y6orh217 233 102 depression depression NN cord-310769-y6orh217 233 103 during during IN cord-310769-y6orh217 233 104 the the DT cord-310769-y6orh217 233 105 pandemic pandemic NN cord-310769-y6orh217 233 106 . . . cord-310769-y6orh217 234 1 One one CD cord-310769-y6orh217 234 2 possible possible JJ cord-310769-y6orh217 234 3 explanation explanation NN cord-310769-y6orh217 234 4 for for IN cord-310769-y6orh217 234 5 such such JJ cord-310769-y6orh217 234 6 observation observation NN cord-310769-y6orh217 234 7 can can MD cord-310769-y6orh217 234 8 be be VB cord-310769-y6orh217 234 9 due due JJ cord-310769-y6orh217 234 10 to to IN cord-310769-y6orh217 234 11 the the DT cord-310769-y6orh217 234 12 target target NN cord-310769-y6orh217 234 13 population population NN cord-310769-y6orh217 234 14 ( ( -LRB- cord-310769-y6orh217 234 15 college college NN cord-310769-y6orh217 234 16 students student NNS cord-310769-y6orh217 234 17 ) ) -RRB- cord-310769-y6orh217 234 18 of of IN cord-310769-y6orh217 234 19 our -PRON- PRP$ cord-310769-y6orh217 234 20 study study NN cord-310769-y6orh217 234 21 who who WP cord-310769-y6orh217 234 22 may may MD cord-310769-y6orh217 234 23 prefer prefer VB cord-310769-y6orh217 234 24 to to TO cord-310769-y6orh217 234 25 follow follow VB cord-310769-y6orh217 234 26 news news NN cord-310769-y6orh217 234 27 from from IN cord-310769-y6orh217 234 28 other other JJ cord-310769-y6orh217 234 29 popular popular JJ cord-310769-y6orh217 234 30 platforms platform NNS cord-310769-y6orh217 234 31 such such JJ cord-310769-y6orh217 234 32 as as IN cord-310769-y6orh217 234 33 social social JJ cord-310769-y6orh217 234 34 media medium NNS cord-310769-y6orh217 234 35 . . . cord-310769-y6orh217 235 1 Finally finally RB cord-310769-y6orh217 235 2 , , , cord-310769-y6orh217 235 3 COVID-19 COVID-19 NNP cord-310769-y6orh217 235 4 has have VBZ cord-310769-y6orh217 235 5 shaken shake VBN cord-310769-y6orh217 235 6 the the DT cord-310769-y6orh217 235 7 foundation foundation NN cord-310769-y6orh217 235 8 of of IN cord-310769-y6orh217 235 9 human human JJ cord-310769-y6orh217 235 10 society society NN cord-310769-y6orh217 235 11 and and CC cord-310769-y6orh217 235 12 forced force VBD cord-310769-y6orh217 235 13 us -PRON- PRP cord-310769-y6orh217 235 14 to to TO cord-310769-y6orh217 235 15 alter alter VB cord-310769-y6orh217 235 16 daily daily JJ cord-310769-y6orh217 235 17 lifestyles lifestyle NNS cord-310769-y6orh217 235 18 . . . cord-310769-y6orh217 236 1 The the DT cord-310769-y6orh217 236 2 world world NN cord-310769-y6orh217 236 3 was be VBD cord-310769-y6orh217 236 4 not not RB cord-310769-y6orh217 236 5 ready ready JJ cord-310769-y6orh217 236 6 for for IN cord-310769-y6orh217 236 7 such such PDT cord-310769-y6orh217 236 8 a a DT cord-310769-y6orh217 236 9 viral viral JJ cord-310769-y6orh217 236 10 outbreak outbreak NN cord-310769-y6orh217 236 11 . . . cord-310769-y6orh217 237 1 Since since IN cord-310769-y6orh217 237 2 there there EX cord-310769-y6orh217 237 3 is be VBZ cord-310769-y6orh217 237 4 no no DT cord-310769-y6orh217 237 5 cure cure NN cord-310769-y6orh217 237 6 for for IN cord-310769-y6orh217 237 7 COVID-19 COVID-19 NNP cord-310769-y6orh217 237 8 , , , cord-310769-y6orh217 237 9 it -PRON- PRP cord-310769-y6orh217 237 10 , , , cord-310769-y6orh217 237 11 or or CC cord-310769-y6orh217 237 12 an an DT cord-310769-y6orh217 237 13 even even RB cord-310769-y6orh217 237 14 more more RBR cord-310769-y6orh217 237 15 deadly deadly JJ cord-310769-y6orh217 237 16 viral viral JJ cord-310769-y6orh217 237 17 disease disease NN cord-310769-y6orh217 237 18 , , , cord-310769-y6orh217 237 19 may may MD cord-310769-y6orh217 237 20 resurface resurface VB cord-310769-y6orh217 237 21 at at IN cord-310769-y6orh217 237 22 different different JJ cord-310769-y6orh217 237 23 capacities capacity NNS cord-310769-y6orh217 237 24 in in IN cord-310769-y6orh217 237 25 the the DT cord-310769-y6orh217 237 26 near near JJ cord-310769-y6orh217 237 27 future future NN cord-310769-y6orh217 237 28 . . . cord-310769-y6orh217 238 1 Society Society NNP cord-310769-y6orh217 238 2 may may MD cord-310769-y6orh217 238 3 be be VB cord-310769-y6orh217 238 4 forced force VBN cord-310769-y6orh217 238 5 to to TO cord-310769-y6orh217 238 6 rely rely VB cord-310769-y6orh217 238 7 on on IN cord-310769-y6orh217 238 8 technologies technology NNS cord-310769-y6orh217 238 9 even even RB cord-310769-y6orh217 238 10 more more RBR cord-310769-y6orh217 238 11 and and CC cord-310769-y6orh217 238 12 employ employ VB cord-310769-y6orh217 238 13 remote remote JJ cord-310769-y6orh217 238 14 learning learning NN cord-310769-y6orh217 238 15 , , , cord-310769-y6orh217 238 16 working working NN cord-310769-y6orh217 238 17 , , , cord-310769-y6orh217 238 18 and and CC cord-310769-y6orh217 238 19 socializing socialize VBG cord-310769-y6orh217 238 20 for for IN cord-310769-y6orh217 238 21 a a DT cord-310769-y6orh217 238 22 longer long JJR cord-310769-y6orh217 238 23 period period NN cord-310769-y6orh217 238 24 of of IN cord-310769-y6orh217 238 25 time time NN cord-310769-y6orh217 238 26 . . . cord-310769-y6orh217 239 1 It -PRON- PRP cord-310769-y6orh217 239 2 is be VBZ cord-310769-y6orh217 239 3 important important JJ cord-310769-y6orh217 239 4 that that IN cord-310769-y6orh217 239 5 we -PRON- PRP cord-310769-y6orh217 239 6 learn learn VBP cord-310769-y6orh217 239 7 from from IN cord-310769-y6orh217 239 8 our -PRON- PRP$ cord-310769-y6orh217 239 9 experience experience NN cord-310769-y6orh217 239 10 of of IN cord-310769-y6orh217 239 11 living live VBG cord-310769-y6orh217 239 12 though though IN cord-310769-y6orh217 239 13 the the DT cord-310769-y6orh217 239 14 initial initial JJ cord-310769-y6orh217 239 15 COVID-19 covid-19 JJ cord-310769-y6orh217 239 16 outbreak outbreak NN cord-310769-y6orh217 239 17 and and CC cord-310769-y6orh217 239 18 take take VB cord-310769-y6orh217 239 19 necessary necessary JJ cord-310769-y6orh217 239 20 measures measure NNS cord-310769-y6orh217 239 21 to to TO cord-310769-y6orh217 239 22 uncover uncover VB cord-310769-y6orh217 239 23 the the DT cord-310769-y6orh217 239 24 changes change NNS cord-310769-y6orh217 239 25 in in IN cord-310769-y6orh217 239 26 online online JJ cord-310769-y6orh217 239 27 behaviors behavior NNS cord-310769-y6orh217 239 28 , , , cord-310769-y6orh217 239 29 investigating investigate VBG cord-310769-y6orh217 239 30 how how WRB cord-310769-y6orh217 239 31 that that DT cord-310769-y6orh217 239 32 can can MD cord-310769-y6orh217 239 33 be be VB cord-310769-y6orh217 239 34 leveraged leverage VBN cord-310769-y6orh217 239 35 to to TO cord-310769-y6orh217 239 36 understand understand VB cord-310769-y6orh217 239 37 and and CC cord-310769-y6orh217 239 38 monitor monitor VB cord-310769-y6orh217 239 39 various various JJ cord-310769-y6orh217 239 40 mental mental JJ cord-310769-y6orh217 239 41 health health NN cord-310769-y6orh217 239 42 conditions condition NNS cord-310769-y6orh217 239 43 of of IN cord-310769-y6orh217 239 44 individuals individual NNS cord-310769-y6orh217 239 45 in in IN cord-310769-y6orh217 239 46 a a DT cord-310769-y6orh217 239 47 least least JJS cord-310769-y6orh217 239 48 invasive invasive JJ cord-310769-y6orh217 239 49 manner manner NN cord-310769-y6orh217 239 50 . . . cord-310769-y6orh217 240 1 First first RB cord-310769-y6orh217 240 2 , , , cord-310769-y6orh217 240 3 while while IN cord-310769-y6orh217 240 4 most most JJS cord-310769-y6orh217 240 5 of of IN cord-310769-y6orh217 240 6 the the DT cord-310769-y6orh217 240 7 online online JJ cord-310769-y6orh217 240 8 behavioral behavioral JJ cord-310769-y6orh217 240 9 features feature NNS cord-310769-y6orh217 240 10 we -PRON- PRP cord-310769-y6orh217 240 11 developed develop VBD cord-310769-y6orh217 240 12 showed show VBD cord-310769-y6orh217 240 13 significant significant JJ cord-310769-y6orh217 240 14 differences difference NNS cord-310769-y6orh217 240 15 between between IN cord-310769-y6orh217 240 16 groups group NNS cord-310769-y6orh217 240 17 of of IN cord-310769-y6orh217 240 18 students student NNS cord-310769-y6orh217 240 19 with with IN cord-310769-y6orh217 240 20 and and CC cord-310769-y6orh217 240 21 without without IN cord-310769-y6orh217 240 22 deteriorating deteriorate VBG cord-310769-y6orh217 240 23 anxiety anxiety NN cord-310769-y6orh217 240 24 and and CC cord-310769-y6orh217 240 25 depressive depressive JJ cord-310769-y6orh217 240 26 disorders disorder NNS cord-310769-y6orh217 240 27 during during IN cord-310769-y6orh217 240 28 COVID-19 COVID-19 NNP cord-310769-y6orh217 240 29 , , , cord-310769-y6orh217 240 30 our -PRON- PRP$ cord-310769-y6orh217 240 31 study study NN cord-310769-y6orh217 240 32 cohort cohort NN cord-310769-y6orh217 240 33 only only RB cord-310769-y6orh217 240 34 represented represent VBD cord-310769-y6orh217 240 35 a a DT cord-310769-y6orh217 240 36 small small JJ cord-310769-y6orh217 240 37 portion portion NN cord-310769-y6orh217 240 38 of of IN cord-310769-y6orh217 240 39 the the DT cord-310769-y6orh217 240 40 whole whole JJ cord-310769-y6orh217 240 41 population population NN cord-310769-y6orh217 240 42 suffering suffer VBG cord-310769-y6orh217 240 43 from from IN cord-310769-y6orh217 240 44 mental mental JJ cord-310769-y6orh217 240 45 health health NN cord-310769-y6orh217 240 46 difficulties difficulty NNS cord-310769-y6orh217 240 47 . . . cord-310769-y6orh217 241 1 Therefore therefore RB cord-310769-y6orh217 241 2 , , , cord-310769-y6orh217 241 3 further further JJ cord-310769-y6orh217 241 4 studies study NNS cord-310769-y6orh217 241 5 are be VBP cord-310769-y6orh217 241 6 required require VBN cord-310769-y6orh217 241 7 to to TO cord-310769-y6orh217 241 8 investigate investigate VB cord-310769-y6orh217 241 9 if if IN cord-310769-y6orh217 241 10 the the DT cord-310769-y6orh217 241 11 significant significant JJ cord-310769-y6orh217 241 12 behavioral behavioral JJ cord-310769-y6orh217 241 13 changes change NNS cord-310769-y6orh217 241 14 still still RB cord-310769-y6orh217 241 15 hold hold VBP cord-310769-y6orh217 241 16 among among IN cord-310769-y6orh217 241 17 more more JJR cord-310769-y6orh217 241 18 general general JJ cord-310769-y6orh217 241 19 communities community NNS cord-310769-y6orh217 241 20 , , , cord-310769-y6orh217 241 21 not not RB cord-310769-y6orh217 241 22 limiting limit VBG cord-310769-y6orh217 241 23 to to IN cord-310769-y6orh217 241 24 college college NN cord-310769-y6orh217 241 25 students student NNS cord-310769-y6orh217 241 26 . . . cord-310769-y6orh217 242 1 Nonetheless nonetheless RB cord-310769-y6orh217 242 2 , , , cord-310769-y6orh217 242 3 we -PRON- PRP cord-310769-y6orh217 242 4 argue argue VBP cord-310769-y6orh217 242 5 that that IN cord-310769-y6orh217 242 6 the the DT cord-310769-y6orh217 242 7 explainable explainable JJ cord-310769-y6orh217 242 8 features feature NNS cord-310769-y6orh217 242 9 we -PRON- PRP cord-310769-y6orh217 242 10 constructed construct VBD cord-310769-y6orh217 242 11 , , , cord-310769-y6orh217 242 12 such such JJ cord-310769-y6orh217 242 13 as as IN cord-310769-y6orh217 242 14 late late JJ cord-310769-y6orh217 242 15 - - HYPH cord-310769-y6orh217 242 16 night night NN cord-310769-y6orh217 242 17 activities activity NNS cord-310769-y6orh217 242 18 , , , cord-310769-y6orh217 242 19 continuous continuous JJ cord-310769-y6orh217 242 20 usages usage NNS cord-310769-y6orh217 242 21 , , , cord-310769-y6orh217 242 22 inactivity inactivity NN cord-310769-y6orh217 242 23 , , , cord-310769-y6orh217 242 24 pornography pornography NN cord-310769-y6orh217 242 25 , , , cord-310769-y6orh217 242 26 and and CC cord-310769-y6orh217 242 27 certain certain JJ cord-310769-y6orh217 242 28 key key JJ cord-310769-y6orh217 242 29 words word NNS cord-310769-y6orh217 242 30 , , , cord-310769-y6orh217 242 31 can can MD cord-310769-y6orh217 242 32 remain remain VB cord-310769-y6orh217 242 33 behaviorally behaviorally RB cord-310769-y6orh217 242 34 representative representative JJ cord-310769-y6orh217 242 35 and and CC cord-310769-y6orh217 242 36 be be VB cord-310769-y6orh217 242 37 applied apply VBN cord-310769-y6orh217 242 38 universally universally RB cord-310769-y6orh217 242 39 across across IN cord-310769-y6orh217 242 40 experiments experiment NNS cord-310769-y6orh217 242 41 exploring explore VBG cord-310769-y6orh217 242 42 the the DT cord-310769-y6orh217 242 43 relationship relationship NN cord-310769-y6orh217 242 44 between between IN cord-310769-y6orh217 242 45 mental mental JJ cord-310769-y6orh217 242 46 health health NN cord-310769-y6orh217 242 47 and and CC cord-310769-y6orh217 242 48 online online JJ cord-310769-y6orh217 242 49 activities activity NNS cord-310769-y6orh217 242 50 during during IN cord-310769-y6orh217 242 51 the the DT cord-310769-y6orh217 242 52 pandemic pandemic NN cord-310769-y6orh217 242 53 . . . cord-310769-y6orh217 243 1 Second second RB cord-310769-y6orh217 243 2 , , , cord-310769-y6orh217 243 3 in in IN cord-310769-y6orh217 243 4 this this DT cord-310769-y6orh217 243 5 work work NN cord-310769-y6orh217 243 6 , , , cord-310769-y6orh217 243 7 we -PRON- PRP cord-310769-y6orh217 243 8 studied study VBD cord-310769-y6orh217 243 9 in in IN cord-310769-y6orh217 243 10 the the DT cord-310769-y6orh217 243 11 relationship relationship NN cord-310769-y6orh217 243 12 between between IN cord-310769-y6orh217 243 13 user user NN cord-310769-y6orh217 243 14 online online JJ cord-310769-y6orh217 243 15 behaviors behavior NNS cord-310769-y6orh217 243 16 and and CC cord-310769-y6orh217 243 17 the the DT cord-310769-y6orh217 243 18 fluctuations fluctuation NNS cord-310769-y6orh217 243 19 in in IN cord-310769-y6orh217 243 20 mental mental JJ cord-310769-y6orh217 243 21 health health NN cord-310769-y6orh217 243 22 conditions condition NNS cord-310769-y6orh217 243 23 during during IN cord-310769-y6orh217 243 24 COVID-19 COVID-19 NNP cord-310769-y6orh217 243 25 . . . cord-310769-y6orh217 244 1 Any any DT cord-310769-y6orh217 244 2 causal causal JJ cord-310769-y6orh217 244 3 relationship relationship NN cord-310769-y6orh217 244 4 between between IN cord-310769-y6orh217 244 5 online online JJ cord-310769-y6orh217 244 6 behavior behavior NN cord-310769-y6orh217 244 7 and and CC cord-310769-y6orh217 244 8 mental mental JJ cord-310769-y6orh217 244 9 disorders disorder NNS cord-310769-y6orh217 244 10 is be VBZ cord-310769-y6orh217 244 11 beyond beyond IN cord-310769-y6orh217 244 12 the the DT cord-310769-y6orh217 244 13 scope scope NN cord-310769-y6orh217 244 14 of of IN cord-310769-y6orh217 244 15 All all DT cord-310769-y6orh217 244 16 rights right NNS cord-310769-y6orh217 244 17 reserved reserve VBN cord-310769-y6orh217 244 18 . . . cord-310769-y6orh217 245 1 No no DT cord-310769-y6orh217 245 2 reuse reuse NN cord-310769-y6orh217 245 3 allowed allow VBN cord-310769-y6orh217 245 4 without without IN cord-310769-y6orh217 245 5 permission permission NN cord-310769-y6orh217 245 6 . . . cord-310769-y6orh217 246 1 ( ( -LRB- cord-310769-y6orh217 246 2 which which WDT cord-310769-y6orh217 246 3 was be VBD cord-310769-y6orh217 246 4 not not RB cord-310769-y6orh217 246 5 certified certify VBN cord-310769-y6orh217 246 6 by by IN cord-310769-y6orh217 246 7 peer peer NN cord-310769-y6orh217 246 8 review review NN cord-310769-y6orh217 246 9 ) ) -RRB- cord-310769-y6orh217 246 10 is be VBZ cord-310769-y6orh217 246 11 the the DT cord-310769-y6orh217 246 12 author author NN cord-310769-y6orh217 246 13 / / SYM cord-310769-y6orh217 246 14 funder funder NN cord-310769-y6orh217 246 15 , , , cord-310769-y6orh217 246 16 who who WP cord-310769-y6orh217 246 17 has have VBZ cord-310769-y6orh217 246 18 granted grant VBN cord-310769-y6orh217 246 19 medRxiv medRxiv NNS cord-310769-y6orh217 246 20 a a DT cord-310769-y6orh217 246 21 license license NN cord-310769-y6orh217 246 22 to to TO cord-310769-y6orh217 246 23 display display VB cord-310769-y6orh217 246 24 the the DT cord-310769-y6orh217 246 25 preprint preprint NN cord-310769-y6orh217 246 26 in in IN cord-310769-y6orh217 246 27 perpetuity perpetuity NN cord-310769-y6orh217 246 28 . . . cord-310769-y6orh217 247 1 The the DT cord-310769-y6orh217 247 2 copyright copyright NN cord-310769-y6orh217 247 3 holder holder NN cord-310769-y6orh217 247 4 for for IN cord-310769-y6orh217 247 5 this this DT cord-310769-y6orh217 247 6 preprint preprint NN cord-310769-y6orh217 247 7 this this DT cord-310769-y6orh217 247 8 version version NN cord-310769-y6orh217 247 9 posted post VBD cord-310769-y6orh217 247 10 August August NNP cord-310769-y6orh217 247 11 25 25 CD cord-310769-y6orh217 247 12 , , , cord-310769-y6orh217 247 13 2020 2020 CD cord-310769-y6orh217 247 14 . . . cord-310769-y6orh217 247 15 . . . cord-310769-y6orh217 248 1 this this DT cord-310769-y6orh217 248 2 work work NN cord-310769-y6orh217 248 3 . . . cord-310769-y6orh217 249 1 As as IN cord-310769-y6orh217 249 2 one one PRP cord-310769-y6orh217 249 3 can can MD cord-310769-y6orh217 249 4 readily readily RB cord-310769-y6orh217 249 5 imagine imagine VB cord-310769-y6orh217 249 6 , , , cord-310769-y6orh217 249 7 online online JJ cord-310769-y6orh217 249 8 behavioral behavioral JJ cord-310769-y6orh217 249 9 changes change NNS cord-310769-y6orh217 249 10 could could MD cord-310769-y6orh217 249 11 both both RB cord-310769-y6orh217 249 12 contribute contribute VB cord-310769-y6orh217 249 13 to to IN cord-310769-y6orh217 249 14 or or CC cord-310769-y6orh217 249 15 be be VB cord-310769-y6orh217 249 16 caused cause VBN cord-310769-y6orh217 249 17 by by IN cord-310769-y6orh217 249 18 deteriorating deteriorate VBG cord-310769-y6orh217 249 19 anxiety anxiety NN cord-310769-y6orh217 249 20 or or CC cord-310769-y6orh217 249 21 depressive depressive JJ cord-310769-y6orh217 249 22 disorders disorder NNS cord-310769-y6orh217 249 23 . . . cord-310769-y6orh217 250 1 Moreover moreover RB cord-310769-y6orh217 250 2 , , , cord-310769-y6orh217 250 3 though though IN cord-310769-y6orh217 250 4 we -PRON- PRP cord-310769-y6orh217 250 5 included include VBD cord-310769-y6orh217 250 6 preliminary preliminary JJ cord-310769-y6orh217 250 7 demographic demographic JJ cord-310769-y6orh217 250 8 information information NN cord-310769-y6orh217 250 9 as as IN cord-310769-y6orh217 250 10 covariates covariate NNS cord-310769-y6orh217 250 11 , , , cord-310769-y6orh217 250 12 there there EX cord-310769-y6orh217 250 13 remains remain VBZ cord-310769-y6orh217 250 14 the the DT cord-310769-y6orh217 250 15 possibility possibility NN cord-310769-y6orh217 250 16 of of IN cord-310769-y6orh217 250 17 other other JJ cord-310769-y6orh217 250 18 confounding confounding JJ cord-310769-y6orh217 250 19 factors factor NNS cord-310769-y6orh217 250 20 . . . cord-310769-y6orh217 251 1 In in IN cord-310769-y6orh217 251 2 fact fact NN cord-310769-y6orh217 251 3 , , , cord-310769-y6orh217 251 4 both both CC cord-310769-y6orh217 251 5 the the DT cord-310769-y6orh217 251 6 shifts shift NNS cord-310769-y6orh217 251 7 in in IN cord-310769-y6orh217 251 8 online online JJ cord-310769-y6orh217 251 9 behaviors behavior NNS cord-310769-y6orh217 251 10 and and CC cord-310769-y6orh217 251 11 deteriorating deteriorate VBG cord-310769-y6orh217 251 12 mental mental JJ cord-310769-y6orh217 251 13 health health NN cord-310769-y6orh217 251 14 profiles profile NNS cord-310769-y6orh217 251 15 may may MD cord-310769-y6orh217 251 16 be be VB cord-310769-y6orh217 251 17 due due JJ cord-310769-y6orh217 251 18 to to IN cord-310769-y6orh217 251 19 common common JJ cord-310769-y6orh217 251 20 factors factor NNS cord-310769-y6orh217 251 21 such such JJ cord-310769-y6orh217 251 22 as as IN cord-310769-y6orh217 251 23 living living NN cord-310769-y6orh217 251 24 conditions condition NNS cord-310769-y6orh217 251 25 , , , cord-310769-y6orh217 251 26 financial financial JJ cord-310769-y6orh217 251 27 difficulties difficulty NNS cord-310769-y6orh217 251 28 , , , cord-310769-y6orh217 251 29 and and CC cord-310769-y6orh217 251 30 other other JJ cord-310769-y6orh217 251 31 health health NN cord-310769-y6orh217 251 32 problems problem NNS cord-310769-y6orh217 251 33 during during IN cord-310769-y6orh217 251 34 the the DT cord-310769-y6orh217 251 35 pandemic pandemic NN cord-310769-y6orh217 251 36 . . . cord-310769-y6orh217 252 1 Nor nor CC cord-310769-y6orh217 252 2 there there EX cord-310769-y6orh217 252 3 was be VBD cord-310769-y6orh217 252 4 any any DT cord-310769-y6orh217 252 5 causal causal JJ cord-310769-y6orh217 252 6 direction direction NN cord-310769-y6orh217 252 7 implied imply VBN cord-310769-y6orh217 252 8 between between IN cord-310769-y6orh217 252 9 COVID-19 COVID-19 NNP cord-310769-y6orh217 252 10 and and CC cord-310769-y6orh217 252 11 online online JJ cord-310769-y6orh217 252 12 behavior behavior NN cord-310769-y6orh217 252 13 changes change NNS cord-310769-y6orh217 252 14 , , , cord-310769-y6orh217 252 15 which which WDT cord-310769-y6orh217 252 16 was be VBD cord-310769-y6orh217 252 17 introduced introduce VBN cord-310769-y6orh217 252 18 in in IN cord-310769-y6orh217 252 19 the the DT cord-310769-y6orh217 252 20 first first JJ cord-310769-y6orh217 252 21 paragraph paragraph NN cord-310769-y6orh217 252 22 of of IN cord-310769-y6orh217 252 23 Statistical Statistical NNP cord-310769-y6orh217 252 24 Analysis Analysis NNP cord-310769-y6orh217 252 25 as as IN cord-310769-y6orh217 252 26 a a DT cord-310769-y6orh217 252 27 precaution precaution NN cord-310769-y6orh217 252 28 before before IN cord-310769-y6orh217 252 29 the the DT cord-310769-y6orh217 252 30 main main JJ cord-310769-y6orh217 252 31 experiments experiment NNS cord-310769-y6orh217 252 32 . . . cord-310769-y6orh217 253 1 Albeit albeit IN cord-310769-y6orh217 253 2 a a DT cord-310769-y6orh217 253 3 pilot pilot NN cord-310769-y6orh217 253 4 study study NN cord-310769-y6orh217 253 5 , , , cord-310769-y6orh217 253 6 our -PRON- PRP$ cord-310769-y6orh217 253 7 results result NNS cord-310769-y6orh217 253 8 indicated indicate VBD cord-310769-y6orh217 253 9 that that IN cord-310769-y6orh217 253 10 it -PRON- PRP cord-310769-y6orh217 253 11 is be VBZ cord-310769-y6orh217 253 12 possible possible JJ cord-310769-y6orh217 253 13 to to TO cord-310769-y6orh217 253 14 build build VB cord-310769-y6orh217 253 15 an an DT cord-310769-y6orh217 253 16 anxiety anxiety NN cord-310769-y6orh217 253 17 and and CC cord-310769-y6orh217 253 18 depression depression NN cord-310769-y6orh217 253 19 surveillance surveillance NN cord-310769-y6orh217 253 20 system system NN cord-310769-y6orh217 253 21 based base VBN cord-310769-y6orh217 253 22 on on IN cord-310769-y6orh217 253 23 passively passively RB cord-310769-y6orh217 253 24 collected collect VBN cord-310769-y6orh217 253 25 private private JJ cord-310769-y6orh217 253 26 Google Google NNP cord-310769-y6orh217 253 27 data data NN cord-310769-y6orh217 253 28 histories history NNS cord-310769-y6orh217 253 29 during during IN cord-310769-y6orh217 253 30 COVID-19 COVID-19 NNP cord-310769-y6orh217 253 31 . . . cord-310769-y6orh217 254 1 Such such JJ cord-310769-y6orh217 254 2 non non JJ cord-310769-y6orh217 254 3 - - JJ cord-310769-y6orh217 254 4 invasive invasive JJ cord-310769-y6orh217 254 5 system system NN cord-310769-y6orh217 254 6 shall shall MD cord-310769-y6orh217 254 7 be be VB cord-310769-y6orh217 254 8 subject subject JJ cord-310769-y6orh217 254 9 to to IN cord-310769-y6orh217 254 10 rigorous rigorous JJ cord-310769-y6orh217 254 11 data datum NNS cord-310769-y6orh217 254 12 security security NN cord-310769-y6orh217 254 13 and and CC cord-310769-y6orh217 254 14 anonymity anonymity NN cord-310769-y6orh217 254 15 checks check NNS cord-310769-y6orh217 254 16 . . . cord-310769-y6orh217 255 1 Necessary necessary JJ cord-310769-y6orh217 255 2 measures measure NNS cord-310769-y6orh217 255 3 need need VBP cord-310769-y6orh217 255 4 to to TO cord-310769-y6orh217 255 5 be be VB cord-310769-y6orh217 255 6 in in IN cord-310769-y6orh217 255 7 place place NN cord-310769-y6orh217 255 8 to to TO cord-310769-y6orh217 255 9 ensure ensure VB cord-310769-y6orh217 255 10 personal personal JJ cord-310769-y6orh217 255 11 safety safety NN cord-310769-y6orh217 255 12 and and CC cord-310769-y6orh217 255 13 privacy privacy NN cord-310769-y6orh217 255 14 concerns concern NNS cord-310769-y6orh217 255 15 when when WRB cord-310769-y6orh217 255 16 collecting collect VBG cord-310769-y6orh217 255 17 sensitive sensitive JJ cord-310769-y6orh217 255 18 and and CC cord-310769-y6orh217 255 19 proprietary proprietary JJ cord-310769-y6orh217 255 20 data datum NNS cord-310769-y6orh217 255 21 such such JJ cord-310769-y6orh217 255 22 as as IN cord-310769-y6orh217 255 23 Google Google NNP cord-310769-y6orh217 255 24 Search Search NNP cord-310769-y6orh217 255 25 logs log VBZ cord-310769-y6orh217 255 26 and and CC cord-310769-y6orh217 255 27 YouTube YouTube NNP cord-310769-y6orh217 255 28 histories history NNS cord-310769-y6orh217 255 29 . . . cord-310769-y6orh217 256 1 Even even RB cord-310769-y6orh217 256 2 in in IN cord-310769-y6orh217 256 3 pilot pilot NN cord-310769-y6orh217 256 4 studies study NNS cord-310769-y6orh217 256 5 , , , cord-310769-y6orh217 256 6 participants participant NNS cord-310769-y6orh217 256 7 shall shall MD cord-310769-y6orh217 256 8 preserve preserve VB cord-310769-y6orh217 256 9 full full JJ cord-310769-y6orh217 256 10 rights right NNS cord-310769-y6orh217 256 11 over over IN cord-310769-y6orh217 256 12 their -PRON- PRP$ cord-310769-y6orh217 256 13 data datum NNS cord-310769-y6orh217 256 14 : : : cord-310769-y6orh217 256 15 they -PRON- PRP cord-310769-y6orh217 256 16 may may MD cord-310769-y6orh217 256 17 choose choose VB cord-310769-y6orh217 256 18 to to TO cord-310769-y6orh217 256 19 opt opt VB cord-310769-y6orh217 256 20 out out RP cord-310769-y6orh217 256 21 the the DT cord-310769-y6orh217 256 22 study study NN cord-310769-y6orh217 256 23 at at IN cord-310769-y6orh217 256 24 any any DT cord-310769-y6orh217 256 25 stage stage NN cord-310769-y6orh217 256 26 and and CC cord-310769-y6orh217 256 27 remove remove VB cord-310769-y6orh217 256 28 any any DT cord-310769-y6orh217 256 29 data datum NNS cord-310769-y6orh217 256 30 shared share VBN cord-310769-y6orh217 256 31 in in IN cord-310769-y6orh217 256 32 the the DT cord-310769-y6orh217 256 33 system system NN cord-310769-y6orh217 256 34 . . . cord-310769-y6orh217 257 1 Moreover moreover RB cord-310769-y6orh217 257 2 , , , cord-310769-y6orh217 257 3 anonymity anonymity NN cord-310769-y6orh217 257 4 and and CC cord-310769-y6orh217 257 5 systematic systematic JJ cord-310769-y6orh217 257 6 bias bias NN cord-310769-y6orh217 257 7 elimination elimination NN cord-310769-y6orh217 257 8 shall shall MD cord-310769-y6orh217 257 9 be be VB cord-310769-y6orh217 257 10 enforced enforce VBN cord-310769-y6orh217 257 11 . . . cord-310769-y6orh217 258 1 As as IN cord-310769-y6orh217 258 2 an an DT cord-310769-y6orh217 258 3 automatic automatic JJ cord-310769-y6orh217 258 4 medical medical JJ cord-310769-y6orh217 258 5 screening screening NN cord-310769-y6orh217 258 6 system system NN cord-310769-y6orh217 258 7 based base VBN cord-310769-y6orh217 258 8 on on IN cord-310769-y6orh217 258 9 pervasive pervasive JJ cord-310769-y6orh217 258 10 data datum NNS cord-310769-y6orh217 258 11 , , , cord-310769-y6orh217 258 12 it -PRON- PRP cord-310769-y6orh217 258 13 has have VBZ cord-310769-y6orh217 258 14 been be VBN cord-310769-y6orh217 258 15 extensively extensively RB cord-310769-y6orh217 258 16 studied study VBN cord-310769-y6orh217 258 17 that that IN cord-310769-y6orh217 258 18 such such JJ cord-310769-y6orh217 258 19 frameworks framework NNS cord-310769-y6orh217 258 20 are be VBP cord-310769-y6orh217 258 21 prone prone JJ cord-310769-y6orh217 258 22 to to IN cord-310769-y6orh217 258 23 implicit implicit JJ cord-310769-y6orh217 258 24 machine machine NN cord-310769-y6orh217 258 25 learning learn VBG cord-310769-y6orh217 258 26 bias bias NN cord-310769-y6orh217 258 27 during during IN cord-310769-y6orh217 258 28 data datum NNS cord-310769-y6orh217 258 29 collection collection NN cord-310769-y6orh217 258 30 or or CC cord-310769-y6orh217 258 31 training training NN cord-310769-y6orh217 258 32 phases phase NNS cord-310769-y6orh217 258 33 [ [ -LRB- cord-310769-y6orh217 258 34 62 62 CD cord-310769-y6orh217 258 35 ] ] -RRB- cord-310769-y6orh217 258 36 [ [ -LRB- cord-310769-y6orh217 258 37 63 63 CD cord-310769-y6orh217 258 38 ] ] -RRB- cord-310769-y6orh217 258 39 [ [ -LRB- cord-310769-y6orh217 258 40 64 64 CD cord-310769-y6orh217 258 41 ] ] -RRB- cord-310769-y6orh217 258 42 . . . cord-310769-y6orh217 259 1 Black black JJ cord-310769-y6orh217 259 2 - - HYPH cord-310769-y6orh217 259 3 box box NN cord-310769-y6orh217 259 4 methods method NNS cord-310769-y6orh217 259 5 should should MD cord-310769-y6orh217 259 6 be be VB cord-310769-y6orh217 259 7 avoided avoid VBN cord-310769-y6orh217 259 8 as as IN cord-310769-y6orh217 259 9 they -PRON- PRP cord-310769-y6orh217 259 10 are be VBP cord-310769-y6orh217 259 11 known know VBN cord-310769-y6orh217 259 12 to to TO cord-310769-y6orh217 259 13 be be VB cord-310769-y6orh217 259 14 vulnerable vulnerable JJ cord-310769-y6orh217 259 15 to to IN cord-310769-y6orh217 259 16 adversarial adversarial JJ cord-310769-y6orh217 259 17 attacks attack NNS cord-310769-y6orh217 259 18 and and CC cord-310769-y6orh217 259 19 produce produce VB cord-310769-y6orh217 259 20 unexplainable unexplainable JJ cord-310769-y6orh217 259 21 distributional distributional JJ cord-310769-y6orh217 259 22 representations representation NNS cord-310769-y6orh217 259 23 [ [ -LRB- cord-310769-y6orh217 259 24 65 65 CD cord-310769-y6orh217 259 25 , , , cord-310769-y6orh217 259 26 66 66 CD cord-310769-y6orh217 259 27 ] ] -RRB- cord-310769-y6orh217 259 28 . . . cord-310769-y6orh217 260 1 Anonymizing Anonymizing NNP cord-310769-y6orh217 260 2 data datum NNS cord-310769-y6orh217 260 3 and and CC cord-310769-y6orh217 260 4 obscuring obscure VBG cord-310769-y6orh217 260 5 identity identity NN cord-310769-y6orh217 260 6 information information NN cord-310769-y6orh217 260 7 should should MD cord-310769-y6orh217 260 8 be be VB cord-310769-y6orh217 260 9 the the DT cord-310769-y6orh217 260 10 first first JJ cord-310769-y6orh217 260 11 step step NN cord-310769-y6orh217 260 12 in in IN cord-310769-y6orh217 260 13 data datum NNS cord-310769-y6orh217 260 14 debiasing debiasing NN cord-310769-y6orh217 260 15 . . . cord-310769-y6orh217 261 1 In in IN cord-310769-y6orh217 261 2 the the DT cord-310769-y6orh217 261 3 end end NN cord-310769-y6orh217 261 4 , , , cord-310769-y6orh217 261 5 to to IN cord-310769-y6orh217 261 6 what what WDT cord-310769-y6orh217 261 7 extent extent NN cord-310769-y6orh217 261 8 should should MD cord-310769-y6orh217 261 9 caregivers caregiver NNS cord-310769-y6orh217 261 10 trust trust VB cord-310769-y6orh217 261 11 a a DT cord-310769-y6orh217 261 12 clinical clinical JJ cord-310769-y6orh217 261 13 decision decision NN cord-310769-y6orh217 261 14 made make VBN cord-310769-y6orh217 261 15 by by IN cord-310769-y6orh217 261 16 machines machine NNS cord-310769-y6orh217 261 17 remains remain VBZ cord-310769-y6orh217 261 18 an an DT cord-310769-y6orh217 261 19 open open JJ cord-310769-y6orh217 261 20 question question NN cord-310769-y6orh217 261 21 . . . cord-310769-y6orh217 262 1 We -PRON- PRP cord-310769-y6orh217 262 2 believe believe VBP cord-310769-y6orh217 262 3 that that IN cord-310769-y6orh217 262 4 possible possible JJ cord-310769-y6orh217 262 5 pervasive pervasive JJ cord-310769-y6orh217 262 6 computing computing NN cord-310769-y6orh217 262 7 frameworks framework NNS cord-310769-y6orh217 262 8 shall shall MD cord-310769-y6orh217 262 9 play play VB cord-310769-y6orh217 262 10 the the DT cord-310769-y6orh217 262 11 role role NN cord-310769-y6orh217 262 12 of of IN cord-310769-y6orh217 262 13 a a DT cord-310769-y6orh217 262 14 smart smart JJ cord-310769-y6orh217 262 15 assistant assistant NN cord-310769-y6orh217 262 16 , , , cord-310769-y6orh217 262 17 at at IN cord-310769-y6orh217 262 18 most most JJS cord-310769-y6orh217 262 19 , , , cord-310769-y6orh217 262 20 to to IN cord-310769-y6orh217 262 21 the the DT cord-310769-y6orh217 262 22 care care NN cord-310769-y6orh217 262 23 providers provider NNS cord-310769-y6orh217 262 24 . . . cord-310769-y6orh217 263 1 Any any DT cord-310769-y6orh217 263 2 final final JJ cord-310769-y6orh217 263 3 intervention intervention NN cord-310769-y6orh217 263 4 or or CC cord-310769-y6orh217 263 5 help help VB cord-310769-y6orh217 263 6 delivery delivery NN cord-310769-y6orh217 263 7 decision decision NN cord-310769-y6orh217 263 8 should should MD cord-310769-y6orh217 263 9 be be VB cord-310769-y6orh217 263 10 made make VBN cord-310769-y6orh217 263 11 by by IN cord-310769-y6orh217 263 12 healthcare healthcare NN cord-310769-y6orh217 263 13 professionals professional NNS cord-310769-y6orh217 263 14 who who WP cord-310769-y6orh217 263 15 understand understand VBP cord-310769-y6orh217 263 16 both both CC cord-310769-y6orh217 263 17 the the DT cord-310769-y6orh217 263 18 mental mental JJ cord-310769-y6orh217 263 19 health health NN cord-310769-y6orh217 263 20 problems problem NNS cord-310769-y6orh217 263 21 and and CC cord-310769-y6orh217 263 22 the the DT cord-310769-y6orh217 263 23 limitations limitation NNS cord-310769-y6orh217 263 24 of of IN cord-310769-y6orh217 263 25 automatic automatic JJ cord-310769-y6orh217 263 26 detection detection NN cord-310769-y6orh217 263 27 systems system NNS cord-310769-y6orh217 263 28 in in IN cord-310769-y6orh217 263 29 clinical clinical JJ cord-310769-y6orh217 263 30 settings setting NNS cord-310769-y6orh217 263 31 . . . cord-310769-y6orh217 264 1 DEP DEP NNP cord-310769-y6orh217 264 2 : : : cord-310769-y6orh217 265 1 the the DT cord-310769-y6orh217 265 2 group group NN cord-310769-y6orh217 265 3 of of IN cord-310769-y6orh217 265 4 participants participant NNS cord-310769-y6orh217 265 5 reported report VBD cord-310769-y6orh217 265 6 an an DT cord-310769-y6orh217 265 7 increase increase NN cord-310769-y6orh217 265 8 in in IN cord-310769-y6orh217 265 9 the the DT cord-310769-y6orh217 265 10 PHQ-9 PHQ-9 NNP cord-310769-y6orh217 265 11 score score NN cord-310769-y6orh217 265 12 ³ ³ CD cord-310769-y6orh217 265 13 5 5 CD cord-310769-y6orh217 265 14 LIWC LIWC NNP cord-310769-y6orh217 265 15 : : : cord-310769-y6orh217 265 16 Linguistic Linguistic NNP cord-310769-y6orh217 265 17 Inquiry Inquiry NNP cord-310769-y6orh217 265 18 and and CC cord-310769-y6orh217 265 19 Word Word NNP cord-310769-y6orh217 265 20 Count Count NNP cord-310769-y6orh217 265 21 LNA LNA NNP cord-310769-y6orh217 265 22 : : : cord-310769-y6orh217 266 1 Late late JJ cord-310769-y6orh217 266 2 night night NN cord-310769-y6orh217 266 3 activity activity NN cord-310769-y6orh217 266 4 non non JJ cord-310769-y6orh217 266 5 - - JJ cord-310769-y6orh217 266 6 ANX anx JJ cord-310769-y6orh217 266 7 : : : cord-310769-y6orh217 266 8 the the DT cord-310769-y6orh217 266 9 group group NN cord-310769-y6orh217 266 10 of of IN cord-310769-y6orh217 266 11 participants participant NNS cord-310769-y6orh217 266 12 did do VBD cord-310769-y6orh217 266 13 NOT not RB cord-310769-y6orh217 266 14 report report VB cord-310769-y6orh217 266 15 an an DT cord-310769-y6orh217 266 16 increase increase NN cord-310769-y6orh217 266 17 in in IN cord-310769-y6orh217 266 18 the the DT cord-310769-y6orh217 266 19 GAD-7 GAD-7 NNP cord-310769-y6orh217 266 20 score score NN cord-310769-y6orh217 266 21 ³ ³ CD cord-310769-y6orh217 266 22 5 5 CD cord-310769-y6orh217 266 23 non non JJ cord-310769-y6orh217 266 24 - - JJ cord-310769-y6orh217 266 25 DEP dep NN cord-310769-y6orh217 266 26 : : : cord-310769-y6orh217 266 27 the the DT cord-310769-y6orh217 266 28 group group NN cord-310769-y6orh217 266 29 of of IN cord-310769-y6orh217 266 30 participants participant NNS cord-310769-y6orh217 266 31 did do VBD cord-310769-y6orh217 266 32 NOT not RB cord-310769-y6orh217 266 33 report report VB cord-310769-y6orh217 266 34 an an DT cord-310769-y6orh217 266 35 increase increase NN cord-310769-y6orh217 266 36 in in IN cord-310769-y6orh217 266 37 the the DT cord-310769-y6orh217 266 38 PHQ-9 PHQ-9 NNP cord-310769-y6orh217 266 39 score score NN cord-310769-y6orh217 266 40 ³ ³ CD cord-310769-y6orh217 266 41 5 5 CD cord-310769-y6orh217 266 42 SEI SEI NNP cord-310769-y6orh217 266 43 : : : cord-310769-y6orh217 267 1 Short short JJ cord-310769-y6orh217 267 2 event event NN cord-310769-y6orh217 267 3 interval interval NN cord-310769-y6orh217 268 1 The the DT cord-310769-y6orh217 268 2 outbreak outbreak NN cord-310769-y6orh217 268 3 of of IN cord-310769-y6orh217 268 4 COVID-19 covid-19 JJ cord-310769-y6orh217 268 5 coronavirus coronavirus NN cord-310769-y6orh217 268 6 and and CC cord-310769-y6orh217 268 7 its -PRON- PRP$ cord-310769-y6orh217 268 8 impact impact NN cord-310769-y6orh217 268 9 on on IN cord-310769-y6orh217 268 10 global global JJ cord-310769-y6orh217 268 11 mental mental JJ cord-310769-y6orh217 268 12 health health NN cord-310769-y6orh217 268 13 Mental Mental NNP cord-310769-y6orh217 268 14 Health Health NNP cord-310769-y6orh217 268 15 and and CC cord-310769-y6orh217 268 16 the the DT cord-310769-y6orh217 268 17 Covid-19 Covid-19 NNP cord-310769-y6orh217 268 18 Pandemic Pandemic NNP cord-310769-y6orh217 268 19 COVID-19 COVID-19 NNP cord-310769-y6orh217 268 20 and and CC cord-310769-y6orh217 268 21 mental mental JJ cord-310769-y6orh217 268 22 health health NN cord-310769-y6orh217 268 23 : : : cord-310769-y6orh217 268 24 A a DT cord-310769-y6orh217 268 25 review review NN cord-310769-y6orh217 268 26 of of IN cord-310769-y6orh217 268 27 the the DT cord-310769-y6orh217 268 28 existing exist VBG cord-310769-y6orh217 268 29 literature literature NN cord-310769-y6orh217 268 30 Students student NNS cord-310769-y6orh217 268 31 under under IN cord-310769-y6orh217 268 32 lockdown lockdown NN cord-310769-y6orh217 268 33 : : : cord-310769-y6orh217 268 34 Comparisons comparison NNS cord-310769-y6orh217 268 35 of of IN cord-310769-y6orh217 268 36 students student NNS cord-310769-y6orh217 268 37 ' ' POS cord-310769-y6orh217 268 38 social social JJ cord-310769-y6orh217 268 39 networks network NNS cord-310769-y6orh217 268 40 and and CC cord-310769-y6orh217 268 41 mental mental JJ cord-310769-y6orh217 268 42 health health NN cord-310769-y6orh217 268 43 before before RB cord-310769-y6orh217 268 44 and and CC cord-310769-y6orh217 268 45 during during IN cord-310769-y6orh217 268 46 the the DT cord-310769-y6orh217 268 47 COVID-19 COVID-19 NNP cord-310769-y6orh217 268 48 crisis crisis NN cord-310769-y6orh217 268 49 in in IN cord-310769-y6orh217 268 50 Switzerland Switzerland NNP cord-310769-y6orh217 268 51 Prevalence Prevalence NNP cord-310769-y6orh217 268 52 , , , cord-310769-y6orh217 268 53 Severity severity NN cord-310769-y6orh217 268 54 , , , cord-310769-y6orh217 268 55 and and CC cord-310769-y6orh217 268 56 Comorbidity comorbidity NN cord-310769-y6orh217 268 57 of of IN cord-310769-y6orh217 268 58 Twelve twelve CD cord-310769-y6orh217 268 59 - - HYPH cord-310769-y6orh217 268 60 month month NN cord-310769-y6orh217 268 61 DSM DSM NNP cord-310769-y6orh217 268 62 - - HYPH cord-310769-y6orh217 268 63 IV IV NNP cord-310769-y6orh217 268 64 Disorders Disorders NNPS cord-310769-y6orh217 268 65 in in IN cord-310769-y6orh217 268 66 the the DT cord-310769-y6orh217 268 67 National National NNP cord-310769-y6orh217 268 68 Comorbidity Comorbidity NNP cord-310769-y6orh217 268 69 Survey Survey NNP cord-310769-y6orh217 268 70 Replication Replication NNP cord-310769-y6orh217 268 71 ( ( -LRB- cord-310769-y6orh217 268 72 NCS NCS NNP cord-310769-y6orh217 268 73 - - HYPH cord-310769-y6orh217 268 74 R R NNP cord-310769-y6orh217 268 75 ) ) -RRB- cord-310769-y6orh217 268 76 Failure failure NN cord-310769-y6orh217 268 77 and and CC cord-310769-y6orh217 268 78 delay delay VB cord-310769-y6orh217 268 79 in in IN cord-310769-y6orh217 268 80 initial initial JJ cord-310769-y6orh217 268 81 treatment treatment NN cord-310769-y6orh217 268 82 contact contact NN cord-310769-y6orh217 268 83 after after IN cord-310769-y6orh217 268 84 first first JJ cord-310769-y6orh217 268 85 onset onset NN cord-310769-y6orh217 268 86 of of IN cord-310769-y6orh217 268 87 mental mental JJ cord-310769-y6orh217 268 88 disorders disorder NNS cord-310769-y6orh217 268 89 in in IN cord-310769-y6orh217 268 90 the the DT cord-310769-y6orh217 268 91 National National NNP cord-310769-y6orh217 268 92 Comorbidity Comorbidity NNP cord-310769-y6orh217 268 93 Survey Survey NNP cord-310769-y6orh217 268 94 Replication Replication NNP cord-310769-y6orh217 268 95 Tracking Tracking NNP cord-310769-y6orh217 268 96 COVID-19 covid-19 NN cord-310769-y6orh217 268 97 in in IN cord-310769-y6orh217 268 98 Europe Europe NNP cord-310769-y6orh217 268 99 : : : cord-310769-y6orh217 268 100 Infodemiology Infodemiology NNP cord-310769-y6orh217 268 101 Approach Approach NNP cord-310769-y6orh217 268 102 . . . cord-310769-y6orh217 269 1 JMIR JMIR NNP cord-310769-y6orh217 269 2 Public Public NNP cord-310769-y6orh217 269 3 Health Health NNP cord-310769-y6orh217 269 4 and and CC cord-310769-y6orh217 269 5 Surveillance Surveillance NNP cord-310769-y6orh217 269 6 Use Use NNP cord-310769-y6orh217 269 7 of of IN cord-310769-y6orh217 269 8 Google Google NNP cord-310769-y6orh217 269 9 Trends Trends NNPS cord-310769-y6orh217 269 10 to to TO cord-310769-y6orh217 269 11 investigate investigate VB cord-310769-y6orh217 269 12 loss loss NN cord-310769-y6orh217 269 13 - - HYPH cord-310769-y6orh217 269 14 ofsmell ofsmell NN cord-310769-y6orh217 269 15 - - HYPH cord-310769-y6orh217 269 16 related relate VBN cord-310769-y6orh217 269 17 searches search NNS cord-310769-y6orh217 269 18 during during IN cord-310769-y6orh217 269 19 the the DT cord-310769-y6orh217 269 20 COVID-19 covid-19 JJ cord-310769-y6orh217 269 21 outbreak outbreak NN cord-310769-y6orh217 269 22 COVID-19-Related COVID-19-Related NNP cord-310769-y6orh217 269 23 Web Web NNP cord-310769-y6orh217 269 24 Search Search NNP cord-310769-y6orh217 269 25 Behaviors Behaviors NNPS cord-310769-y6orh217 269 26 and and CC cord-310769-y6orh217 269 27 Infodemic Infodemic NNP cord-310769-y6orh217 269 28 Attitudes Attitudes NNPS cord-310769-y6orh217 269 29 in in IN cord-310769-y6orh217 269 30 Italy Italy NNP cord-310769-y6orh217 269 31 : : : cord-310769-y6orh217 269 32 Infodemiological Infodemiological NNP cord-310769-y6orh217 269 33 Study Study NNP cord-310769-y6orh217 269 34 . . . cord-310769-y6orh217 270 1 JMIR JMIR NNP cord-310769-y6orh217 270 2 Public Public NNP cord-310769-y6orh217 270 3 Health Health NNP cord-310769-y6orh217 270 4 and and CC cord-310769-y6orh217 270 5 Surveillance Surveillance NNP cord-310769-y6orh217 270 6 Binge Binge NNP cord-310769-y6orh217 270 7 watching watch VBG cord-310769-y6orh217 270 8 behavior behavior NN cord-310769-y6orh217 270 9 during during IN cord-310769-y6orh217 270 10 COVID COVID NNP cord-310769-y6orh217 270 11 19 19 CD cord-310769-y6orh217 270 12 pandemic pandemic NN cord-310769-y6orh217 270 13 : : : cord-310769-y6orh217 270 14 A a DT cord-310769-y6orh217 270 15 cross cross JJ cord-310769-y6orh217 270 16 - - JJ cord-310769-y6orh217 270 17 sectional sectional JJ cord-310769-y6orh217 270 18 , , , cord-310769-y6orh217 270 19 cross cross JJ cord-310769-y6orh217 270 20 - - JJ cord-310769-y6orh217 270 21 national national JJ cord-310769-y6orh217 270 22 online online JJ cord-310769-y6orh217 270 23 survey survey NN cord-310769-y6orh217 270 24 Mental mental JJ cord-310769-y6orh217 270 25 health health NN cord-310769-y6orh217 270 26 problems problem NNS cord-310769-y6orh217 270 27 and and CC cord-310769-y6orh217 270 28 social social JJ cord-310769-y6orh217 270 29 media medium NNS cord-310769-y6orh217 270 30 exposure exposure NN cord-310769-y6orh217 270 31 during during IN cord-310769-y6orh217 270 32 COVID-19 covid-19 JJ cord-310769-y6orh217 270 33 outbreak outbreak NN cord-310769-y6orh217 270 34 Social Social NNP cord-310769-y6orh217 270 35 Networking Networking NNP cord-310769-y6orh217 270 36 Sites Sites NNPS cord-310769-y6orh217 270 37 , , , cord-310769-y6orh217 270 38 Depression depression NN cord-310769-y6orh217 270 39 , , , cord-310769-y6orh217 270 40 and and CC cord-310769-y6orh217 270 41 Anxiety anxiety NN cord-310769-y6orh217 270 42 : : : cord-310769-y6orh217 271 1 A a DT cord-310769-y6orh217 271 2 Systematic Systematic NNP cord-310769-y6orh217 271 3 Review Review NNP cord-310769-y6orh217 271 4 Association Association NNP cord-310769-y6orh217 271 5 Between between IN cord-310769-y6orh217 271 6 Social Social NNP cord-310769-y6orh217 271 7 Media Media NNP cord-310769-y6orh217 271 8 Use Use NNP cord-310769-y6orh217 271 9 and and CC cord-310769-y6orh217 271 10 Depression Depression NNP cord-310769-y6orh217 271 11 Among among IN cord-310769-y6orh217 271 12 U.s U.s NNP cord-310769-y6orh217 271 13 . . . cord-310769-y6orh217 272 1 Young young JJ cord-310769-y6orh217 272 2 Adults Adults NNPS cord-310769-y6orh217 272 3 . . . cord-310769-y6orh217 273 1 Depression depression NN cord-310769-y6orh217 273 2 and and CC cord-310769-y6orh217 273 3 Anxiety Anxiety NNP cord-310769-y6orh217 273 4 Discovering discover VBG cord-310769-y6orh217 273 5 Shifts shift NNS cord-310769-y6orh217 273 6 to to IN cord-310769-y6orh217 273 7 Suicidal Suicidal NNP cord-310769-y6orh217 273 8 Ideation Ideation NNP cord-310769-y6orh217 273 9 from from IN cord-310769-y6orh217 273 10 Mental Mental NNP cord-310769-y6orh217 273 11 Health Health NNP cord-310769-y6orh217 273 12 Content Content NNP cord-310769-y6orh217 273 13 in in IN cord-310769-y6orh217 273 14 Social Social NNP cord-310769-y6orh217 273 15 Media Media NNP cord-310769-y6orh217 273 16 Social Social NNP cord-310769-y6orh217 273 17 media medium NNS cord-310769-y6orh217 273 18 as as IN cord-310769-y6orh217 273 19 a a DT cord-310769-y6orh217 273 20 measurement measurement NN cord-310769-y6orh217 273 21 tool tool NN cord-310769-y6orh217 273 22 of of IN cord-310769-y6orh217 273 23 depression depression NN cord-310769-y6orh217 273 24 in in IN cord-310769-y6orh217 273 25 populations population NNS cord-310769-y6orh217 273 26 Detecting detect VBG cord-310769-y6orh217 273 27 Anxiety anxiety NN cord-310769-y6orh217 273 28 through through IN cord-310769-y6orh217 273 29 Reddit Reddit NNP cord-310769-y6orh217 273 30 Online Online NNP cord-310769-y6orh217 273 31 Social Social NNP cord-310769-y6orh217 273 32 Networks Networks NNPS cord-310769-y6orh217 273 33 in in IN cord-310769-y6orh217 273 34 Health Health NNP cord-310769-y6orh217 273 35 Care Care NNP cord-310769-y6orh217 273 36 : : : cord-310769-y6orh217 274 1 A a DT cord-310769-y6orh217 274 2 Study Study NNP cord-310769-y6orh217 274 3 of of IN cord-310769-y6orh217 274 4 Mental Mental NNP cord-310769-y6orh217 274 5 Disorders Disorders NNPS cord-310769-y6orh217 274 6 on on IN cord-310769-y6orh217 274 7 Reddit Reddit NNP cord-310769-y6orh217 275 1 Let let VB cord-310769-y6orh217 275 2 Me -PRON- PRP cord-310769-y6orh217 275 3 Tell tell VB cord-310769-y6orh217 275 4 You -PRON- PRP cord-310769-y6orh217 275 5 About about IN cord-310769-y6orh217 275 6 Your -PRON- PRP$ cord-310769-y6orh217 275 7 Mental Mental NNP cord-310769-y6orh217 275 8 Health Health NNP cord-310769-y6orh217 275 9 ! ! . cord-310769-y6orh217 275 10 " " '' cord-310769-y6orh217 276 1 : : : cord-310769-y6orh217 276 2 Contextualized Contextualized NNP cord-310769-y6orh217 276 3 Classification Classification NNP cord-310769-y6orh217 276 4 of of IN cord-310769-y6orh217 276 5 Reddit Reddit NNP cord-310769-y6orh217 276 6 Posts post NNS cord-310769-y6orh217 276 7 to to IN cord-310769-y6orh217 276 8 DSM-5 DSM-5 NNP cord-310769-y6orh217 276 9 for for IN cord-310769-y6orh217 276 10 Web web NN cord-310769-y6orh217 276 11 - - HYPH cord-310769-y6orh217 276 12 based base VBN cord-310769-y6orh217 276 13 Intervention intervention NN cord-310769-y6orh217 277 1 The the DT cord-310769-y6orh217 277 2 stress stress NN cord-310769-y6orh217 277 3 - - HYPH cord-310769-y6orh217 277 4 buffering buffer VBG cord-310769-y6orh217 277 5 effect effect NN cord-310769-y6orh217 277 6 of of IN cord-310769-y6orh217 277 7 self self NN cord-310769-y6orh217 277 8 - - HYPH cord-310769-y6orh217 277 9 disclosure disclosure NN cord-310769-y6orh217 277 10 on on IN cord-310769-y6orh217 277 11 Facebook Facebook NNP cord-310769-y6orh217 277 12 : : : cord-310769-y6orh217 277 13 An an DT cord-310769-y6orh217 277 14 examination examination NN cord-310769-y6orh217 277 15 of of IN cord-310769-y6orh217 277 16 stressful stressful JJ cord-310769-y6orh217 277 17 life life NN cord-310769-y6orh217 277 18 events event NNS cord-310769-y6orh217 277 19 , , , cord-310769-y6orh217 277 20 social social JJ cord-310769-y6orh217 277 21 support support NN cord-310769-y6orh217 277 22 , , , cord-310769-y6orh217 277 23 and and CC cord-310769-y6orh217 277 24 mental mental JJ cord-310769-y6orh217 277 25 health health NN cord-310769-y6orh217 277 26 among among IN cord-310769-y6orh217 277 27 college college NN cord-310769-y6orh217 277 28 students student NNS cord-310769-y6orh217 277 29 YouTube YouTube NNP cord-310769-y6orh217 277 30 in in IN cord-310769-y6orh217 277 31 the the DT cord-310769-y6orh217 277 32 Classroom classroom NN cord-310769-y6orh217 277 33 : : : cord-310769-y6orh217 277 34 Helpful helpful JJ cord-310769-y6orh217 277 35 Tips Tips NNPS cord-310769-y6orh217 277 36 and and CC cord-310769-y6orh217 277 37 Student Student NNP cord-310769-y6orh217 277 38 Perceptions Perceptions NNPS cord-310769-y6orh217 277 39 Social Social NNP cord-310769-y6orh217 277 40 media medium NNS cord-310769-y6orh217 277 41 as as IN cord-310769-y6orh217 277 42 a a DT cord-310769-y6orh217 277 43 complementary complementary JJ cord-310769-y6orh217 277 44 learning learning NN cord-310769-y6orh217 277 45 tool tool NN cord-310769-y6orh217 277 46 for for IN cord-310769-y6orh217 277 47 teaching teaching NN cord-310769-y6orh217 277 48 and and CC cord-310769-y6orh217 277 49 learning learning NN cord-310769-y6orh217 277 50 : : : cord-310769-y6orh217 278 1 The the DT cord-310769-y6orh217 278 2 case case NN cord-310769-y6orh217 278 3 of of IN cord-310769-y6orh217 278 4 youtube youtube NNP cord-310769-y6orh217 278 5 Compulsive Compulsive NNP cord-310769-y6orh217 278 6 YouTube YouTube NNP cord-310769-y6orh217 278 7 usage usage NN cord-310769-y6orh217 278 8 : : : cord-310769-y6orh217 278 9 A a DT cord-310769-y6orh217 278 10 comparison comparison NN cord-310769-y6orh217 278 11 of of IN cord-310769-y6orh217 278 12 use use NN cord-310769-y6orh217 278 13 motivation motivation NN cord-310769-y6orh217 278 14 and and CC cord-310769-y6orh217 278 15 personality personality NN cord-310769-y6orh217 278 16 effects effect NNS cord-310769-y6orh217 279 1 The the DT cord-310769-y6orh217 279 2 relations relation NNS cord-310769-y6orh217 279 3 between between IN cord-310769-y6orh217 279 4 YouTube YouTube NNP cord-310769-y6orh217 279 5 addiction addiction NN cord-310769-y6orh217 279 6 , , , cord-310769-y6orh217 279 7 social social JJ cord-310769-y6orh217 279 8 anxiety anxiety NN cord-310769-y6orh217 279 9 and and CC cord-310769-y6orh217 279 10 parasocial parasocial JJ cord-310769-y6orh217 279 11 relationships relationship NNS cord-310769-y6orh217 279 12 with with IN cord-310769-y6orh217 279 13 YouTubers YouTubers NNPS cord-310769-y6orh217 279 14 : : : cord-310769-y6orh217 279 15 A a DT cord-310769-y6orh217 279 16 moderated moderate VBN cord-310769-y6orh217 279 17 - - HYPH cord-310769-y6orh217 279 18 mediation mediation NN cord-310769-y6orh217 279 19 model model NN cord-310769-y6orh217 279 20 based base VBN cord-310769-y6orh217 279 21 on on IN cord-310769-y6orh217 279 22 a a DT cord-310769-y6orh217 279 23 cognitive cognitive JJ cord-310769-y6orh217 279 24 - - HYPH cord-310769-y6orh217 279 25 behavioral behavioral JJ cord-310769-y6orh217 279 26 framework framework NN cord-310769-y6orh217 279 27 Suicide Suicide NNP cord-310769-y6orh217 279 28 risk risk NN cord-310769-y6orh217 279 29 and and CC cord-310769-y6orh217 279 30 prevention prevention NN cord-310769-y6orh217 279 31 during during IN cord-310769-y6orh217 279 32 the the DT cord-310769-y6orh217 279 33 COVID-19 COVID-19 NNP cord-310769-y6orh217 279 34 pandemic pandemic NN cord-310769-y6orh217 279 35 . . . cord-310769-y6orh217 280 1 The the DT cord-310769-y6orh217 280 2 Lancet Lancet NNP cord-310769-y6orh217 280 3 Psychiatry Psychiatry NNP cord-310769-y6orh217 280 4 Using use VBG cord-310769-y6orh217 280 5 Internet internet NN cord-310769-y6orh217 280 6 - - HYPH cord-310769-y6orh217 280 7 Based Based NNP cord-310769-y6orh217 280 8 Psychological Psychological NNP cord-310769-y6orh217 280 9 Measurement Measurement NNP cord-310769-y6orh217 280 10 to to TO cord-310769-y6orh217 280 11 Capture capture VB cord-310769-y6orh217 280 12 the the DT cord-310769-y6orh217 280 13 Deteriorating deteriorate VBG cord-310769-y6orh217 280 14 Community Community NNP cord-310769-y6orh217 280 15 Mental Mental NNP cord-310769-y6orh217 280 16 Health Health NNP cord-310769-y6orh217 280 17 Profile Profile NNP cord-310769-y6orh217 280 18 During during IN cord-310769-y6orh217 280 19 COVID-19 covid-19 VB cord-310769-y6orh217 280 20 : : : cord-310769-y6orh217 280 21 Observational Observational NNP cord-310769-y6orh217 280 22 Study Study NNP cord-310769-y6orh217 280 23 Multidisciplinary Multidisciplinary NNP cord-310769-y6orh217 280 24 research research NN cord-310769-y6orh217 280 25 priorities priority NNS cord-310769-y6orh217 280 26 for for IN cord-310769-y6orh217 280 27 the the DT cord-310769-y6orh217 280 28 COVID-19 COVID-19 NNP cord-310769-y6orh217 280 29 pandemic pandemic NN cord-310769-y6orh217 280 30 : : : cord-310769-y6orh217 280 31 a a DT cord-310769-y6orh217 280 32 call call NN cord-310769-y6orh217 280 33 for for IN cord-310769-y6orh217 280 34 action action NN cord-310769-y6orh217 280 35 for for IN cord-310769-y6orh217 280 36 mental mental JJ cord-310769-y6orh217 280 37 health health NN cord-310769-y6orh217 280 38 science science NN cord-310769-y6orh217 280 39 . . . cord-310769-y6orh217 281 1 The the DT cord-310769-y6orh217 281 2 Lancet Lancet NNP cord-310769-y6orh217 281 3 Psychiatry Psychiatry NNP cord-310769-y6orh217 281 4 Managing manage VBG cord-310769-y6orh217 281 5 mental mental JJ cord-310769-y6orh217 281 6 health health NN cord-310769-y6orh217 281 7 challenges challenge NNS cord-310769-y6orh217 281 8 faced face VBN cord-310769-y6orh217 281 9 by by IN cord-310769-y6orh217 281 10 healthcare healthcare NN cord-310769-y6orh217 281 11 workers worker NNS cord-310769-y6orh217 281 12 during during IN cord-310769-y6orh217 281 13 covid-19 covid-19 CD cord-310769-y6orh217 281 14 pandemic pandemic NNP cord-310769-y6orh217 281 15 Mental mental JJ cord-310769-y6orh217 281 16 health health NN cord-310769-y6orh217 281 17 care care NN cord-310769-y6orh217 281 18 for for IN cord-310769-y6orh217 281 19 medical medical JJ cord-310769-y6orh217 281 20 staff staff NN cord-310769-y6orh217 281 21 in in IN cord-310769-y6orh217 281 22 China China NNP cord-310769-y6orh217 281 23 during during IN cord-310769-y6orh217 281 24 the the DT cord-310769-y6orh217 281 25 COVID-19 COVID-19 NNP cord-310769-y6orh217 281 26 outbreak outbreak NN cord-310769-y6orh217 281 27 . . . cord-310769-y6orh217 282 1 The the DT cord-310769-y6orh217 282 2 Lancet Lancet NNP cord-310769-y6orh217 282 3 Psychiatry Psychiatry NNP cord-310769-y6orh217 282 4 Patients patient NNS cord-310769-y6orh217 282 5 with with IN cord-310769-y6orh217 282 6 mental mental JJ cord-310769-y6orh217 282 7 health health NN cord-310769-y6orh217 282 8 disorders disorder NNS cord-310769-y6orh217 282 9 in in IN cord-310769-y6orh217 282 10 the the DT cord-310769-y6orh217 282 11 COVID-19 covid-19 JJ cord-310769-y6orh217 282 12 epidemic epidemic NN cord-310769-y6orh217 282 13 . . . cord-310769-y6orh217 283 1 The the DT cord-310769-y6orh217 283 2 Lancet Lancet NNP cord-310769-y6orh217 283 3 Psychiatry Psychiatry NNP cord-310769-y6orh217 283 4 YouTube YouTube NNP cord-310769-y6orh217 283 5 as as IN cord-310769-y6orh217 283 6 a a DT cord-310769-y6orh217 283 7 source source NN cord-310769-y6orh217 283 8 of of IN cord-310769-y6orh217 283 9 information information NN cord-310769-y6orh217 283 10 on on IN cord-310769-y6orh217 283 11 COVID-19 COVID-19 NNP cord-310769-y6orh217 283 12 : : : cord-310769-y6orh217 283 13 a a DT cord-310769-y6orh217 283 14 pandemic pandemic NN cord-310769-y6orh217 283 15 of of IN cord-310769-y6orh217 283 16 misinformation misinformation NN cord-310769-y6orh217 283 17 ? ? . cord-310769-y6orh217 284 1 The the DT cord-310769-y6orh217 284 2 Role role NN cord-310769-y6orh217 284 3 of of IN cord-310769-y6orh217 284 4 YouTube YouTube NNP cord-310769-y6orh217 284 5 and and CC cord-310769-y6orh217 284 6 the the DT cord-310769-y6orh217 284 7 Entertainment Entertainment NNP cord-310769-y6orh217 284 8 Industry Industry NNP cord-310769-y6orh217 284 9 in in IN cord-310769-y6orh217 284 10 Saving save VBG cord-310769-y6orh217 284 11 Lives life NNS cord-310769-y6orh217 284 12 by by IN cord-310769-y6orh217 284 13 Educating educate VBG cord-310769-y6orh217 284 14 and and CC cord-310769-y6orh217 284 15 Mobilizing mobilize VBG cord-310769-y6orh217 284 16 the the DT cord-310769-y6orh217 284 17 Public Public NNP cord-310769-y6orh217 284 18 to to TO cord-310769-y6orh217 284 19 Adopt adopt VB cord-310769-y6orh217 284 20 Behaviors behavior NNS cord-310769-y6orh217 284 21 for for IN cord-310769-y6orh217 284 22 Community Community NNP cord-310769-y6orh217 284 23 Mitigation Mitigation NNP cord-310769-y6orh217 284 24 of of IN cord-310769-y6orh217 284 25 COVID-19 COVID-19 NNP cord-310769-y6orh217 284 26 : : : cord-310769-y6orh217 284 27 Successive Successive NNP cord-310769-y6orh217 284 28 Sampling Sampling NNP cord-310769-y6orh217 284 29 Design Design NNP cord-310769-y6orh217 284 30 Study Study NNP cord-310769-y6orh217 284 31 Preventive Preventive NNP cord-310769-y6orh217 284 32 Behaviors behavior NNS cord-310769-y6orh217 284 33 Conveyed convey VBN cord-310769-y6orh217 284 34 on on IN cord-310769-y6orh217 284 35 YouTube YouTube NNP cord-310769-y6orh217 284 36 to to TO cord-310769-y6orh217 284 37 Mitigate mitigate VB cord-310769-y6orh217 284 38 Transmission Transmission NNP cord-310769-y6orh217 284 39 of of IN cord-310769-y6orh217 284 40 COVID-19 COVID-19 NNP cord-310769-y6orh217 284 41 : : : cord-310769-y6orh217 284 42 Cross Cross NNP cord-310769-y6orh217 284 43 - - NNP cord-310769-y6orh217 284 44 Sectional Sectional NNP cord-310769-y6orh217 284 45 Study Study NNP cord-310769-y6orh217 284 46 . . . cord-310769-y6orh217 285 1 JMIR JMIR NNP cord-310769-y6orh217 285 2 Public Public NNP cord-310769-y6orh217 285 3 Health Health NNP cord-310769-y6orh217 285 4 and and CC cord-310769-y6orh217 285 5 Surveillance Surveillance NNP cord-310769-y6orh217 285 6 Misinformation Misinformation NNP cord-310769-y6orh217 285 7 on on IN cord-310769-y6orh217 285 8 Social Social NNP cord-310769-y6orh217 285 9 Media Media NNP cord-310769-y6orh217 285 10 : : : cord-310769-y6orh217 286 1 Experimental experimental JJ cord-310769-y6orh217 286 2 Evidence evidence NN cord-310769-y6orh217 286 3 for for IN cord-310769-y6orh217 286 4 a a DT cord-310769-y6orh217 286 5 Scalable Scalable NNP cord-310769-y6orh217 286 6 Accuracy Accuracy NNP cord-310769-y6orh217 286 7 - - HYPH cord-310769-y6orh217 286 8 Nudge Nudge NNP cord-310769-y6orh217 286 9 Intervention Intervention NNP cord-310769-y6orh217 286 10 Sense Sense NNP cord-310769-y6orh217 286 11 and and CC cord-310769-y6orh217 286 12 Sensibility sensibility NN cord-310769-y6orh217 286 13 : : : cord-310769-y6orh217 287 1 Characterizing characterize VBG cord-310769-y6orh217 287 2 Social Social NNP cord-310769-y6orh217 287 3 Media medium NNS cord-310769-y6orh217 287 4 Users user NNS cord-310769-y6orh217 288 1 Regarding regard VBG cord-310769-y6orh217 288 2 the the DT cord-310769-y6orh217 288 3 Use Use NNP cord-310769-y6orh217 288 4 of of IN cord-310769-y6orh217 288 5 Controversial Controversial NNP cord-310769-y6orh217 288 6 Terms term NNS cord-310769-y6orh217 288 7 for for IN cord-310769-y6orh217 288 8 COVID-19 COVID-19 NNP cord-310769-y6orh217 288 9 The the DT cord-310769-y6orh217 288 10 relationship relationship NN cord-310769-y6orh217 288 11 between between IN cord-310769-y6orh217 288 12 mobile mobile JJ cord-310769-y6orh217 288 13 phone phone NN cord-310769-y6orh217 288 14 location location NN cord-310769-y6orh217 288 15 sensor sensor NN cord-310769-y6orh217 288 16 data datum NNS cord-310769-y6orh217 288 17 and and CC cord-310769-y6orh217 288 18 depressive depressive JJ cord-310769-y6orh217 288 19 symptom symptom NN cord-310769-y6orh217 288 20 severity severity NN cord-310769-y6orh217 288 21 Mobile Mobile NNP cord-310769-y6orh217 288 22 Phone Phone NNP cord-310769-y6orh217 288 23 Sensor Sensor NNP cord-310769-y6orh217 288 24 Correlates correlate VBZ cord-310769-y6orh217 288 25 of of IN cord-310769-y6orh217 288 26 Depressive depressive JJ cord-310769-y6orh217 288 27 Symptom symptom NN cord-310769-y6orh217 288 28 Severity severity NN cord-310769-y6orh217 288 29 in in IN cord-310769-y6orh217 288 30 Daily Daily NNP cord-310769-y6orh217 288 31 - - HYPH cord-310769-y6orh217 288 32 Life Life NNP cord-310769-y6orh217 288 33 Behavior Behavior NNP cord-310769-y6orh217 288 34 : : : cord-310769-y6orh217 288 35 An an DT cord-310769-y6orh217 288 36 Exploratory Exploratory NNP cord-310769-y6orh217 288 37 Study Study NNP cord-310769-y6orh217 288 38 Objective Objective NNP cord-310769-y6orh217 288 39 assessment assessment NN cord-310769-y6orh217 288 40 of of IN cord-310769-y6orh217 288 41 depressive depressive JJ cord-310769-y6orh217 288 42 symptoms symptom NNS cord-310769-y6orh217 288 43 with with IN cord-310769-y6orh217 288 44 machine machine NN cord-310769-y6orh217 288 45 learning learning NN cord-310769-y6orh217 288 46 and and CC cord-310769-y6orh217 288 47 wearable wearable JJ cord-310769-y6orh217 288 48 sensors sensor NNS cord-310769-y6orh217 288 49 data datum NNS cord-310769-y6orh217 289 1 Detecting detect VBG cord-310769-y6orh217 289 2 Low Low NNP cord-310769-y6orh217 289 3 Self self NN cord-310769-y6orh217 289 4 - - HYPH cord-310769-y6orh217 289 5 Esteem Esteem NNP cord-310769-y6orh217 289 6 in in IN cord-310769-y6orh217 289 7 Youths Youths NNPS cord-310769-y6orh217 289 8 from from IN cord-310769-y6orh217 289 9 Web Web NNP cord-310769-y6orh217 289 10 Search Search NNP cord-310769-y6orh217 289 11 Data Data NNP cord-310769-y6orh217 289 12 On on IN cord-310769-y6orh217 289 13 Information Information NNP cord-310769-y6orh217 289 14 and and CC cord-310769-y6orh217 289 15 Sufficiency Sufficiency NNP cord-310769-y6orh217 289 16 The the DT cord-310769-y6orh217 289 17 Development Development NNP cord-310769-y6orh217 289 18 and and CC cord-310769-y6orh217 289 19 Psychometric Psychometric NNP cord-310769-y6orh217 289 20 Properties Properties NNPS cord-310769-y6orh217 289 21 of of IN cord-310769-y6orh217 289 22 LIWC2015 LIWC2015 NNP cord-310769-y6orh217 290 1 A a DT cord-310769-y6orh217 290 2 Brief brief JJ cord-310769-y6orh217 290 3 Measure measure NN cord-310769-y6orh217 290 4 for for IN cord-310769-y6orh217 290 5 Assessing assess VBG cord-310769-y6orh217 290 6 Generalized generalized JJ cord-310769-y6orh217 290 7 Anxiety Anxiety NNP cord-310769-y6orh217 290 8 Disorder disorder NN cord-310769-y6orh217 290 9 : : : cord-310769-y6orh217 291 1 The the DT cord-310769-y6orh217 291 2 GAD-7 GAD-7 NNP cord-310769-y6orh217 291 3 Psychometric Psychometric NNP cord-310769-y6orh217 291 4 Properties Properties NNPS cord-310769-y6orh217 291 5 of of IN cord-310769-y6orh217 291 6 the the DT cord-310769-y6orh217 291 7 Generalized Generalized NNP cord-310769-y6orh217 291 8 Anxiety Anxiety NNP cord-310769-y6orh217 291 9 Disorder Disorder NNP cord-310769-y6orh217 292 1 Scale-7 Scale-7 NNP cord-310769-y6orh217 293 1 ( ( -LRB- cord-310769-y6orh217 293 2 GAD-7 GAD-7 NNP cord-310769-y6orh217 293 3 ) ) -RRB- cord-310769-y6orh217 293 4 in in IN cord-310769-y6orh217 293 5 Outpatients outpatient NNS cord-310769-y6orh217 293 6 with with IN cord-310769-y6orh217 293 7 Anxiety Anxiety NNP cord-310769-y6orh217 293 8 and and CC cord-310769-y6orh217 293 9 Mood Mood NNP cord-310769-y6orh217 293 10 Disorders disorder NNS cord-310769-y6orh217 293 11 Enhancing enhance VBG cord-310769-y6orh217 293 12 the the DT cord-310769-y6orh217 293 13 clinical clinical JJ cord-310769-y6orh217 293 14 utility utility NN cord-310769-y6orh217 293 15 of of IN cord-310769-y6orh217 293 16 depression depression NN cord-310769-y6orh217 293 17 screening screen VBG cord-310769-y6orh217 293 18 Internet internet NN cord-310769-y6orh217 293 19 addiction addiction NN cord-310769-y6orh217 293 20 in in IN cord-310769-y6orh217 293 21 students student NNS cord-310769-y6orh217 293 22 : : : cord-310769-y6orh217 293 23 Prevalence prevalence NN cord-310769-y6orh217 293 24 and and CC cord-310769-y6orh217 293 25 risk risk NN cord-310769-y6orh217 293 26 factors factor NNS cord-310769-y6orh217 293 27 Association Association NNP cord-310769-y6orh217 293 28 between between IN cord-310769-y6orh217 293 29 lifestyle lifestyle NN cord-310769-y6orh217 293 30 activity activity NN cord-310769-y6orh217 293 31 and and CC cord-310769-y6orh217 293 32 depressed depressed JJ cord-310769-y6orh217 293 33 mood mood NN cord-310769-y6orh217 293 34 among among IN cord-310769-y6orh217 293 35 home home NN cord-310769-y6orh217 293 36 - - HYPH cord-310769-y6orh217 293 37 dwelling dwell VBG cord-310769-y6orh217 293 38 older old JJR cord-310769-y6orh217 293 39 people people NNS cord-310769-y6orh217 293 40 : : : cord-310769-y6orh217 293 41 A a DT cord-310769-y6orh217 293 42 community community NN cord-310769-y6orh217 293 43 - - HYPH cord-310769-y6orh217 293 44 based base VBN cord-310769-y6orh217 293 45 study study NN cord-310769-y6orh217 293 46 in in IN cord-310769-y6orh217 293 47 Japan Japan NNP cord-310769-y6orh217 293 48 Circadian Circadian NNP cord-310769-y6orh217 293 49 rhythms rhythm NNS cord-310769-y6orh217 293 50 and and CC cord-310769-y6orh217 293 51 depression depression NN cord-310769-y6orh217 293 52 : : : cord-310769-y6orh217 293 53 human human JJ cord-310769-y6orh217 293 54 psychopathology psychopathology NN cord-310769-y6orh217 293 55 and and CC cord-310769-y6orh217 293 56 animal animal NN cord-310769-y6orh217 293 57 models model NNS cord-310769-y6orh217 293 58 Circadian circadian JJ cord-310769-y6orh217 293 59 pattern pattern NN cord-310769-y6orh217 293 60 of of IN cord-310769-y6orh217 293 61 motor motor NN cord-310769-y6orh217 293 62 activity activity NN cord-310769-y6orh217 293 63 in in IN cord-310769-y6orh217 293 64 major major JJ cord-310769-y6orh217 293 65 depressed depressed JJ cord-310769-y6orh217 293 66 patients patient NNS cord-310769-y6orh217 293 67 undergoing undergo VBG cord-310769-y6orh217 293 68 antidepressant antidepressant JJ cord-310769-y6orh217 293 69 therapy therapy NN cord-310769-y6orh217 293 70 : : : cord-310769-y6orh217 293 71 Relationship relationship NN cord-310769-y6orh217 293 72 between between IN cord-310769-y6orh217 293 73 actigraphic actigraphic JJ cord-310769-y6orh217 293 74 measures measure NNS cord-310769-y6orh217 293 75 and and CC cord-310769-y6orh217 293 76 clinical clinical JJ cord-310769-y6orh217 293 77 course course NN cord-310769-y6orh217 293 78 Sleep sleep VB cord-310769-y6orh217 293 79 in in IN cord-310769-y6orh217 293 80 adolescence adolescence NN cord-310769-y6orh217 293 81 : : : cord-310769-y6orh217 294 1 physiology physiology NN cord-310769-y6orh217 294 2 , , , cord-310769-y6orh217 294 3 cognition cognition NN cord-310769-y6orh217 294 4 and and CC cord-310769-y6orh217 294 5 mental mental JJ cord-310769-y6orh217 294 6 health health NN cord-310769-y6orh217 294 7 Reciprocal reciprocal JJ cord-310769-y6orh217 294 8 relationships relationship NNS cord-310769-y6orh217 294 9 between between IN cord-310769-y6orh217 294 10 daily daily JJ cord-310769-y6orh217 294 11 sleep sleep NN cord-310769-y6orh217 294 12 and and CC cord-310769-y6orh217 294 13 mood mood NN cord-310769-y6orh217 294 14 : : : cord-310769-y6orh217 294 15 A a DT cord-310769-y6orh217 294 16 systematic systematic JJ cord-310769-y6orh217 294 17 review review NN cord-310769-y6orh217 294 18 of of IN cord-310769-y6orh217 294 19 naturalistic naturalistic JJ cord-310769-y6orh217 294 20 prospective prospective JJ cord-310769-y6orh217 294 21 studies study NNS cord-310769-y6orh217 294 22 Understanding Understanding NNP cord-310769-y6orh217 294 23 Associations Associations NNPS cord-310769-y6orh217 294 24 between between IN cord-310769-y6orh217 294 25 Personal Personal NNP cord-310769-y6orh217 294 26 Definitions Definitions NNPS cord-310769-y6orh217 294 27 of of IN cord-310769-y6orh217 294 28 Pornography Pornography NNP cord-310769-y6orh217 294 29 , , , cord-310769-y6orh217 294 30 Using use VBG cord-310769-y6orh217 294 31 Pornography Pornography NNP cord-310769-y6orh217 294 32 , , , cord-310769-y6orh217 294 33 and and CC cord-310769-y6orh217 294 34 Depression Depression NNP cord-310769-y6orh217 294 35 YouTube YouTube NNP cord-310769-y6orh217 294 36 as as IN cord-310769-y6orh217 294 37 a a DT cord-310769-y6orh217 294 38 Source source NN cord-310769-y6orh217 294 39 of of IN cord-310769-y6orh217 294 40 Information information NN cord-310769-y6orh217 294 41 on on IN cord-310769-y6orh217 294 42 Immunization Immunization NNP cord-310769-y6orh217 294 43 : : : cord-310769-y6orh217 294 44 A a DT cord-310769-y6orh217 294 45 Content Content NNP cord-310769-y6orh217 294 46 Analysis Analysis NNP cord-310769-y6orh217 294 47 Nonverbal Nonverbal NNP cord-310769-y6orh217 294 48 social social JJ cord-310769-y6orh217 294 49 withdrawal withdrawal NN cord-310769-y6orh217 294 50 in in IN cord-310769-y6orh217 294 51 depression depression NN cord-310769-y6orh217 294 52 : : : cord-310769-y6orh217 294 53 Evidence evidence NN cord-310769-y6orh217 294 54 from from IN cord-310769-y6orh217 294 55 manual manual JJ cord-310769-y6orh217 294 56 and and CC cord-310769-y6orh217 294 57 automatic automatic JJ cord-310769-y6orh217 294 58 analyses analysis NNS cord-310769-y6orh217 294 59 . . . cord-310769-y6orh217 295 1 Image image NN cord-310769-y6orh217 295 2 and and CC cord-310769-y6orh217 295 3 Vision Vision NNP cord-310769-y6orh217 295 4 Computing Computing NNP cord-310769-y6orh217 295 5 Childhood Childhood NNP cord-310769-y6orh217 295 6 Social Social NNP cord-310769-y6orh217 295 7 Withdrawal Withdrawal NNP cord-310769-y6orh217 295 8 , , , cord-310769-y6orh217 295 9 Interpersonal Interpersonal NNP cord-310769-y6orh217 295 10 Impairment Impairment NNP cord-310769-y6orh217 295 11 , , , cord-310769-y6orh217 295 12 and and CC cord-310769-y6orh217 295 13 Young Young NNP cord-310769-y6orh217 295 14 Adult Adult NNP cord-310769-y6orh217 295 15 Depression Depression NNP cord-310769-y6orh217 295 16 : : : cord-310769-y6orh217 295 17 A A NNP cord-310769-y6orh217 295 18 Mediational Mediational NNP cord-310769-y6orh217 295 19 Model Model NNP cord-310769-y6orh217 295 20 Artificial artificial JJ cord-310769-y6orh217 295 21 intelligence intelligence NN cord-310769-y6orh217 295 22 , , , cord-310769-y6orh217 295 23 bias bias NN cord-310769-y6orh217 295 24 and and CC cord-310769-y6orh217 295 25 clinical clinical JJ cord-310769-y6orh217 295 26 safety safety NN cord-310769-y6orh217 295 27 Potential potential JJ cord-310769-y6orh217 295 28 Biases Biases NNPS cord-310769-y6orh217 295 29 in in IN cord-310769-y6orh217 295 30 Machine machine NN cord-310769-y6orh217 295 31 Learning Learning NNP cord-310769-y6orh217 295 32 Algorithms Algorithms NNP cord-310769-y6orh217 295 33 Using use VBG cord-310769-y6orh217 295 34 Electronic Electronic NNP cord-310769-y6orh217 295 35 Health Health NNP cord-310769-y6orh217 295 36 Record Record NNP cord-310769-y6orh217 295 37 Data Data NNP cord-310769-y6orh217 295 38 A a DT cord-310769-y6orh217 295 39 systematic systematic JJ cord-310769-y6orh217 295 40 review review NN cord-310769-y6orh217 295 41 of of IN cord-310769-y6orh217 295 42 machine machine NN cord-310769-y6orh217 295 43 learning learning NN cord-310769-y6orh217 295 44 models model NNS cord-310769-y6orh217 295 45 for for IN cord-310769-y6orh217 295 46 predicting predict VBG cord-310769-y6orh217 295 47 outcomes outcome NNS cord-310769-y6orh217 295 48 of of IN cord-310769-y6orh217 295 49 stroke stroke NN cord-310769-y6orh217 295 50 with with IN cord-310769-y6orh217 295 51 structured structured JJ cord-310769-y6orh217 295 52 data datum NNS cord-310769-y6orh217 295 53 Exploiting exploit VBG cord-310769-y6orh217 295 54 the the DT cord-310769-y6orh217 295 55 Vulnerability Vulnerability NNP cord-310769-y6orh217 295 56 of of IN cord-310769-y6orh217 295 57 Deep Deep NNP cord-310769-y6orh217 295 58 Learning Learning NNP cord-310769-y6orh217 295 59 - - HYPH cord-310769-y6orh217 295 60 Based base VBN cord-310769-y6orh217 295 61 Artificial Artificial NNP cord-310769-y6orh217 295 62 Intelligence Intelligence NNP cord-310769-y6orh217 295 63 Models Models NNPS cord-310769-y6orh217 295 64 in in IN cord-310769-y6orh217 295 65 Medical Medical NNP cord-310769-y6orh217 295 66 Imaging Imaging NNP cord-310769-y6orh217 295 67 : : : cord-310769-y6orh217 295 68 Adversarial adversarial JJ cord-310769-y6orh217 295 69 Attacks attack NNS cord-310769-y6orh217 296 1 Understanding understand VBG cord-310769-y6orh217 296 2 adversarial adversarial JJ cord-310769-y6orh217 296 3 attacks attack NNS cord-310769-y6orh217 296 4 on on IN cord-310769-y6orh217 296 5 deep deep JJ cord-310769-y6orh217 296 6 learning learning NN cord-310769-y6orh217 296 7 based base VBN cord-310769-y6orh217 296 8 medical medical JJ cord-310769-y6orh217 296 9 image image NN cord-310769-y6orh217 296 10 analysis analysis NN cord-310769-y6orh217 296 11 systems system NNS cord-310769-y6orh217 296 12 . . . cord-310769-y6orh217 297 1 Pattern Pattern NNP cord-310769-y6orh217 297 2 Recognition Recognition NNP cord-310769-y6orh217 298 1 This this DT cord-310769-y6orh217 298 2 research research NN cord-310769-y6orh217 298 3 was be VBD cord-310769-y6orh217 298 4 supported support VBN cord-310769-y6orh217 298 5 in in IN cord-310769-y6orh217 298 6 part part NN cord-310769-y6orh217 298 7 by by IN cord-310769-y6orh217 298 8 grant grant NN cord-310769-y6orh217 298 9 W911NF-15 W911NF-15 NNP cord-310769-y6orh217 298 10 - - HYPH cord-310769-y6orh217 298 11 1 1 CD cord-310769-y6orh217 298 12 - - HYPH cord-310769-y6orh217 298 13 0542 0542 CD cord-310769-y6orh217 298 14 and and CC cord-310769-y6orh217 298 15 W911NF-19 w911nf-19 NN cord-310769-y6orh217 298 16 - - HYPH cord-310769-y6orh217 298 17 1 1 CD cord-310769-y6orh217 298 18 - - HYPH cord-310769-y6orh217 298 19 0029 0029 CD cord-310769-y6orh217 298 20 with with IN cord-310769-y6orh217 298 21 the the DT cord-310769-y6orh217 298 22 US US NNP cord-310769-y6orh217 298 23 Defense Defense NNP cord-310769-y6orh217 298 24 Advanced Advanced NNP cord-310769-y6orh217 298 25 Research Research NNP cord-310769-y6orh217 298 26 Projects Projects NNPS cord-310769-y6orh217 298 27 Agency Agency NNP cord-310769-y6orh217 298 28 ( ( -LRB- cord-310769-y6orh217 298 29 DARPA DARPA NNP cord-310769-y6orh217 298 30 ) ) -RRB- cord-310769-y6orh217 298 31 and and CC cord-310769-y6orh217 298 32 the the DT cord-310769-y6orh217 298 33 Army Army NNP cord-310769-y6orh217 298 34 Research Research NNP cord-310769-y6orh217 298 35 Office Office NNP cord-310769-y6orh217 298 36 ( ( -LRB- cord-310769-y6orh217 298 37 ARO ARO NNP cord-310769-y6orh217 298 38 ) ) -RRB- cord-310769-y6orh217 298 39 . . .