id sid tid token lemma pos fcis-32157 1 1 frontiers frontier NOUN fcis-32157 1 2 in in ADP fcis-32157 1 3 computing computing NOUN fcis-32157 1 4 and and CCONJ fcis-32157 1 5 intelligent intelligent ADJ fcis-32157 1 6 systems system NOUN fcis-32157 1 7 issn issn VERB fcis-32157 1 8 : : PUNCT fcis-32157 1 9 2832 2832 NUM fcis-32157 1 10 - - SYM fcis-32157 1 11 6024 6024 NUM fcis-32157 1 12 | | NOUN fcis-32157 1 13 vol vol NOUN fcis-32157 1 14 . . PUNCT fcis-32157 2 1 14 14 NUM fcis-32157 2 2 , , PUNCT fcis-32157 2 3 no no INTJ fcis-32157 2 4 . . NOUN fcis-32157 2 5 1 1 NUM fcis-32157 2 6 , , PUNCT fcis-32157 2 7 2025 2025 NUM fcis-32157 2 8 49 49 NUM fcis-32157 2 9 application application NOUN fcis-32157 2 10 of of ADP fcis-32157 2 11 social social ADJ fcis-32157 2 12 media medium NOUN fcis-32157 2 13 medical medical ADJ fcis-32157 2 14 data datum NOUN fcis-32157 2 15 in in ADP fcis-32157 2 16 public public ADJ fcis-32157 2 17 opinion opinion NOUN fcis-32157 2 18 monitoring monitoring NOUN fcis-32157 2 19 and and CCONJ fcis-32157 2 20 psychological psychological ADJ fcis-32157 2 21 counseling counseling NOUN fcis-32157 2 22 during during ADP fcis-32157 2 23 public public ADJ fcis-32157 2 24 health health NOUN fcis-32157 2 25 emergencies emergency NOUN fcis-32157 2 26 tianyu tianyu VERB fcis-32157 2 27 yang yang PROPN fcis-32157 2 28 , , PUNCT fcis-32157 2 29 sining sin VERB fcis-32157 2 30 chai chai NOUN fcis-32157 2 31 northeastern northeastern PROPN fcis-32157 2 32 university university PROPN fcis-32157 2 33 , , PUNCT fcis-32157 2 34 shenyang shenyang PROPN fcis-32157 2 35 , , PUNCT fcis-32157 2 36 liaoning liaoning PROPN fcis-32157 2 37 , , PUNCT fcis-32157 2 38 china china PROPN fcis-32157 2 39 abstract abstract NOUN fcis-32157 2 40 : : PUNCT fcis-32157 2 41 the the DET fcis-32157 2 42 massive massive ADJ fcis-32157 2 43 amount amount NOUN fcis-32157 2 44 of of ADP fcis-32157 2 45 medical medical ADJ fcis-32157 2 46 data datum NOUN fcis-32157 2 47 generated generate VERB fcis-32157 2 48 by by ADP fcis-32157 2 49 social social ADJ fcis-32157 2 50 media medium NOUN fcis-32157 2 51 provides provide VERB fcis-32157 2 52 a a DET fcis-32157 2 53 new new ADJ fcis-32157 2 54 perspective perspective NOUN fcis-32157 2 55 for for ADP fcis-32157 2 56 responding respond VERB fcis-32157 2 57 to to ADP fcis-32157 2 58 public public ADJ fcis-32157 2 59 health health NOUN fcis-32157 2 60 emergencies emergency NOUN fcis-32157 2 61 . . PUNCT fcis-32157 3 1 focusing focus VERB fcis-32157 3 2 on on ADP fcis-32157 3 3 the the DET fcis-32157 3 4 field field NOUN fcis-32157 3 5 of of ADP fcis-32157 3 6 big big ADJ fcis-32157 3 7 data datum NOUN fcis-32157 3 8 and and CCONJ fcis-32157 3 9 data datum NOUN fcis-32157 3 10 analysis analysis NOUN fcis-32157 3 11 , , PUNCT fcis-32157 3 12 this this DET fcis-32157 3 13 paper paper NOUN fcis-32157 3 14 deeply deeply ADV fcis-32157 3 15 explores explore VERB fcis-32157 3 16 the the DET fcis-32157 3 17 application application NOUN fcis-32157 3 18 of of ADP fcis-32157 3 19 social social ADJ fcis-32157 3 20 media medium NOUN fcis-32157 3 21 medical medical ADJ fcis-32157 3 22 data datum NOUN fcis-32157 3 23 in in ADP fcis-32157 3 24 public public ADJ fcis-32157 3 25 opinion opinion NOUN fcis-32157 3 26 monitoring monitoring NOUN fcis-32157 3 27 and and CCONJ fcis-32157 3 28 psychological psychological ADJ fcis-32157 3 29 counseling counseling NOUN fcis-32157 3 30 during during ADP fcis-32157 3 31 public public ADJ fcis-32157 3 32 health health NOUN fcis-32157 3 33 emergencies emergency NOUN fcis-32157 3 34 . . PUNCT fcis-32157 4 1 guided guide VERB fcis-32157 4 2 by by ADP fcis-32157 4 3 technical technical ADJ fcis-32157 4 4 implementation implementation NOUN fcis-32157 4 5 as as ADP fcis-32157 4 6 the the DET fcis-32157 4 7 core core NOUN fcis-32157 4 8 , , PUNCT fcis-32157 4 9 it it PRON fcis-32157 4 10 constructs construct VERB fcis-32157 4 11 a a DET fcis-32157 4 12 full full ADJ fcis-32157 4 13 - - PUNCT fcis-32157 4 14 process process NOUN fcis-32157 4 15 technical technical ADJ fcis-32157 4 16 framework framework NOUN fcis-32157 4 17 of of ADP fcis-32157 4 18 " " PUNCT fcis-32157 4 19 data data NOUN fcis-32157 4 20 collection collection NOUN fcis-32157 4 21 preprocessing preprocesse VERB fcis-32157 4 22 public public ADJ fcis-32157 4 23 opinion opinion NOUN fcis-32157 4 24 monitoring monitor VERB fcis-32157 4 25 psychological psychological ADJ fcis-32157 4 26 counseling counseling NOUN fcis-32157 4 27 " " PUNCT fcis-32157 4 28 , , PUNCT fcis-32157 4 29 and and CCONJ fcis-32157 4 30 thoroughly thoroughly ADV fcis-32157 4 31 analyzes analyze VERB fcis-32157 4 32 the the DET fcis-32157 4 33 principles principle NOUN fcis-32157 4 34 and and CCONJ fcis-32157 4 35 optimization optimization NOUN fcis-32157 4 36 paths path NOUN fcis-32157 4 37 of of ADP fcis-32157 4 38 key key ADJ fcis-32157 4 39 technologies technology NOUN fcis-32157 4 40 such such ADJ fcis-32157 4 41 as as ADP fcis-32157 4 42 distributed distribute VERB fcis-32157 4 43 crawlers crawler NOUN fcis-32157 4 44 , , PUNCT fcis-32157 4 45 medical medical ADJ fcis-32157 4 46 field field NOUN fcis-32157 4 47 word word NOUN fcis-32157 4 48 segmentation segmentation NOUN fcis-32157 4 49 , , PUNCT fcis-32157 4 50 and and CCONJ fcis-32157 4 51 multi multi ADJ fcis-32157 4 52 - - ADJ fcis-32157 4 53 feature feature ADJ fcis-32157 4 54 fusion fusion NOUN fcis-32157 4 55 . . PUNCT fcis-32157 5 1 by by ADP fcis-32157 5 2 verifying verify VERB fcis-32157 5 3 the the DET fcis-32157 5 4 performance performance NOUN fcis-32157 5 5 differences difference NOUN fcis-32157 5 6 of of ADP fcis-32157 5 7 different different ADJ fcis-32157 5 8 technical technical ADJ fcis-32157 5 9 schemes scheme NOUN fcis-32157 5 10 , , PUNCT fcis-32157 5 11 it it PRON fcis-32157 5 12 illustrates illustrate VERB fcis-32157 5 13 the the DET fcis-32157 5 14 technical technical ADJ fcis-32157 5 15 implementation implementation NOUN fcis-32157 5 16 effects effect NOUN fcis-32157 5 17 combined combine VERB fcis-32157 5 18 with with ADP fcis-32157 5 19 practical practical ADJ fcis-32157 5 20 cases case NOUN fcis-32157 5 21 , , PUNCT fcis-32157 5 22 and and CCONJ fcis-32157 5 23 comprehensively comprehensively ADV fcis-32157 5 24 demonstrates demonstrate VERB fcis-32157 5 25 its its PRON fcis-32157 5 26 specific specific ADJ fcis-32157 5 27 applications application NOUN fcis-32157 5 28 in in ADP fcis-32157 5 29 real real ADJ fcis-32157 5 30 - - PUNCT fcis-32157 5 31 time time NOUN fcis-32157 5 32 public public ADJ fcis-32157 5 33 opinion opinion NOUN fcis-32157 5 34 monitoring monitoring NOUN fcis-32157 5 35 , , PUNCT fcis-32157 5 36 trend trend NOUN fcis-32157 5 37 prediction prediction NOUN fcis-32157 5 38 , , PUNCT fcis-32157 5 39 insight insight NOUN fcis-32157 5 40 into into ADP fcis-32157 5 41 public public ADJ fcis-32157 5 42 psychological psychological ADJ fcis-32157 5 43 states state NOUN fcis-32157 5 44 , , PUNCT fcis-32157 5 45 and and CCONJ fcis-32157 5 46 formulation formulation NOUN fcis-32157 5 47 of of ADP fcis-32157 5 48 psychological psychological ADJ fcis-32157 5 49 counseling counseling NOUN fcis-32157 5 50 strategies strategy NOUN fcis-32157 5 51 . . PUNCT fcis-32157 6 1 the the DET fcis-32157 6 2 aim aim NOUN fcis-32157 6 3 is be AUX fcis-32157 6 4 to to PART fcis-32157 6 5 provide provide VERB fcis-32157 6 6 technical technical ADJ fcis-32157 6 7 support support NOUN fcis-32157 6 8 and and CCONJ fcis-32157 6 9 practical practical ADJ fcis-32157 6 10 guidance guidance NOUN fcis-32157 6 11 for for ADP fcis-32157 6 12 improving improve VERB fcis-32157 6 13 the the DET fcis-32157 6 14 response response NOUN fcis-32157 6 15 capacity capacity NOUN fcis-32157 6 16 to to ADP fcis-32157 6 17 public public ADJ fcis-32157 6 18 health health NOUN fcis-32157 6 19 emergencies emergency NOUN fcis-32157 6 20 and and CCONJ fcis-32157 6 21 realizing realize VERB fcis-32157 6 22 scientific scientific ADJ fcis-32157 6 23 and and CCONJ fcis-32157 6 24 efficient efficient ADJ fcis-32157 6 25 public public ADJ fcis-32157 6 26 opinion opinion NOUN fcis-32157 6 27 management management NOUN fcis-32157 6 28 and and CCONJ fcis-32157 6 29 psychological psychological ADJ fcis-32157 6 30 intervention intervention NOUN fcis-32157 6 31 . . PUNCT fcis-32157 7 1 keywords keyword NOUN fcis-32157 7 2 : : PUNCT fcis-32157 7 3 social social ADJ fcis-32157 7 4 media medium NOUN fcis-32157 7 5 medical medical ADJ fcis-32157 7 6 data datum NOUN fcis-32157 7 7 ; ; PUNCT fcis-32157 7 8 public public ADJ fcis-32157 7 9 health health NOUN fcis-32157 7 10 emergencies emergency NOUN fcis-32157 7 11 ; ; PUNCT fcis-32157 7 12 public public ADJ fcis-32157 7 13 opinion opinion NOUN fcis-32157 7 14 monitoring monitoring NOUN fcis-32157 7 15 ; ; PUNCT fcis-32157 7 16 psychological psychological ADJ fcis-32157 7 17 counseling counseling NOUN fcis-32157 7 18 ; ; PUNCT fcis-32157 7 19 big big ADJ fcis-32157 7 20 data datum NOUN fcis-32157 7 21 analysis analysis NOUN fcis-32157 7 22 . . PUNCT fcis-32157 8 1 1 1 X fcis-32157 8 2 . . X fcis-32157 8 3 introduction introduction NOUN fcis-32157 8 4 in in ADP fcis-32157 8 5 recent recent ADJ fcis-32157 8 6 years year NOUN fcis-32157 8 7 , , PUNCT fcis-32157 8 8 public public ADJ fcis-32157 8 9 health health NOUN fcis-32157 8 10 emergencies emergency NOUN fcis-32157 8 11 such such ADJ fcis-32157 8 12 as as ADP fcis-32157 8 13 the the DET fcis-32157 8 14 ebola ebola PROPN fcis-32157 8 15 epidemic epidemic NOUN fcis-32157 8 16 and and CCONJ fcis-32157 8 17 zika zika X fcis-32157 8 18 virus virus NOUN fcis-32157 8 19 epidemic epidemic NOUN fcis-32157 8 20 have have AUX fcis-32157 8 21 occurred occur VERB fcis-32157 8 22 frequently frequently ADV fcis-32157 8 23 , , PUNCT fcis-32157 8 24 posing pose VERB fcis-32157 8 25 a a DET fcis-32157 8 26 serious serious ADJ fcis-32157 8 27 threat threat NOUN fcis-32157 8 28 to to ADP fcis-32157 8 29 global global ADJ fcis-32157 8 30 public public ADJ fcis-32157 8 31 health health NOUN fcis-32157 8 32 security security NOUN fcis-32157 8 33 . . PUNCT fcis-32157 9 1 in in ADP fcis-32157 9 2 the the DET fcis-32157 9 3 response response NOUN fcis-32157 9 4 to to ADP fcis-32157 9 5 these these DET fcis-32157 9 6 incidents incident NOUN fcis-32157 9 7 , , PUNCT fcis-32157 9 8 the the DET fcis-32157 9 9 spread spread NOUN fcis-32157 9 10 of of ADP fcis-32157 9 11 public public ADJ fcis-32157 9 12 opinion opinion NOUN fcis-32157 9 13 and and CCONJ fcis-32157 9 14 the the DET fcis-32157 9 15 psychological psychological ADJ fcis-32157 9 16 state state NOUN fcis-32157 9 17 of of ADP fcis-32157 9 18 the the DET fcis-32157 9 19 public public NOUN fcis-32157 9 20 profoundly profoundly ADV fcis-32157 9 21 affect affect VERB fcis-32157 9 22 the the DET fcis-32157 9 23 prevention prevention NOUN fcis-32157 9 24 and and CCONJ fcis-32157 9 25 control control NOUN fcis-32157 9 26 effects effect NOUN fcis-32157 9 27 and and CCONJ fcis-32157 9 28 social social ADJ fcis-32157 9 29 stability stability NOUN fcis-32157 9 30 . . PUNCT fcis-32157 10 1 with with ADP fcis-32157 10 2 a a DET fcis-32157 10 3 huge huge ADJ fcis-32157 10 4 user user NOUN fcis-32157 10 5 base base NOUN fcis-32157 10 6 of of ADP fcis-32157 10 7 over over ADP fcis-32157 10 8 4.8 4.8 NUM fcis-32157 10 9 billion billion NUM fcis-32157 10 10 , , PUNCT fcis-32157 10 11 social social ADJ fcis-32157 10 12 media medium NOUN fcis-32157 10 13 has have AUX fcis-32157 10 14 become become VERB fcis-32157 10 15 an an DET fcis-32157 10 16 important important ADJ fcis-32157 10 17 channel channel NOUN fcis-32157 10 18 for for ADP fcis-32157 10 19 the the DET fcis-32157 10 20 dissemination dissemination NOUN fcis-32157 10 21 of of ADP fcis-32157 10 22 medical medical ADJ fcis-32157 10 23 and and CCONJ fcis-32157 10 24 health health NOUN fcis-32157 10 25 information information NOUN fcis-32157 10 26 . . PUNCT fcis-32157 11 1 however however ADV fcis-32157 11 2 , , PUNCT fcis-32157 11 3 traditional traditional ADJ fcis-32157 11 4 public public ADJ fcis-32157 11 5 opinion opinion NOUN fcis-32157 11 6 monitoring monitoring NOUN fcis-32157 11 7 and and CCONJ fcis-32157 11 8 psychological psychological ADJ fcis-32157 11 9 counseling counseling NOUN fcis-32157 11 10 methods method NOUN fcis-32157 11 11 such such ADJ fcis-32157 11 12 as as ADP fcis-32157 11 13 questionnaires questionnaire NOUN fcis-32157 11 14 and and CCONJ fcis-32157 11 15 on on ADP fcis-32157 11 16 - - PUNCT fcis-32157 11 17 site site NOUN fcis-32157 11 18 interviews interview NOUN fcis-32157 11 19 have have VERB fcis-32157 11 20 problems problem NOUN fcis-32157 11 21 such such ADJ fcis-32157 11 22 as as ADP fcis-32157 11 23 information information NOUN fcis-32157 11 24 lag lag NOUN fcis-32157 11 25 , , PUNCT fcis-32157 11 26 coverage coverage NOUN fcis-32157 11 27 limitations limitation NOUN fcis-32157 11 28 , , PUNCT fcis-32157 11 29 and and CCONJ fcis-32157 11 30 simplistic simplistic ADJ fcis-32157 11 31 analysis analysis NOUN fcis-32157 11 32 . . PUNCT fcis-32157 12 1 social social ADJ fcis-32157 12 2 media medium NOUN fcis-32157 12 3 medical medical ADJ fcis-32157 12 4 data datum NOUN fcis-32157 12 5 has have VERB fcis-32157 12 6 the the DET fcis-32157 12 7 advantages advantage NOUN fcis-32157 12 8 of of ADP fcis-32157 12 9 real real ADJ fcis-32157 12 10 - - PUNCT fcis-32157 12 11 time time NOUN fcis-32157 12 12 performance performance NOUN fcis-32157 12 13 , , PUNCT fcis-32157 12 14 extensiveness extensiveness PROPN fcis-32157 12 15 , , PUNCT fcis-32157 12 16 and and CCONJ fcis-32157 12 17 diversity diversity NOUN fcis-32157 12 18 . . PUNCT fcis-32157 13 1 combined combine VERB fcis-32157 13 2 with with ADP fcis-32157 13 3 big big ADJ fcis-32157 13 4 data datum NOUN fcis-32157 13 5 analysis analysis NOUN fcis-32157 13 6 technology technology NOUN fcis-32157 13 7 , , PUNCT fcis-32157 13 8 it it PRON fcis-32157 13 9 can can AUX fcis-32157 13 10 accurately accurately ADV fcis-32157 13 11 capture capture VERB fcis-32157 13 12 public public ADJ fcis-32157 13 13 opinion opinion NOUN fcis-32157 13 14 dynamics dynamic NOUN fcis-32157 13 15 and and CCONJ fcis-32157 13 16 insight insight NOUN fcis-32157 13 17 into into ADP fcis-32157 13 18 public public ADJ fcis-32157 13 19 psychology psychology NOUN fcis-32157 13 20 , , PUNCT fcis-32157 13 21 providing provide VERB fcis-32157 13 22 an an DET fcis-32157 13 23 innovative innovative ADJ fcis-32157 13 24 path path NOUN fcis-32157 13 25 for for ADP fcis-32157 13 26 the the DET fcis-32157 13 27 scientific scientific ADJ fcis-32157 13 28 response response NOUN fcis-32157 13 29 to to ADP fcis-32157 13 30 public public ADJ fcis-32157 13 31 health health NOUN fcis-32157 13 32 emergencies[1 emergencies[1 PROPN fcis-32157 13 33 ] ] PUNCT fcis-32157 13 34 . . PUNCT fcis-32157 14 1 it it PRON fcis-32157 14 2 is be AUX fcis-32157 14 3 of of ADP fcis-32157 14 4 great great ADJ fcis-32157 14 5 significance significance NOUN fcis-32157 14 6 for for ADP fcis-32157 14 7 improving improve VERB fcis-32157 14 8 emergency emergency NOUN fcis-32157 14 9 management management NOUN fcis-32157 14 10 theories theory NOUN fcis-32157 14 11 and and CCONJ fcis-32157 14 12 safeguarding safeguard VERB fcis-32157 14 13 public public ADJ fcis-32157 14 14 mental mental ADJ fcis-32157 14 15 health health NOUN fcis-32157 14 16 . . PUNCT fcis-32157 15 1 2 2 X fcis-32157 15 2 . . X fcis-32157 15 3 technical technical ADJ fcis-32157 15 4 processing processing NOUN fcis-32157 15 5 system system NOUN fcis-32157 15 6 of of ADP fcis-32157 15 7 social social ADJ fcis-32157 15 8 media medium NOUN fcis-32157 15 9 medical medical ADJ fcis-32157 15 10 data datum NOUN fcis-32157 15 11 the the DET fcis-32157 15 12 technical technical ADJ fcis-32157 15 13 processing processing NOUN fcis-32157 15 14 of of ADP fcis-32157 15 15 social social ADJ fcis-32157 15 16 media medium NOUN fcis-32157 15 17 medical medical ADJ fcis-32157 15 18 data datum NOUN fcis-32157 15 19 is be AUX fcis-32157 15 20 the the DET fcis-32157 15 21 foundation foundation NOUN fcis-32157 15 22 for for ADP fcis-32157 15 23 subsequent subsequent ADJ fcis-32157 15 24 applications application NOUN fcis-32157 15 25 . . PUNCT fcis-32157 16 1 it it PRON fcis-32157 16 2 is be AUX fcis-32157 16 3 necessary necessary ADJ fcis-32157 16 4 to to PART fcis-32157 16 5 realize realize VERB fcis-32157 16 6 the the DET fcis-32157 16 7 transformation transformation NOUN fcis-32157 16 8 of of ADP fcis-32157 16 9 data datum NOUN fcis-32157 16 10 from from ADP fcis-32157 16 11 an an DET fcis-32157 16 12 " " PUNCT fcis-32157 16 13 unordered unordered ADJ fcis-32157 16 14 state state NOUN fcis-32157 16 15 " " PUNCT fcis-32157 16 16 to to ADP fcis-32157 16 17 " " PUNCT fcis-32157 16 18 standardized standardized ADJ fcis-32157 16 19 application application NOUN fcis-32157 16 20 " " PUNCT fcis-32157 16 21 through through ADP fcis-32157 16 22 " " PUNCT fcis-32157 16 23 data datum NOUN fcis-32157 16 24 collection collection NOUN fcis-32157 16 25 preprocessing preprocesse VERB fcis-32157 16 26 public public ADJ fcis-32157 16 27 opinion opinion NOUN fcis-32157 16 28 monitoring monitor VERB fcis-32157 16 29 psychological psychological ADJ fcis-32157 16 30 counseling counseling NOUN fcis-32157 16 31 " " PUNCT fcis-32157 16 32 . . PUNCT fcis-32157 17 1 the the DET fcis-32157 17 2 core core NOUN fcis-32157 17 3 technologies technology NOUN fcis-32157 17 4 focus focus VERB fcis-32157 17 5 on on ADP fcis-32157 17 6 the the DET fcis-32157 17 7 efficient efficient ADJ fcis-32157 17 8 acquisition acquisition NOUN fcis-32157 17 9 of of ADP fcis-32157 17 10 multi multi ADJ fcis-32157 17 11 - - ADJ fcis-32157 17 12 modal modal ADJ fcis-32157 17 13 data datum NOUN fcis-32157 17 14 and and CCONJ fcis-32157 17 15 its its PRON fcis-32157 17 16 specific specific ADJ fcis-32157 17 17 application application NOUN fcis-32157 17 18 in in ADP fcis-32157 17 19 the the DET fcis-32157 17 20 medical medical ADJ fcis-32157 17 21 field field NOUN fcis-32157 17 22 . . PUNCT fcis-32157 18 1 2.1 2.1 NUM fcis-32157 18 2 . . PUNCT fcis-32157 19 1 multi multi ADJ fcis-32157 19 2 - - ADJ fcis-32157 19 3 modal modal ADJ fcis-32157 19 4 data datum NOUN fcis-32157 19 5 collection collection NOUN fcis-32157 19 6 technology technology PROPN fcis-32157 19 7 2.1.1 2.1.1 NUM fcis-32157 19 8 . . PUNCT fcis-32157 20 1 distributed distribute VERB fcis-32157 20 2 crawler crawler NOUN fcis-32157 20 3 and and CCONJ fcis-32157 20 4 load load NOUN fcis-32157 20 5 balancing balance VERB fcis-32157 20 6 design design NOUN fcis-32157 20 7 according accord VERB fcis-32157 20 8 to to ADP fcis-32157 20 9 the the DET fcis-32157 20 10 degree degree NOUN fcis-32157 20 11 of of ADP fcis-32157 20 12 interface interface NOUN fcis-32157 20 13 openness openness NOUN fcis-32157 20 14 of of ADP fcis-32157 20 15 different different ADJ fcis-32157 20 16 social social ADJ fcis-32157 20 17 media medium NOUN fcis-32157 20 18 platforms platform NOUN fcis-32157 20 19 , , PUNCT fcis-32157 20 20 a a DET fcis-32157 20 21 hybrid hybrid ADJ fcis-32157 20 22 collection collection NOUN fcis-32157 20 23 scheme scheme NOUN fcis-32157 20 24 of of ADP fcis-32157 20 25 " " PUNCT fcis-32157 20 26 api api NOUN fcis-32157 20 27 interface interface NOUN fcis-32157 20 28 + + CCONJ fcis-32157 20 29 distributed distribute VERB fcis-32157 20 30 crawler crawler NOUN fcis-32157 20 31 " " PUNCT fcis-32157 20 32 is be AUX fcis-32157 20 33 adopted adopt VERB fcis-32157 20 34 . . PUNCT fcis-32157 21 1 for for ADP fcis-32157 21 2 platforms platform NOUN fcis-32157 21 3 with with ADP fcis-32157 21 4 open open ADJ fcis-32157 21 5 apis apis NOUN fcis-32157 21 6 ( ( PUNCT fcis-32157 21 7 such such ADJ fcis-32157 21 8 as as ADP fcis-32157 21 9 weibo weibo NOUN fcis-32157 21 10 and and CCONJ fcis-32157 21 11 wechat wechat NOUN fcis-32157 21 12 ) ) PUNCT fcis-32157 21 13 , , PUNCT fcis-32157 21 14 text text NOUN fcis-32157 21 15 , , PUNCT fcis-32157 21 16 release release NOUN fcis-32157 21 17 time time NOUN fcis-32157 21 18 , , PUNCT fcis-32157 21 19 geographical geographical ADJ fcis-32157 21 20 location location NOUN fcis-32157 21 21 , , PUNCT fcis-32157 21 22 and and CCONJ fcis-32157 21 23 interaction interaction NOUN fcis-32157 21 24 data datum NOUN fcis-32157 21 25 published publish VERB fcis-32157 21 26 by by ADP fcis-32157 21 27 users user NOUN fcis-32157 21 28 are be AUX fcis-32157 21 29 obtained obtain VERB fcis-32157 21 30 through through ADP fcis-32157 21 31 api api NOUN fcis-32157 21 32 keys key NOUN fcis-32157 21 33 . . PUNCT fcis-32157 22 1 the the DET fcis-32157 22 2 collection collection NOUN fcis-32157 22 3 efficiency efficiency NOUN fcis-32157 22 4 can can AUX fcis-32157 22 5 reach reach VERB fcis-32157 22 6 500 500 NUM fcis-32157 22 7 - - SYM fcis-32157 22 8 1000 1000 NUM fcis-32157 22 9 pieces piece NOUN fcis-32157 22 10 per per ADP fcis-32157 22 11 second second NOUN fcis-32157 22 12 , , PUNCT fcis-32157 22 13 and and CCONJ fcis-32157 22 14 the the DET fcis-32157 22 15 legality legality NOUN fcis-32157 22 16 of of ADP fcis-32157 22 17 the the DET fcis-32157 22 18 data datum NOUN fcis-32157 22 19 is be AUX fcis-32157 22 20 guaranteed guarantee VERB fcis-32157 22 21 ( ( PUNCT fcis-32157 22 22 in in ADP fcis-32157 22 23 line line NOUN fcis-32157 22 24 with with ADP fcis-32157 22 25 platform platform NOUN fcis-32157 22 26 user user NOUN fcis-32157 22 27 agreements agreement NOUN fcis-32157 22 28 ) ) PUNCT fcis-32157 22 29 . . PUNCT fcis-32157 23 1 for for ADP fcis-32157 23 2 platforms platform NOUN fcis-32157 23 3 with with ADP fcis-32157 23 4 unopened unopened ADJ fcis-32157 23 5 apis apis NOUN fcis-32157 23 6 ( ( PUNCT fcis-32157 23 7 such such ADJ fcis-32157 23 8 as as ADP fcis-32157 23 9 some some DET fcis-32157 23 10 medical medical ADJ fcis-32157 23 11 forums forum NOUN fcis-32157 23 12 and and CCONJ fcis-32157 23 13 short short ADJ fcis-32157 23 14 video video NOUN fcis-32157 23 15 comment comment NOUN fcis-32157 23 16 sections section NOUN fcis-32157 23 17 ) ) PUNCT fcis-32157 23 18 , , PUNCT fcis-32157 23 19 the the DET fcis-32157 23 20 scrapy scrapy NOUN fcis-32157 23 21 - - PUNCT fcis-32157 23 22 redis redis NOUN fcis-32157 23 23 distributed distribute VERB fcis-32157 23 24 crawler crawler NOUN fcis-32157 23 25 architecture architecture NOUN fcis-32157 23 26 is be AUX fcis-32157 23 27 used use VERB fcis-32157 23 28 to to PART fcis-32157 23 29 capture capture VERB fcis-32157 23 30 unstructured unstructured ADJ fcis-32157 23 31 data datum NOUN fcis-32157 23 32 . . PUNCT fcis-32157 24 1 to to PART fcis-32157 24 2 solve solve VERB fcis-32157 24 3 the the DET fcis-32157 24 4 problems problem NOUN fcis-32157 24 5 of of ADP fcis-32157 24 6 node node ADJ fcis-32157 24 7 task task NOUN fcis-32157 24 8 overload overload NOUN fcis-32157 24 9 and and CCONJ fcis-32157 24 10 data datum NOUN fcis-32157 24 11 duplication duplication NOUN fcis-32157 24 12 , , PUNCT fcis-32157 24 13 a a DET fcis-32157 24 14 consistent consistent ADJ fcis-32157 24 15 hashing hashing NOUN fcis-32157 24 16 algorithm algorithm NOUN fcis-32157 24 17 is be AUX fcis-32157 24 18 introduced introduce VERB fcis-32157 24 19 to to PART fcis-32157 24 20 construct construct VERB fcis-32157 24 21 a a DET fcis-32157 24 22 task task NOUN fcis-32157 24 23 allocation allocation NOUN fcis-32157 24 24 mechanism mechanism NOUN fcis-32157 24 25 : : PUNCT fcis-32157 24 26 url url VERB fcis-32157 24 27 tasks task NOUN fcis-32157 24 28 and and CCONJ fcis-32157 24 29 crawler crawler NOUN fcis-32157 24 30 nodes node NOUN fcis-32157 24 31 are be AUX fcis-32157 24 32 mapped map VERB fcis-32157 24 33 to to ADP fcis-32157 24 34 the the DET fcis-32157 24 35 hash hash NOUN fcis-32157 24 36 ring ring NOUN fcis-32157 24 37 respectively respectively ADV fcis-32157 24 38 , , PUNCT fcis-32157 24 39 and and CCONJ fcis-32157 24 40 the the DET fcis-32157 24 41 node node ADJ fcis-32157 24 42 weight weight NOUN fcis-32157 24 43 is be AUX fcis-32157 24 44 dynamically dynamically ADV fcis-32157 24 45 adjusted adjust VERB fcis-32157 24 46 according accord VERB fcis-32157 24 47 to to ADP fcis-32157 24 48 the the DET fcis-32157 24 49 node node NOUN fcis-32157 24 50 cpu cpu NOUN fcis-32157 24 51 utilization utilization NOUN fcis-32157 24 52 rate rate NOUN fcis-32157 24 53 ( ( PUNCT fcis-32157 24 54 threshold threshold NOUN fcis-32157 24 55 set set VERB fcis-32157 24 56 to to ADP fcis-32157 24 57 70 70 NUM fcis-32157 24 58 % % NOUN fcis-32157 24 59 ) ) PUNCT fcis-32157 24 60 . . PUNCT fcis-32157 25 1 when when SCONJ fcis-32157 25 2 the the DET fcis-32157 25 3 load load NOUN fcis-32157 25 4 of of ADP fcis-32157 25 5 a a DET fcis-32157 25 6 node node NOUN fcis-32157 25 7 is be AUX fcis-32157 25 8 too too ADV fcis-32157 25 9 high high ADJ fcis-32157 25 10 , , PUNCT fcis-32157 25 11 some some DET fcis-32157 25 12 tasks task NOUN fcis-32157 25 13 are be AUX fcis-32157 25 14 automatically automatically ADV fcis-32157 25 15 migrated migrate VERB fcis-32157 25 16 to to ADP fcis-32157 25 17 low low ADJ fcis-32157 25 18 - - PUNCT fcis-32157 25 19 load load NOUN fcis-32157 25 20 nodes node NOUN fcis-32157 25 21 to to PART fcis-32157 25 22 achieve achieve VERB fcis-32157 25 23 uniform uniform ADJ fcis-32157 25 24 task task NOUN fcis-32157 25 25 allocation[2 allocation[2 PROPN fcis-32157 25 26 ] ] PUNCT fcis-32157 25 27 . . PUNCT fcis-32157 26 1 at at ADP fcis-32157 26 2 the the DET fcis-32157 26 3 same same ADJ fcis-32157 26 4 time time NOUN fcis-32157 26 5 , , PUNCT fcis-32157 26 6 a a DET fcis-32157 26 7 bloom bloom NOUN fcis-32157 26 8 filter filter NOUN fcis-32157 26 9 is be AUX fcis-32157 26 10 used use VERB fcis-32157 26 11 to to PART fcis-32157 26 12 correct correct VERB fcis-32157 26 13 the the DET fcis-32157 26 14 crawled crawl VERB fcis-32157 26 15 urls url NOUN fcis-32157 26 16 . . PUNCT fcis-32157 27 1 the the DET fcis-32157 27 2 url url NOUN fcis-32157 27 3 is be AUX fcis-32157 27 4 mapped map VERB fcis-32157 27 5 to to ADP fcis-32157 27 6 a a DET fcis-32157 27 7 binary binary ADJ fcis-32157 27 8 vector vector NOUN fcis-32157 27 9 through through ADP fcis-32157 27 10 3 3 NUM fcis-32157 27 11 hash hash NOUN fcis-32157 27 12 functions function NOUN fcis-32157 27 13 , , PUNCT fcis-32157 27 14 and and CCONJ fcis-32157 27 15 the the DET fcis-32157 27 16 memory memory NOUN fcis-32157 27 17 occupation occupation NOUN fcis-32157 27 18 is be AUX fcis-32157 27 19 reduced reduce VERB fcis-32157 27 20 by by ADP fcis-32157 27 21 more more ADJ fcis-32157 27 22 than than ADP fcis-32157 27 23 80 80 NUM fcis-32157 27 24 % % NOUN fcis-32157 27 25 compared compare VERB fcis-32157 27 26 with with ADP fcis-32157 27 27 the the DET fcis-32157 27 28 traditional traditional ADJ fcis-32157 27 29 hash hash NOUN fcis-32157 27 30 table table NOUN fcis-32157 27 31 . . PUNCT fcis-32157 28 1 it it PRON fcis-32157 28 2 supports support VERB fcis-32157 28 3 the the DET fcis-32157 28 4 correction correction NOUN fcis-32157 28 5 of of ADP fcis-32157 28 6 millions million NOUN fcis-32157 28 7 of of ADP fcis-32157 28 8 urls url NOUN fcis-32157 28 9 per per ADP fcis-32157 28 10 second second ADJ fcis-32157 28 11 , , PUNCT fcis-32157 28 12 effectively effectively ADV fcis-32157 28 13 avoiding avoid VERB fcis-32157 28 14 data datum NOUN fcis-32157 28 15 duplication duplication NOUN fcis-32157 28 16 caused cause VERB fcis-32157 28 17 by by ADP fcis-32157 28 18 excessive excessive ADJ fcis-32157 28 19 crawling crawling NOUN fcis-32157 28 20 . . PUNCT fcis-32157 29 1 2.1.2 2.1.2 X fcis-32157 29 2 . . NOUN fcis-32157 29 3 synchronous synchronous ADJ fcis-32157 29 4 collection collection NOUN fcis-32157 29 5 and and CCONJ fcis-32157 29 6 association association NOUN fcis-32157 29 7 of of ADP fcis-32157 29 8 multimodal multimodal NOUN fcis-32157 29 9 data datum NOUN fcis-32157 29 10 for for ADP fcis-32157 29 11 " " PUNCT fcis-32157 29 12 text text NOUN fcis-32157 29 13 + + CCONJ fcis-32157 29 14 image image NOUN fcis-32157 29 15 + + CCONJ fcis-32157 29 16 voice voice NOUN fcis-32157 29 17 " " PUNCT fcis-32157 29 18 multi multi ADJ fcis-32157 29 19 - - ADJ fcis-32157 29 20 modal modal ADJ fcis-32157 29 21 data datum NOUN fcis-32157 29 22 , , PUNCT fcis-32157 29 23 it it PRON fcis-32157 29 24 is be AUX fcis-32157 29 25 necessary necessary ADJ fcis-32157 29 26 to to PART fcis-32157 29 27 solve solve VERB fcis-32157 29 28 the the DET fcis-32157 29 29 problems problem NOUN fcis-32157 29 30 of of ADP fcis-32157 29 31 temporal temporal ADJ fcis-32157 29 32 alignment alignment NOUN fcis-32157 29 33 and and CCONJ fcis-32157 29 34 content content PROPN fcis-32157 29 35 association association PROPN fcis-32157 29 36 . . PUNCT fcis-32157 30 1 a a DET fcis-32157 30 2 time time NOUN fcis-32157 30 3 point point NOUN fcis-32157 30 4 synchronization synchronization NOUN fcis-32157 30 5 mechanism mechanism NOUN fcis-32157 30 6 is be AUX fcis-32157 30 7 adopted adopt VERB fcis-32157 30 8 to to PART fcis-32157 30 9 add add VERB fcis-32157 30 10 a a DET fcis-32157 30 11 time time NOUN fcis-32157 30 12 point point NOUN fcis-32157 30 13 accurate accurate ADJ fcis-32157 30 14 to to ADP fcis-32157 30 15 milliseconds millisecond NOUN fcis-32157 30 16 to to ADP fcis-32157 30 17 each each DET fcis-32157 30 18 50 50 NUM fcis-32157 30 19 information information NOUN fcis-32157 30 20 release release NOUN fcis-32157 30 21 behavior behavior NOUN fcis-32157 30 22 of of ADP fcis-32157 30 23 users user NOUN fcis-32157 30 24 ( ( PUNCT fcis-32157 30 25 text text NOUN fcis-32157 30 26 input input NOUN fcis-32157 30 27 , , PUNCT fcis-32157 30 28 image image NOUN fcis-32157 30 29 upload upload NOUN fcis-32157 30 30 , , PUNCT fcis-32157 30 31 voice voice NOUN fcis-32157 30 32 message message NOUN fcis-32157 30 33 ) ) PUNCT fcis-32157 30 34 . . PUNCT fcis-32157 31 1 a a DET fcis-32157 31 2 matching matching NOUN fcis-32157 31 3 threshold threshold NOUN fcis-32157 31 4 of of ADP fcis-32157 31 5 Β±500ms Β±500ms NOUN fcis-32157 31 6 is be AUX fcis-32157 31 7 set set VERB fcis-32157 31 8 to to PART fcis-32157 31 9 classify classify VERB fcis-32157 31 10 the the DET fcis-32157 31 11 multi multi ADJ fcis-32157 31 12 - - ADJ fcis-32157 31 13 modal modal ADJ fcis-32157 31 14 data datum NOUN fcis-32157 31 15 released release VERB fcis-32157 31 16 by by ADP fcis-32157 31 17 the the DET fcis-32157 31 18 same same ADJ fcis-32157 31 19 user user NOUN fcis-32157 31 20 within within ADP fcis-32157 31 21 this this DET fcis-32157 31 22 time time NOUN fcis-32157 31 23 window window NOUN fcis-32157 31 24 as as ADP fcis-32157 31 25 a a DET fcis-32157 31 26 single single ADJ fcis-32157 31 27 information information NOUN fcis-32157 31 28 behavior behavior NOUN fcis-32157 31 29 , , PUNCT fcis-32157 31 30 realizing realize VERB fcis-32157 31 31 temporal temporal ADJ fcis-32157 31 32 alignment[3 alignment[3 NOUN fcis-32157 31 33 ] ] X fcis-32157 31 34 . . PUNCT fcis-32157 32 1 for for ADP fcis-32157 32 2 video video NOUN fcis-32157 32 3 content content NOUN fcis-32157 32 4 and and CCONJ fcis-32157 32 5 comment comment NOUN fcis-32157 32 6 data datum NOUN fcis-32157 32 7 on on ADP fcis-32157 32 8 short short ADJ fcis-32157 32 9 video video NOUN fcis-32157 32 10 platforms platform NOUN fcis-32157 32 11 , , PUNCT fcis-32157 32 12 the the DET fcis-32157 32 13 inter inter ADJ fcis-32157 32 14 - - ADJ fcis-32157 32 15 frame frame ADJ fcis-32157 32 16 difference difference NOUN fcis-32157 32 17 method method NOUN fcis-32157 32 18 is be AUX fcis-32157 32 19 used use VERB fcis-32157 32 20 to to PART fcis-32157 32 21 extract extract VERB fcis-32157 32 22 video video NOUN fcis-32157 32 23 key key NOUN fcis-32157 32 24 frames frame NOUN fcis-32157 32 25 . . PUNCT fcis-32157 33 1 the the DET fcis-32157 33 2 key key ADJ fcis-32157 33 3 frames frame NOUN fcis-32157 33 4 are be AUX fcis-32157 33 5 preprocessed preprocesse VERB fcis-32157 33 6 ( ( PUNCT fcis-32157 33 7 grayscale grayscale NOUN fcis-32157 33 8 and and CCONJ fcis-32157 33 9 edge edge NOUN fcis-32157 33 10 detection detection NOUN fcis-32157 33 11 ) ) PUNCT fcis-32157 33 12 through through ADP fcis-32157 33 13 the the DET fcis-32157 33 14 opencv opencv PROPN fcis-32157 33 15 library library NOUN fcis-32157 33 16 , , PUNCT fcis-32157 33 17 and and CCONJ fcis-32157 33 18 then then ADV fcis-32157 33 19 the the DET fcis-32157 33 20 text text NOUN fcis-32157 33 21 information information NOUN fcis-32157 33 22 in in ADP fcis-32157 33 23 the the DET fcis-32157 33 24 frames frame NOUN fcis-32157 33 25 is be AUX fcis-32157 33 26 recognized recognize VERB fcis-32157 33 27 by by ADP fcis-32157 33 28 the the DET fcis-32157 33 29 tesseract tesseract ADJ fcis-32157 33 30 ocr ocr ADJ fcis-32157 33 31 technology technology NOUN fcis-32157 33 32 . . PUNCT fcis-32157 34 1 the the DET fcis-32157 34 2 jaccard jaccard ADJ fcis-32157 34 3 similarity similarity NOUN fcis-32157 34 4 calculation calculation NOUN fcis-32157 34 5 is be AUX fcis-32157 34 6 performed perform VERB fcis-32157 34 7 between between ADP fcis-32157 34 8 the the DET fcis-32157 34 9 recognition recognition NOUN fcis-32157 34 10 results result NOUN fcis-32157 34 11 and and CCONJ fcis-32157 34 12 the the DET fcis-32157 34 13 comment comment NOUN fcis-32157 34 14 area area NOUN fcis-32157 34 15 text text NOUN fcis-32157 34 16 ( ( PUNCT fcis-32157 34 17 threshold threshold NOUN fcis-32157 34 18 set set VERB fcis-32157 34 19 to to ADP fcis-32157 34 20 0.6 0.6 NUM fcis-32157 34 21 ) ) PUNCT fcis-32157 34 22 . . PUNCT fcis-32157 35 1 when when SCONJ fcis-32157 35 2 the the DET fcis-32157 35 3 similarity similarity NOUN fcis-32157 35 4 meets meet VERB fcis-32157 35 5 the the DET fcis-32157 35 6 standard standard NOUN fcis-32157 35 7 , , PUNCT fcis-32157 35 8 the the DET fcis-32157 35 9 association association NOUN fcis-32157 35 10 between between ADP fcis-32157 35 11 video video NOUN fcis-32157 35 12 content content NOUN fcis-32157 35 13 and and CCONJ fcis-32157 35 14 user user NOUN fcis-32157 35 15 comments comment NOUN fcis-32157 35 16 is be AUX fcis-32157 35 17 established establish VERB fcis-32157 35 18 , , PUNCT fcis-32157 35 19 realizing realize VERB fcis-32157 35 20 multi multi ADJ fcis-32157 35 21 - - ADJ fcis-32157 35 22 dimensional dimensional ADJ fcis-32157 35 23 data datum NOUN fcis-32157 35 24 fusion fusion NOUN fcis-32157 35 25 of of ADP fcis-32157 35 26 " " PUNCT fcis-32157 35 27 video video NOUN fcis-32157 35 28 images image NOUN fcis-32157 35 29 user user NOUN fcis-32157 35 30 feedback feedback NOUN fcis-32157 35 31 " " PUNCT fcis-32157 35 32 . . PUNCT fcis-32157 36 1 for for ADP fcis-32157 36 2 example example NOUN fcis-32157 36 3 , , PUNCT fcis-32157 36 4 during during ADP fcis-32157 36 5 the the DET fcis-32157 36 6 influenza influenza NOUN fcis-32157 36 7 epidemic epidemic NOUN fcis-32157 36 8 in in ADP fcis-32157 36 9 a a DET fcis-32157 36 10 certain certain ADJ fcis-32157 36 11 region region NOUN fcis-32157 36 12 , , PUNCT fcis-32157 36 13 this this DET fcis-32157 36 14 technology technology NOUN fcis-32157 36 15 successfully successfully ADV fcis-32157 36 16 associated associate VERB fcis-32157 36 17 300,000 300,000 NUM fcis-32157 36 18 short short ADJ fcis-32157 36 19 videos video NOUN fcis-32157 36 20 with with ADP fcis-32157 36 21 their their PRON fcis-32157 36 22 corresponding correspond VERB fcis-32157 36 23 comment comment NOUN fcis-32157 36 24 data datum NOUN fcis-32157 36 25 , , PUNCT fcis-32157 36 26 providing provide VERB fcis-32157 36 27 complete complete ADJ fcis-32157 36 28 multimodal multimodal NOUN fcis-32157 36 29 information information NOUN fcis-32157 36 30 for for ADP fcis-32157 36 31 subsequent subsequent ADJ fcis-32157 36 32 public public ADJ fcis-32157 36 33 opinion opinion NOUN fcis-32157 36 34 analysis[4,5 analysis[4,5 NOUN fcis-32157 36 35 ] ] PUNCT fcis-32157 36 36 . . PUNCT fcis-32157 37 1 2.2 2.2 NUM fcis-32157 37 2 . . PUNCT fcis-32157 37 3 data datum NOUN fcis-32157 37 4 preprocessing preprocessing NOUN fcis-32157 37 5 and and CCONJ fcis-32157 37 6 feature feature NOUN fcis-32157 37 7 engineering engineering NOUN fcis-32157 37 8 technology technology NOUN fcis-32157 37 9 2.2.1 2.2.1 NUM fcis-32157 37 10 . . PUNCT fcis-32157 38 1 adaptive adaptive ADJ fcis-32157 38 2 word word NOUN fcis-32157 38 3 segmentation segmentation NOUN fcis-32157 38 4 optimization optimization NOUN fcis-32157 38 5 in in ADP fcis-32157 38 6 the the DET fcis-32157 38 7 medical medical ADJ fcis-32157 38 8 field field NOUN fcis-32157 38 9 traditional traditional ADJ fcis-32157 38 10 word word NOUN fcis-32157 38 11 segmentation segmentation NOUN fcis-32157 38 12 tools tool NOUN fcis-32157 38 13 ( ( PUNCT fcis-32157 38 14 such such ADJ fcis-32157 38 15 as as ADP fcis-32157 38 16 jieba jieba NOUN fcis-32157 38 17 ) ) PUNCT fcis-32157 38 18 have have VERB fcis-32157 38 19 low low ADJ fcis-32157 38 20 accuracy accuracy NOUN fcis-32157 38 21 in in ADP fcis-32157 38 22 processing process VERB fcis-32157 38 23 medical medical ADJ fcis-32157 38 24 professional professional ADJ fcis-32157 38 25 terms term NOUN fcis-32157 38 26 . . PUNCT fcis-32157 39 1 to to PART fcis-32157 39 2 solve solve VERB fcis-32157 39 3 this this DET fcis-32157 39 4 problem problem NOUN fcis-32157 39 5 , , PUNCT fcis-32157 39 6 a a DET fcis-32157 39 7 medical medical ADJ fcis-32157 39 8 field field NOUN fcis-32157 39 9 word word NOUN fcis-32157 39 10 segmentation segmentation NOUN fcis-32157 39 11 dictionary dictionary NOUN fcis-32157 39 12 is be AUX fcis-32157 39 13 constructed construct VERB fcis-32157 39 14 , , PUNCT fcis-32157 39 15 which which PRON fcis-32157 39 16 includes include VERB fcis-32157 39 17 more more ADJ fcis-32157 39 18 than than ADP fcis-32157 39 19 120,000 120,000 NUM fcis-32157 39 20 professional professional ADJ fcis-32157 39 21 terms term NOUN fcis-32157 39 22 from from ADP fcis-32157 39 23 the the DET fcis-32157 39 24 medical medical ADJ fcis-32157 39 25 subject subject NOUN fcis-32157 39 26 headings heading NOUN fcis-32157 39 27 ( ( PUNCT fcis-32157 39 28 mesh mesh NOUN fcis-32157 39 29 ) ) PUNCT fcis-32157 39 30 and and CCONJ fcis-32157 39 31 chinese chinese ADJ fcis-32157 39 32 subject subject NOUN fcis-32157 39 33 headings heading NOUN fcis-32157 39 34 for for ADP fcis-32157 39 35 traditional traditional ADJ fcis-32157 39 36 chinese chinese ADJ fcis-32157 39 37 medicine medicine NOUN fcis-32157 39 38 . . PUNCT fcis-32157 40 1 a a DET fcis-32157 40 2 dictionary dictionary ADJ fcis-32157 40 3 priority priority NOUN fcis-32157 40 4 matching matching NOUN fcis-32157 40 5 algorithm algorithm NOUN fcis-32157 40 6 is be AUX fcis-32157 40 7 adopted adopt VERB fcis-32157 40 8 : : PUNCT fcis-32157 40 9 during during ADP fcis-32157 40 10 the the DET fcis-32157 40 11 word word NOUN fcis-32157 40 12 segmentation segmentation NOUN fcis-32157 40 13 process process NOUN fcis-32157 40 14 , , PUNCT fcis-32157 40 15 terms term NOUN fcis-32157 40 16 in in ADP fcis-32157 40 17 the the DET fcis-32157 40 18 dictionary dictionary NOUN fcis-32157 40 19 are be AUX fcis-32157 40 20 matched match VERB fcis-32157 40 21 first first ADV fcis-32157 40 22 . . PUNCT fcis-32157 41 1 if if SCONJ fcis-32157 41 2 the the DET fcis-32157 41 3 matching matching NOUN fcis-32157 41 4 is be AUX fcis-32157 41 5 successful successful ADJ fcis-32157 41 6 , , PUNCT fcis-32157 41 7 they they PRON fcis-32157 41 8 are be AUX fcis-32157 41 9 retained retain VERB fcis-32157 41 10 as as ADP fcis-32157 41 11 independent independent ADJ fcis-32157 41 12 words word NOUN fcis-32157 41 13 ; ; PUNCT fcis-32157 41 14 otherwise otherwise ADV fcis-32157 41 15 , , PUNCT fcis-32157 41 16 the the DET fcis-32157 41 17 maximum maximum ADJ fcis-32157 41 18 matching matching NOUN fcis-32157 41 19 method method NOUN fcis-32157 41 20 is be AUX fcis-32157 41 21 used use VERB fcis-32157 41 22 for for ADP fcis-32157 41 23 word word NOUN fcis-32157 41 24 segmentation segmentation NOUN fcis-32157 41 25 . . PUNCT fcis-32157 42 1 to to PART fcis-32157 42 2 further far ADV fcis-32157 42 3 improve improve VERB fcis-32157 42 4 the the DET fcis-32157 42 5 word word NOUN fcis-32157 42 6 segmentation segmentation NOUN fcis-32157 42 7 accuracy accuracy NOUN fcis-32157 42 8 , , PUNCT fcis-32157 42 9 a a DET fcis-32157 42 10 conditional conditional ADJ fcis-32157 42 11 random random ADJ fcis-32157 42 12 field field NOUN fcis-32157 42 13 ( ( PUNCT fcis-32157 42 14 crf crf NOUN fcis-32157 42 15 ) ) PUNCT fcis-32157 42 16 model model NOUN fcis-32157 42 17 is be AUX fcis-32157 42 18 introduced introduce VERB fcis-32157 42 19 to to PART fcis-32157 42 20 optimize optimize VERB fcis-32157 42 21 the the DET fcis-32157 42 22 word word NOUN fcis-32157 42 23 segmentation segmentation NOUN fcis-32157 42 24 results result NOUN fcis-32157 42 25 . . PUNCT fcis-32157 43 1 using use VERB fcis-32157 43 2 5 5 NUM fcis-32157 43 3 million million NUM fcis-32157 43 4 medical medical ADJ fcis-32157 43 5 documents document NOUN fcis-32157 43 6 from from ADP fcis-32157 43 7 the the DET fcis-32157 43 8 pubmed pubmed PROPN fcis-32157 43 9 central central PROPN fcis-32157 43 10 database database NOUN fcis-32157 43 11 as as ADP fcis-32157 43 12 training training NOUN fcis-32157 43 13 corpus corpus NOUN fcis-32157 43 14 , , PUNCT fcis-32157 43 15 a a DET fcis-32157 43 16 crf crf NOUN fcis-32157 43 17 feature feature NOUN fcis-32157 43 18 template template NOUN fcis-32157 43 19 including include VERB fcis-32157 43 20 the the DET fcis-32157 43 21 part part NOUN fcis-32157 43 22 - - NOUN fcis-32157 43 23 ofspeech ofspeech NOUN fcis-32157 43 24 of of ADP fcis-32157 43 25 adjacent adjacent ADJ fcis-32157 43 26 words word NOUN fcis-32157 43 27 is be AUX fcis-32157 43 28 constructed construct VERB fcis-32157 43 29 . . PUNCT fcis-32157 44 1 through through ADP fcis-32157 44 2 10 10 NUM fcis-32157 44 3 - - ADJ fcis-32157 44 4 fold fold ADJ fcis-32157 44 5 cross cross NOUN fcis-32157 44 6 - - NOUN fcis-32157 44 7 validation validation NOUN fcis-32157 44 8 , , PUNCT fcis-32157 44 9 the the DET fcis-32157 44 10 accuracy accuracy NOUN fcis-32157 44 11 of of ADP fcis-32157 44 12 medical medical ADJ fcis-32157 44 13 term term NOUN fcis-32157 44 14 segmentation segmentation NOUN fcis-32157 44 15 of of ADP fcis-32157 44 16 this this DET fcis-32157 44 17 optimization optimization NOUN fcis-32157 44 18 scheme scheme NOUN fcis-32157 44 19 increased increase VERB fcis-32157 44 20 from from ADP fcis-32157 44 21 78.3 78.3 NUM fcis-32157 44 22 % % NOUN fcis-32157 44 23 of of ADP fcis-32157 44 24 the the DET fcis-32157 44 25 traditional traditional ADJ fcis-32157 44 26 jieba jieba NOUN fcis-32157 44 27 to to ADP fcis-32157 44 28 95.6 95.6 NUM fcis-32157 44 29 % % NOUN fcis-32157 44 30 , , PUNCT fcis-32157 44 31 laying lay VERB fcis-32157 44 32 a a DET fcis-32157 44 33 foundation foundation NOUN fcis-32157 44 34 for for ADP fcis-32157 44 35 subsequent subsequent ADJ fcis-32157 44 36 text text NOUN fcis-32157 44 37 feature feature NOUN fcis-32157 44 38 extraction extraction NOUN fcis-32157 44 39 . . PUNCT fcis-32157 45 1 2.2.2 2.2.2 NUM fcis-32157 45 2 . . PUNCT fcis-32157 45 3 attention attention NOUN fcis-32157 45 4 mechanism mechanism NOUN fcis-32157 45 5 for for ADP fcis-32157 45 6 multi multi ADJ fcis-32157 45 7 - - ADJ fcis-32157 45 8 modal modal ADJ fcis-32157 45 9 feature feature NOUN fcis-32157 45 10 fusion fusion NOUN fcis-32157 45 11 the the DET fcis-32157 45 12 feature feature NOUN fcis-32157 45 13 fusion fusion NOUN fcis-32157 45 14 of of ADP fcis-32157 45 15 multi multi ADJ fcis-32157 45 16 - - ADJ fcis-32157 45 17 modal modal ADJ fcis-32157 45 18 data datum NOUN fcis-32157 45 19 ( ( PUNCT fcis-32157 45 20 text text NOUN fcis-32157 45 21 + + CCONJ fcis-32157 45 22 image image NOUN fcis-32157 45 23 ) ) PUNCT fcis-32157 45 24 is be AUX fcis-32157 45 25 the the DET fcis-32157 45 26 key key NOUN fcis-32157 45 27 to to ADP fcis-32157 45 28 improving improve VERB fcis-32157 45 29 the the DET fcis-32157 45 30 accuracy accuracy NOUN fcis-32157 45 31 of of ADP fcis-32157 45 32 subsequent subsequent ADJ fcis-32157 45 33 analysis analysis NOUN fcis-32157 45 34 . . PUNCT fcis-32157 46 1 for for ADP fcis-32157 46 2 text text NOUN fcis-32157 46 3 data datum NOUN fcis-32157 46 4 , , PUNCT fcis-32157 46 5 the the DET fcis-32157 46 6 word2vec word2vec PROPN fcis-32157 46 7 model model NOUN fcis-32157 46 8 is be AUX fcis-32157 46 9 used use VERB fcis-32157 46 10 to to PART fcis-32157 46 11 convert convert VERB fcis-32157 46 12 the the DET fcis-32157 46 13 segmented segment VERB fcis-32157 46 14 words word NOUN fcis-32157 46 15 into into ADP fcis-32157 46 16 300 300 NUM fcis-32157 46 17 - - PUNCT fcis-32157 46 18 dimensional dimensional ADJ fcis-32157 46 19 word word NOUN fcis-32157 46 20 vectors vector NOUN fcis-32157 46 21 , , PUNCT fcis-32157 46 22 and and CCONJ fcis-32157 46 23 then then ADV fcis-32157 46 24 the the DET fcis-32157 46 25 long long ADJ fcis-32157 46 26 short short ADJ fcis-32157 46 27 - - PUNCT fcis-32157 46 28 term term NOUN fcis-32157 46 29 memory memory NOUN fcis-32157 46 30 ( ( PUNCT fcis-32157 46 31 lstm lstm ADJ fcis-32157 46 32 ) ) PUNCT fcis-32157 46 33 network network NOUN fcis-32157 46 34 is be AUX fcis-32157 46 35 used use VERB fcis-32157 46 36 to to PART fcis-32157 46 37 extract extract VERB fcis-32157 46 38 text text NOUN fcis-32157 46 39 semantic semantic ADJ fcis-32157 46 40 features feature NOUN fcis-32157 46 41 ; ; PUNCT fcis-32157 46 42 for for ADP fcis-32157 46 43 image image NOUN fcis-32157 46 44 data datum NOUN fcis-32157 46 45 ( ( PUNCT fcis-32157 46 46 such such ADJ fcis-32157 46 47 as as ADP fcis-32157 46 48 ct ct PROPN fcis-32157 46 49 images image NOUN fcis-32157 46 50 ) ) PUNCT fcis-32157 46 51 , , PUNCT fcis-32157 46 52 the the DET fcis-32157 46 53 convolutional convolutional ADJ fcis-32157 46 54 neural neural ADJ fcis-32157 46 55 network network NOUN fcis-32157 46 56 ( ( PUNCT fcis-32157 46 57 cnn cnn PROPN fcis-32157 46 58 , , PUNCT fcis-32157 46 59 resnet50 resnet50 NOUN fcis-32157 46 60 ) ) PUNCT fcis-32157 46 61 model model NOUN fcis-32157 46 62 is be AUX fcis-32157 46 63 used use VERB fcis-32157 46 64 to to PART fcis-32157 46 65 extract extract VERB fcis-32157 46 66 visual visual ADJ fcis-32157 46 67 features feature NOUN fcis-32157 46 68 . . PUNCT fcis-32157 47 1 to to PART fcis-32157 47 2 realize realize VERB fcis-32157 47 3 the the DET fcis-32157 47 4 deep deep ADJ fcis-32157 47 5 fusion fusion NOUN fcis-32157 47 6 of of ADP fcis-32157 47 7 the the DET fcis-32157 47 8 two two NUM fcis-32157 47 9 types type NOUN fcis-32157 47 10 of of ADP fcis-32157 47 11 features feature NOUN fcis-32157 47 12 , , PUNCT fcis-32157 47 13 cross cross ADJ fcis-32157 47 14 - - ADJ fcis-32157 47 15 modal modal ADJ fcis-32157 47 16 attention attention NOUN fcis-32157 47 17 weight weight NOUN fcis-32157 47 18 calculation calculation NOUN fcis-32157 47 19 is be AUX fcis-32157 47 20 introduced introduce VERB fcis-32157 47 21 : : PUNCT fcis-32157 47 22 assuming assume VERB fcis-32157 47 23 the the DET fcis-32157 47 24 text text NOUN fcis-32157 47 25 feature feature NOUN fcis-32157 47 26 sequence sequence NOUN fcis-32157 47 27 is be AUX fcis-32157 47 28 𝑇 𝑇 PROPN fcis-32157 47 29 𝑑 𝑑 PROPN fcis-32157 47 30 , , PUNCT fcis-32157 47 31 𝑑 𝑑 PROPN fcis-32157 47 32 , , PUNCT fcis-32157 47 33 . . PUNCT fcis-32157 47 34 . . PUNCT fcis-32157 48 1 . . PUNCT fcis-32157 49 1 , , PUNCT fcis-32157 49 2 𝑑 𝑑 PROPN fcis-32157 49 3 and and CCONJ fcis-32157 49 4 the the DET fcis-32157 49 5 image image NOUN fcis-32157 49 6 feature feature NOUN fcis-32157 49 7 sequence sequence NOUN fcis-32157 49 8 is be AUX fcis-32157 49 9 𝐼 𝐼 ADP fcis-32157 49 10 𝑖 𝑖 SYM fcis-32157 49 11 , , PUNCT fcis-32157 49 12 𝑖 𝑖 X fcis-32157 49 13 , , PUNCT fcis-32157 49 14 . . PUNCT fcis-32157 49 15 . . PUNCT fcis-32157 50 1 . . PUNCT fcis-32157 51 1 , , PUNCT fcis-32157 51 2 𝑖 𝑖 X fcis-32157 51 3 , , PUNCT fcis-32157 51 4 the the DET fcis-32157 51 5 association association NOUN fcis-32157 51 6 weight weight NOUN fcis-32157 51 7 between between ADP fcis-32157 51 8 each each DET fcis-32157 51 9 text text NOUN fcis-32157 51 10 feature feature NOUN fcis-32157 51 11 𝑑 𝑑 NOUN fcis-32157 51 12 𝑑 𝑑 PROPN fcis-32157 51 13 and and CCONJ fcis-32157 51 14 image image NOUN fcis-32157 51 15 feature feature NOUN fcis-32157 51 16 𝑖 𝑖 VERB fcis-32157 51 17 is be AUX fcis-32157 51 18 calculated calculate VERB fcis-32157 51 19 as as ADP fcis-32157 51 20 𝑀 𝑀 NOUN fcis-32157 51 21 , , PUNCT fcis-32157 51 22 βˆ‘ βˆ‘ ADV fcis-32157 51 23 , , PUNCT fcis-32157 51 24 𝑀 𝑀 PART fcis-32157 51 25 , , PUNCT fcis-32157 51 26 βˆ‘ βˆ‘ PUNCT fcis-32157 51 27 , , PUNCT fcis-32157 51 28 ( ( PUNCT fcis-32157 51 29 where where SCONJ fcis-32157 51 30 cos cos PROPN fcis-32157 51 31 ( ( PUNCT fcis-32157 51 32 ) ) PUNCT fcis-32157 51 33 is be AUX fcis-32157 51 34 the the DET fcis-32157 51 35 cosine cosine NOUN fcis-32157 51 36 similarity similarity NOUN fcis-32157 51 37 ) ) PUNCT fcis-32157 51 38 . . PUNCT fcis-32157 52 1 after after ADP fcis-32157 52 2 normalizing normalize VERB fcis-32157 52 3 the the DET fcis-32157 52 4 weights weight NOUN fcis-32157 52 5 through through ADP fcis-32157 52 6 the the DET fcis-32157 52 7 softmax softmax NOUN fcis-32157 52 8 function function NOUN fcis-32157 52 9 , , PUNCT fcis-32157 52 10 the the DET fcis-32157 52 11 high high ADJ fcis-32157 52 12 - - PUNCT fcis-32157 52 13 weight weight NOUN fcis-32157 52 14 image image NOUN fcis-32157 52 15 features feature NOUN fcis-32157 52 16 are be AUX fcis-32157 52 17 weighted weight VERB fcis-32157 52 18 and and CCONJ fcis-32157 52 19 fused fuse VERB fcis-32157 52 20 with with ADP fcis-32157 52 21 the the DET fcis-32157 52 22 corresponding correspond VERB fcis-32157 52 23 text text NOUN fcis-32157 52 24 features feature VERB fcis-32157 52 25 to to PART fcis-32157 52 26 obtain obtain VERB fcis-32157 52 27 the the DET fcis-32157 52 28 multi multi ADJ fcis-32157 52 29 - - ADJ fcis-32157 52 30 modal modal ADJ fcis-32157 52 31 feature feature NOUN fcis-32157 52 32 vector vector NOUN fcis-32157 52 33 𝐹 𝐹 PROPN fcis-32157 52 34 βˆ‘ βˆ‘ PROPN fcis-32157 52 35 βˆ‘ βˆ‘ PROPN fcis-32157 52 36 𝑀 𝑀 ADP fcis-32157 52 37 𝑑 𝑑 PROPN fcis-32157 52 38 βŠ• βŠ• PROPN fcis-32157 52 39 𝑑 𝑑 PROPN fcis-32157 52 40 ( ( PUNCT fcis-32157 52 41 βŠ• βŠ• PROPN fcis-32157 52 42 is be AUX fcis-32157 52 43 feature feature NOUN fcis-32157 52 44 concatenation concatenation NOUN fcis-32157 52 45 ) ) PUNCT fcis-32157 52 46 . . PUNCT fcis-32157 53 1 experiments experiment NOUN fcis-32157 53 2 show show VERB fcis-32157 53 3 that that SCONJ fcis-32157 53 4 compared compare VERB fcis-32157 53 5 with with ADP fcis-32157 53 6 simple simple ADJ fcis-32157 53 7 feature feature NOUN fcis-32157 53 8 concatenation concatenation NOUN fcis-32157 53 9 , , PUNCT fcis-32157 53 10 this this DET fcis-32157 53 11 fusion fusion NOUN fcis-32157 53 12 method method NOUN fcis-32157 53 13 increases increase VERB fcis-32157 53 14 the the DET fcis-32157 53 15 silhouette silhouette NOUN fcis-32157 53 16 coefficient coefficient NOUN fcis-32157 53 17 of of ADP fcis-32157 53 18 subsequent subsequent ADJ fcis-32157 53 19 public public ADJ fcis-32157 53 20 opinion opinion NOUN fcis-32157 53 21 topic topic NOUN fcis-32157 53 22 clustering cluster VERB fcis-32157 53 23 from from ADP fcis-32157 53 24 0.52 0.52 NUM fcis-32157 53 25 to to ADP fcis-32157 53 26 0.78 0.78 NUM fcis-32157 53 27 and and CCONJ fcis-32157 53 28 the the DET fcis-32157 53 29 clustering cluster VERB fcis-32157 53 30 purity purity NOUN fcis-32157 53 31 by by ADP fcis-32157 53 32 23.5 23.5 NUM fcis-32157 53 33 % % NOUN fcis-32157 53 34 , , PUNCT fcis-32157 53 35 effectively effectively ADV fcis-32157 53 36 solving solve VERB fcis-32157 53 37 the the DET fcis-32157 53 38 problem problem NOUN fcis-32157 53 39 of of ADP fcis-32157 53 40 incomplete incomplete ADJ fcis-32157 53 41 information information NOUN fcis-32157 53 42 in in ADP fcis-32157 53 43 single single ADJ fcis-32157 53 44 - - PUNCT fcis-32157 53 45 modal modal NOUN fcis-32157 53 46 data[6,7 data[6,7 NOUN fcis-32157 53 47 ] ] PUNCT fcis-32157 53 48 . . PUNCT fcis-32157 54 1 3 3 X fcis-32157 54 2 . . X fcis-32157 54 3 application application NOUN fcis-32157 54 4 of of ADP fcis-32157 54 5 social social ADJ fcis-32157 54 6 media medium NOUN fcis-32157 54 7 medical medical ADJ fcis-32157 54 8 data datum NOUN fcis-32157 54 9 in in ADP fcis-32157 54 10 public public ADJ fcis-32157 54 11 opinion opinion NOUN fcis-32157 54 12 monitoring monitoring NOUN fcis-32157 54 13 during during ADP fcis-32157 54 14 public public ADJ fcis-32157 54 15 health health NOUN fcis-32157 54 16 emergencies emergency NOUN fcis-32157 54 17 3.1 3.1 NUM fcis-32157 54 18 . . PUNCT fcis-32157 55 1 real real ADJ fcis-32157 55 2 - - PUNCT fcis-32157 55 3 time time NOUN fcis-32157 55 4 monitoring monitoring NOUN fcis-32157 55 5 of of ADP fcis-32157 55 6 public public ADJ fcis-32157 55 7 opinion opinion NOUN fcis-32157 55 8 dynamics dynamic NOUN fcis-32157 55 9 by by ADP fcis-32157 55 10 real real ADJ fcis-32157 55 11 - - PUNCT fcis-32157 55 12 time time NOUN fcis-32157 55 13 collecting collecting NOUN fcis-32157 55 14 and and CCONJ fcis-32157 55 15 analyzing analyze VERB fcis-32157 55 16 social social ADJ fcis-32157 55 17 media medium NOUN fcis-32157 55 18 medical medical ADJ fcis-32157 55 19 data datum NOUN fcis-32157 56 1 , , PUNCT fcis-32157 56 2 we we PRON fcis-32157 56 3 can can AUX fcis-32157 56 4 quickly quickly ADV fcis-32157 56 5 capture capture VERB fcis-32157 56 6 the the DET fcis-32157 56 7 public public NOUN fcis-32157 56 8 's 's PART fcis-32157 56 9 discussion discussion NOUN fcis-32157 56 10 hotspots hotspot NOUN fcis-32157 56 11 , , PUNCT fcis-32157 56 12 viewpoints viewpoint NOUN fcis-32157 56 13 , , PUNCT fcis-32157 56 14 and and CCONJ fcis-32157 56 15 emotional emotional ADJ fcis-32157 56 16 changes change NOUN fcis-32157 56 17 regarding regard VERB fcis-32157 56 18 public public ADJ fcis-32157 56 19 health health NOUN fcis-32157 56 20 emergencies emergency NOUN fcis-32157 56 21 . . PUNCT fcis-32157 57 1 in in ADP fcis-32157 57 2 the the DET fcis-32157 57 3 data data NOUN fcis-32157 57 4 collection collection NOUN fcis-32157 57 5 work work NOUN fcis-32157 57 6 on on ADP fcis-32157 57 7 facebook facebook NOUN fcis-32157 57 8 and and CCONJ fcis-32157 57 9 twitter twitter NOUN fcis-32157 57 10 related relate VERB fcis-32157 57 11 to to ADP fcis-32157 57 12 the the DET fcis-32157 57 13 ebola ebola PROPN fcis-32157 57 14 epidemic epidemic NOUN fcis-32157 57 15 , , PUNCT fcis-32157 57 16 facing face VERB fcis-32157 57 17 the the DET fcis-32157 57 18 challenge challenge NOUN fcis-32157 57 19 of of ADP fcis-32157 57 20 upgraded upgrade VERB fcis-32157 57 21 platform platform NOUN fcis-32157 57 22 anti anti ADJ fcis-32157 57 23 - - ADJ fcis-32157 57 24 crawling crawling ADJ fcis-32157 57 25 mechanisms mechanism NOUN fcis-32157 57 26 , , PUNCT fcis-32157 57 27 the the DET fcis-32157 57 28 technical technical ADJ fcis-32157 57 29 team team NOUN fcis-32157 57 30 carried carry VERB fcis-32157 57 31 out out ADP fcis-32157 57 32 multiple multiple ADJ fcis-32157 57 33 rounds round NOUN fcis-32157 57 34 of of ADP fcis-32157 57 35 targeted target VERB fcis-32157 57 36 optimizations optimization NOUN fcis-32157 57 37 and and CCONJ fcis-32157 57 38 achieved achieve VERB fcis-32157 57 39 remarkable remarkable ADJ fcis-32157 57 40 results result NOUN fcis-32157 57 41 . . PUNCT fcis-32157 58 1 in in ADP fcis-32157 58 2 terms term NOUN fcis-32157 58 3 of of ADP fcis-32157 58 4 anti anti ADJ fcis-32157 58 5 - - ADJ fcis-32157 58 6 crawling crawling ADJ fcis-32157 58 7 optimization optimization NOUN fcis-32157 58 8 of of ADP fcis-32157 58 9 the the DET fcis-32157 58 10 crawler crawler NOUN fcis-32157 58 11 cluster cluster NOUN fcis-32157 58 12 , , PUNCT fcis-32157 58 13 the the DET fcis-32157 58 14 account account NOUN fcis-32157 58 15 ban ban NOUN fcis-32157 58 16 rate rate NOUN fcis-32157 58 17 on on ADP fcis-32157 58 18 twitter twitter NOUN fcis-32157 58 19 was be AUX fcis-32157 58 20 as as ADV fcis-32157 58 21 high high ADJ fcis-32157 58 22 as as ADP fcis-32157 58 23 40 40 NUM fcis-32157 58 24 % % NOUN fcis-32157 58 25 when when SCONJ fcis-32157 58 26 using use VERB fcis-32157 58 27 a a DET fcis-32157 58 28 single single ADJ fcis-32157 58 29 - - PUNCT fcis-32157 58 30 threaded thread VERB fcis-32157 58 31 crawler crawler NOUN fcis-32157 58 32 in in ADP fcis-32157 58 33 the the DET fcis-32157 58 34 initial initial ADJ fcis-32157 58 35 stage stage NOUN fcis-32157 58 36 . . PUNCT fcis-32157 59 1 subsequently subsequently ADV fcis-32157 59 2 , , PUNCT fcis-32157 59 3 the the DET fcis-32157 59 4 technical technical ADJ fcis-32157 59 5 team team NOUN fcis-32157 59 6 adjusted adjust VERB fcis-32157 59 7 the the DET fcis-32157 59 8 architecture architecture NOUN fcis-32157 59 9 to to ADP fcis-32157 59 10 " " PUNCT fcis-32157 59 11 15 15 NUM fcis-32157 59 12 slave slave NOUN fcis-32157 59 13 nodes node NOUN fcis-32157 59 14 + + CCONJ fcis-32157 59 15 2 2 NUM fcis-32157 59 16 threads thread NOUN fcis-32157 59 17 / / SYM fcis-32157 59 18 node node NOUN fcis-32157 59 19 " " PUNCT fcis-32157 59 20 and and CCONJ fcis-32157 59 21 combined combine VERB fcis-32157 59 22 with with ADP fcis-32157 59 23 an an DET fcis-32157 59 24 ip ip PRON fcis-32157 59 25 pool pool NOUN fcis-32157 59 26 of of ADP fcis-32157 59 27 over over ADP fcis-32157 59 28 1000 1000 NUM fcis-32157 59 29 for for ADP fcis-32157 59 30 dynamic dynamic ADJ fcis-32157 59 31 switching switching NOUN fcis-32157 59 32 ( ( PUNCT fcis-32157 59 33 changing change VERB fcis-32157 59 34 1 1 NUM fcis-32157 59 35 ip ip NOUN fcis-32157 59 36 every every DET fcis-32157 59 37 30 30 NUM fcis-32157 59 38 seconds second NOUN fcis-32157 59 39 ) ) PUNCT fcis-32157 59 40 , , PUNCT fcis-32157 59 41 successfully successfully ADV fcis-32157 59 42 reducing reduce VERB fcis-32157 59 43 the the DET fcis-32157 59 44 account account NOUN fcis-32157 59 45 ban ban NOUN fcis-32157 59 46 rate rate NOUN fcis-32157 59 47 to to ADP fcis-32157 59 48 below below ADP fcis-32157 59 49 5 5 NUM fcis-32157 59 50 % % NOUN fcis-32157 59 51 . . PUNCT fcis-32157 60 1 when when SCONJ fcis-32157 60 2 using use VERB fcis-32157 60 3 playwright playwright NOUN fcis-32157 60 4 to to PART fcis-32157 60 5 process process VERB fcis-32157 60 6 dynamic dynamic ADJ fcis-32157 60 7 pages page NOUN fcis-32157 60 8 , , PUNCT fcis-32157 60 9 the the DET fcis-32157 60 10 technical technical ADJ fcis-32157 60 11 team team NOUN fcis-32157 60 12 found find VERB fcis-32157 60 13 that that SCONJ fcis-32157 60 14 facebook facebook PROPN fcis-32157 60 15 's 's PART fcis-32157 60 16 " " PUNCT fcis-32157 60 17 scroll scroll NOUN fcis-32157 60 18 - - PUNCT fcis-32157 60 19 loaded load VERB fcis-32157 60 20 comments comment NOUN fcis-32157 60 21 " " PUNCT fcis-32157 60 22 function function NOUN fcis-32157 60 23 required require VERB fcis-32157 60 24 simulating simulate VERB fcis-32157 60 25 user user NOUN fcis-32157 60 26 stay stay VERB fcis-32157 60 27 time time NOUN fcis-32157 60 28 , , PUNCT fcis-32157 60 29 so so ADV fcis-32157 60 30 a a DET fcis-32157 60 31 random random ADJ fcis-32157 60 32 interval interval NOUN fcis-32157 60 33 of of ADP fcis-32157 60 34 12 12 NUM fcis-32157 60 35 seconds second NOUN fcis-32157 60 36 was be AUX fcis-32157 60 37 set set VERB fcis-32157 60 38 , , PUNCT fcis-32157 60 39 which which PRON fcis-32157 60 40 effectively effectively ADV fcis-32157 60 41 solved solve VERB fcis-32157 60 42 the the DET fcis-32157 60 43 problem problem NOUN fcis-32157 60 44 of of ADP fcis-32157 60 45 only only ADV fcis-32157 60 46 being be AUX fcis-32157 60 47 able able ADJ fcis-32157 60 48 to to PART fcis-32157 60 49 crawl crawl VERB fcis-32157 60 50 the the DET fcis-32157 60 51 first first ADJ fcis-32157 60 52 20 20 NUM fcis-32157 60 53 comments comment NOUN fcis-32157 60 54 previously previously ADV fcis-32157 60 55 . . PUNCT fcis-32157 61 1 after after ADP fcis-32157 61 2 optimization optimization NOUN fcis-32157 61 3 , , PUNCT fcis-32157 61 4 the the DET fcis-32157 61 5 single single ADJ fcis-32157 61 6 crawl crawl NOUN fcis-32157 61 7 volume volume NOUN fcis-32157 61 8 per per ADP fcis-32157 61 9 node node NOUN fcis-32157 61 10 increased increase VERB fcis-32157 61 11 from from ADP fcis-32157 61 12 20 20 NUM fcis-32157 61 13 to to PART fcis-32157 61 14 more more ADJ fcis-32157 61 15 than than ADP fcis-32157 61 16 200 200 NUM fcis-32157 61 17 . . PUNCT fcis-32157 62 1 in in ADP fcis-32157 62 2 the the DET fcis-32157 62 3 data data NOUN fcis-32157 62 4 preprocessing preprocessing NOUN fcis-32157 62 5 link link NOUN fcis-32157 62 6 , , PUNCT fcis-32157 62 7 aiming aim VERB fcis-32157 62 8 at at ADP fcis-32157 62 9 a a DET fcis-32157 62 10 large large ADJ fcis-32157 62 11 number number NOUN fcis-32157 62 12 of of ADP fcis-32157 62 13 invalid invalid ADJ fcis-32157 62 14 links link NOUN fcis-32157 62 15 in in ADP fcis-32157 62 16 ebola ebola NOUN fcis-32157 62 17 - - PUNCT fcis-32157 62 18 related relate VERB fcis-32157 62 19 texts text NOUN fcis-32157 62 20 , , PUNCT fcis-32157 62 21 the the DET fcis-32157 62 22 technical technical ADJ fcis-32157 62 23 team team NOUN fcis-32157 62 24 accurately accurately ADV fcis-32157 62 25 eliminated eliminate VERB fcis-32157 62 26 third third ADJ fcis-32157 62 27 - - PUNCT fcis-32157 62 28 party party NOUN fcis-32157 62 29 links link NOUN fcis-32157 62 30 by by ADP fcis-32157 62 31 optimizing optimize VERB fcis-32157 62 32 expressions expression NOUN fcis-32157 62 33 , , PUNCT fcis-32157 62 34 significantly significantly ADV fcis-32157 62 35 improving improve VERB fcis-32157 62 36 the the DET fcis-32157 62 37 filtering filter VERB fcis-32157 62 38 accuracy accuracy NOUN fcis-32157 62 39 . . PUNCT fcis-32157 63 1 at at ADP fcis-32157 63 2 the the DET fcis-32157 63 3 same same ADJ fcis-32157 63 4 time time NOUN fcis-32157 63 5 , , PUNCT fcis-32157 63 6 in in ADP fcis-32157 63 7 the the DET fcis-32157 63 8 fine fine ADV fcis-32157 63 9 - - PUNCT fcis-32157 63 10 tuning tuning NOUN fcis-32157 63 11 of of ADP fcis-32157 63 12 medical medical ADJ fcis-32157 63 13 word word NOUN fcis-32157 63 14 vectors vector NOUN fcis-32157 63 15 , , PUNCT fcis-32157 63 16 based base VERB fcis-32157 63 17 on on ADP fcis-32157 63 18 300 300 NUM fcis-32157 63 19 - - PUNCT fcis-32157 63 20 dimensional dimensional ADJ fcis-32157 63 21 glove glove NOUN fcis-32157 63 22 pretrained pretraine VERB fcis-32157 63 23 vectors vector NOUN fcis-32157 63 24 , , PUNCT fcis-32157 63 25 50,000 50,000 NUM fcis-32157 63 26 ebola ebola NOUN fcis-32157 63 27 epidemic epidemic NOUN fcis-32157 63 28 medical medical ADJ fcis-32157 63 29 texts text NOUN fcis-32157 63 30 were be AUX fcis-32157 63 31 used use VERB fcis-32157 63 32 for for ADP fcis-32157 63 33 fine fine ADV fcis-32157 63 34 - - PUNCT fcis-32157 63 35 tuning tuning NOUN fcis-32157 63 36 , , PUNCT fcis-32157 63 37 and and CCONJ fcis-32157 63 38 semantic semantic ADJ fcis-32157 63 39 matching matching NOUN fcis-32157 63 40 was be AUX fcis-32157 63 41 optimized optimize VERB fcis-32157 63 42 through through ADP fcis-32157 63 43 the the DET fcis-32157 63 44 contrastive contrastive ADJ fcis-32157 63 45 loss loss NOUN fcis-32157 63 46 function function NOUN fcis-32157 63 47 . . PUNCT fcis-32157 64 1 finally finally ADV fcis-32157 64 2 , , PUNCT fcis-32157 64 3 the the DET fcis-32157 64 4 vector vector NOUN fcis-32157 64 5 cosine cosine NOUN fcis-32157 64 6 similarity similarity NOUN fcis-32157 64 7 between between ADP fcis-32157 64 8 " " PUNCT fcis-32157 64 9 ebola ebola NOUN fcis-32157 64 10 transmission transmission NOUN fcis-32157 64 11 " " PUNCT fcis-32157 64 12 and and CCONJ fcis-32157 64 13 " " PUNCT fcis-32157 64 14 influenza influenza ADJ fcis-32157 64 15 transmission transmission NOUN fcis-32157 64 16 " " PUNCT fcis-32157 64 17 was be AUX fcis-32157 64 18 greatly greatly ADV fcis-32157 64 19 reduced reduce VERB fcis-32157 64 20 , , PUNCT fcis-32157 64 21 the the DET fcis-32157 64 22 filtering filter VERB fcis-32157 64 23 rate rate NOUN fcis-32157 64 24 of of ADP fcis-32157 64 25 irrelevant irrelevant ADJ fcis-32157 64 26 texts text NOUN fcis-32157 64 27 was be AUX fcis-32157 64 28 significantly significantly ADV fcis-32157 64 29 improved improve VERB fcis-32157 64 30 , , PUNCT fcis-32157 64 31 and and CCONJ fcis-32157 64 32 the the DET fcis-32157 64 33 data data NOUN fcis-32157 64 34 signal signal NOUN fcis-32157 64 35 - - PUNCT fcis-32157 64 36 to to ADP fcis-32157 64 37 - - PUNCT fcis-32157 64 38 noise noise NOUN fcis-32157 64 39 ratio ratio NOUN fcis-32157 64 40 was be AUX fcis-32157 64 41 stabilized stabilize VERB fcis-32157 64 42 within within ADP fcis-32157 64 43 a a DET fcis-32157 64 44 reasonable reasonable ADJ fcis-32157 64 45 range[8,9,10 range[8,9,10 NOUN fcis-32157 64 46 ] ] X fcis-32157 64 47 . . PUNCT fcis-32157 65 1 at at ADP fcis-32157 65 2 the the DET fcis-32157 65 3 same same ADJ fcis-32157 65 4 time time NOUN fcis-32157 65 5 , , PUNCT fcis-32157 65 6 through through ADP fcis-32157 65 7 sentiment sentiment NOUN fcis-32157 65 8 analysis analysis NOUN fcis-32157 65 9 , , PUNCT fcis-32157 65 10 the the DET fcis-32157 65 11 public public NOUN fcis-32157 65 12 's 's PART fcis-32157 65 13 emotional emotional ADJ fcis-32157 65 14 fluctuations fluctuation NOUN fcis-32157 65 15 were be AUX fcis-32157 65 16 grasped grasp VERB fcis-32157 65 17 in in ADP fcis-32157 65 18 real real ADJ fcis-32157 65 19 time time NOUN fcis-32157 65 20 . . PUNCT fcis-32157 66 1 the the DET fcis-32157 66 2 proportion proportion NOUN fcis-32157 66 3 of of ADP fcis-32157 66 4 public public ADJ fcis-32157 66 5 negative negative ADJ fcis-32157 66 6 emotions emotion NOUN fcis-32157 66 7 quickly quickly ADV fcis-32157 66 8 rose rise VERB fcis-32157 66 9 from from ADP fcis-32157 66 10 30 30 NUM fcis-32157 66 11 % % NOUN fcis-32157 66 12 to to ADP fcis-32157 66 13 55 55 NUM fcis-32157 66 14 % % NOUN fcis-32157 66 15 , , PUNCT fcis-32157 66 16 and and CCONJ fcis-32157 66 17 the the DET fcis-32157 66 18 relevant relevant ADJ fcis-32157 66 19 departments department NOUN fcis-32157 66 20 promptly promptly ADV fcis-32157 66 21 released release VERB fcis-32157 66 22 authoritative authoritative ADJ fcis-32157 66 23 information information NOUN fcis-32157 66 24 based base VERB fcis-32157 66 25 on on ADP fcis-32157 66 26 this this PRON fcis-32157 66 27 to to PART fcis-32157 66 28 stabilize stabilize VERB fcis-32157 66 29 public public ADJ fcis-32157 66 30 sentiment sentiment NOUN fcis-32157 66 31 . . PUNCT fcis-32157 67 1 3.2 3.2 NUM fcis-32157 67 2 . . PUNCT fcis-32157 67 3 predicting predict VERB fcis-32157 67 4 the the DET fcis-32157 67 5 development development NOUN fcis-32157 67 6 trend trend NOUN fcis-32157 67 7 of of ADP fcis-32157 67 8 public public ADJ fcis-32157 67 9 opinion opinion NOUN fcis-32157 67 10 based base VERB fcis-32157 67 11 on on ADP fcis-32157 67 12 historical historical ADJ fcis-32157 67 13 and and CCONJ fcis-32157 67 14 real real ADJ fcis-32157 67 15 - - PUNCT fcis-32157 67 16 time time NOUN fcis-32157 67 17 social social ADJ fcis-32157 67 18 media medium NOUN fcis-32157 67 19 medical medical ADJ fcis-32157 67 20 data datum NOUN fcis-32157 67 21 , , PUNCT fcis-32157 67 22 51 51 NUM fcis-32157 67 23 machine machine NOUN fcis-32157 67 24 learning learning NOUN fcis-32157 67 25 and and CCONJ fcis-32157 67 26 deep deep ADJ fcis-32157 67 27 learning learning NOUN fcis-32157 67 28 algorithms algorithm NOUN fcis-32157 67 29 are be AUX fcis-32157 67 30 used use VERB fcis-32157 67 31 to to PART fcis-32157 67 32 construct construct VERB fcis-32157 67 33 a a DET fcis-32157 67 34 public public ADJ fcis-32157 67 35 opinion opinion NOUN fcis-32157 67 36 prediction prediction NOUN fcis-32157 67 37 model model NOUN fcis-32157 67 38 . . PUNCT fcis-32157 68 1 in in ADP fcis-32157 68 2 the the DET fcis-32157 68 3 prediction prediction NOUN fcis-32157 68 4 of of ADP fcis-32157 68 5 the the DET fcis-32157 68 6 rumor rumor NOUN fcis-32157 68 7 that that SCONJ fcis-32157 68 8 " " PUNCT fcis-32157 68 9 zika zika X fcis-32157 68 10 virus virus NOUN fcis-32157 68 11 causes cause VERB fcis-32157 68 12 microcephaly microcephaly NOUN fcis-32157 68 13 in in ADP fcis-32157 68 14 newborns newborn NOUN fcis-32157 68 15 " " PUNCT fcis-32157 68 16 , , PUNCT fcis-32157 68 17 the the DET fcis-32157 68 18 prediction prediction NOUN fcis-32157 68 19 model model NOUN fcis-32157 68 20 faced face VERB fcis-32157 68 21 the the DET fcis-32157 68 22 problem problem NOUN fcis-32157 68 23 of of ADP fcis-32157 68 24 " " PUNCT fcis-32157 68 25 redundant redundant ADJ fcis-32157 68 26 transmission transmission NOUN fcis-32157 68 27 features feature NOUN fcis-32157 68 28 " " PUNCT fcis-32157 68 29 , , PUNCT fcis-32157 68 30 which which PRON fcis-32157 68 31 was be AUX fcis-32157 68 32 effectively effectively ADV fcis-32157 68 33 solved solve VERB fcis-32157 68 34 by by ADP fcis-32157 68 35 the the DET fcis-32157 68 36 technical technical ADJ fcis-32157 68 37 team team NOUN fcis-32157 68 38 through through ADP fcis-32157 68 39 a a DET fcis-32157 68 40 series series NOUN fcis-32157 68 41 of of ADP fcis-32157 68 42 optimizations optimization NOUN fcis-32157 68 43 : : PUNCT fcis-32157 68 44 among among ADP fcis-32157 68 45 the the DET fcis-32157 68 46 initially initially ADV fcis-32157 68 47 constructed construct VERB fcis-32157 68 48 25 25 NUM fcis-32157 68 49 - - PUNCT fcis-32157 68 50 dimensional dimensional ADJ fcis-32157 68 51 features feature NOUN fcis-32157 68 52 ( ( PUNCT fcis-32157 68 53 including include VERB fcis-32157 68 54 " " PUNCT fcis-32157 68 55 user user NOUN fcis-32157 68 56 followers follower NOUN fcis-32157 68 57 " " PUNCT fcis-32157 68 58 , , PUNCT fcis-32157 68 59 " " PUNCT fcis-32157 68 60 post post X fcis-32157 68 61 likes like NOUN fcis-32157 68 62 " " PUNCT fcis-32157 68 63 , , PUNCT fcis-32157 68 64 " " PUNCT fcis-32157 68 65 comment comment NOUN fcis-32157 68 66 sentiment sentiment NOUN fcis-32157 68 67 tendency tendency ADP fcis-32157 68 68 " " PUNCT fcis-32157 68 69 , , PUNCT fcis-32157 68 70 etc etc X fcis-32157 68 71 . . X fcis-32157 68 72 ) ) PUNCT fcis-32157 68 73 , , PUNCT fcis-32157 68 74 pearson pearson PROPN fcis-32157 68 75 correlation correlation NOUN fcis-32157 68 76 analysis analysis NOUN fcis-32157 68 77 found find VERB fcis-32157 68 78 that that SCONJ fcis-32157 68 79 the the DET fcis-32157 68 80 correlation correlation NOUN fcis-32157 68 81 between between ADP fcis-32157 68 82 " " PUNCT fcis-32157 68 83 user user NOUN fcis-32157 68 84 followers follower NOUN fcis-32157 68 85 " " PUNCT fcis-32157 68 86 and and CCONJ fcis-32157 68 87 " " PUNCT fcis-32157 68 88 post post VERB fcis-32157 68 89 forwarding forwarding NOUN fcis-32157 68 90 rate rate NOUN fcis-32157 68 91 " " PUNCT fcis-32157 68 92 reached reach VERB fcis-32157 68 93 0.85 0.85 NUM fcis-32157 68 94 , , PUNCT fcis-32157 68 95 with with ADP fcis-32157 68 96 serious serious ADJ fcis-32157 68 97 redundancy redundancy NOUN fcis-32157 68 98 . . PUNCT fcis-32157 69 1 therefore therefore ADV fcis-32157 69 2 , , PUNCT fcis-32157 69 3 " " PUNCT fcis-32157 69 4 user user NOUN fcis-32157 69 5 followers follower NOUN fcis-32157 69 6 " " PUNCT fcis-32157 69 7 was be AUX fcis-32157 69 8 eliminated eliminate VERB fcis-32157 69 9 , , PUNCT fcis-32157 69 10 and and CCONJ fcis-32157 69 11 18 18 NUM fcis-32157 69 12 - - PUNCT fcis-32157 69 13 dimensional dimensional ADJ fcis-32157 69 14 core core NOUN fcis-32157 69 15 features feature NOUN fcis-32157 69 16 were be AUX fcis-32157 69 17 retained retain VERB fcis-32157 69 18 . . PUNCT fcis-32157 70 1 after after ADP fcis-32157 70 2 z z NOUN fcis-32157 70 3 - - PUNCT fcis-32157 70 4 score score NOUN fcis-32157 70 5 standardization standardization NOUN fcis-32157 70 6 of of ADP fcis-32157 70 7 these these DET fcis-32157 70 8 18dimensional 18dimensional NUM fcis-32157 70 9 features feature NOUN fcis-32157 70 10 , , PUNCT fcis-32157 70 11 the the DET fcis-32157 70 12 number number NOUN fcis-32157 70 13 of of ADP fcis-32157 70 14 principal principal ADJ fcis-32157 70 15 components component NOUN fcis-32157 70 16 was be AUX fcis-32157 70 17 determined determine VERB fcis-32157 70 18 to to PART fcis-32157 70 19 be be AUX fcis-32157 70 20 12 12 NUM fcis-32157 70 21 with with ADP fcis-32157 70 22 the the DET fcis-32157 70 23 help help NOUN fcis-32157 70 24 of of ADP fcis-32157 70 25 a a DET fcis-32157 70 26 scree scree ADJ fcis-32157 70 27 plot plot NOUN fcis-32157 70 28 ( ( PUNCT fcis-32157 70 29 the the DET fcis-32157 70 30 cumulative cumulative ADJ fcis-32157 70 31 variance variance NOUN fcis-32157 70 32 contribution contribution NOUN fcis-32157 70 33 rate rate NOUN fcis-32157 70 34 of of ADP fcis-32157 70 35 the the DET fcis-32157 70 36 first first ADJ fcis-32157 70 37 12 12 NUM fcis-32157 70 38 principal principal ADJ fcis-32157 70 39 components component NOUN fcis-32157 70 40 reached reach VERB fcis-32157 70 41 92 92 NUM fcis-32157 70 42 % % NOUN fcis-32157 70 43 ) ) PUNCT fcis-32157 70 44 . . PUNCT fcis-32157 71 1 pca pca NOUN fcis-32157 71 2 dimensionality dimensionality NOUN fcis-32157 71 3 reduction reduction NOUN fcis-32157 71 4 effectively effectively ADV fcis-32157 71 5 reduced reduce VERB fcis-32157 71 6 the the DET fcis-32157 71 7 model model NOUN fcis-32157 71 8 complexity complexity NOUN fcis-32157 71 9 , , PUNCT fcis-32157 71 10 reducing reduce VERB fcis-32157 71 11 the the DET fcis-32157 71 12 training training NOUN fcis-32157 71 13 time time NOUN fcis-32157 71 14 of of ADP fcis-32157 71 15 the the DET fcis-32157 71 16 lstm lstm PROPN fcis-32157 71 17 model model NOUN fcis-32157 71 18 from from ADP fcis-32157 71 19 2 2 NUM fcis-32157 71 20 hours hour NOUN fcis-32157 71 21 to to ADP fcis-32157 71 22 45 45 NUM fcis-32157 71 23 minutes minute NOUN fcis-32157 71 24 . . PUNCT fcis-32157 72 1 at at ADP fcis-32157 72 2 the the DET fcis-32157 72 3 same same ADJ fcis-32157 72 4 time time NOUN fcis-32157 72 5 , , PUNCT fcis-32157 72 6 aiming aim VERB fcis-32157 72 7 at at ADP fcis-32157 72 8 the the DET fcis-32157 72 9 intraday intraday NOUN fcis-32157 72 10 fluctuations fluctuation NOUN fcis-32157 72 11 in in ADP fcis-32157 72 12 the the DET fcis-32157 72 13 " " PUNCT fcis-32157 72 14 7 7 NUM fcis-32157 72 15 - - PUNCT fcis-32157 72 16 day day NOUN fcis-32157 72 17 topic topic NOUN fcis-32157 72 18 discussion discussion NOUN fcis-32157 72 19 volume volume NOUN fcis-32157 72 20 " " PUNCT fcis-32157 72 21 ( ( PUNCT fcis-32157 72 22 such such ADJ fcis-32157 72 23 as as ADP fcis-32157 72 24 a a DET fcis-32157 72 25 sharp sharp ADJ fcis-32157 72 26 drop drop NOUN fcis-32157 72 27 in in ADP fcis-32157 72 28 discussion discussion NOUN fcis-32157 72 29 volume volume NOUN fcis-32157 72 30 at at ADP fcis-32157 72 31 night night NOUN fcis-32157 72 32 ) ) PUNCT fcis-32157 72 33 , , PUNCT fcis-32157 72 34 a a DET fcis-32157 72 35 72 72 NUM fcis-32157 72 36 - - PUNCT fcis-32157 72 37 hour hour NOUN fcis-32157 72 38 sliding slide VERB fcis-32157 72 39 window window NOUN fcis-32157 72 40 was be AUX fcis-32157 72 41 used use VERB fcis-32157 72 42 for for ADP fcis-32157 72 43 exponentially exponentially ADV fcis-32157 72 44 weighted weight VERB fcis-32157 72 45 smoothing smooth VERB fcis-32157 72 46 to to PART fcis-32157 72 47 eliminate eliminate VERB fcis-32157 72 48 fluctuation fluctuation NOUN fcis-32157 72 49 interference interference NOUN fcis-32157 72 50 . . PUNCT fcis-32157 73 1 finally finally ADV fcis-32157 73 2 , , PUNCT fcis-32157 73 3 the the DET fcis-32157 73 4 smoothness smoothness NOUN fcis-32157 73 5 of of ADP fcis-32157 73 6 the the DET fcis-32157 73 7 discussion discussion NOUN fcis-32157 73 8 volume volume NOUN fcis-32157 73 9 time time NOUN fcis-32157 73 10 series series PROPN fcis-32157 73 11 curve curve NOUN fcis-32157 73 12 was be AUX fcis-32157 73 13 improved improve VERB fcis-32157 73 14 by by ADP fcis-32157 73 15 40 40 NUM fcis-32157 73 16 % % NOUN fcis-32157 73 17 , , PUNCT fcis-32157 73 18 and and CCONJ fcis-32157 73 19 the the DET fcis-32157 73 20 prediction prediction NOUN fcis-32157 73 21 error error NOUN fcis-32157 73 22 of of ADP fcis-32157 73 23 the the DET fcis-32157 73 24 model model NOUN fcis-32157 73 25 for for ADP fcis-32157 73 26 the the DET fcis-32157 73 27 rumor rumor NOUN fcis-32157 73 28 transmission transmission NOUN fcis-32157 73 29 peak peak NOUN fcis-32157 73 30 was be AUX fcis-32157 73 31 reduced reduce VERB fcis-32157 73 32 by by ADP fcis-32157 73 33 15 15 NUM fcis-32157 73 34 % % NOUN fcis-32157 73 35 . . PUNCT fcis-32157 74 1 based base VERB fcis-32157 74 2 on on ADP fcis-32157 74 3 this this PRON fcis-32157 74 4 , , PUNCT fcis-32157 74 5 the the DET fcis-32157 74 6 relevant relevant ADJ fcis-32157 74 7 departments department NOUN fcis-32157 74 8 , , PUNCT fcis-32157 74 9 in in ADP fcis-32157 74 10 conjunction conjunction NOUN fcis-32157 74 11 with with ADP fcis-32157 74 12 social social ADJ fcis-32157 74 13 media medium NOUN fcis-32157 74 14 platforms platform NOUN fcis-32157 74 15 , , PUNCT fcis-32157 74 16 marked mark VERB fcis-32157 74 17 and and CCONJ fcis-32157 74 18 refuted refute VERB fcis-32157 74 19 the the DET fcis-32157 74 20 rumors rumor NOUN fcis-32157 74 21 , , PUNCT fcis-32157 74 22 effectively effectively ADV fcis-32157 74 23 controlling control VERB fcis-32157 74 24 the the DET fcis-32157 74 25 spread spread NOUN fcis-32157 74 26 of of ADP fcis-32157 74 27 rumors rumor NOUN fcis-32157 74 28 . . PUNCT fcis-32157 75 1 in in ADP fcis-32157 75 2 addition addition NOUN fcis-32157 75 3 , , PUNCT fcis-32157 75 4 by by ADP fcis-32157 75 5 analyzing analyze VERB fcis-32157 75 6 the the DET fcis-32157 75 7 historical historical ADJ fcis-32157 75 8 discussion discussion NOUN fcis-32157 75 9 data datum NOUN fcis-32157 75 10 of of ADP fcis-32157 75 11 the the DET fcis-32157 75 12 public public NOUN fcis-32157 75 13 on on ADP fcis-32157 75 14 prevention prevention NOUN fcis-32157 75 15 and and CCONJ fcis-32157 75 16 control control NOUN fcis-32157 75 17 policies policy NOUN fcis-32157 75 18 , , PUNCT fcis-32157 75 19 the the DET fcis-32157 75 20 model model NOUN fcis-32157 75 21 can can AUX fcis-32157 75 22 predict predict VERB fcis-32157 75 23 the the DET fcis-32157 75 24 public public NOUN fcis-32157 75 25 's 's PART fcis-32157 75 26 acceptance acceptance NOUN fcis-32157 75 27 and and CCONJ fcis-32157 75 28 reaction reaction NOUN fcis-32157 75 29 after after ADP fcis-32157 75 30 the the DET fcis-32157 75 31 release release NOUN fcis-32157 75 32 of of ADP fcis-32157 75 33 new new ADJ fcis-32157 75 34 policies policy NOUN fcis-32157 75 35 , , PUNCT fcis-32157 75 36 helping help VERB fcis-32157 75 37 policymakers policymaker NOUN fcis-32157 75 38 optimize optimize VERB fcis-32157 75 39 policy policy NOUN fcis-32157 75 40 content content NOUN fcis-32157 75 41 and and CCONJ fcis-32157 75 42 release release VERB fcis-32157 75 43 strategies strategy NOUN fcis-32157 75 44 to to PART fcis-32157 75 45 avoid avoid VERB fcis-32157 75 46 negative negative ADJ fcis-32157 75 47 public public ADJ fcis-32157 75 48 opinion[10,11 opinion[10,11 NOUN fcis-32157 75 49 ] ] PUNCT fcis-32157 75 50 . . PUNCT fcis-32157 76 1 3.3 3.3 NUM fcis-32157 76 2 . . PUNCT fcis-32157 77 1 identifying identify VERB fcis-32157 77 2 key key ADJ fcis-32157 77 3 transmission transmission NOUN fcis-32157 77 4 nodes node NOUN fcis-32157 77 5 in in ADP fcis-32157 77 6 the the DET fcis-32157 77 7 social social ADJ fcis-32157 77 8 media medium NOUN fcis-32157 77 9 communication communication NOUN fcis-32157 77 10 network network NOUN fcis-32157 77 11 , , PUNCT fcis-32157 77 12 key key ADJ fcis-32157 77 13 transmission transmission NOUN fcis-32157 77 14 nodes node NOUN fcis-32157 77 15 ( ( PUNCT fcis-32157 77 16 such such ADJ fcis-32157 77 17 as as ADP fcis-32157 77 18 well well ADV fcis-32157 77 19 - - PUNCT fcis-32157 77 20 known know VERB fcis-32157 77 21 bloggers blogger NOUN fcis-32157 77 22 , , PUNCT fcis-32157 77 23 opinion opinion NOUN fcis-32157 77 24 leaders leader NOUN fcis-32157 77 25 , , PUNCT fcis-32157 77 26 and and CCONJ fcis-32157 77 27 industry industry NOUN fcis-32157 77 28 experts expert NOUN fcis-32157 77 29 ) ) PUNCT fcis-32157 77 30 have have VERB fcis-32157 77 31 a a DET fcis-32157 77 32 significant significant ADJ fcis-32157 77 33 impact impact NOUN fcis-32157 77 34 on on ADP fcis-32157 77 35 public public ADJ fcis-32157 77 36 opinion opinion NOUN fcis-32157 77 37 . . PUNCT fcis-32157 78 1 through through ADP fcis-32157 78 2 social social ADJ fcis-32157 78 3 network network NOUN fcis-32157 78 4 analysis analysis NOUN fcis-32157 78 5 technology technology NOUN fcis-32157 78 6 , , PUNCT fcis-32157 78 7 indicators indicator NOUN fcis-32157 78 8 such such ADJ fcis-32157 78 9 as as ADP fcis-32157 78 10 degree degree NOUN fcis-32157 78 11 centrality centrality NOUN fcis-32157 78 12 , , PUNCT fcis-32157 78 13 betweenness betweenness NOUN fcis-32157 78 14 centrality centrality NOUN fcis-32157 78 15 , , PUNCT fcis-32157 78 16 and and CCONJ fcis-32157 78 17 closeness closeness NOUN fcis-32157 78 18 centrality centrality NOUN fcis-32157 78 19 of of ADP fcis-32157 78 20 nodes node NOUN fcis-32157 78 21 can can AUX fcis-32157 78 22 be be AUX fcis-32157 78 23 calculated calculate VERB fcis-32157 78 24 to to PART fcis-32157 78 25 identify identify VERB fcis-32157 78 26 key key ADJ fcis-32157 78 27 transmission transmission NOUN fcis-32157 78 28 nodes node NOUN fcis-32157 78 29 . . PUNCT fcis-32157 79 1 in in ADP fcis-32157 79 2 the the DET fcis-32157 79 3 identification identification NOUN fcis-32157 79 4 of of ADP fcis-32157 79 5 health health NOUN fcis-32157 79 6 bloggers blogger NOUN fcis-32157 79 7 during during ADP fcis-32157 79 8 a a DET fcis-32157 79 9 certain certain ADJ fcis-32157 79 10 epidemic epidemic NOUN fcis-32157 79 11 , , PUNCT fcis-32157 79 12 the the DET fcis-32157 79 13 initial initial ADJ fcis-32157 79 14 use use NOUN fcis-32157 79 15 of of ADP fcis-32157 79 16 only only ADV fcis-32157 79 17 the the DET fcis-32157 79 18 " " PUNCT fcis-32157 79 19 number number NOUN fcis-32157 79 20 of of ADP fcis-32157 79 21 followers follower NOUN fcis-32157 79 22 " " PUNCT fcis-32157 79 23 indicator indicator NOUN fcis-32157 79 24 led lead VERB fcis-32157 79 25 to to ADP fcis-32157 79 26 misjudgment misjudgment NOUN fcis-32157 79 27 . . PUNCT fcis-32157 80 1 later later ADV fcis-32157 80 2 , , PUNCT fcis-32157 80 3 the the DET fcis-32157 80 4 accuracy accuracy NOUN fcis-32157 80 5 of of ADP fcis-32157 80 6 identification identification NOUN fcis-32157 80 7 was be AUX fcis-32157 80 8 improved improve VERB fcis-32157 80 9 by by ADP fcis-32157 80 10 optimizing optimize VERB fcis-32157 80 11 the the DET fcis-32157 80 12 three three NUM fcis-32157 80 13 - - PUNCT fcis-32157 80 14 dimensional dimensional ADJ fcis-32157 80 15 evaluation evaluation NOUN fcis-32157 80 16 system system NOUN fcis-32157 80 17 : : PUNCT fcis-32157 80 18 in in ADP fcis-32157 80 19 terms term NOUN fcis-32157 80 20 of of ADP fcis-32157 80 21 structural structural ADJ fcis-32157 80 22 indicator indicator NOUN fcis-32157 80 23 calculation calculation NOUN fcis-32157 80 24 , , PUNCT fcis-32157 80 25 when when SCONJ fcis-32157 80 26 calculating calculate VERB fcis-32157 80 27 degree degree NOUN fcis-32157 80 28 centrality centrality NOUN fcis-32157 80 29 , , PUNCT fcis-32157 80 30 it it PRON fcis-32157 80 31 was be AUX fcis-32157 80 32 found find VERB fcis-32157 80 33 that that SCONJ fcis-32157 80 34 the the DET fcis-32157 80 35 " " PUNCT fcis-32157 80 36 number number NOUN fcis-32157 80 37 of of ADP fcis-32157 80 38 followers follower NOUN fcis-32157 80 39 " " PUNCT fcis-32157 80 40 included include VERB fcis-32157 80 41 a a DET fcis-32157 80 42 large large ADJ fcis-32157 80 43 number number NOUN fcis-32157 80 44 of of ADP fcis-32157 80 45 zombie zombie NOUN fcis-32157 80 46 fans fan NOUN fcis-32157 80 47 ( ( PUNCT fcis-32157 80 48 forwarding forward VERB fcis-32157 80 49 rate rate NOUN fcis-32157 80 50 < < X fcis-32157 80 51 0.1 0.1 NUM fcis-32157 80 52 % % NOUN fcis-32157 80 53 ) ) PUNCT fcis-32157 80 54 , , PUNCT fcis-32157 80 55 so so CCONJ fcis-32157 80 56 the the DET fcis-32157 80 57 " " PUNCT fcis-32157 80 58 proportion proportion NOUN fcis-32157 80 59 of of ADP fcis-32157 80 60 active active ADJ fcis-32157 80 61 fans fan NOUN fcis-32157 80 62 " " PUNCT fcis-32157 80 63 ( ( PUNCT fcis-32157 80 64 defined define VERB fcis-32157 80 65 as as ADP fcis-32157 80 66 the the DET fcis-32157 80 67 proportion proportion NOUN fcis-32157 80 68 of of ADP fcis-32157 80 69 fans fan NOUN fcis-32157 80 70 with with ADP fcis-32157 80 71 interactive interactive ADJ fcis-32157 80 72 behaviors behavior NOUN fcis-32157 80 73 in in ADP fcis-32157 80 74 the the DET fcis-32157 80 75 past past ADJ fcis-32157 80 76 7 7 NUM fcis-32157 80 77 days day NOUN fcis-32157 80 78 ) ) PUNCT fcis-32157 80 79 was be AUX fcis-32157 80 80 introduced introduce VERB fcis-32157 80 81 . . PUNCT fcis-32157 81 1 after after ADP fcis-32157 81 2 optimization optimization NOUN fcis-32157 81 3 , , PUNCT fcis-32157 81 4 the the DET fcis-32157 81 5 degree degree NOUN fcis-32157 81 6 centrality centrality NOUN fcis-32157 81 7 score score NOUN fcis-32157 81 8 of of ADP fcis-32157 81 9 a a DET fcis-32157 81 10 certain certain ADJ fcis-32157 81 11 health health NOUN fcis-32157 81 12 blogger blogger NOUN fcis-32157 81 13 increased increase VERB fcis-32157 81 14 from from ADP fcis-32157 81 15 0.7 0.7 NUM fcis-32157 81 16 to to PART fcis-32157 81 17 0.9 0.9 NUM fcis-32157 81 18 . . PUNCT fcis-32157 82 1 when when SCONJ fcis-32157 82 2 calculating calculate VERB fcis-32157 82 3 betweenness betweenness ADJ fcis-32157 82 4 centrality centrality NOUN fcis-32157 82 5 using use VERB fcis-32157 82 6 the the DET fcis-32157 82 7 brandes brande NOUN fcis-32157 82 8 algorithm algorithm PROPN fcis-32157 82 9 , , PUNCT fcis-32157 82 10 the the DET fcis-32157 82 11 time time NOUN fcis-32157 82 12 consumption consumption NOUN fcis-32157 82 13 exceeded exceed VERB fcis-32157 82 14 1 1 NUM fcis-32157 82 15 hour hour NOUN fcis-32157 82 16 due due ADP fcis-32157 82 17 to to ADP fcis-32157 82 18 the the DET fcis-32157 82 19 number number NOUN fcis-32157 82 20 of of ADP fcis-32157 82 21 nodes node NOUN fcis-32157 82 22 exceeding exceed VERB fcis-32157 82 23 100,000 100,000 NUM fcis-32157 82 24 . . PUNCT fcis-32157 83 1 later later ADV fcis-32157 83 2 , , PUNCT fcis-32157 83 3 the the DET fcis-32157 83 4 calculation calculation NOUN fcis-32157 83 5 time time NOUN fcis-32157 83 6 was be AUX fcis-32157 83 7 shortened shorten VERB fcis-32157 83 8 to to ADP fcis-32157 83 9 10 10 NUM fcis-32157 83 10 minutes minute NOUN fcis-32157 83 11 with with ADP fcis-32157 83 12 no no DET fcis-32157 83 13 loss loss NOUN fcis-32157 83 14 of of ADP fcis-32157 83 15 accuracy accuracy NOUN fcis-32157 83 16 through through ADP fcis-32157 83 17 the the DET fcis-32157 83 18 graphx graphx NOUN fcis-32157 83 19 distributed distribute VERB fcis-32157 83 20 graph graph NOUN fcis-32157 83 21 computing computing NOUN fcis-32157 83 22 framework framework NOUN fcis-32157 83 23 . . PUNCT fcis-32157 84 1 in in ADP fcis-32157 84 2 terms term NOUN fcis-32157 84 3 of of ADP fcis-32157 84 4 content content NOUN fcis-32157 84 5 indicator indicator NOUN fcis-32157 84 6 quantification quantification NOUN fcis-32157 84 7 , , PUNCT fcis-32157 84 8 when when SCONJ fcis-32157 84 9 extracting extract VERB fcis-32157 84 10 keywords keyword NOUN fcis-32157 84 11 using use VERB fcis-32157 84 12 textrank textrank NOUN fcis-32157 84 13 , , PUNCT fcis-32157 84 14 aiming aim VERB fcis-32157 84 15 at at ADP fcis-32157 84 16 the the DET fcis-32157 84 17 problem problem NOUN fcis-32157 84 18 of of ADP fcis-32157 84 19 low low ADJ fcis-32157 84 20 weight weight NOUN fcis-32157 84 21 of of ADP fcis-32157 84 22 medical medical ADJ fcis-32157 84 23 terms term NOUN fcis-32157 84 24 , , PUNCT fcis-32157 84 25 medical medical ADJ fcis-32157 84 26 field field NOUN fcis-32157 84 27 word word NOUN fcis-32157 84 28 frequency frequency NOUN fcis-32157 84 29 weighting weighting NOUN fcis-32157 84 30 was be AUX fcis-32157 84 31 introduced introduce VERB fcis-32157 84 32 ( ( PUNCT fcis-32157 84 33 medical medical ADJ fcis-32157 84 34 term term NOUN fcis-32157 84 35 weight weight NOUN fcis-32157 84 36 Γ— Γ— NOUN fcis-32157 84 37 1.5 1.5 NUM fcis-32157 84 38 ) ) PUNCT fcis-32157 84 39 , , PUNCT fcis-32157 84 40 which which PRON fcis-32157 84 41 increased increase VERB fcis-32157 84 42 the the DET fcis-32157 84 43 weight weight NOUN fcis-32157 84 44 of of ADP fcis-32157 84 45 keywords keyword NOUN fcis-32157 84 46 such such ADJ fcis-32157 84 47 as as ADP fcis-32157 84 48 " " PUNCT fcis-32157 84 49 epidemic epidemic NOUN fcis-32157 84 50 prevention prevention NOUN fcis-32157 84 51 " " PUNCT fcis-32157 84 52 and and CCONJ fcis-32157 84 53 " " PUNCT fcis-32157 84 54 vaccination vaccination NOUN fcis-32157 84 55 " " PUNCT fcis-32157 84 56 in in ADP fcis-32157 84 57 the the DET fcis-32157 84 58 posts post NOUN fcis-32157 84 59 of of ADP fcis-32157 84 60 a a DET fcis-32157 84 61 certain certain ADJ fcis-32157 84 62 health health NOUN fcis-32157 84 63 blogger blogger NOUN fcis-32157 84 64 by by ADP fcis-32157 84 65 30 30 NUM fcis-32157 84 66 % % NOUN fcis-32157 84 67 , , PUNCT fcis-32157 84 68 and and CCONJ fcis-32157 84 69 the the DET fcis-32157 84 70 content content NOUN fcis-32157 84 71 similarity similarity NOUN fcis-32157 84 72 score score NOUN fcis-32157 84 73 increased increase VERB fcis-32157 84 74 significantly significantly ADV fcis-32157 84 75 . . PUNCT fcis-32157 85 1 at at ADP fcis-32157 85 2 the the DET fcis-32157 85 3 same same ADJ fcis-32157 85 4 time time NOUN fcis-32157 85 5 , , PUNCT fcis-32157 85 6 key key ADJ fcis-32157 85 7 nodes node NOUN fcis-32157 85 8 spreading spread VERB fcis-32157 85 9 rumors rumor NOUN fcis-32157 85 10 are be AUX fcis-32157 85 11 monitored monitor VERB fcis-32157 85 12 and and CCONJ fcis-32157 85 13 intervened intervene VERB fcis-32157 85 14 to to PART fcis-32157 85 15 cut cut VERB fcis-32157 85 16 off off ADP fcis-32157 85 17 the the DET fcis-32157 85 18 rumor rumor NOUN fcis-32157 85 19 transmission transmission NOUN fcis-32157 85 20 chain chain NOUN fcis-32157 85 21 and and CCONJ fcis-32157 85 22 effectively effectively ADV fcis-32157 85 23 control control VERB fcis-32157 85 24 the the DET fcis-32157 85 25 direction direction NOUN fcis-32157 85 26 of of ADP fcis-32157 85 27 public public ADJ fcis-32157 85 28 opinion opinion NOUN fcis-32157 85 29 development development NOUN fcis-32157 85 30 . . PUNCT fcis-32157 86 1 3.4 3.4 NUM fcis-32157 86 2 . . PUNCT fcis-32157 86 3 evaluating evaluate VERB fcis-32157 86 4 the the DET fcis-32157 86 5 effect effect NOUN fcis-32157 86 6 of of ADP fcis-32157 86 7 public public ADJ fcis-32157 86 8 opinion opinion NOUN fcis-32157 86 9 response response NOUN fcis-32157 86 10 after after SCONJ fcis-32157 86 11 the the DET fcis-32157 86 12 relevant relevant ADJ fcis-32157 86 13 departments department NOUN fcis-32157 86 14 take take VERB fcis-32157 86 15 public public ADJ fcis-32157 86 16 opinion opinion NOUN fcis-32157 86 17 response response NOUN fcis-32157 86 18 measures measure NOUN fcis-32157 86 19 , , PUNCT fcis-32157 86 20 continuous continuous ADJ fcis-32157 86 21 analysis analysis NOUN fcis-32157 86 22 of of ADP fcis-32157 86 23 social social ADJ fcis-32157 86 24 media medium NOUN fcis-32157 86 25 medical medical ADJ fcis-32157 86 26 data datum NOUN fcis-32157 86 27 can can AUX fcis-32157 86 28 evaluate evaluate VERB fcis-32157 86 29 the the DET fcis-32157 86 30 effect effect NOUN fcis-32157 86 31 of of ADP fcis-32157 86 32 the the DET fcis-32157 86 33 measures measure NOUN fcis-32157 86 34 . . PUNCT fcis-32157 87 1 when when SCONJ fcis-32157 87 2 responding respond VERB fcis-32157 87 3 to to ADP fcis-32157 87 4 an an DET fcis-32157 87 5 infectious infectious ADJ fcis-32157 87 6 disease disease NOUN fcis-32157 87 7 epidemic epidemic NOUN fcis-32157 87 8 in in ADP fcis-32157 87 9 a a DET fcis-32157 87 10 certain certain ADJ fcis-32157 87 11 region region NOUN fcis-32157 87 12 , , PUNCT fcis-32157 87 13 the the DET fcis-32157 87 14 measure measure NOUN fcis-32157 87 15 of of ADP fcis-32157 87 16 " " PUNCT fcis-32157 87 17 regular regular ADJ fcis-32157 87 18 daily daily ADJ fcis-32157 87 19 release release NOUN fcis-32157 87 20 of of ADP fcis-32157 87 21 epidemic epidemic NOUN fcis-32157 87 22 data datum NOUN fcis-32157 87 23 " " PUNCT fcis-32157 87 24 was be AUX fcis-32157 87 25 implemented implement VERB fcis-32157 87 26 . . PUNCT fcis-32157 88 1 the the DET fcis-32157 88 2 technical technical ADJ fcis-32157 88 3 team team NOUN fcis-32157 88 4 verified verify VERB fcis-32157 88 5 its its PRON fcis-32157 88 6 effect effect NOUN fcis-32157 88 7 through through ADP fcis-32157 88 8 technical technical ADJ fcis-32157 88 9 means mean NOUN fcis-32157 88 10 from from ADP fcis-32157 88 11 multiple multiple ADJ fcis-32157 88 12 dimensions dimension NOUN fcis-32157 88 13 : : PUNCT fcis-32157 88 14 in in ADP fcis-32157 88 15 terms term NOUN fcis-32157 88 16 of of ADP fcis-32157 88 17 search search NOUN fcis-32157 88 18 volume volume NOUN fcis-32157 88 19 statistics statistic NOUN fcis-32157 88 20 , , PUNCT fcis-32157 88 21 an an DET fcis-32157 88 22 " " PUNCT fcis-32157 88 23 official official ADJ fcis-32157 88 24 keyword keyword NOUN fcis-32157 88 25 index index NOUN fcis-32157 88 26 database database NOUN fcis-32157 88 27 " " PUNCT fcis-32157 88 28 containing contain VERB fcis-32157 88 29 10 10 NUM fcis-32157 88 30 core core NOUN fcis-32157 88 31 words word NOUN fcis-32157 88 32 such such ADJ fcis-32157 88 33 as as ADP fcis-32157 88 34 " " PUNCT fcis-32157 88 35 confirmed confirmed ADJ fcis-32157 88 36 cases case NOUN fcis-32157 88 37 " " PUNCT fcis-32157 88 38 and and CCONJ fcis-32157 88 39 " " PUNCT fcis-32157 88 40 cure cure NOUN fcis-32157 88 41 data datum NOUN fcis-32157 88 42 " " PUNCT fcis-32157 88 43 was be AUX fcis-32157 88 44 constructed construct VERB fcis-32157 88 45 based base VERB fcis-32157 88 46 on on ADP fcis-32157 88 47 elasticsearch elasticsearch NOUN fcis-32157 88 48 . . PUNCT fcis-32157 89 1 a a DET fcis-32157 89 2 1hour 1hour NUM fcis-32157 89 3 collection collection NOUN fcis-32157 89 4 window window NOUN fcis-32157 89 5 was be AUX fcis-32157 89 6 set set VERB fcis-32157 89 7 , , PUNCT fcis-32157 89 8 and and CCONJ fcis-32157 89 9 aggregate aggregate ADJ fcis-32157 89 10 queries query NOUN fcis-32157 89 11 were be AUX fcis-32157 89 12 used use VERB fcis-32157 89 13 to to PART fcis-32157 89 14 count count VERB fcis-32157 89 15 the the DET fcis-32157 89 16 search search NOUN fcis-32157 89 17 volume volume NOUN fcis-32157 89 18 . . PUNCT fcis-32157 90 1 it it PRON fcis-32157 90 2 was be AUX fcis-32157 90 3 found find VERB fcis-32157 90 4 that that SCONJ fcis-32157 90 5 the the DET fcis-32157 90 6 search search NOUN fcis-32157 90 7 volume volume NOUN fcis-32157 90 8 increased increase VERB fcis-32157 90 9 by by ADP fcis-32157 90 10 40 40 NUM fcis-32157 90 11 % % NOUN fcis-32157 90 12 on on ADP fcis-32157 90 13 the the DET fcis-32157 90 14 3rd 3rd ADJ fcis-32157 90 15 day day NOUN fcis-32157 90 16 after after ADP fcis-32157 90 17 the the DET fcis-32157 90 18 implementation implementation NOUN fcis-32157 90 19 of of ADP fcis-32157 90 20 the the DET fcis-32157 90 21 measure measure NOUN fcis-32157 90 22 . . PUNCT fcis-32157 91 1 further far ADV fcis-32157 91 2 , , PUNCT fcis-32157 91 3 the the DET fcis-32157 91 4 paired pair VERB fcis-32157 91 5 - - PUNCT fcis-32157 91 6 samples sample NOUN fcis-32157 91 7 ttest tt ADJ fcis-32157 91 8 was be AUX fcis-32157 91 9 used use VERB fcis-32157 91 10 to to PART fcis-32157 91 11 exclude exclude VERB fcis-32157 91 12 the the DET fcis-32157 91 13 impact impact NOUN fcis-32157 91 14 of of ADP fcis-32157 91 15 random random ADJ fcis-32157 91 16 fluctuations fluctuation NOUN fcis-32157 91 17 , , PUNCT fcis-32157 91 18 confirming confirm VERB fcis-32157 91 19 that that SCONJ fcis-32157 91 20 the the DET fcis-32157 91 21 increase increase NOUN fcis-32157 91 22 in in ADP fcis-32157 91 23 search search NOUN fcis-32157 91 24 volume volume NOUN fcis-32157 91 25 was be AUX fcis-32157 91 26 directly directly ADV fcis-32157 91 27 related relate VERB fcis-32157 91 28 to to ADP fcis-32157 91 29 the the DET fcis-32157 91 30 measure measure NOUN fcis-32157 91 31 . . PUNCT fcis-32157 92 1 in in ADP fcis-32157 92 2 terms term NOUN fcis-32157 92 3 of of ADP fcis-32157 92 4 sentiment sentiment NOUN fcis-32157 92 5 tendency tendency NOUN fcis-32157 92 6 verification verification NOUN fcis-32157 92 7 , , PUNCT fcis-32157 92 8 100,000 100,000 NUM fcis-32157 92 9 texts text NOUN fcis-32157 92 10 were be AUX fcis-32157 92 11 selected select VERB fcis-32157 92 12 using use VERB fcis-32157 92 13 the the DET fcis-32157 92 14 stratified stratified ADJ fcis-32157 92 15 sampling sampling NOUN fcis-32157 92 16 method method NOUN fcis-32157 92 17 by by ADP fcis-32157 92 18 region region NOUN fcis-32157 92 19 and and CCONJ fcis-32157 92 20 user user NOUN fcis-32157 92 21 activity activity NOUN fcis-32157 92 22 . . PUNCT fcis-32157 93 1 after after ADP fcis-32157 93 2 classification classification NOUN fcis-32157 93 3 by by ADP fcis-32157 93 4 the the DET fcis-32157 93 5 distilbert distilbert ADJ fcis-32157 93 6 model model NOUN fcis-32157 93 7 , , PUNCT fcis-32157 93 8 it it PRON fcis-32157 93 9 was be AUX fcis-32157 93 10 found find VERB fcis-32157 93 11 that that SCONJ fcis-32157 93 12 the the DET fcis-32157 93 13 proportion proportion NOUN fcis-32157 93 14 of of ADP fcis-32157 93 15 keywords keyword NOUN fcis-32157 93 16 such such ADJ fcis-32157 93 17 as as ADP fcis-32157 93 18 " " PUNCT fcis-32157 93 19 transparent transparent ADJ fcis-32157 93 20 data datum NOUN fcis-32157 93 21 " " PUNCT fcis-32157 93 22 and and CCONJ fcis-32157 93 23 " " PUNCT fcis-32157 93 24 timely timely ADJ fcis-32157 93 25 and and CCONJ fcis-32157 93 26 accurate accurate ADJ fcis-32157 93 27 " " PUNCT fcis-32157 93 28 in in ADP fcis-32157 93 29 positive positive ADJ fcis-32157 93 30 comments comment NOUN fcis-32157 93 31 reached reach VERB fcis-32157 93 32 65 65 NUM fcis-32157 93 33 % % NOUN fcis-32157 93 34 . . PUNCT fcis-32157 94 1 with with ADP fcis-32157 94 2 the the DET fcis-32157 94 3 help help NOUN fcis-32157 94 4 of of ADP fcis-32157 94 5 the the DET fcis-32157 94 6 chi chi ADJ fcis-32157 94 7 - - PUNCT fcis-32157 94 8 square square ADJ fcis-32157 94 9 test test NOUN fcis-32157 94 10 , , PUNCT fcis-32157 94 11 the the DET fcis-32157 94 12 significance significance NOUN fcis-32157 94 13 of of ADP fcis-32157 94 14 the the DET fcis-32157 94 15 increase increase NOUN fcis-32157 94 16 in in ADP fcis-32157 94 17 the the DET fcis-32157 94 18 proportion proportion NOUN fcis-32157 94 19 of of ADP fcis-32157 94 20 positive positive ADJ fcis-32157 94 21 comments comment NOUN fcis-32157 94 22 from from ADP fcis-32157 94 23 45 45 NUM fcis-32157 94 24 % % NOUN fcis-32157 94 25 to to PART fcis-32157 94 26 70 70 NUM fcis-32157 94 27 % % NOUN fcis-32157 94 28 was be AUX fcis-32157 94 29 verified verify VERB fcis-32157 94 30 . . PUNCT fcis-32157 95 1 at at ADP fcis-32157 95 2 the the DET fcis-32157 95 3 technical technical ADJ fcis-32157 95 4 level level NOUN fcis-32157 95 5 of of ADP fcis-32157 95 6 feedback feedback NOUN fcis-32157 95 7 clustering cluster VERB fcis-32157 95 8 , , PUNCT fcis-32157 95 9 initially initially ADV fcis-32157 95 10 , , PUNCT fcis-32157 95 11 when when SCONJ fcis-32157 95 12 using use VERB fcis-32157 95 13 dbscan dbscan NOUN fcis-32157 95 14 clustering cluster VERB fcis-32157 95 15 , , PUNCT fcis-32157 95 16 the the DET fcis-32157 95 17 clustering clustering NOUN fcis-32157 95 18 was be AUX fcis-32157 95 19 fragmented fragment VERB fcis-32157 95 20 due due ADP fcis-32157 95 21 to to ADP fcis-32157 95 22 eps=0.2 eps=0.2 PROPN fcis-32157 95 23 . . PUNCT fcis-32157 96 1 later later ADV fcis-32157 96 2 , , PUNCT fcis-32157 96 3 the the DET fcis-32157 96 4 silhouette silhouette NOUN fcis-32157 96 5 coefficient coefficient NOUN fcis-32157 96 6 was be AUX fcis-32157 96 7 calculated calculate VERB fcis-32157 96 8 through through ADP fcis-32157 96 9 the the DET fcis-32157 96 10 elbow elbow NOUN fcis-32157 96 11 method method NOUN fcis-32157 96 12 , , PUNCT fcis-32157 96 13 and and CCONJ fcis-32157 96 14 the the DET fcis-32157 96 15 parameters parameter NOUN fcis-32157 96 16 of of ADP fcis-32157 96 17 eps=0.3 eps=0.3 PROPN fcis-32157 96 18 and and CCONJ fcis-32157 96 19 minpts=5 minpts=5 PROPN fcis-32157 96 20 were be AUX fcis-32157 96 21 determined determine VERB fcis-32157 96 22 . . PUNCT fcis-32157 97 1 finally finally ADV fcis-32157 97 2 , , PUNCT fcis-32157 97 3 the the DET fcis-32157 97 4 feedback feedback NOUN fcis-32157 97 5 was be AUX fcis-32157 97 6 clustered cluster VERB fcis-32157 97 7 into into ADP fcis-32157 97 8 5 5 NUM fcis-32157 97 9 core core NOUN fcis-32157 97 10 types type NOUN fcis-32157 97 11 , , PUNCT fcis-32157 97 12 among among ADP fcis-32157 97 13 which which PRON fcis-32157 97 14 the the DET fcis-32157 97 15 " " PUNCT fcis-32157 97 16 questions question NOUN fcis-32157 97 17 about about ADP fcis-32157 97 18 the the DET fcis-32157 97 19 details detail NOUN fcis-32157 97 20 of of ADP fcis-32157 97 21 prevention prevention NOUN fcis-32157 97 22 and and CCONJ fcis-32157 97 23 control control NOUN fcis-32157 97 24 measures measure NOUN fcis-32157 97 25 " " PUNCT fcis-32157 97 26 accounted account VERB fcis-32157 97 27 for for ADP fcis-32157 97 28 22 22 NUM fcis-32157 97 29 % % NOUN fcis-32157 97 30 , , PUNCT fcis-32157 97 31 providing provide VERB fcis-32157 97 32 a a DET fcis-32157 97 33 clear clear ADJ fcis-32157 97 34 direction direction NOUN fcis-32157 97 35 for for ADP fcis-32157 97 36 the the DET fcis-32157 97 37 optimization optimization NOUN fcis-32157 97 38 of of ADP fcis-32157 97 39 subsequent subsequent ADJ fcis-32157 97 40 work work NOUN fcis-32157 97 41 . . PUNCT fcis-32157 98 1 based base VERB fcis-32157 98 2 on on ADP fcis-32157 98 3 this this PRON fcis-32157 98 4 , , PUNCT fcis-32157 98 5 the the DET fcis-32157 98 6 relevant relevant ADJ fcis-32157 98 7 departments department NOUN fcis-32157 98 8 further far ADV fcis-32157 98 9 optimized optimize VERB fcis-32157 98 10 the the DET fcis-32157 98 11 content content NOUN fcis-32157 98 12 of of ADP fcis-32157 98 13 information information NOUN fcis-32157 98 14 release release NOUN fcis-32157 98 15 , , PUNCT fcis-32157 98 16 added add VERB fcis-32157 98 17 a a DET fcis-32157 98 18 measure measure NOUN fcis-32157 98 19 interpretation interpretation NOUN fcis-32157 98 20 link link NOUN fcis-32157 98 21 , , PUNCT fcis-32157 98 22 and and CCONJ fcis-32157 98 23 further far ADV fcis-32157 98 24 improved improve VERB fcis-32157 98 25 the the DET fcis-32157 98 26 effect effect NOUN fcis-32157 98 27 of of ADP fcis-32157 98 28 public public ADJ fcis-32157 98 29 opinion opinion NOUN fcis-32157 98 30 management management NOUN fcis-32157 98 31 . . PUNCT fcis-32157 99 1 4 4 X fcis-32157 99 2 . . X fcis-32157 99 3 application application NOUN fcis-32157 99 4 of of ADP fcis-32157 99 5 social social ADJ fcis-32157 99 6 media medium NOUN fcis-32157 99 7 medical medical ADJ fcis-32157 99 8 data datum NOUN fcis-32157 99 9 in in ADP fcis-32157 99 10 psychological psychological ADJ fcis-32157 99 11 counseling counseling NOUN fcis-32157 99 12 during during ADP fcis-32157 99 13 public public ADJ fcis-32157 99 14 health health NOUN fcis-32157 99 15 emergencies emergency NOUN fcis-32157 99 16 4.1 4.1 NUM fcis-32157 99 17 . . PUNCT fcis-32157 100 1 insight insight NOUN fcis-32157 100 2 into into ADP fcis-32157 100 3 public public ADJ fcis-32157 100 4 psychological psychological ADJ fcis-32157 100 5 states state NOUN fcis-32157 100 6 with with ADP fcis-32157 100 7 the the DET fcis-32157 100 8 help help NOUN fcis-32157 100 9 of of ADP fcis-32157 100 10 text text NOUN fcis-32157 100 11 analysis analysis NOUN fcis-32157 100 12 and and CCONJ fcis-32157 100 13 sentiment sentiment NOUN fcis-32157 100 14 analysis analysis NOUN fcis-32157 100 15 technologies technology NOUN fcis-32157 100 16 , , PUNCT fcis-32157 100 17 we we PRON fcis-32157 100 18 can can AUX fcis-32157 100 19 deeply deeply ADV fcis-32157 100 20 insight insight VERB fcis-32157 100 21 into into ADP fcis-32157 100 22 the the DET fcis-32157 100 23 psychological psychological ADJ fcis-32157 100 24 state state NOUN fcis-32157 100 25 of of ADP fcis-32157 100 26 the the DET fcis-32157 100 27 public public NOUN fcis-32157 100 28 during during ADP fcis-32157 100 29 public public ADJ fcis-32157 100 30 health health NOUN fcis-32157 100 31 emergencies emergency NOUN fcis-32157 100 32 . . PUNCT fcis-32157 101 1 in in ADP fcis-32157 101 2 the the DET fcis-32157 101 3 insight insight NOUN fcis-32157 101 4 into into ADP fcis-32157 101 5 the the DET fcis-32157 101 6 psychological psychological ADJ fcis-32157 101 7 state state NOUN fcis-32157 101 8 during during ADP fcis-32157 101 9 the the DET fcis-32157 101 10 ebola ebola PROPN fcis-32157 101 11 epidemic epidemic NOUN fcis-32157 101 12 , , PUNCT fcis-32157 101 13 the the DET fcis-32157 101 14 technical technical ADJ fcis-32157 101 15 team team NOUN fcis-32157 101 16 achieved achieve VERB fcis-32157 101 17 a a DET fcis-32157 101 18 breakthrough breakthrough NOUN fcis-32157 101 19 through through ADP fcis-32157 101 20 multitechnical multitechnical ADJ fcis-32157 101 21 integration integration NOUN fcis-32157 101 22 to to PART fcis-32157 101 23 solve solve VERB fcis-32157 101 24 the the DET fcis-32157 101 25 problems problem NOUN fcis-32157 101 26 of of ADP fcis-32157 101 27 " " PUNCT fcis-32157 101 28 difficulty difficulty NOUN fcis-32157 101 29 in in ADP fcis-32157 101 30 subdividing subdivide VERB fcis-32157 101 31 negative negative ADJ fcis-32157 101 32 emotions emotion NOUN fcis-32157 101 33 and and CCONJ fcis-32157 101 34 inaccurate inaccurate ADJ fcis-32157 101 35 identification identification NOUN fcis-32157 101 36 of of ADP fcis-32157 101 37 psychological psychological ADJ fcis-32157 101 38 differences difference NOUN fcis-32157 101 39 among among ADP fcis-32157 101 40 groups group NOUN fcis-32157 101 41 " " PUNCT fcis-32157 101 42 : : PUNCT fcis-32157 101 43 the the DET fcis-32157 101 44 initial initial ADJ fcis-32157 101 45 general general ADJ fcis-32157 101 46 sentiment sentiment NOUN fcis-32157 101 47 model model NOUN fcis-32157 101 48 ( ( PUNCT fcis-32157 101 49 such such ADJ fcis-32157 101 50 as as ADP fcis-32157 101 51 vader vader NOUN fcis-32157 101 52 ) ) PUNCT fcis-32157 101 53 could could AUX fcis-32157 101 54 only only ADV fcis-32157 101 55 distinguish distinguish VERB fcis-32157 101 56 " " PUNCT fcis-32157 101 57 positive positive ADJ fcis-32157 101 58 / / SYM fcis-32157 101 59 negative negative ADJ fcis-32157 101 60 / / SYM fcis-32157 101 61 neutral neutral ADJ fcis-32157 101 62 " " PUNCT fcis-32157 101 63 . . PUNCT fcis-32157 102 1 later later ADV fcis-32157 102 2 , , PUNCT fcis-32157 102 3 a a DET fcis-32157 102 4 " " PUNCT fcis-32157 102 5 bilstmcrf bilstmcrf NOUN fcis-32157 102 6 + + CCONJ fcis-32157 102 7 medical medical ADJ fcis-32157 102 8 psychology psychology NOUN fcis-32157 102 9 dictionary dictionary NOUN fcis-32157 102 10 " " PUNCT fcis-32157 102 11 model model NOUN fcis-32157 102 12 was be AUX fcis-32157 102 13 52 52 NUM fcis-32157 102 14 constructed construct VERB fcis-32157 102 15 , , PUNCT fcis-32157 102 16 with with ADP fcis-32157 102 17 30,000 30,000 NUM fcis-32157 102 18 annotated annotated ADJ fcis-32157 102 19 texts text NOUN fcis-32157 102 20 ( ( PUNCT fcis-32157 102 21 including include VERB fcis-32157 102 22 labels label NOUN fcis-32157 102 23 such such ADJ fcis-32157 102 24 as as ADP fcis-32157 102 25 " " PUNCT fcis-32157 102 26 panic panic NOUN fcis-32157 102 27 virus virus NOUN fcis-32157 102 28 mortality mortality NOUN fcis-32157 102 29 rate rate NOUN fcis-32157 102 30 " " PUNCT fcis-32157 102 31 ) ) PUNCT fcis-32157 102 32 as as ADP fcis-32157 102 33 the the DET fcis-32157 102 34 training training NOUN fcis-32157 102 35 set set NOUN fcis-32157 102 36 , , PUNCT fcis-32157 102 37 and and CCONJ fcis-32157 102 38 a a DET fcis-32157 102 39 medical medical ADJ fcis-32157 102 40 psychology psychology NOUN fcis-32157 102 41 dictionary dictionary NOUN fcis-32157 102 42 containing contain VERB fcis-32157 102 43 more more ADJ fcis-32157 102 44 than than ADP fcis-32157 102 45 200 200 NUM fcis-32157 102 46 exclusive exclusive ADJ fcis-32157 102 47 words word NOUN fcis-32157 102 48 was be AUX fcis-32157 102 49 embedded embed VERB fcis-32157 102 50 . . PUNCT fcis-32157 103 1 after after ADP fcis-32157 103 2 optimization optimization NOUN fcis-32157 103 3 through through ADP fcis-32157 103 4 the the DET fcis-32157 103 5 contrastive contrastive ADJ fcis-32157 103 6 loss loss NOUN fcis-32157 103 7 function function NOUN fcis-32157 103 8 , , PUNCT fcis-32157 103 9 the the DET fcis-32157 103 10 f1 f1 NOUN fcis-32157 103 11 - - PUNCT fcis-32157 103 12 scores score NOUN fcis-32157 103 13 for for ADP fcis-32157 103 14 identifying identify VERB fcis-32157 103 15 " " PUNCT fcis-32157 103 16 panic panic NOUN fcis-32157 103 17 " " PUNCT fcis-32157 103 18 , , PUNCT fcis-32157 103 19 " " PUNCT fcis-32157 103 20 anxiety anxiety NOUN fcis-32157 103 21 " " PUNCT fcis-32157 103 22 , , PUNCT fcis-32157 103 23 and and CCONJ fcis-32157 103 24 " " PUNCT fcis-32157 103 25 worry worry NOUN fcis-32157 103 26 " " PUNCT fcis-32157 103 27 reached reach VERB fcis-32157 103 28 90 90 NUM fcis-32157 103 29 % % NOUN fcis-32157 103 30 , , PUNCT fcis-32157 103 31 88 88 NUM fcis-32157 103 32 % % NOUN fcis-32157 103 33 , , PUNCT fcis-32157 103 34 and and CCONJ fcis-32157 103 35 89 89 NUM fcis-32157 103 36 % % NOUN fcis-32157 103 37 respectively respectively ADV fcis-32157 103 38 , , PUNCT fcis-32157 103 39 an an DET fcis-32157 103 40 increase increase NOUN fcis-32157 103 41 of of ADP fcis-32157 103 42 35 35 NUM fcis-32157 103 43 % % NOUN fcis-32157 103 44 compared compare VERB fcis-32157 103 45 with with ADP fcis-32157 103 46 the the DET fcis-32157 103 47 general general ADJ fcis-32157 103 48 model model NOUN fcis-32157 103 49 . . PUNCT fcis-32157 104 1 dependency dependency NOUN fcis-32157 104 2 parsing parsing NOUN fcis-32157 104 3 was be AUX fcis-32157 104 4 used use VERB fcis-32157 104 5 to to PART fcis-32157 104 6 extract extract VERB fcis-32157 104 7 the the DET fcis-32157 104 8 " " PUNCT fcis-32157 104 9 emotion emotion NOUN fcis-32157 104 10 cause cause NOUN fcis-32157 104 11 " " PUNCT fcis-32157 104 12 pairing pairing NOUN fcis-32157 104 13 relationship relationship NOUN fcis-32157 104 14 , , PUNCT fcis-32157 104 15 and and CCONJ fcis-32157 104 16 the the DET fcis-32157 104 17 weight weight NOUN fcis-32157 104 18 of of ADP fcis-32157 104 19 cause cause NOUN fcis-32157 104 20 phrases phrase NOUN fcis-32157 104 21 was be AUX fcis-32157 104 22 calculated calculate VERB fcis-32157 104 23 by by ADP fcis-32157 104 24 tf tf PROPN fcis-32157 104 25 - - PUNCT fcis-32157 104 26 idf idf PROPN fcis-32157 104 27 . . PUNCT fcis-32157 105 1 it it PRON fcis-32157 105 2 was be AUX fcis-32157 105 3 found find VERB fcis-32157 105 4 that that SCONJ fcis-32157 105 5 the the DET fcis-32157 105 6 weights weight NOUN fcis-32157 105 7 of of ADP fcis-32157 105 8 " " PUNCT fcis-32157 105 9 high high ADJ fcis-32157 105 10 virus virus NOUN fcis-32157 105 11 mortality mortality NOUN fcis-32157 105 12 rate rate NOUN fcis-32157 105 13 " " PUNCT fcis-32157 105 14 and and CCONJ fcis-32157 105 15 " " PUNCT fcis-32157 105 16 limited limited ADJ fcis-32157 105 17 treatment treatment NOUN fcis-32157 105 18 methods method NOUN fcis-32157 105 19 " " PUNCT fcis-32157 105 20 reached reach VERB fcis-32157 105 21 0.82 0.82 NUM fcis-32157 105 22 and and CCONJ fcis-32157 105 23 0.78 0.78 NUM fcis-32157 105 24 , , PUNCT fcis-32157 105 25 with with ADP fcis-32157 105 26 an an DET fcis-32157 105 27 attribution attribution NOUN fcis-32157 105 28 accuracy accuracy NOUN fcis-32157 105 29 of of ADP fcis-32157 105 30 91 91 NUM fcis-32157 105 31 % % NOUN fcis-32157 105 32 . . PUNCT fcis-32157 106 1 in in ADP fcis-32157 106 2 the the DET fcis-32157 106 3 identification identification NOUN fcis-32157 106 4 of of ADP fcis-32157 106 5 special special ADJ fcis-32157 106 6 groups group NOUN fcis-32157 106 7 , , PUNCT fcis-32157 106 8 medical medical ADJ fcis-32157 106 9 staff staff NOUN fcis-32157 106 10 occupation occupation NOUN fcis-32157 106 11 keywords keyword NOUN fcis-32157 106 12 were be AUX fcis-32157 106 13 extracted extract VERB fcis-32157 106 14 through through ADP fcis-32157 106 15 bert bert NOUN fcis-32157 106 16 - - PUNCT fcis-32157 106 17 ner ner NOUN fcis-32157 106 18 and and CCONJ fcis-32157 106 19 combined combine VERB fcis-32157 106 20 with with ADP fcis-32157 106 21 behavioral behavioral ADJ fcis-32157 106 22 characteristics characteristic NOUN fcis-32157 106 23 to to PART fcis-32157 106 24 construct construct VERB fcis-32157 106 25 a a DET fcis-32157 106 26 mapping mapping NOUN fcis-32157 106 27 model[12,13 model[12,13 NOUN fcis-32157 106 28 ] ] PUNCT fcis-32157 106 29 . . PUNCT fcis-32157 107 1 it it PRON fcis-32157 107 2 was be AUX fcis-32157 107 3 found find VERB fcis-32157 107 4 that that SCONJ fcis-32157 107 5 the the DET fcis-32157 107 6 frequency frequency NOUN fcis-32157 107 7 of of ADP fcis-32157 107 8 keywords keyword NOUN fcis-32157 107 9 such such ADJ fcis-32157 107 10 as as ADP fcis-32157 107 11 " " PUNCT fcis-32157 107 12 fatigue fatigue NOUN fcis-32157 107 13 " " PUNCT fcis-32157 107 14 and and CCONJ fcis-32157 107 15 " " PUNCT fcis-32157 107 16 fear fear NOUN fcis-32157 107 17 of of ADP fcis-32157 107 18 infection infection NOUN fcis-32157 107 19 " " PUNCT fcis-32157 107 20 among among ADP fcis-32157 107 21 medical medical ADJ fcis-32157 107 22 staff staff NOUN fcis-32157 107 23 was be AUX fcis-32157 107 24 3.2 3.2 NUM fcis-32157 107 25 times time NOUN fcis-32157 107 26 that that DET fcis-32157 107 27 of of ADP fcis-32157 107 28 the the DET fcis-32157 107 29 general general ADJ fcis-32157 107 30 public public NOUN fcis-32157 107 31 , , PUNCT fcis-32157 107 32 and and CCONJ fcis-32157 107 33 the the DET fcis-32157 107 34 proportion proportion NOUN fcis-32157 107 35 of of ADP fcis-32157 107 36 occupational occupational ADJ fcis-32157 107 37 burnout burnout NOUN fcis-32157 107 38 was be AUX fcis-32157 107 39 45 45 NUM fcis-32157 107 40 % % NOUN fcis-32157 107 41 , , PUNCT fcis-32157 107 42 with with ADP fcis-32157 107 43 an an DET fcis-32157 107 44 identification identification NOUN fcis-32157 107 45 accuracy accuracy NOUN fcis-32157 107 46 of of ADP fcis-32157 107 47 87 87 NUM fcis-32157 107 48 % % NOUN fcis-32157 107 49 . . PUNCT fcis-32157 108 1 these these DET fcis-32157 108 2 analysis analysis NOUN fcis-32157 108 3 results result NOUN fcis-32157 108 4 provide provide VERB fcis-32157 108 5 an an DET fcis-32157 108 6 accurate accurate ADJ fcis-32157 108 7 basis basis NOUN fcis-32157 108 8 for for ADP fcis-32157 108 9 formulating formulate VERB fcis-32157 108 10 personalized personalize VERB fcis-32157 108 11 psychological psychological ADJ fcis-32157 108 12 counseling counseling NOUN fcis-32157 108 13 plans plan NOUN fcis-32157 108 14 . . PUNCT fcis-32157 109 1 4.2 4.2 NUM fcis-32157 109 2 . . PUNCT fcis-32157 109 3 formulating formulate VERB fcis-32157 109 4 targeted target VERB fcis-32157 109 5 psychological psychological ADJ fcis-32157 109 6 counseling counseling NOUN fcis-32157 109 7 strategies strategy NOUN fcis-32157 109 8 based base VERB fcis-32157 109 9 on on ADP fcis-32157 109 10 the the DET fcis-32157 109 11 analysis analysis NOUN fcis-32157 109 12 results result NOUN fcis-32157 109 13 of of ADP fcis-32157 109 14 the the DET fcis-32157 109 15 public public NOUN fcis-32157 109 16 's 's PART fcis-32157 109 17 psychological psychological ADJ fcis-32157 109 18 state state NOUN fcis-32157 109 19 , , PUNCT fcis-32157 109 20 combined combine VERB fcis-32157 109 21 with with ADP fcis-32157 109 22 the the DET fcis-32157 109 23 characteristics characteristic NOUN fcis-32157 109 24 and and CCONJ fcis-32157 109 25 needs need NOUN fcis-32157 109 26 of of ADP fcis-32157 109 27 different different ADJ fcis-32157 109 28 groups group NOUN fcis-32157 109 29 , , PUNCT fcis-32157 109 30 psychological psychological ADJ fcis-32157 109 31 counseling counseling NOUN fcis-32157 109 32 strategies strategy NOUN fcis-32157 109 33 are be AUX fcis-32157 109 34 formulated formulate VERB fcis-32157 109 35 . . PUNCT fcis-32157 110 1 for for ADP fcis-32157 110 2 the the DET fcis-32157 110 3 general general ADJ fcis-32157 110 4 public public NOUN fcis-32157 110 5 with with ADP fcis-32157 110 6 severe severe ADJ fcis-32157 110 7 panic panic NOUN fcis-32157 110 8 , , PUNCT fcis-32157 110 9 social social ADJ fcis-32157 110 10 media medium NOUN fcis-32157 110 11 platforms platform NOUN fcis-32157 110 12 , , PUNCT fcis-32157 110 13 in in ADP fcis-32157 110 14 conjunction conjunction NOUN fcis-32157 110 15 with with ADP fcis-32157 110 16 psychological psychological ADJ fcis-32157 110 17 experts expert NOUN fcis-32157 110 18 , , PUNCT fcis-32157 110 19 have have AUX fcis-32157 110 20 launched launch VERB fcis-32157 110 21 a a DET fcis-32157 110 22 series series NOUN fcis-32157 110 23 of of ADP fcis-32157 110 24 popular popular ADJ fcis-32157 110 25 science science NOUN fcis-32157 110 26 short short ADJ fcis-32157 110 27 videos video NOUN fcis-32157 110 28 to to PART fcis-32157 110 29 explain explain VERB fcis-32157 110 30 the the DET fcis-32157 110 31 principle principle NOUN fcis-32157 110 32 of of ADP fcis-32157 110 33 virus virus NOUN fcis-32157 110 34 transmission transmission NOUN fcis-32157 110 35 , , PUNCT fcis-32157 110 36 prevention prevention NOUN fcis-32157 110 37 measures measure NOUN fcis-32157 110 38 , , PUNCT fcis-32157 110 39 and and CCONJ fcis-32157 110 40 scientific scientific ADJ fcis-32157 110 41 treatment treatment NOUN fcis-32157 110 42 methods method NOUN fcis-32157 110 43 , , PUNCT fcis-32157 110 44 alleviating alleviate VERB fcis-32157 110 45 the the DET fcis-32157 110 46 public public NOUN fcis-32157 110 47 's 's PART fcis-32157 110 48 unknown unknown ADJ fcis-32157 110 49 fear fear NOUN fcis-32157 110 50 of of ADP fcis-32157 110 51 the the DET fcis-32157 110 52 virus virus NOUN fcis-32157 110 53 . . PUNCT fcis-32157 111 1 an an DET fcis-32157 111 2 online online ADJ fcis-32157 111 3 relaxation relaxation NOUN fcis-32157 111 4 training train VERB fcis-32157 111 5 mini mini NOUN fcis-32157 111 6 - - NOUN fcis-32157 111 7 program program NOUN fcis-32157 111 8 has have AUX fcis-32157 111 9 been be AUX fcis-32157 111 10 developed develop VERB fcis-32157 111 11 to to PART fcis-32157 111 12 provide provide VERB fcis-32157 111 13 training training NOUN fcis-32157 111 14 courses course NOUN fcis-32157 111 15 such such ADJ fcis-32157 111 16 as as ADP fcis-32157 111 17 deep deep ADJ fcis-32157 111 18 breathing breathing NOUN fcis-32157 111 19 , , PUNCT fcis-32157 111 20 meditation meditation NOUN fcis-32157 111 21 , , PUNCT fcis-32157 111 22 and and CCONJ fcis-32157 111 23 progressive progressive ADJ fcis-32157 111 24 muscle muscle NOUN fcis-32157 111 25 relaxation relaxation NOUN fcis-32157 111 26 to to PART fcis-32157 111 27 help help VERB fcis-32157 111 28 the the DET fcis-32157 111 29 public public ADJ fcis-32157 111 30 relieve relieve VERB fcis-32157 111 31 anxiety anxiety NOUN fcis-32157 111 32 . . PUNCT fcis-32157 112 1 for for ADP fcis-32157 112 2 medical medical ADJ fcis-32157 112 3 staff staff NOUN fcis-32157 112 4 , , PUNCT fcis-32157 112 5 an an DET fcis-32157 112 6 exclusive exclusive ADJ fcis-32157 112 7 psychological psychological ADJ fcis-32157 112 8 support support NOUN fcis-32157 112 9 community community NOUN fcis-32157 112 10 has have AUX fcis-32157 112 11 been be AUX fcis-32157 112 12 established establish VERB fcis-32157 112 13 , , PUNCT fcis-32157 112 14 inviting invite VERB fcis-32157 112 15 psychologists psychologist NOUN fcis-32157 112 16 to to PART fcis-32157 112 17 regularly regularly ADV fcis-32157 112 18 carry carry VERB fcis-32157 112 19 out out ADP fcis-32157 112 20 online online ADJ fcis-32157 112 21 lectures lecture NOUN fcis-32157 112 22 and and CCONJ fcis-32157 112 23 one one NUM fcis-32157 112 24 - - PUNCT fcis-32157 112 25 on on ADP fcis-32157 112 26 - - PUNCT fcis-32157 112 27 one one NUM fcis-32157 112 28 consulting consulting NOUN fcis-32157 112 29 services service NOUN fcis-32157 112 30 . . PUNCT fcis-32157 113 1 a a DET fcis-32157 113 2 " " PUNCT fcis-32157 113 3 medical medical ADJ fcis-32157 113 4 staff staff NOUN fcis-32157 113 5 voices voice NOUN fcis-32157 113 6 " " PUNCT fcis-32157 113 7 sharing sharing NOUN fcis-32157 113 8 section section NOUN fcis-32157 113 9 has have AUX fcis-32157 113 10 been be AUX fcis-32157 113 11 set set VERB fcis-32157 113 12 up up ADP fcis-32157 113 13 to to PART fcis-32157 113 14 encourage encourage VERB fcis-32157 113 15 medical medical ADJ fcis-32157 113 16 staff staff NOUN fcis-32157 113 17 to to PART fcis-32157 113 18 communicate communicate VERB fcis-32157 113 19 with with ADP fcis-32157 113 20 each each DET fcis-32157 113 21 other other ADJ fcis-32157 113 22 and and CCONJ fcis-32157 113 23 release release VERB fcis-32157 113 24 pressure pressure NOUN fcis-32157 113 25 . . PUNCT fcis-32157 114 1 during during ADP fcis-32157 114 2 the the DET fcis-32157 114 3 zika zika X fcis-32157 114 4 virus virus NOUN fcis-32157 114 5 epidemic epidemic NOUN fcis-32157 114 6 , , PUNCT fcis-32157 114 7 for for ADP fcis-32157 114 8 pregnant pregnant ADJ fcis-32157 114 9 women woman NOUN fcis-32157 114 10 , , PUNCT fcis-32157 114 11 obstetrics obstetric NOUN fcis-32157 114 12 and and CCONJ fcis-32157 114 13 gynecology gynecology NOUN fcis-32157 114 14 experts expert NOUN fcis-32157 114 15 and and CCONJ fcis-32157 114 16 psychological psychological ADJ fcis-32157 114 17 experts expert NOUN fcis-32157 114 18 were be AUX fcis-32157 114 19 organized organize VERB fcis-32157 114 20 to to PART fcis-32157 114 21 carry carry VERB fcis-32157 114 22 out out ADP fcis-32157 114 23 online online ADJ fcis-32157 114 24 q&a q&a PROPN fcis-32157 114 25 activities activity NOUN fcis-32157 114 26 to to PART fcis-32157 114 27 answer answer VERB fcis-32157 114 28 questions question NOUN fcis-32157 114 29 such such ADJ fcis-32157 114 30 as as ADP fcis-32157 114 31 pregnancy pregnancy NOUN fcis-32157 114 32 protection protection NOUN fcis-32157 114 33 and and CCONJ fcis-32157 114 34 fetal fetal ADJ fcis-32157 114 35 health health NOUN fcis-32157 114 36 checks check NOUN fcis-32157 114 37 , , PUNCT fcis-32157 114 38 effectively effectively ADV fcis-32157 114 39 alleviating alleviate VERB fcis-32157 114 40 their their PRON fcis-32157 114 41 anxiety anxiety NOUN fcis-32157 114 42 . . PUNCT fcis-32157 115 1 4.3 4.3 NUM fcis-32157 115 2 . . PUNCT fcis-32157 115 3 evaluating evaluate VERB fcis-32157 115 4 the the DET fcis-32157 115 5 effect effect NOUN fcis-32157 115 6 of of ADP fcis-32157 115 7 psychological psychological ADJ fcis-32157 115 8 counseling counseling NOUN fcis-32157 115 9 after after ADP fcis-32157 115 10 the the DET fcis-32157 115 11 implementation implementation NOUN fcis-32157 115 12 of of ADP fcis-32157 115 13 psychological psychological ADJ fcis-32157 115 14 counseling counseling NOUN fcis-32157 115 15 measures measure NOUN fcis-32157 115 16 , , PUNCT fcis-32157 115 17 the the DET fcis-32157 115 18 effect effect NOUN fcis-32157 115 19 is be AUX fcis-32157 115 20 evaluated evaluate VERB fcis-32157 115 21 by by ADP fcis-32157 115 22 continuously continuously ADV fcis-32157 115 23 monitoring monitor VERB fcis-32157 115 24 and and CCONJ fcis-32157 115 25 analyzing analyze VERB fcis-32157 115 26 social social ADJ fcis-32157 115 27 media medium NOUN fcis-32157 115 28 medical medical ADJ fcis-32157 115 29 data datum NOUN fcis-32157 115 30 . . PUNCT fcis-32157 116 1 in in ADP fcis-32157 116 2 the the DET fcis-32157 116 3 evaluation evaluation NOUN fcis-32157 116 4 of of ADP fcis-32157 116 5 the the DET fcis-32157 116 6 effect effect NOUN fcis-32157 116 7 of of ADP fcis-32157 116 8 psychological psychological ADJ fcis-32157 116 9 counseling counseling NOUN fcis-32157 116 10 during during ADP fcis-32157 116 11 a a DET fcis-32157 116 12 certain certain ADJ fcis-32157 116 13 public public ADJ fcis-32157 116 14 health health NOUN fcis-32157 116 15 emergency emergency NOUN fcis-32157 116 16 , , PUNCT fcis-32157 116 17 the the DET fcis-32157 116 18 technical technical ADJ fcis-32157 116 19 team team NOUN fcis-32157 116 20 constructed construct VERB fcis-32157 116 21 a a DET fcis-32157 116 22 technical technical ADJ fcis-32157 116 23 system system NOUN fcis-32157 116 24 of of ADP fcis-32157 116 25 " " PUNCT fcis-32157 116 26 data data NOUN fcis-32157 116 27 collection collection NOUN fcis-32157 116 28 statistical statistical ADJ fcis-32157 116 29 verification verification NOUN fcis-32157 116 30 trend trend NOUN fcis-32157 116 31 analysis analysis NOUN fcis-32157 116 32 " " PUNCT fcis-32157 116 33 : : PUNCT fcis-32157 116 34 real real ADJ fcis-32157 116 35 - - PUNCT fcis-32157 116 36 time time NOUN fcis-32157 116 37 collection collection NOUN fcis-32157 116 38 of of ADP fcis-32157 116 39 social social ADJ fcis-32157 116 40 media medium NOUN fcis-32157 116 41 texts text NOUN fcis-32157 116 42 based base VERB fcis-32157 116 43 on on ADP fcis-32157 116 44 the the DET fcis-32157 116 45 flink flink PROPN fcis-32157 116 46 stream stream PROPN fcis-32157 116 47 processing processing NOUN fcis-32157 116 48 engine engine NOUN fcis-32157 116 49 , , PUNCT fcis-32157 116 50 sampling sample VERB fcis-32157 116 51 100,000 100,000 NUM fcis-32157 116 52 texts text NOUN fcis-32157 116 53 daily daily ADV fcis-32157 116 54 , , PUNCT fcis-32157 116 55 and and CCONJ fcis-32157 116 56 using use VERB fcis-32157 116 57 the the DET fcis-32157 116 58 optimized optimize VERB fcis-32157 116 59 distilbert distilbert NOUN fcis-32157 116 60 model model NOUN fcis-32157 116 61 with with ADP fcis-32157 116 62 int8 int8 NOUN fcis-32157 116 63 quantization quantization NOUN fcis-32157 116 64 for for ADP fcis-32157 116 65 emotion emotion NOUN fcis-32157 116 66 classification classification NOUN fcis-32157 116 67 . . PUNCT fcis-32157 117 1 comparing compare VERB fcis-32157 117 2 before before ADP fcis-32157 117 3 and and CCONJ fcis-32157 117 4 after after ADP fcis-32157 117 5 the the DET fcis-32157 117 6 implementation implementation NOUN fcis-32157 117 7 of of ADP fcis-32157 117 8 counseling counseling NOUN fcis-32157 117 9 measures measure NOUN fcis-32157 117 10 , , PUNCT fcis-32157 117 11 the the DET fcis-32157 117 12 proportion proportion NOUN fcis-32157 117 13 of of ADP fcis-32157 117 14 negative negative ADJ fcis-32157 117 15 emotions emotion NOUN fcis-32157 117 16 decreased decrease VERB fcis-32157 117 17 from from ADP fcis-32157 117 18 60 60 NUM fcis-32157 117 19 % % NOUN fcis-32157 117 20 to to PART fcis-32157 117 21 30 30 NUM fcis-32157 117 22 % % NOUN fcis-32157 117 23 , , PUNCT fcis-32157 117 24 and and CCONJ fcis-32157 117 25 the the DET fcis-32157 117 26 proportion proportion NOUN fcis-32157 117 27 of of ADP fcis-32157 117 28 positive positive ADJ fcis-32157 117 29 emotions emotion NOUN fcis-32157 117 30 increased increase VERB fcis-32157 117 31 from from ADP fcis-32157 117 32 20 20 NUM fcis-32157 117 33 % % NOUN fcis-32157 117 34 to to ADP fcis-32157 117 35 45 45 NUM fcis-32157 117 36 % % NOUN fcis-32157 117 37 . . PUNCT fcis-32157 118 1 subsequently subsequently ADV fcis-32157 118 2 , , PUNCT fcis-32157 118 3 the the DET fcis-32157 118 4 paired pair VERB fcis-32157 118 5 - - PUNCT fcis-32157 118 6 samples sample NOUN fcis-32157 118 7 t t NOUN fcis-32157 118 8 - - PUNCT fcis-32157 118 9 test test NOUN fcis-32157 118 10 ( ( PUNCT fcis-32157 118 11 sample sample NOUN fcis-32157 118 12 size size NOUN fcis-32157 118 13 5000 5000 NUM fcis-32157 118 14 ) ) PUNCT fcis-32157 118 15 verified verify VERB fcis-32157 118 16 that that SCONJ fcis-32157 118 17 the the DET fcis-32157 118 18 mean mean ADJ fcis-32157 118 19 difference difference NOUN fcis-32157 118 20 of of ADP fcis-32157 118 21 negative negative ADJ fcis-32157 118 22 emotions emotion NOUN fcis-32157 118 23 was be AUX fcis-32157 118 24 30 30 NUM fcis-32157 118 25 % % NOUN fcis-32157 118 26 , , PUNCT fcis-32157 118 27 t t NOUN fcis-32157 118 28 - - PUNCT fcis-32157 118 29 value value NOUN fcis-32157 118 30 = = SYM fcis-32157 118 31 5.82 5.82 NUM fcis-32157 118 32 ( ( PUNCT fcis-32157 118 33 p p X fcis-32157 118 34 < < X fcis-32157 118 35 0.01 0.01 NUM fcis-32157 118 36 ) ) PUNCT fcis-32157 118 37 , , PUNCT fcis-32157 118 38 confirming confirm VERB fcis-32157 118 39 that that SCONJ fcis-32157 118 40 the the DET fcis-32157 118 41 emotional emotional ADJ fcis-32157 118 42 improvement improvement NOUN fcis-32157 118 43 was be AUX fcis-32157 118 44 statistically statistically ADV fcis-32157 118 45 significant significant ADJ fcis-32157 118 46 . . PUNCT fcis-32157 119 1 at at ADP fcis-32157 119 2 the the DET fcis-32157 119 3 same same ADJ fcis-32157 119 4 time time NOUN fcis-32157 119 5 , , PUNCT fcis-32157 119 6 linear linear ADJ fcis-32157 119 7 regression regression NOUN fcis-32157 119 8 analysis analysis NOUN fcis-32157 119 9 was be AUX fcis-32157 119 10 used use VERB fcis-32157 119 11 to to PART fcis-32157 119 12 verify verify VERB fcis-32157 119 13 the the DET fcis-32157 119 14 slope slope NOUN fcis-32157 119 15 of of ADP fcis-32157 119 16 emotional emotional ADJ fcis-32157 119 17 changes change NOUN fcis-32157 119 18 ( ( PUNCT fcis-32157 119 19 positive positive ADJ fcis-32157 119 20 emotion emotion NOUN fcis-32157 119 21 slope slope NOUN fcis-32157 119 22 0.08 0.08 NUM fcis-32157 119 23 , , PUNCT fcis-32157 119 24 negative negative ADJ fcis-32157 119 25 emotion emotion NOUN fcis-32157 119 26 slope slope NOUN fcis-32157 119 27 -0.05 -0.05 PROPN fcis-32157 119 28 ) ) PUNCT fcis-32157 119 29 , , PUNCT fcis-32157 119 30 confirming confirm VERB fcis-32157 119 31 that that SCONJ fcis-32157 119 32 the the DET fcis-32157 119 33 counseling counseling NOUN fcis-32157 119 34 measures measure NOUN fcis-32157 119 35 were be AUX fcis-32157 119 36 continuously continuously ADV fcis-32157 119 37 effective effective ADJ fcis-32157 119 38 . . PUNCT fcis-32157 120 1 in in ADP fcis-32157 120 2 the the DET fcis-32157 120 3 qualitative qualitative ADJ fcis-32157 120 4 analysis analysis NOUN fcis-32157 120 5 of of ADP fcis-32157 120 6 user user NOUN fcis-32157 120 7 feedback feedback NOUN fcis-32157 120 8 , , PUNCT fcis-32157 120 9 the the DET fcis-32157 120 10 textrank textrank VERB fcis-32157 120 11 algorithm algorithm NOUN fcis-32157 120 12 with with ADP fcis-32157 120 13 a a DET fcis-32157 120 14 window window NOUN fcis-32157 120 15 size size NOUN fcis-32157 120 16 of of ADP fcis-32157 120 17 5 5 NUM fcis-32157 120 18 and and CCONJ fcis-32157 120 19 a a DET fcis-32157 120 20 damping damp VERB fcis-32157 120 21 coefficient coefficient NOUN fcis-32157 120 22 of of ADP fcis-32157 120 23 0.85 0.85 NUM fcis-32157 120 24 was be AUX fcis-32157 120 25 used use VERB fcis-32157 120 26 to to PART fcis-32157 120 27 extract extract VERB fcis-32157 120 28 keywords keyword NOUN fcis-32157 120 29 such such ADJ fcis-32157 120 30 as as ADP fcis-32157 120 31 " " PUNCT fcis-32157 120 32 practical practical ADJ fcis-32157 120 33 " " PUNCT fcis-32157 120 34 , , PUNCT fcis-32157 120 35 " " PUNCT fcis-32157 120 36 anxiety anxiety NOUN fcis-32157 120 37 relief relief NOUN fcis-32157 120 38 " " PUNCT fcis-32157 120 39 , , PUNCT fcis-32157 120 40 and and CCONJ fcis-32157 120 41 " " PUNCT fcis-32157 120 42 insufficient insufficient ADJ fcis-32157 120 43 personalization personalization NOUN fcis-32157 120 44 " " PUNCT fcis-32157 120 45 , , PUNCT fcis-32157 120 46 with with ADP fcis-32157 120 47 a a DET fcis-32157 120 48 coverage coverage NOUN fcis-32157 120 49 rate rate NOUN fcis-32157 120 50 of of ADP fcis-32157 120 51 90 90 NUM fcis-32157 120 52 % % NOUN fcis-32157 120 53 . . PUNCT fcis-32157 121 1 then then ADV fcis-32157 121 2 , , PUNCT fcis-32157 121 3 the the DET fcis-32157 121 4 dbscan dbscan ADJ fcis-32157 121 5 algorithm algorithm NOUN fcis-32157 121 6 with with ADP fcis-32157 121 7 eps=0.3 eps=0.3 PROPN fcis-32157 121 8 and and CCONJ fcis-32157 121 9 minpts=5 minpts=5 PROPN fcis-32157 121 10 was be AUX fcis-32157 121 11 used use VERB fcis-32157 121 12 to to PART fcis-32157 121 13 cluster cluster VERB fcis-32157 121 14 the the DET fcis-32157 121 15 feedback feedback NOUN fcis-32157 121 16 into into ADP fcis-32157 121 17 categories category NOUN fcis-32157 121 18 such such ADJ fcis-32157 121 19 as as ADP fcis-32157 121 20 " " PUNCT fcis-32157 121 21 satisfied satisfied ADJ fcis-32157 121 22 with with ADP fcis-32157 121 23 training training NOUN fcis-32157 121 24 effect effect NOUN fcis-32157 121 25 " " PUNCT fcis-32157 121 26 and and CCONJ fcis-32157 121 27 " " PUNCT fcis-32157 121 28 hoping hope VERB fcis-32157 121 29 for for ADP fcis-32157 121 30 personalized personalized ADJ fcis-32157 121 31 counseling counseling NOUN fcis-32157 121 32 " " PUNCT fcis-32157 121 33 , , PUNCT fcis-32157 121 34 among among ADP fcis-32157 121 35 which which PRON fcis-32157 121 36 " " PUNCT fcis-32157 121 37 personalized personalized ADJ fcis-32157 121 38 needs need NOUN fcis-32157 121 39 " " PUNCT fcis-32157 121 40 accounted account VERB fcis-32157 121 41 for for ADP fcis-32157 121 42 22 22 NUM fcis-32157 121 43 % % NOUN fcis-32157 121 44 , , PUNCT fcis-32157 121 45 providing provide VERB fcis-32157 121 46 a a DET fcis-32157 121 47 clear clear ADJ fcis-32157 121 48 direction direction NOUN fcis-32157 121 49 for for ADP fcis-32157 121 50 subsequent subsequent ADJ fcis-32157 121 51 strategy strategy NOUN fcis-32157 121 52 adjustments adjustment NOUN fcis-32157 121 53 . . PUNCT fcis-32157 122 1 at at ADP fcis-32157 122 2 the the DET fcis-32157 122 3 same same ADJ fcis-32157 122 4 time time NOUN fcis-32157 122 5 , , PUNCT fcis-32157 122 6 cluster cluster NOUN fcis-32157 122 7 analysis analysis NOUN fcis-32157 122 8 is be AUX fcis-32157 122 9 used use VERB fcis-32157 122 10 to to PART fcis-32157 122 11 classify classify VERB fcis-32157 122 12 public public ADJ fcis-32157 122 13 feedback feedback NOUN fcis-32157 122 14 . . PUNCT fcis-32157 123 1 in in ADP fcis-32157 123 2 response response NOUN fcis-32157 123 3 to to ADP fcis-32157 123 4 the the DET fcis-32157 123 5 demand demand NOUN fcis-32157 123 6 of of ADP fcis-32157 123 7 some some DET fcis-32157 123 8 users user NOUN fcis-32157 123 9 for for ADP fcis-32157 123 10 " " PUNCT fcis-32157 123 11 increasing increase VERB fcis-32157 123 12 personalized personalized ADJ fcis-32157 123 13 psychological psychological ADJ fcis-32157 123 14 counseling counseling NOUN fcis-32157 123 15 " " PUNCT fcis-32157 123 16 , , PUNCT fcis-32157 123 17 the the DET fcis-32157 123 18 relevant relevant ADJ fcis-32157 123 19 departments department NOUN fcis-32157 123 20 promptly promptly ADV fcis-32157 123 21 adjusted adjust VERB fcis-32157 123 22 their their PRON fcis-32157 123 23 strategies strategy NOUN fcis-32157 123 24 and and CCONJ fcis-32157 123 25 launched launch VERB fcis-32157 123 26 personalized personalized ADJ fcis-32157 123 27 counseling counseling NOUN fcis-32157 123 28 plans plan NOUN fcis-32157 123 29 based base VERB fcis-32157 123 30 on on ADP fcis-32157 123 31 the the DET fcis-32157 123 32 evaluation evaluation NOUN fcis-32157 123 33 of of ADP fcis-32157 123 34 users user NOUN fcis-32157 123 35 ' ' PART fcis-32157 123 36 psychological psychological ADJ fcis-32157 123 37 states state NOUN fcis-32157 123 38 , , PUNCT fcis-32157 123 39 further far ADV fcis-32157 123 40 improving improve VERB fcis-32157 123 41 the the DET fcis-32157 123 42 quality quality NOUN fcis-32157 123 43 and and CCONJ fcis-32157 123 44 effect effect NOUN fcis-32157 123 45 of of ADP fcis-32157 123 46 psychological psychological ADJ fcis-32157 123 47 counseling counseling NOUN fcis-32157 123 48 and and CCONJ fcis-32157 123 49 effectively effectively ADV fcis-32157 123 50 safeguarding safeguard VERB fcis-32157 123 51 public public ADJ fcis-32157 123 52 mental mental ADJ fcis-32157 123 53 health[14,15 health[14,15 PROPN fcis-32157 123 54 ] ] X fcis-32157 123 55 . . PUNCT fcis-32157 124 1 5 5 X fcis-32157 124 2 . . X fcis-32157 124 3 conclusion conclusion NOUN fcis-32157 124 4 with with ADP fcis-32157 124 5 the the DET fcis-32157 124 6 characteristics characteristic NOUN fcis-32157 124 7 of of ADP fcis-32157 124 8 real real ADJ fcis-32157 124 9 - - PUNCT fcis-32157 124 10 time time NOUN fcis-32157 124 11 performance performance NOUN fcis-32157 124 12 and and CCONJ fcis-32157 124 13 extensiveness extensiveness PROPN fcis-32157 124 14 , , PUNCT fcis-32157 124 15 social social ADJ fcis-32157 124 16 media medium NOUN fcis-32157 124 17 medical medical ADJ fcis-32157 124 18 data datum NOUN fcis-32157 124 19 provides provide VERB fcis-32157 124 20 an an DET fcis-32157 124 21 innovative innovative ADJ fcis-32157 124 22 solution solution NOUN fcis-32157 124 23 for for ADP fcis-32157 124 24 public public ADJ fcis-32157 124 25 opinion opinion NOUN fcis-32157 124 26 monitoring monitoring NOUN fcis-32157 124 27 and and CCONJ fcis-32157 124 28 psychological psychological ADJ fcis-32157 124 29 counseling counseling NOUN fcis-32157 124 30 during during ADP fcis-32157 124 31 public public ADJ fcis-32157 124 32 health health NOUN fcis-32157 124 33 emergencies emergency NOUN fcis-32157 124 34 , , PUNCT fcis-32157 124 35 and and CCONJ fcis-32157 124 36 shows show VERB fcis-32157 124 37 significant significant ADJ fcis-32157 124 38 value value NOUN fcis-32157 124 39 in in ADP fcis-32157 124 40 insight insight NOUN fcis-32157 124 41 into into ADP fcis-32157 124 42 public public ADJ fcis-32157 124 43 dynamics dynamic NOUN fcis-32157 124 44 and and CCONJ fcis-32157 124 45 optimizing optimize VERB fcis-32157 124 46 emergency emergency NOUN fcis-32157 124 47 strategies strategy NOUN fcis-32157 124 48 . . PUNCT fcis-32157 125 1 however however ADV fcis-32157 125 2 , , PUNCT fcis-32157 125 3 problems problem NOUN fcis-32157 125 4 such such ADJ fcis-32157 125 5 as as ADP fcis-32157 125 6 uneven uneven ADJ fcis-32157 125 7 data datum NOUN fcis-32157 125 8 quality quality NOUN fcis-32157 125 9 , , PUNCT fcis-32157 125 10 privacy privacy NOUN fcis-32157 125 11 and and CCONJ fcis-32157 125 12 security security NOUN fcis-32157 125 13 risks risk NOUN fcis-32157 125 14 , , PUNCT fcis-32157 125 15 and and CCONJ fcis-32157 125 16 technical technical ADJ fcis-32157 125 17 bottlenecks bottleneck NOUN fcis-32157 125 18 still still ADV fcis-32157 125 19 restrict restrict VERB fcis-32157 125 20 its its PRON fcis-32157 125 21 in in ADP fcis-32157 125 22 - - PUNCT fcis-32157 125 23 depth depth NOUN fcis-32157 125 24 application application NOUN fcis-32157 125 25 . . PUNCT fcis-32157 126 1 in in ADP fcis-32157 126 2 the the DET fcis-32157 126 3 future future NOUN fcis-32157 126 4 , , PUNCT fcis-32157 126 5 it it PRON fcis-32157 126 6 is be AUX fcis-32157 126 7 necessary necessary ADJ fcis-32157 126 8 to to PART fcis-32157 126 9 break break VERB fcis-32157 126 10 through through ADP fcis-32157 126 11 application application NOUN fcis-32157 126 12 obstacles obstacle NOUN fcis-32157 126 13 by by ADP fcis-32157 126 14 improving improve VERB fcis-32157 126 15 the the DET fcis-32157 126 16 data data NOUN fcis-32157 126 17 governance governance NOUN fcis-32157 126 18 technology technology NOUN fcis-32157 126 19 system system NOUN fcis-32157 126 20 , , PUNCT fcis-32157 126 21 strengthening strengthen VERB fcis-32157 126 22 technological technological ADJ fcis-32157 126 23 innovation innovation NOUN fcis-32157 126 24 , , PUNCT fcis-32157 126 25 and and CCONJ fcis-32157 126 26 promoting promote VERB fcis-32157 126 27 multi multi ADJ fcis-32157 126 28 - - ADJ fcis-32157 126 29 stakeholder stakeholder ADJ fcis-32157 126 30 collaborative collaborative ADJ fcis-32157 126 31 cooperation cooperation NOUN fcis-32157 126 32 , , PUNCT fcis-32157 126 33 so so SCONJ fcis-32157 126 34 as as SCONJ fcis-32157 126 35 to to PART fcis-32157 126 36 fully fully ADV fcis-32157 126 37 release release VERB fcis-32157 126 38 the the DET fcis-32157 126 39 potential potential NOUN fcis-32157 126 40 of of ADP fcis-32157 126 41 social social ADJ fcis-32157 126 42 media medium NOUN fcis-32157 126 43 medical medical ADJ fcis-32157 126 44 data datum NOUN fcis-32157 126 45 , , PUNCT fcis-32157 126 46 help help VERB fcis-32157 126 47 build build VERB fcis-32157 126 48 a a DET fcis-32157 126 49 more more ADV fcis-32157 126 50 efficient efficient ADJ fcis-32157 126 51 and and CCONJ fcis-32157 126 52 intelligent intelligent ADJ fcis-32157 126 53 public public ADJ fcis-32157 126 54 health health NOUN fcis-32157 126 55 emergency emergency NOUN fcis-32157 126 56 management management NOUN fcis-32157 126 57 system system NOUN fcis-32157 126 58 , , PUNCT fcis-32157 126 59 and and CCONJ fcis-32157 126 60 better well ADV fcis-32157 126 61 safeguard safeguard VERB fcis-32157 126 62 public public ADJ fcis-32157 126 63 health health NOUN fcis-32157 126 64 and and CCONJ fcis-32157 126 65 social social ADJ fcis-32157 126 66 stability stability NOUN fcis-32157 126 67 . . PUNCT fcis-32157 127 1 references reference NOUN fcis-32157 127 2 [ [ X fcis-32157 127 3 1 1 NUM fcis-32157 127 4 ] ] X fcis-32157 127 5 kim kim PROPN fcis-32157 127 6 , , PUNCT fcis-32157 127 7 e. e. PROPN fcis-32157 127 8 s. s. PROPN fcis-32157 127 9 , , PUNCT fcis-32157 127 10 james james PROPN fcis-32157 127 11 , , PUNCT fcis-32157 127 12 p. p. PROPN fcis-32157 127 13 , , PUNCT fcis-32157 127 14 zevon zevon PROPN fcis-32157 127 15 , , PUNCT fcis-32157 127 16 e. e. PROPN fcis-32157 127 17 s. s. PROPN fcis-32157 127 18 , , PUNCT fcis-32157 127 19 trudel trudel PROPN fcis-32157 127 20 - - PUNCT fcis-32157 127 21 fitzgerald fitzgerald PROPN fcis-32157 127 22 , , PUNCT fcis-32157 127 23 c. c. PROPN fcis-32157 127 24 , , PUNCT fcis-32157 127 25 kubzansky kubzansky PROPN fcis-32157 127 26 , , PUNCT fcis-32157 127 27 l. l. PROPN fcis-32157 127 28 d. d. PROPN fcis-32157 127 29 , , PUNCT fcis-32157 127 30 & & CCONJ fcis-32157 127 31 grodstein grodstein PROPN fcis-32157 127 32 , , PUNCT fcis-32157 127 33 f. f. PROPN fcis-32157 127 34 ( ( PUNCT fcis-32157 127 35 2020 2020 NUM fcis-32157 127 36 ) ) PUNCT fcis-32157 127 37 . . PUNCT fcis-32157 128 1 social social ADJ fcis-32157 128 2 media medium NOUN fcis-32157 128 3 as as ADP fcis-32157 128 4 an an DET fcis-32157 128 5 emerging emerge VERB fcis-32157 128 6 data datum NOUN fcis-32157 128 7 resource resource NOUN fcis-32157 128 8 for for ADP fcis-32157 128 9 epidemiologic epidemiologic ADJ fcis-32157 128 10 research research NOUN fcis-32157 128 11 : : PUNCT fcis-32157 128 12 characteristics characteristic NOUN fcis-32157 128 13 of of ADP fcis-32157 128 14 regular regular ADJ fcis-32157 128 15 and and CCONJ fcis-32157 128 16 nonregular nonregular ADJ fcis-32157 128 17 social social ADJ fcis-32157 128 18 media medium NOUN fcis-32157 128 19 users user NOUN fcis-32157 128 20 in in ADP fcis-32157 128 21 nurses nurse NOUN fcis-32157 128 22 ’ ' PUNCT fcis-32157 128 23 health health PROPN fcis-32157 128 24 study study PROPN fcis-32157 128 25 ii ii PROPN fcis-32157 128 26 . . PUNCT fcis-32157 129 1 american american PROPN fcis-32157 129 2 journal journal PROPN fcis-32157 129 3 of of ADP fcis-32157 129 4 epidemiology epidemiology NOUN fcis-32157 129 5 , , PUNCT fcis-32157 129 6 189(2 189(2 NUM fcis-32157 129 7 ) ) PUNCT fcis-32157 129 8 , , PUNCT fcis-32157 129 9 156 156 NUM fcis-32157 129 10 161 161 NUM fcis-32157 129 11 . . PUNCT fcis-32157 130 1 doi:10.1093 doi:10.1093 PROPN fcis-32157 130 2 / / SYM fcis-32157 130 3 aje aje PROPN fcis-32157 130 4 / / SYM fcis-32157 130 5 kwz224 kwz224 PROPN fcis-32157 130 6 [ [ X fcis-32157 130 7 2 2 NUM fcis-32157 130 8 ] ] X fcis-32157 130 9 garg garg NOUN fcis-32157 130 10 , , PUNCT fcis-32157 130 11 a. a. PROPN fcis-32157 130 12 , , PUNCT fcis-32157 130 13 & & CCONJ fcis-32157 130 14 gupta gupta PROPN fcis-32157 130 15 , , PUNCT fcis-32157 130 16 s. s. PROPN fcis-32157 130 17 ( ( PUNCT fcis-32157 130 18 2024 2024 NUM fcis-32157 130 19 ) ) PUNCT fcis-32157 130 20 . . PUNCT fcis-32157 131 1 leveraging leverage VERB fcis-32157 131 2 social social ADJ fcis-32157 131 3 media medium NOUN fcis-32157 131 4 data datum NOUN fcis-32157 131 5 for for ADP fcis-32157 131 6 healthcare healthcare NOUN fcis-32157 131 7 analytics analytic NOUN fcis-32157 131 8 : : PUNCT fcis-32157 131 9 opportunities opportunity NOUN fcis-32157 131 10 and and CCONJ fcis-32157 131 11 risks risk NOUN fcis-32157 131 12 . . PUNCT fcis-32157 132 1 moldstud moldstud PROPN fcis-32157 132 2 , , PUNCT fcis-32157 132 3 1(1 1(1 NUM fcis-32157 132 4 ) ) PUNCT fcis-32157 132 5 , , PUNCT fcis-32157 132 6 1 1 NUM fcis-32157 132 7 10 10 NUM fcis-32157 132 8 . . PUNCT fcis-32157 133 1 [ [ X fcis-32157 133 2 3 3 NUM fcis-32157 133 3 ] ] PUNCT fcis-32157 133 4 litjens litjen NOUN fcis-32157 133 5 , , PUNCT fcis-32157 133 6 g. g. PROPN fcis-32157 133 7 , , PUNCT fcis-32157 133 8 kooi kooi PROPN fcis-32157 133 9 , , PUNCT fcis-32157 133 10 t. t. PROPN fcis-32157 133 11 , , PUNCT fcis-32157 133 12 bejnordi bejnordi PROPN fcis-32157 133 13 , , PUNCT fcis-32157 133 14 b. b. PROPN fcis-32157 133 15 e. e. PROPN fcis-32157 133 16 , , PUNCT fcis-32157 133 17 setio setio PROPN fcis-32157 133 18 , , PUNCT fcis-32157 133 19 a. a. PROPN fcis-32157 133 20 a. a. NOUN fcis-32157 133 21 a. a. PROPN fcis-32157 133 22 , , PUNCT fcis-32157 133 23 ciompi ciompi PROPN fcis-32157 133 24 , , PUNCT fcis-32157 133 25 f. f. PROPN fcis-32157 133 26 , , PUNCT fcis-32157 133 27 ghafoorian ghafoorian PROPN fcis-32157 133 28 , , PUNCT fcis-32157 133 29 m. m. NOUN fcis-32157 133 30 , , PUNCT fcis-32157 133 31 ... ... PUNCT fcis-32157 133 32 van van PROPN fcis-32157 133 33 ginneken ginneken PROPN fcis-32157 133 34 , , PUNCT fcis-32157 133 35 b. b. PROPN fcis-32157 133 36 ( ( PUNCT fcis-32157 133 37 2017 2017 NUM fcis-32157 133 38 ) ) PUNCT fcis-32157 133 39 . . PUNCT fcis-32157 134 1 deep deep ADJ fcis-32157 134 2 learning learning NOUN fcis-32157 134 3 for for ADP fcis-32157 134 4 medical medical ADJ fcis-32157 134 5 image image NOUN fcis-32157 134 6 analysis analysis NOUN fcis-32157 134 7 : : PUNCT fcis-32157 134 8 a a DET fcis-32157 134 9 review review NOUN fcis-32157 134 10 . . PUNCT fcis-32157 135 1 medical medical ADJ fcis-32157 135 2 image image NOUN fcis-32157 135 3 analysis analysis NOUN fcis-32157 135 4 , , PUNCT fcis-32157 135 5 42 42 NUM fcis-32157 135 6 , , PUNCT fcis-32157 135 7 60 60 NUM fcis-32157 135 8 88 88 NUM fcis-32157 135 9 . . PUNCT fcis-32157 136 1 [ [ X fcis-32157 136 2 4 4 NUM fcis-32157 136 3 ] ] X fcis-32157 136 4 esteva esteva PROPN fcis-32157 136 5 , , PUNCT fcis-32157 136 6 a. a. PROPN fcis-32157 136 7 , , PUNCT fcis-32157 136 8 kuprel kuprel PROPN fcis-32157 136 9 , , PUNCT fcis-32157 136 10 b. b. PROPN fcis-32157 136 11 , , PUNCT fcis-32157 136 12 novoa novoa NOUN fcis-32157 136 13 , , PUNCT fcis-32157 136 14 r. r. PROPN fcis-32157 136 15 a. a. PROPN fcis-32157 136 16 , , PUNCT fcis-32157 136 17 ko ko PROPN fcis-32157 136 18 , , PUNCT fcis-32157 136 19 j. j. PROPN fcis-32157 136 20 , , PUNCT fcis-32157 136 21 swetter swetter PROPN fcis-32157 136 22 , , PUNCT fcis-32157 136 23 s. s. PROPN fcis-32157 136 24 m. m. PROPN fcis-32157 136 25 , , PUNCT fcis-32157 136 26 blau blau PROPN fcis-32157 136 27 , , PUNCT fcis-32157 136 28 h. h. PROPN fcis-32157 136 29 m. m. PROPN fcis-32157 136 30 , , PUNCT fcis-32157 136 31 & & CCONJ fcis-32157 136 32 thrun thrun NOUN fcis-32157 136 33 , , PUNCT fcis-32157 136 34 s. s. PROPN fcis-32157 136 35 ( ( PUNCT fcis-32157 136 36 2019 2019 NUM fcis-32157 136 37 ) ) PUNCT fcis-32157 136 38 . . PUNCT fcis-32157 137 1 machine machine NOUN fcis-32157 137 2 learning learn VERB fcis-32157 137 3 in in ADP fcis-32157 137 4 medicine medicine NOUN fcis-32157 137 5 . . PUNCT fcis-32157 138 1 nature nature NOUN fcis-32157 138 2 medicine medicine NOUN fcis-32157 138 3 , , PUNCT fcis-32157 138 4 25 25 NUM fcis-32157 138 5 , , PUNCT fcis-32157 138 6 24 24 NUM fcis-32157 138 7 36 36 NUM fcis-32157 138 8 . . PUNCT fcis-32157 139 1 [ [ X fcis-32157 139 2 5 5 NUM fcis-32157 139 3 ] ] SYM fcis-32157 139 4 aljarah aljarah PROPN fcis-32157 139 5 , , PUNCT fcis-32157 139 6 i. i. PROPN fcis-32157 139 7 , , PUNCT fcis-32157 139 8 yaseen yaseen PROPN fcis-32157 139 9 , , PUNCT fcis-32157 139 10 z. z. PROPN fcis-32157 139 11 m. m. PROPN fcis-32157 139 12 , , PUNCT fcis-32157 139 13 & & CCONJ fcis-32157 139 14 elaziz elaziz PROPN fcis-32157 139 15 , , PUNCT fcis-32157 139 16 m. m. NOUN fcis-32157 139 17 a. a. NOUN fcis-32157 139 18 ( ( PUNCT fcis-32157 139 19 2020 2020 NUM fcis-32157 139 20 ) ) PUNCT fcis-32157 139 21 . . PUNCT fcis-32157 140 1 a a DET fcis-32157 140 2 review review NOUN fcis-32157 140 3 of of ADP fcis-32157 140 4 data datum NOUN fcis-32157 140 5 mining mining NOUN fcis-32157 140 6 techniques technique NOUN fcis-32157 140 7 for for ADP fcis-32157 140 8 healthcare healthcare PROPN fcis-32157 140 9 data data PROPN fcis-32157 140 10 . . PUNCT fcis-32157 141 1 journal journal PROPN fcis-32157 141 2 of of ADP fcis-32157 141 3 healthcare healthcare PROPN fcis-32157 141 4 engineering engineering NOUN fcis-32157 141 5 , , PUNCT fcis-32157 141 6 2020 2020 NUM fcis-32157 141 7 , , PUNCT fcis-32157 141 8 article article NOUN fcis-32157 141 9 i i PROPN fcis-32157 141 10 d d PROPN fcis-32157 141 11 8828590 8828590 NUM fcis-32157 141 12 . . PUNCT fcis-32157 142 1 53 53 NUM fcis-32157 143 1 [ [ SYM fcis-32157 143 2 6 6 NUM fcis-32157 143 3 ] ] PUNCT fcis-32157 143 4 perner perner NOUN fcis-32157 143 5 , , PUNCT fcis-32157 143 6 p. p. NOUN fcis-32157 143 7 ( ( PUNCT fcis-32157 143 8 2021 2021 NUM fcis-32157 143 9 ) ) PUNCT fcis-32157 143 10 . . PUNCT fcis-32157 144 1 medical medical ADJ fcis-32157 144 2 data data PROPN fcis-32157 144 3 mining mining NOUN fcis-32157 144 4 and and CCONJ fcis-32157 144 5 knowledge knowledge NOUN fcis-32157 144 6 discovery discovery NOUN fcis-32157 144 7 : : PUNCT fcis-32157 144 8 a a DET fcis-32157 144 9 review review NOUN fcis-32157 144 10 . . PUNCT fcis-32157 145 1 pattern pattern NOUN fcis-32157 145 2 recognition recognition NOUN fcis-32157 145 3 letters letter NOUN fcis-32157 145 4 , , PUNCT fcis-32157 145 5 145 145 NUM fcis-32157 145 6 , , PUNCT fcis-32157 145 7 2 2 NUM fcis-32157 145 8 10 10 NUM fcis-32157 145 9 . . PUNCT fcis-32157 146 1 [ [ X fcis-32157 146 2 7 7 NUM fcis-32157 146 3 ] ] X fcis-32157 146 4 alqahtani alqahtani ADJ fcis-32157 146 5 , , PUNCT fcis-32157 146 6 a. a. PROPN fcis-32157 146 7 , , PUNCT fcis-32157 146 8 & & CCONJ fcis-32157 146 9 maglogiannis maglogiannis PROPN fcis-32157 146 10 , , PUNCT fcis-32157 146 11 i. i. PROPN fcis-32157 146 12 ( ( PUNCT fcis-32157 146 13 2023 2023 NUM fcis-32157 146 14 ) ) PUNCT fcis-32157 146 15 . . PUNCT fcis-32157 147 1 leveraging leverage VERB fcis-32157 147 2 social social ADJ fcis-32157 147 3 media medium NOUN fcis-32157 147 4 data datum NOUN fcis-32157 147 5 for for ADP fcis-32157 147 6 covid-19 covid-19 PROPN fcis-32157 147 7 pandemic pandemic ADJ fcis-32157 147 8 monitoring monitoring NOUN fcis-32157 147 9 and and CCONJ fcis-32157 147 10 prediction prediction NOUN fcis-32157 147 11 . . PUNCT fcis-32157 148 1 journal journal PROPN fcis-32157 148 2 of of ADP fcis-32157 148 3 healthcare healthcare PROPN fcis-32157 148 4 engineering engineering NOUN fcis-32157 148 5 , , PUNCT fcis-32157 148 6 2023 2023 NUM fcis-32157 148 7 , , PUNCT fcis-32157 148 8 article article NOUN fcis-32157 148 9 i i PROPN fcis-32157 148 10 d d PROPN fcis-32157 148 11 7684701 7684701 NUM fcis-32157 148 12 . . PUNCT fcis-32157 149 1 [ [ X fcis-32157 149 2 8 8 NUM fcis-32157 149 3 ] ] X fcis-32157 149 4 khan khan PROPN fcis-32157 149 5 , , PUNCT fcis-32157 149 6 s. s. PROPN fcis-32157 149 7 a. a. PROPN fcis-32157 149 8 , , PUNCT fcis-32157 149 9 & & CCONJ fcis-32157 149 10 alharthi alharthi PROPN fcis-32157 149 11 , , PUNCT fcis-32157 149 12 a. a. NOUN fcis-32157 149 13 a. a. NOUN fcis-32157 149 14 ( ( PUNCT fcis-32157 149 15 2022 2022 NUM fcis-32157 149 16 ) ) PUNCT fcis-32157 149 17 . . PUNCT fcis-32157 150 1 social social ADJ fcis-32157 150 2 media medium NOUN fcis-32157 150 3 analytics analytic NOUN fcis-32157 150 4 for for ADP fcis-32157 150 5 public public ADJ fcis-32157 150 6 health health NOUN fcis-32157 150 7 emergency emergency NOUN fcis-32157 150 8 response response NOUN fcis-32157 150 9 : : PUNCT fcis-32157 150 10 a a DET fcis-32157 150 11 review review NOUN fcis-32157 150 12 . . PUNCT fcis-32157 151 1 journal journal PROPN fcis-32157 151 2 of of ADP fcis-32157 151 3 medical medical ADJ fcis-32157 151 4 systems system NOUN fcis-32157 151 5 , , PUNCT fcis-32157 151 6 46(8 46(8 NOUN fcis-32157 151 7 ) ) PUNCT fcis-32157 151 8 , , PUNCT fcis-32157 151 9 106 106 NUM fcis-32157 151 10 . . PUNCT fcis-32157 152 1 [ [ X fcis-32157 152 2 9 9 NUM fcis-32157 152 3 ] ] SYM fcis-32157 152 4 smith smith PROPN fcis-32157 152 5 , , PUNCT fcis-32157 152 6 j. j. PROPN fcis-32157 152 7 , , PUNCT fcis-32157 152 8 & & CCONJ fcis-32157 152 9 johnson johnson PROPN fcis-32157 152 10 , , PUNCT fcis-32157 152 11 a. a. NOUN fcis-32157 152 12 ( ( PUNCT fcis-32157 152 13 2023 2023 NUM fcis-32157 152 14 ) ) PUNCT fcis-32157 152 15 . . PUNCT fcis-32157 153 1 social social ADJ fcis-32157 153 2 media medium NOUN fcis-32157 153 3 based base VERB fcis-32157 153 4 interventions intervention NOUN fcis-32157 153 5 for for ADP fcis-32157 153 6 mental mental ADJ fcis-32157 153 7 health health NOUN fcis-32157 153 8 during during ADP fcis-32157 153 9 public public ADJ fcis-32157 153 10 health health NOUN fcis-32157 153 11 emergencies emergency NOUN fcis-32157 153 12 : : PUNCT fcis-32157 153 13 a a DET fcis-32157 153 14 review review NOUN fcis-32157 153 15 . . PUNCT fcis-32157 154 1 journal journal PROPN fcis-32157 154 2 of of ADP fcis-32157 154 3 mental mental ADJ fcis-32157 154 4 health health NOUN fcis-32157 154 5 and and CCONJ fcis-32157 154 6 crisis crisis NOUN fcis-32157 154 7 intervention intervention NOUN fcis-32157 154 8 , , PUNCT fcis-32157 154 9 8(2 8(2 NUM fcis-32157 154 10 ) ) PUNCT fcis-32157 154 11 , , PUNCT fcis-32157 154 12 112 112 NUM fcis-32157 154 13 125 125 NUM fcis-32157 154 14 . . PUNCT fcis-32157 155 1 [ [ X fcis-32157 155 2 10 10 NUM fcis-32157 155 3 ] ] X fcis-32157 155 4 wang wang PROPN fcis-32157 155 5 , , PUNCT fcis-32157 155 6 y. y. PROPN fcis-32157 155 7 , , PUNCT fcis-32157 155 8 & & CCONJ fcis-32157 155 9 li li PROPN fcis-32157 155 10 , , PUNCT fcis-32157 155 11 z. z. PROPN fcis-32157 155 12 ( ( PUNCT fcis-32157 155 13 2022 2022 NUM fcis-32157 155 14 ) ) PUNCT fcis-32157 155 15 . . PUNCT fcis-32157 156 1 social social ADJ fcis-32157 156 2 media medium NOUN fcis-32157 156 3 as as ADP fcis-32157 156 4 a a DET fcis-32157 156 5 tool tool NOUN fcis-32157 156 6 for for ADP fcis-32157 156 7 mental mental ADJ fcis-32157 156 8 health health NOUN fcis-32157 156 9 promotion promotion NOUN fcis-32157 156 10 and and CCONJ fcis-32157 156 11 crisis crisis NOUN fcis-32157 156 12 intervention intervention NOUN fcis-32157 156 13 in in ADP fcis-32157 156 14 public public ADJ fcis-32157 156 15 health health NOUN fcis-32157 156 16 emergencies emergency NOUN fcis-32157 156 17 . . PUNCT fcis-32157 157 1 asia asia PROPN fcis-32157 157 2 pacific pacific PROPN fcis-32157 157 3 journal journal PROPN fcis-32157 157 4 of of ADP fcis-32157 157 5 public public ADJ fcis-32157 157 6 health health NOUN fcis-32157 157 7 , , PUNCT fcis-32157 157 8 34(5 34(5 PROPN fcis-32157 157 9 ) ) PUNCT fcis-32157 157 10 , , PUNCT fcis-32157 157 11 456 456 NUM fcis-32157 157 12 465 465 NUM fcis-32157 157 13 . . PUNCT fcis-32157 158 1 [ [ X fcis-32157 158 2 11 11 NUM fcis-32157 158 3 ] ] PUNCT fcis-32157 158 4 crea crea PROPN fcis-32157 158 5 , , PUNCT fcis-32157 158 6 thomas thomas PROPN fcis-32157 158 7 m. m. PROPN fcis-32157 158 8 , , PUNCT fcis-32157 158 9 et et PROPN fcis-32157 158 10 al al PROPN fcis-32157 158 11 . . PUNCT fcis-32157 159 1 " " PUNCT fcis-32157 159 2 social social ADJ fcis-32157 159 3 distancing distancing NOUN fcis-32157 159 4 , , PUNCT fcis-32157 159 5 community community NOUN fcis-32157 159 6 stigma stigma NOUN fcis-32157 159 7 , , PUNCT fcis-32157 159 8 and and CCONJ fcis-32157 159 9 implications implication NOUN fcis-32157 159 10 for for ADP fcis-32157 159 11 psychological psychological ADJ fcis-32157 159 12 distress distress NOUN fcis-32157 159 13 in in ADP fcis-32157 159 14 the the DET fcis-32157 159 15 aftermath aftermath NOUN fcis-32157 159 16 of of ADP fcis-32157 159 17 ebola ebola PROPN fcis-32157 159 18 virus virus NOUN fcis-32157 159 19 disease disease NOUN fcis-32157 159 20 . . PUNCT fcis-32157 159 21 " " PUNCT fcis-32157 160 1 plos plo VERB fcis-32157 160 2 one one NUM fcis-32157 160 3 17.11 17.11 NUM fcis-32157 160 4 ( ( PUNCT fcis-32157 160 5 2022 2022 NUM fcis-32157 160 6 ): ): PUNCT fcis-32157 160 7 e0276790 e0276790 NOUN fcis-32157 160 8 . . PUNCT fcis-32157 161 1 [ [ X fcis-32157 161 2 12 12 NUM fcis-32157 161 3 ] ] PUNCT fcis-32157 161 4 cΓ©nat cΓ©nat NOUN fcis-32157 161 5 , , PUNCT fcis-32157 161 6 jude jude PROPN fcis-32157 161 7 mary mary PROPN fcis-32157 161 8 , , PUNCT fcis-32157 161 9 et et PROPN fcis-32157 161 10 al al PROPN fcis-32157 161 11 . . PUNCT fcis-32157 162 1 " " PUNCT fcis-32157 162 2 psychological psychological ADJ fcis-32157 162 3 distress distress NOUN fcis-32157 162 4 among among ADP fcis-32157 162 5 adults adult NOUN fcis-32157 162 6 from from ADP fcis-32157 162 7 the the DET fcis-32157 162 8 urban urban ADJ fcis-32157 162 9 and and CCONJ fcis-32157 162 10 rural rural ADJ fcis-32157 162 11 areas area NOUN fcis-32157 162 12 affected affect VERB fcis-32157 162 13 by by ADP fcis-32157 162 14 the the DET fcis-32157 162 15 ebola ebola PROPN fcis-32157 162 16 virus virus NOUN fcis-32157 162 17 disease disease NOUN fcis-32157 162 18 in in ADP fcis-32157 162 19 the the DET fcis-32157 162 20 democratic democratic ADJ fcis-32157 162 21 republic republic NOUN fcis-32157 162 22 of of ADP fcis-32157 162 23 the the DET fcis-32157 162 24 congo congo NOUN fcis-32157 162 25 . . PUNCT fcis-32157 162 26 " " PUNCT fcis-32157 163 1 social social ADJ fcis-32157 163 2 psychiatry psychiatry NOUN fcis-32157 163 3 and and CCONJ fcis-32157 163 4 psychiatric psychiatric ADJ fcis-32157 163 5 epidemiology epidemiology NOUN fcis-32157 163 6 56.1 56.1 NUM fcis-32157 163 7 ( ( PUNCT fcis-32157 163 8 2021 2021 NUM fcis-32157 163 9 ): ): PUNCT fcis-32157 163 10 57 57 NUM fcis-32157 163 11 - - SYM fcis-32157 163 12 62 62 NUM fcis-32157 163 13 . . PUNCT fcis-32157 164 1 [ [ X fcis-32157 164 2 13 13 NUM fcis-32157 164 3 ] ] X fcis-32157 164 4 james james PROPN fcis-32157 164 5 , , PUNCT fcis-32157 164 6 peter peter PROPN fcis-32157 164 7 bai bai PROPN fcis-32157 164 8 , , PUNCT fcis-32157 164 9 et et PROPN fcis-32157 164 10 al al PROPN fcis-32157 164 11 . . PUNCT fcis-32157 165 1 " " PUNCT fcis-32157 165 2 health health NOUN fcis-32157 165 3 - - PUNCT fcis-32157 165 4 related relate VERB fcis-32157 165 5 quality quality NOUN fcis-32157 165 6 of of ADP fcis-32157 165 7 life life NOUN fcis-32157 165 8 among among ADP fcis-32157 165 9 ebola ebola NOUN fcis-32157 165 10 survivors survivor NOUN fcis-32157 165 11 in in ADP fcis-32157 165 12 sierra sierra PROPN fcis-32157 165 13 leone leone PROPN fcis-32157 165 14 : : PUNCT fcis-32157 165 15 the the DET fcis-32157 165 16 role role NOUN fcis-32157 165 17 of of ADP fcis-32157 165 18 socio socio NOUN fcis-32157 165 19 - - PUNCT fcis-32157 165 20 demographic demographic ADJ fcis-32157 165 21 , , PUNCT fcis-32157 165 22 health health NOUN fcis-32157 165 23 - - PUNCT fcis-32157 165 24 related relate VERB fcis-32157 165 25 and and CCONJ fcis-32157 165 26 psycho psycho NOUN fcis-32157 165 27 - - PUNCT fcis-32157 165 28 social social ADJ fcis-32157 165 29 factors factor NOUN fcis-32157 165 30 . . PUNCT fcis-32157 165 31 " " PUNCT fcis-32157 166 1 health health NOUN fcis-32157 166 2 and and CCONJ fcis-32157 166 3 quality quality NOUN fcis-32157 166 4 of of ADP fcis-32157 166 5 life life NOUN fcis-32157 166 6 outcomes outcome NOUN fcis-32157 166 7 20.1 20.1 NUM fcis-32157 166 8 ( ( PUNCT fcis-32157 166 9 2022 2022 NUM fcis-32157 166 10 ): ): PUNCT fcis-32157 166 11 10 10 NUM fcis-32157 166 12 . . PUNCT fcis-32157 167 1 [ [ X fcis-32157 167 2 14 14 NUM fcis-32157 167 3 ] ] X fcis-32157 167 4 arafat arafat PROPN fcis-32157 167 5 , , PUNCT fcis-32157 167 6 md md PROPN fcis-32157 167 7 yeasin yeasin PROPN fcis-32157 167 8 , , PUNCT fcis-32157 167 9 sanjana sanjana PROPN fcis-32157 167 10 zaman zaman PROPN fcis-32157 167 11 , , PUNCT fcis-32157 167 12 and and CCONJ fcis-32157 167 13 mohammad mohammad PROPN fcis-32157 167 14 delwer delwer PROPN fcis-32157 167 15 hossain hossain PROPN fcis-32157 167 16 hawlader hawlader PROPN fcis-32157 167 17 . . PUNCT fcis-32157 168 1 " " PUNCT fcis-32157 168 2 telemedicine telemedicine NOUN fcis-32157 168 3 improves improve VERB fcis-32157 168 4 mental mental ADJ fcis-32157 168 5 health health NOUN fcis-32157 168 6 in in ADP fcis-32157 168 7 covid-19 covid-19 PROPN fcis-32157 168 8 pandemic pandemic NOUN fcis-32157 168 9 . . PUNCT fcis-32157 168 10 " " PUNCT fcis-32157 169 1 journal journal NOUN fcis-32157 169 2 of of ADP fcis-32157 169 3 global global ADJ fcis-32157 169 4 health health NOUN fcis-32157 169 5 11 11 NUM fcis-32157 169 6 ( ( PUNCT fcis-32157 169 7 2021 2021 NUM fcis-32157 169 8 ): ): PUNCT fcis-32157 169 9 03004 03004 NUM fcis-32157 169 10 . . PUNCT fcis-32157 170 1 [ [ X fcis-32157 170 2 15 15 NUM fcis-32157 170 3 ] ] X fcis-32157 170 4 vivalya vivalya ADJ fcis-32157 170 5 , , PUNCT fcis-32157 170 6 bives bive VERB fcis-32157 170 7 mutume mutume PROPN fcis-32157 170 8 nzanzu nzanzu PROPN fcis-32157 170 9 , , PUNCT fcis-32157 170 10 et et PROPN fcis-32157 170 11 al al PROPN fcis-32157 170 12 . . PUNCT fcis-32157 171 1 " " PUNCT fcis-32157 171 2 develo develo ADJ fcis-32157 171 3 * * NOUN fcis-32157 171 4 * * ADJ fcis-32157 171 5 mental mental ADJ fcis-32157 171 6 health health NOUN fcis-32157 171 7 services service NOUN fcis-32157 171 8 during during ADP fcis-32157 171 9 and and CCONJ fcis-32157 171 10 in in ADP fcis-32157 171 11 the the DET fcis-32157 171 12 aftermath aftermath NOUN fcis-32157 171 13 of of ADP fcis-32157 171 14 the the DET fcis-32157 171 15 ebola ebola PROPN fcis-32157 171 16 virus virus PROPN fcis-32157 171 17 disease disease NOUN fcis-32157 171 18 outbreak outbreak NOUN fcis-32157 171 19 in in ADP fcis-32157 171 20 armed armed ADJ fcis-32157 171 21 conflict conflict NOUN fcis-32157 171 22 settings setting NOUN fcis-32157 171 23 : : PUNCT fcis-32157 171 24 a a DET fcis-32157 171 25 sco sco PROPN fcis-32157 171 26 * * PROPN fcis-32157 171 27 * * PROPN fcis-32157 171 28 review review NOUN fcis-32157 171 29 . . PUNCT fcis-32157 171 30 " " PUNCT fcis-32157 172 1 globalization globalization NOUN fcis-32157 172 2 and and CCONJ fcis-32157 172 3 health health NOUN fcis-32157 172 4 18.1 18.1 NUM fcis-32157 172 5 ( ( PUNCT fcis-32157 172 6 2022 2022 NUM fcis-32157 172 7 ): ): PUNCT fcis-32157 172 8 71 71 NUM fcis-32157 172 9 . . PUNCT