id sid tid token lemma pos bracis-19042 1 1 ontology ontology NOUN bracis-19042 1 2 based base VERB bracis-19042 1 3 classification classification NOUN bracis-19042 1 4 of of ADP bracis-19042 1 5 electronic electronic ADJ bracis-19042 1 6 health health NOUN bracis-19042 1 7 records record NOUN bracis-19042 1 8 to to PART bracis-19042 1 9 support support VERB bracis-19042 1 10 value value NOUN bracis-19042 1 11 - - PUNCT bracis-19042 1 12 based base VERB bracis-19042 1 13 health health NOUN bracis-19042 1 14 care care NOUN bracis-19042 1 15 | | NOUN bracis-19042 1 16 springer springer NOUN bracis-19042 1 17 nature nature PROPN bracis-19042 1 18 link link PROPN bracis-19042 1 19 ( ( PUNCT bracis-19042 1 20 formerly formerly ADV bracis-19042 1 21 springerlink springerlink NOUN bracis-19042 1 22 ) ) PUNCT bracis-19042 1 23 skip skip VERB bracis-19042 1 24 to to ADP bracis-19042 1 25 main main ADJ bracis-19042 1 26 content content NOUN bracis-19042 1 27 advertisement advertisement NOUN bracis-19042 1 28 log log NOUN bracis-19042 1 29 in in ADP bracis-19042 1 30 menu menu NOUN bracis-19042 1 31 find find VERB bracis-19042 1 32 a a DET bracis-19042 1 33 journal journal NOUN bracis-19042 1 34 publish publish VERB bracis-19042 1 35 with with ADP bracis-19042 1 36 us we PRON bracis-19042 1 37 track track VERB bracis-19042 1 38 your your PRON bracis-19042 1 39 research research NOUN bracis-19042 1 40 search search NOUN bracis-19042 1 41 cart cart NOUN bracis-19042 1 42 home home NOUN bracis-19042 1 43 intelligent intelligent ADJ bracis-19042 1 44 systems system NOUN bracis-19042 1 45 conference conference NOUN bracis-19042 1 46 paper paper NOUN bracis-19042 1 47 ontology ontology NOUN bracis-19042 1 48 based base VERB bracis-19042 1 49 classification classification NOUN bracis-19042 1 50 of of ADP bracis-19042 1 51 electronic electronic ADJ bracis-19042 1 52 health health NOUN bracis-19042 1 53 records record NOUN bracis-19042 1 54 to to PART bracis-19042 1 55 support support VERB bracis-19042 1 56 value value NOUN bracis-19042 1 57 - - PUNCT bracis-19042 1 58 based base VERB bracis-19042 1 59 health health NOUN bracis-19042 1 60 care care NOUN bracis-19042 1 61 conference conference PROPN bracis-19042 1 62 paper paper NOUN bracis-19042 1 63 first first ADV bracis-19042 1 64 online online ADV bracis-19042 1 65 : : PUNCT bracis-19042 1 66 28 28 NUM bracis-19042 1 67 november november NOUN bracis-19042 1 68 2021 2021 NUM bracis-19042 1 69 pp pp ADP bracis-19042 1 70 359–371 359–371 NUM bracis-19042 1 71 cite cite VERB bracis-19042 1 72 this this DET bracis-19042 1 73 conference conference NOUN bracis-19042 1 74 paper paper NOUN bracis-19042 1 75 access access NOUN bracis-19042 1 76 provided provide VERB bracis-19042 1 77 by by ADP bracis-19042 1 78 university university PROPN bracis-19042 1 79 of of ADP bracis-19042 1 80 notre notre PROPN bracis-19042 1 81 dame dame PROPN bracis-19042 1 82 hesburgh hesburgh PROPN bracis-19042 1 83 library library PROPN bracis-19042 1 84 download download PROPN bracis-19042 1 85 book book NOUN bracis-19042 1 86 pdf pdf PROPN bracis-19042 1 87 download download NOUN bracis-19042 1 88 book book NOUN bracis-19042 1 89 epub epub PROPN bracis-19042 1 90 intelligent intelligent ADJ bracis-19042 1 91 systems system NOUN bracis-19042 1 92 ( ( PUNCT bracis-19042 1 93 bracis bracis NOUN bracis-19042 1 94 2021 2021 NUM bracis-19042 1 95 ) ) PUNCT bracis-19042 1 96 ontology ontology NOUN bracis-19042 1 97 based base VERB bracis-19042 1 98 classification classification NOUN bracis-19042 1 99 of of ADP bracis-19042 1 100 electronic electronic ADJ bracis-19042 1 101 health health NOUN bracis-19042 1 102 records record NOUN bracis-19042 1 103 to to PART bracis-19042 1 104 support support VERB bracis-19042 1 105 value value NOUN bracis-19042 1 106 - - PUNCT bracis-19042 1 107 based base VERB bracis-19042 1 108 health health NOUN bracis-19042 1 109 care care NOUN bracis-19042 1 110 download download NOUN bracis-19042 1 111 book book NOUN bracis-19042 1 112 pdf pdf PROPN bracis-19042 1 113 download download NOUN bracis-19042 1 114 book book PROPN bracis-19042 1 115 epub epub PROPN bracis-19042 1 116 avner avner PROPN bracis-19042 1 117 dal dal PROPN bracis-19042 1 118 bosco bosco PROPN bracis-19042 1 119     SPACE bracis-19042 1 120 orcid orcid NOUN bracis-19042 1 121 : : PUNCT bracis-19042 1 122 orcid.org/0000-0001-7214-176710 orcid.org/0000-0001-7214-176710 NOUN bracis-19042 1 123 , , PUNCT bracis-19042 1 124 renata renata PROPN bracis-19042 1 125 vieira vieira PROPN bracis-19042 1 126     SPACE bracis-19042 1 127 orcid orcid NOUN bracis-19042 1 128 : : PUNCT bracis-19042 1 129 orcid.org/0000-0003-2449-547711 orcid.org/0000-0003-2449-547711 NOUN bracis-19042 1 130 , , PUNCT bracis-19042 1 131 bruna bruna PROPN bracis-19042 1 132 zanotto zanotto NOUN bracis-19042 1 133     SPACE bracis-19042 1 134 orcid orcid PROPN bracis-19042 1 135 : : PUNCT bracis-19042 1 136 orcid.org/0000-0003-4012-139512 orcid.org/0000-0003-4012-139512 PROPN bracis-19042 1 137 & & CCONJ bracis-19042 1 138 … … PUNCT bracis-19042 1 139 ana ana PROPN bracis-19042 1 140 paula paula PROPN bracis-19042 1 141 beck beck PROPN bracis-19042 1 142 da da PROPN bracis-19042 1 143 silva silva PROPN bracis-19042 1 144 etges etge VERB bracis-19042 1 145     SPACE bracis-19042 1 146 orcid orcid NOUN bracis-19042 1 147 : : PUNCT bracis-19042 1 148 orcid.org/0000-0002-6411-348012 orcid.org/0000-0002-6411-348012 NOUN bracis-19042 1 149     SPACE bracis-19042 1 150 show show VERB bracis-19042 1 151 authors author NOUN bracis-19042 1 152 part part NOUN bracis-19042 1 153 of of ADP bracis-19042 1 154 the the DET bracis-19042 1 155 book book NOUN bracis-19042 1 156 series series NOUN bracis-19042 1 157 : : PUNCT bracis-19042 1 158 lecture lecture NOUN bracis-19042 1 159 notes note NOUN bracis-19042 1 160 in in ADP bracis-19042 1 161 computer computer NOUN bracis-19042 1 162 science science NOUN bracis-19042 1 163 ( ( PUNCT bracis-19042 1 164 ( ( PUNCT bracis-19042 1 165 lnai lnai ADJ bracis-19042 1 166 , , PUNCT bracis-19042 1 167 volume volume NOUN bracis-19042 1 168 13073 13073 NUM bracis-19042 1 169 ) ) PUNCT bracis-19042 1 170 ) ) PUNCT bracis-19042 1 171 included include VERB bracis-19042 1 172 in in ADP bracis-19042 1 173 the the DET bracis-19042 1 174 following follow VERB bracis-19042 1 175 conference conference NOUN bracis-19042 1 176 series series NOUN bracis-19042 1 177 : : PUNCT bracis-19042 1 178 brazilian brazilian ADJ bracis-19042 1 179 conference conference NOUN bracis-19042 1 180 on on ADP bracis-19042 1 181 intelligent intelligent ADJ bracis-19042 1 182 systems system NOUN bracis-19042 1 183 770 770 NUM bracis-19042 1 184 accesses access VERB bracis-19042 1 185 3 3 NUM bracis-19042 1 186 citations citation NOUN bracis-19042 1 187 abstract abstract ADJ bracis-19042 1 188 value value NOUN bracis-19042 1 189 - - PUNCT bracis-19042 1 190 based base VERB bracis-19042 1 191 health health NOUN bracis-19042 1 192 care care NOUN bracis-19042 1 193 management management NOUN bracis-19042 1 194 models model NOUN bracis-19042 1 195 require require VERB bracis-19042 1 196 a a DET bracis-19042 1 197 precise precise ADJ bracis-19042 1 198 accounting accounting NOUN bracis-19042 1 199 of of ADP bracis-19042 1 200 health health NOUN bracis-19042 1 201 indexes index NOUN bracis-19042 1 202 such such ADJ bracis-19042 1 203 as as ADP bracis-19042 1 204 risk risk NOUN bracis-19042 1 205 events event NOUN bracis-19042 1 206 monitoring monitoring NOUN bracis-19042 1 207 , , PUNCT bracis-19042 1 208 clinical clinical ADJ bracis-19042 1 209 conditions condition NOUN bracis-19042 1 210 , , PUNCT bracis-19042 1 211 patient patient ADJ bracis-19042 1 212 handling handling NOUN bracis-19042 1 213 and and CCONJ bracis-19042 1 214 outcomes outcome NOUN bracis-19042 1 215 . . PUNCT bracis-19042 2 1 currently currently ADV bracis-19042 2 2 this this DET bracis-19042 2 3 accounting accounting NOUN bracis-19042 2 4 is be AUX bracis-19042 2 5 performed perform VERB bracis-19042 2 6 by by ADP bracis-19042 2 7 manually manually ADV bracis-19042 2 8 reading reading NOUN bracis-19042 2 9 and and CCONJ bracis-19042 2 10 searching search VERB bracis-19042 2 11 through through ADP bracis-19042 2 12 electronic electronic ADJ bracis-19042 2 13 health health NOUN bracis-19042 2 14 records record NOUN bracis-19042 2 15 for for ADP bracis-19042 2 16 these these DET bracis-19042 2 17 indexes index NOUN bracis-19042 2 18 . . PUNCT bracis-19042 3 1 our our PRON bracis-19042 3 2 research research NOUN bracis-19042 3 3 proposes propose VERB bracis-19042 3 4 a a DET bracis-19042 3 5 way way NOUN bracis-19042 3 6 to to PART bracis-19042 3 7 make make VERB bracis-19042 3 8 this this PRON bracis-19042 3 9 an an DET bracis-19042 3 10 autonomous autonomous ADJ bracis-19042 3 11 task task NOUN bracis-19042 3 12 that that PRON bracis-19042 3 13 is be AUX bracis-19042 3 14 performed perform VERB bracis-19042 3 15 by by ADP bracis-19042 3 16 a a DET bracis-19042 3 17 computer computer NOUN bracis-19042 3 18 using use VERB bracis-19042 3 19 a a DET bracis-19042 3 20 portuguese portuguese ADJ bracis-19042 3 21 free free ADJ bracis-19042 3 22 - - PUNCT bracis-19042 3 23 text text NOUN bracis-19042 3 24 concept concept NOUN bracis-19042 3 25 classifier classifier NOUN bracis-19042 3 26 model model NOUN bracis-19042 3 27 based base VERB bracis-19042 3 28 on on ADP bracis-19042 3 29 ontologies ontology NOUN bracis-19042 3 30 . . PUNCT bracis-19042 4 1 to to PART bracis-19042 4 2 validate validate VERB bracis-19042 4 3 our our PRON bracis-19042 4 4 model model NOUN bracis-19042 4 5 we we PRON bracis-19042 4 6 tested test VERB bracis-19042 4 7 it it PRON bracis-19042 4 8 on on ADP bracis-19042 4 9 digital digital ADJ bracis-19042 4 10 clinical clinical ADJ bracis-19042 4 11 records record NOUN bracis-19042 4 12 from from ADP bracis-19042 4 13 191 191 NUM bracis-19042 4 14 patients patient NOUN bracis-19042 4 15 under under ADP bracis-19042 4 16 ischemic ischemic ADJ bracis-19042 4 17 stroke stroke NOUN bracis-19042 4 18 care care NOUN bracis-19042 4 19 . . PUNCT bracis-19042 5 1 we we PRON bracis-19042 5 2 have have AUX bracis-19042 5 3 selected select VERB bracis-19042 5 4 30 30 NUM bracis-19042 5 5 management management NOUN bracis-19042 5 6 indexes index NOUN bracis-19042 5 7 to to PART bracis-19042 5 8 be be AUX bracis-19042 5 9 identified identify VERB bracis-19042 5 10 in in ADP bracis-19042 5 11 these these DET bracis-19042 5 12 texts text NOUN bracis-19042 5 13 . . PUNCT bracis-19042 6 1 our our PRON bracis-19042 6 2 model model NOUN bracis-19042 6 3 reached reach VERB bracis-19042 6 4 , , PUNCT bracis-19042 6 5 on on ADP bracis-19042 6 6 average average ADJ bracis-19042 6 7 56,8 56,8 NUM bracis-19042 6 8 % % NOUN bracis-19042 6 9 of of ADP bracis-19042 6 10 f1 f1 NOUN bracis-19042 6 11 - - PUNCT bracis-19042 6 12 score score NOUN bracis-19042 6 13 , , PUNCT bracis-19042 6 14 varying vary VERB bracis-19042 6 15 from from ADP bracis-19042 6 16 5,83 5,83 NUM bracis-19042 6 17 % % NOUN bracis-19042 6 18 to to ADP bracis-19042 6 19 94,78 94,78 NUM bracis-19042 6 20 % % NOUN bracis-19042 6 21 f1 f1 NOUN bracis-19042 6 22 - - PUNCT bracis-19042 6 23 score score NOUN bracis-19042 6 24 across across ADP bracis-19042 6 25 different different ADJ bracis-19042 6 26 management management NOUN bracis-19042 6 27 indexes index NOUN bracis-19042 6 28 . . PUNCT bracis-19042 7 1 financially financially ADV bracis-19042 7 2 supported support VERB bracis-19042 7 3 by by ADP bracis-19042 7 4 the the DET bracis-19042 7 5 brazilian brazilian ADJ bracis-19042 7 6 coordination coordination NOUN bracis-19042 7 7 of of ADP bracis-19042 7 8 superior superior ADJ bracis-19042 7 9 level level NOUN bracis-19042 7 10 staff staff NOUN bracis-19042 7 11 improvement improvement NOUN bracis-19042 7 12 ( ( PUNCT bracis-19042 7 13 capes cape NOUN bracis-19042 7 14 ) ) PUNCT bracis-19042 7 15 , , PUNCT bracis-19042 7 16 the the PRON bracis-19042 7 17 by by ADP bracis-19042 7 18 portuguese portuguese ADJ bracis-19042 7 19 foundation foundation PROPN bracis-19042 7 20 for for ADP bracis-19042 7 21 science science NOUN bracis-19042 7 22 and and CCONJ bracis-19042 7 23 technology technology NOUN bracis-19042 7 24 ( ( PUNCT bracis-19042 7 25 fct)under fct)under NOUN bracis-19042 7 26 the the DET bracis-19042 7 27 projects project NOUN bracis-19042 7 28 ceecind/01997/2017 ceecind/01997/2017 NOUN bracis-19042 7 29 , , PUNCT bracis-19042 7 30 uidb/00057/2020 uidb/00057/2020 VERB bracis-19042 7 31 and and CCONJ bracis-19042 7 32 , , PUNCT bracis-19042 7 33 the the DET bracis-19042 7 34 national national PROPN bracis-19042 7 35 council council PROPN bracis-19042 7 36 for for ADP bracis-19042 7 37 scientific scientific ADJ bracis-19042 7 38 and and CCONJ bracis-19042 7 39 technological technological ADJ bracis-19042 7 40 development development NOUN bracis-19042 7 41 ( ( PUNCT bracis-19042 7 42 cnpq cnpq NOUN bracis-19042 7 43 ) ) PUNCT bracis-19042 7 44 ( ( PUNCT bracis-19042 7 45 project project NOUN bracis-19042 7 46 : : PUNCT bracis-19042 7 47 465518/2014 465518/2014 NUM bracis-19042 7 48 - - SYM bracis-19042 7 49 1 1 NUM bracis-19042 7 50 ) ) PUNCT bracis-19042 7 51 . . PUNCT bracis-19042 8 1 access access NOUN bracis-19042 8 2 provided provide VERB bracis-19042 8 3 by by ADP bracis-19042 8 4 university university PROPN bracis-19042 8 5 of of ADP bracis-19042 8 6 notre notre PROPN bracis-19042 8 7 dame dame PROPN bracis-19042 8 8 hesburgh hesburgh PROPN bracis-19042 8 9 library library PROPN bracis-19042 8 10 . . PUNCT bracis-19042 9 1 download download PROPN bracis-19042 9 2 conference conference NOUN bracis-19042 9 3 paper paper NOUN bracis-19042 9 4 pdf pdf NOUN bracis-19042 9 5 similar similar ADJ bracis-19042 9 6 content content NOUN bracis-19042 9 7 being be AUX bracis-19042 9 8 viewed view VERB bracis-19042 9 9 by by ADP bracis-19042 9 10 others other NOUN bracis-19042 9 11 value value NOUN bracis-19042 9 12 - - PUNCT bracis-19042 9 13 based base VERB bracis-19042 9 14 care care NOUN bracis-19042 9 15 chapter chapter NOUN bracis-19042 9 16 © © PROPN bracis-19042 9 17 2023 2023 NUM bracis-19042 9 18 evaluation evaluation NOUN bracis-19042 9 19 of of ADP bracis-19042 9 20 quality quality NOUN bracis-19042 9 21 and and CCONJ bracis-19042 9 22 use use NOUN bracis-19042 9 23 of of ADP bracis-19042 9 24 health health NOUN bracis-19042 9 25 management management NOUN bracis-19042 9 26 information information NOUN bracis-19042 9 27 system system NOUN bracis-19042 9 28 in in ADP bracis-19042 9 29 primary primary ADJ bracis-19042 9 30 health health NOUN bracis-19042 9 31 care care NOUN bracis-19042 9 32 units unit NOUN bracis-19042 9 33 of of ADP bracis-19042 9 34 east east PROPN bracis-19042 9 35 wollega wollega PROPN bracis-19042 9 36 zone zone NOUN bracis-19042 9 37 , , PUNCT bracis-19042 9 38 oromia oromia ADJ bracis-19042 9 39 regional regional ADJ bracis-19042 9 40 state state NOUN bracis-19042 9 41 , , PUNCT bracis-19042 9 42 ethiopia ethiopia PROPN bracis-19042 9 43 : : PUNCT bracis-19042 9 44 article article NOUN bracis-19042 9 45 open open ADJ bracis-19042 9 46 access access NOUN bracis-19042 9 47 12 12 NUM bracis-19042 9 48 june june PROPN bracis-19042 9 49 2020 2020 NUM bracis-19042 9 50 value value NOUN bracis-19042 9 51 - - PUNCT bracis-19042 9 52 based base VERB bracis-19042 9 53 healthcare healthcare NOUN bracis-19042 9 54 chapter chapter NOUN bracis-19042 9 55 © © PROPN bracis-19042 9 56 2022 2022 NUM bracis-19042 9 57 explore explore VERB bracis-19042 9 58 related relate VERB bracis-19042 9 59 subjects subject NOUN bracis-19042 9 60 discover discover VERB bracis-19042 9 61 the the DET bracis-19042 9 62 latest late ADJ bracis-19042 9 63 articles article NOUN bracis-19042 9 64 , , PUNCT bracis-19042 9 65 books book NOUN bracis-19042 9 66 and and CCONJ bracis-19042 9 67 news news NOUN bracis-19042 9 68 in in ADP bracis-19042 9 69 related related ADJ bracis-19042 9 70 subjects subject NOUN bracis-19042 9 71 , , PUNCT bracis-19042 9 72 suggested suggest VERB bracis-19042 9 73 using use VERB bracis-19042 9 74 machine machine NOUN bracis-19042 9 75 learning learning NOUN bracis-19042 9 76 . . PUNCT bracis-19042 10 1 e e X bracis-19042 10 2 - - ADJ bracis-19042 10 3 health health NOUN bracis-19042 10 4 gene gene NOUN bracis-19042 10 5 ontology ontology NOUN bracis-19042 10 6 ontology ontology NOUN bracis-19042 10 7 health health NOUN bracis-19042 10 8 informatics informatics PROPN bracis-19042 10 9 information information NOUN bracis-19042 10 10 model model PROPN bracis-19042 10 11 knowledge knowledge NOUN bracis-19042 10 12 based base VERB bracis-19042 10 13 systems system NOUN bracis-19042 10 14 1 1 NUM bracis-19042 10 15 introduction introduction NOUN bracis-19042 10 16 value value NOUN bracis-19042 10 17 - - PUNCT bracis-19042 10 18 based base VERB bracis-19042 10 19 healthcare healthcare NOUN bracis-19042 10 20 systems system NOUN bracis-19042 10 21 ( ( PUNCT bracis-19042 10 22 vbhc vbhc PROPN bracis-19042 10 23 ) ) PUNCT bracis-19042 10 24 allow allow VERB bracis-19042 10 25 fair fair ADJ bracis-19042 10 26 rewards reward NOUN bracis-19042 10 27 and and CCONJ bracis-19042 10 28 proper proper ADJ bracis-19042 10 29 recognition recognition NOUN bracis-19042 10 30 for for ADP bracis-19042 10 31 health health NOUN bracis-19042 10 32 providers provider NOUN bracis-19042 10 33 based base VERB bracis-19042 10 34 on on ADP bracis-19042 10 35 the the DET bracis-19042 10 36 quality quality NOUN bracis-19042 10 37 and and CCONJ bracis-19042 10 38 results result NOUN bracis-19042 10 39 of of ADP bracis-19042 10 40 the the DET bracis-19042 10 41 service service NOUN bracis-19042 10 42 provided provide VERB bracis-19042 10 43 [ [ X bracis-19042 10 44 3 3 NUM bracis-19042 10 45 , , PUNCT bracis-19042 10 46 5 5 NUM bracis-19042 10 47 , , PUNCT bracis-19042 10 48 11 11 NUM bracis-19042 10 49 ] ] PUNCT bracis-19042 10 50 . . PUNCT bracis-19042 11 1 in in ADP bracis-19042 11 2 this this DET bracis-19042 11 3 system system NOUN bracis-19042 11 4 , , PUNCT bracis-19042 11 5 the the DET bracis-19042 11 6 responsible responsible ADJ bracis-19042 11 7 bodies body NOUN bracis-19042 11 8 for for ADP bracis-19042 11 9 financing financing NOUN bracis-19042 11 10 and and CCONJ bracis-19042 11 11 rewarding reward VERB bracis-19042 11 12 these these DET bracis-19042 11 13 providers provider NOUN bracis-19042 11 14 can can AUX bracis-19042 11 15 be be AUX bracis-19042 11 16 more more ADV bracis-19042 11 17 confident confident ADJ bracis-19042 11 18 about about ADP bracis-19042 11 19 their their PRON bracis-19042 11 20 investments investment NOUN bracis-19042 11 21 , , PUNCT bracis-19042 11 22 the the DET bracis-19042 11 23 main main ADJ bracis-19042 11 24 users user NOUN bracis-19042 11 25 get get VERB bracis-19042 11 26 better well ADJ bracis-19042 11 27 services service NOUN bracis-19042 11 28 and and CCONJ bracis-19042 11 29 results result NOUN bracis-19042 11 30 and and CCONJ bracis-19042 11 31 , , PUNCT bracis-19042 11 32 providers provider NOUN bracis-19042 11 33 are be AUX bracis-19042 11 34 encouraged encourage VERB bracis-19042 11 35 to to PART bracis-19042 11 36 optimize optimize VERB bracis-19042 11 37 their their PRON bracis-19042 11 38 practice practice NOUN bracis-19042 11 39 . . PUNCT bracis-19042 12 1 the the DET bracis-19042 12 2 implementation implementation NOUN bracis-19042 12 3 of of ADP bracis-19042 12 4 effective effective ADJ bracis-19042 12 5 vbhc vbhc NOUN bracis-19042 12 6 requires require VERB bracis-19042 12 7 advances advance NOUN bracis-19042 12 8 in in ADP bracis-19042 12 9 computational computational ADJ bracis-19042 12 10 intelligence intelligence NOUN bracis-19042 12 11 to to PART bracis-19042 12 12 continually continually ADV bracis-19042 12 13 turn turn VERB bracis-19042 12 14 ehr ehr NOUN bracis-19042 12 15 data datum NOUN bracis-19042 12 16 on on ADP bracis-19042 12 17 information information NOUN bracis-19042 12 18 [ [ X bracis-19042 12 19 7 7 NUM bracis-19042 12 20 , , PUNCT bracis-19042 12 21 10 10 NUM bracis-19042 12 22 ] ] PUNCT bracis-19042 12 23 . . PUNCT bracis-19042 13 1 through through ADP bracis-19042 13 2 these these DET bracis-19042 13 3 records record NOUN bracis-19042 13 4 , , PUNCT bracis-19042 13 5 services service NOUN bracis-19042 13 6 and and CCONJ bracis-19042 13 7 results result NOUN bracis-19042 13 8 are be AUX bracis-19042 13 9 evaluated evaluate VERB bracis-19042 13 10 . . PUNCT bracis-19042 14 1 this this PRON bracis-19042 14 2 is be AUX bracis-19042 14 3 an an DET bracis-19042 14 4 exhausting exhausting ADJ bracis-19042 14 5 manual manual ADJ bracis-19042 14 6 task task NOUN bracis-19042 14 7 that that PRON bracis-19042 14 8 has have VERB bracis-19042 14 9 to to PART bracis-19042 14 10 be be AUX bracis-19042 14 11 performed perform VERB bracis-19042 14 12 even even ADV bracis-19042 14 13 on on ADP bracis-19042 14 14 top top NOUN bracis-19042 14 15 of of ADP bracis-19042 14 16 edge edge ADJ bracis-19042 14 17 digital digital ADJ bracis-19042 14 18 health health NOUN bracis-19042 14 19 records record NOUN bracis-19042 14 20 software software NOUN bracis-19042 14 21 ; ; PUNCT bracis-19042 14 22 therefore therefore ADV bracis-19042 14 23 it it PRON bracis-19042 14 24 is be AUX bracis-19042 14 25 essential essential ADJ bracis-19042 14 26 to to PART bracis-19042 14 27 turn turn VERB bracis-19042 14 28 it it PRON bracis-19042 14 29 into into ADP bracis-19042 14 30 an an DET bracis-19042 14 31 automated automate VERB bracis-19042 14 32 task task NOUN bracis-19042 14 33 . . PUNCT bracis-19042 15 1 this this DET bracis-19042 15 2 task task NOUN bracis-19042 15 3 is be AUX bracis-19042 15 4 defined define VERB bracis-19042 15 5 as as ADP bracis-19042 15 6 the the DET bracis-19042 15 7 measure measure NOUN bracis-19042 15 8 of of ADP bracis-19042 15 9 service service NOUN bracis-19042 15 10 indexes index NOUN bracis-19042 15 11 such such ADJ bracis-19042 15 12 as as ADP bracis-19042 15 13 risk risk NOUN bracis-19042 15 14 events event NOUN bracis-19042 15 15 monitoring monitoring NOUN bracis-19042 15 16 , , PUNCT bracis-19042 15 17 clinical clinical ADJ bracis-19042 15 18 conditions condition NOUN bracis-19042 15 19 , , PUNCT bracis-19042 15 20 patient patient ADJ bracis-19042 15 21 handling handling NOUN bracis-19042 15 22 and and CCONJ bracis-19042 15 23 outcomes outcome NOUN bracis-19042 15 24 . . PUNCT bracis-19042 16 1 in in ADP bracis-19042 16 2 order order NOUN bracis-19042 16 3 to to PART bracis-19042 16 4 measure measure VERB bracis-19042 16 5 these these DET bracis-19042 16 6 indexes index NOUN bracis-19042 16 7 it it PRON bracis-19042 16 8 is be AUX bracis-19042 16 9 necessary necessary ADJ bracis-19042 16 10 to to PART bracis-19042 16 11 find find VERB bracis-19042 16 12 keywords keyword NOUN bracis-19042 16 13 and and CCONJ bracis-19042 16 14 technical technical ADJ bracis-19042 16 15 terms term NOUN bracis-19042 16 16 inside inside ADP bracis-19042 16 17 clinical clinical ADJ bracis-19042 16 18 records record NOUN bracis-19042 16 19 that that PRON bracis-19042 16 20 are be AUX bracis-19042 16 21 written write VERB bracis-19042 16 22 as as ADP bracis-19042 16 23 free free ADJ bracis-19042 16 24 - - PUNCT bracis-19042 16 25 texts text NOUN bracis-19042 16 26 in in ADP bracis-19042 16 27 the the DET bracis-19042 16 28 portuguese portuguese ADJ bracis-19042 16 29 language language NOUN bracis-19042 16 30 . . PUNCT bracis-19042 17 1 our our PRON bracis-19042 17 2 research research NOUN bracis-19042 17 3 aims aim VERB bracis-19042 17 4 to to PART bracis-19042 17 5 automatize automatize VERB bracis-19042 17 6 such such ADJ bracis-19042 17 7 task task NOUN bracis-19042 17 8 , , PUNCT bracis-19042 17 9 and and CCONJ bracis-19042 17 10 it it PRON bracis-19042 17 11 is be AUX bracis-19042 17 12 focused focus VERB bracis-19042 17 13 on on ADP bracis-19042 17 14 patients patient NOUN bracis-19042 17 15 under under ADP bracis-19042 17 16 ischemic ischemic ADJ bracis-19042 17 17 stroke stroke NOUN bracis-19042 17 18 care care NOUN bracis-19042 17 19 . . PUNCT bracis-19042 18 1 for for ADP bracis-19042 18 2 this this DET bracis-19042 18 3 context context NOUN bracis-19042 18 4 , , PUNCT bracis-19042 18 5 30 30 NUM bracis-19042 18 6 indicator indicator NOUN bracis-19042 18 7 indexes index NOUN bracis-19042 18 8 were be AUX bracis-19042 18 9 chosen choose VERB bracis-19042 18 10 to to PART bracis-19042 18 11 measure measure VERB bracis-19042 18 12 the the DET bracis-19042 18 13 services service NOUN bracis-19042 18 14 grouped group VERB bracis-19042 18 15 in in ADP bracis-19042 18 16 : : PUNCT bracis-19042 18 17 clinical clinical ADJ bracis-19042 18 18 features feature NOUN bracis-19042 18 19 , , PUNCT bracis-19042 18 20 evaluation evaluation NOUN bracis-19042 18 21 measures measure NOUN bracis-19042 18 22 and and CCONJ bracis-19042 18 23 risk risk NOUN bracis-19042 18 24 events event NOUN bracis-19042 18 25 , , PUNCT bracis-19042 18 26 clinical clinical ADJ bracis-19042 18 27 handling handling NOUN bracis-19042 18 28 and and CCONJ bracis-19042 18 29 patient patient ADJ bracis-19042 18 30 condition condition NOUN bracis-19042 18 31 . . PUNCT bracis-19042 19 1 this this DET bracis-19042 19 2 challenge challenge NOUN bracis-19042 19 3 has have AUX bracis-19042 19 4 been be AUX bracis-19042 19 5 handled handle VERB bracis-19042 19 6 previously previously ADV bracis-19042 19 7 by by ADP bracis-19042 19 8 zanotto zanotto PROPN bracis-19042 19 9 et et PROPN bracis-19042 19 10 al al PROPN bracis-19042 19 11 . . PROPN bracis-19042 20 1 ( ( PUNCT bracis-19042 20 2 2021 2021 NUM bracis-19042 20 3 ) ) PUNCT bracis-19042 21 1 [ [ X bracis-19042 21 2 14 14 NUM bracis-19042 21 3 ] ] PUNCT bracis-19042 21 4 through through ADP bracis-19042 21 5 machine machine NOUN bracis-19042 21 6 learning learn VERB bracis-19042 21 7 techniques technique NOUN bracis-19042 21 8 where where SCONJ bracis-19042 21 9 good good ADJ bracis-19042 21 10 results result NOUN bracis-19042 21 11 were be AUX bracis-19042 21 12 presented present VERB bracis-19042 21 13 . . PUNCT bracis-19042 22 1 however however ADV bracis-19042 22 2 , , PUNCT bracis-19042 22 3 these these DET bracis-19042 22 4 techniques technique NOUN bracis-19042 22 5 often often ADV bracis-19042 22 6 require require VERB bracis-19042 22 7 vast vast ADJ bracis-19042 22 8 amounts amount NOUN bracis-19042 22 9 of of ADP bracis-19042 22 10 annotated annotate VERB bracis-19042 22 11 data datum NOUN bracis-19042 22 12 and and CCONJ bracis-19042 22 13 computational computational ADJ bracis-19042 22 14 processing processing NOUN bracis-19042 22 15 for for ADP bracis-19042 22 16 model model NOUN bracis-19042 22 17 training training NOUN bracis-19042 22 18 . . PUNCT bracis-19042 23 1 our our PRON bracis-19042 23 2 approach approach NOUN bracis-19042 23 3 tries try VERB bracis-19042 23 4 to to PART bracis-19042 23 5 avoid avoid VERB bracis-19042 23 6 these these DET bracis-19042 23 7 issues issue NOUN bracis-19042 23 8 by by ADP bracis-19042 23 9 proposing propose VERB bracis-19042 23 10 a a DET bracis-19042 23 11 knowledge knowledge NOUN bracis-19042 23 12 based base VERB bracis-19042 23 13 system system NOUN bracis-19042 23 14 combined combine VERB bracis-19042 23 15 with with ADP bracis-19042 23 16 natural natural ADJ bracis-19042 23 17 language language NOUN bracis-19042 23 18 processing processing NOUN bracis-19042 23 19 ( ( PUNCT bracis-19042 23 20 nlp nlp NOUN bracis-19042 23 21 ) ) PUNCT bracis-19042 23 22 techniques technique NOUN bracis-19042 23 23 . . PUNCT bracis-19042 24 1 we we PRON bracis-19042 24 2 make make VERB bracis-19042 24 3 use use NOUN bracis-19042 24 4 of of ADP bracis-19042 24 5 the the DET bracis-19042 24 6 nlp nlp NOUN bracis-19042 24 7 methods method NOUN bracis-19042 24 8 to to PART bracis-19042 24 9 find find VERB bracis-19042 24 10 keywords keyword NOUN bracis-19042 24 11 and and CCONJ bracis-19042 24 12 match match VERB bracis-19042 24 13 terms term NOUN bracis-19042 24 14 with with ADP bracis-19042 24 15 an an DET bracis-19042 24 16 ontology ontology NOUN bracis-19042 24 17 which which PRON bracis-19042 24 18 then then ADV bracis-19042 24 19 uses use VERB bracis-19042 24 20 axioms axiom NOUN bracis-19042 24 21 to to PART bracis-19042 24 22 classify classify VERB bracis-19042 24 23 a a DET bracis-19042 24 24 given give VERB bracis-19042 24 25 text text NOUN bracis-19042 24 26 from from ADP bracis-19042 24 27 the the DET bracis-19042 24 28 clinical clinical ADJ bracis-19042 24 29 records record NOUN bracis-19042 24 30 according accord VERB bracis-19042 24 31 to to ADP bracis-19042 24 32 the the DET bracis-19042 24 33 management management NOUN bracis-19042 24 34 indexes index NOUN bracis-19042 24 35 . . PUNCT bracis-19042 25 1 the the DET bracis-19042 25 2 evaluation evaluation NOUN bracis-19042 25 3 of of ADP bracis-19042 25 4 our our PRON bracis-19042 25 5 model model NOUN bracis-19042 25 6 was be AUX bracis-19042 25 7 made make VERB bracis-19042 25 8 on on ADP bracis-19042 25 9 digital digital ADJ bracis-19042 25 10 clinical clinical ADJ bracis-19042 25 11 records record NOUN bracis-19042 25 12 from from ADP bracis-19042 25 13 191 191 NUM bracis-19042 25 14 patients patient NOUN bracis-19042 25 15 under under ADP bracis-19042 25 16 stroke stroke NOUN bracis-19042 25 17 care care NOUN bracis-19042 25 18 . . PUNCT bracis-19042 26 1 our our PRON bracis-19042 26 2 model model NOUN bracis-19042 26 3 was be AUX bracis-19042 26 4 capable capable ADJ bracis-19042 26 5 of of ADP bracis-19042 26 6 to to PART bracis-19042 26 7 identify identify VERB bracis-19042 26 8 and and CCONJ bracis-19042 26 9 to to PART bracis-19042 26 10 classify classify VERB bracis-19042 26 11 28 28 NUM bracis-19042 26 12 of of ADP bracis-19042 26 13 those those DET bracis-19042 26 14 indexes index NOUN bracis-19042 26 15 varying vary VERB bracis-19042 26 16 from from ADP bracis-19042 26 17 5,83 5,83 NUM bracis-19042 26 18 % % NOUN bracis-19042 26 19 f1 f1 NOUN bracis-19042 26 20 - - PUNCT bracis-19042 26 21 score score NOUN bracis-19042 26 22 results result NOUN bracis-19042 26 23 and and CCONJ bracis-19042 26 24 mcc mcc NOUN bracis-19042 26 25 score score NOUN bracis-19042 26 26 of of ADP bracis-19042 26 27 8,01 8,01 NUM bracis-19042 26 28 % % NOUN bracis-19042 26 29 to to ADP bracis-19042 26 30 94,78 94,78 NUM bracis-19042 26 31 % % NOUN bracis-19042 26 32 f1 f1 ADJ bracis-19042 26 33 - - PUNCT bracis-19042 26 34 score score NOUN bracis-19042 26 35 results result NOUN bracis-19042 26 36 and and CCONJ bracis-19042 26 37 mcc mcc NOUN bracis-19042 26 38 - - PUNCT bracis-19042 26 39 score score NOUN bracis-19042 26 40 of of ADP bracis-19042 26 41 94,78 94,78 NUM bracis-19042 26 42 % % NOUN bracis-19042 26 43 . . PUNCT bracis-19042 27 1 considering consider VERB bracis-19042 27 2 all all DET bracis-19042 27 3 30 30 NUM bracis-19042 27 4 indexes index NOUN bracis-19042 27 5 , , PUNCT bracis-19042 27 6 our our PRON bracis-19042 27 7 model model NOUN bracis-19042 27 8 reached reach VERB bracis-19042 27 9 , , PUNCT bracis-19042 27 10 on on ADP bracis-19042 27 11 average average ADJ bracis-19042 27 12 56,8 56,8 NUM bracis-19042 27 13 % % NOUN bracis-19042 27 14 of of ADP bracis-19042 27 15 f1 f1 NOUN bracis-19042 27 16 - - PUNCT bracis-19042 27 17 score score NOUN bracis-19042 27 18 and and CCONJ bracis-19042 27 19 a a DET bracis-19042 27 20 mcc mcc NOUN bracis-19042 27 21 - - PUNCT bracis-19042 27 22 score score NOUN bracis-19042 27 23 of of ADP bracis-19042 27 24 57,97 57,97 NUM bracis-19042 27 25 % % NOUN bracis-19042 27 26 . . PUNCT bracis-19042 28 1 2 2 NUM bracis-19042 28 2 related relate VERB bracis-19042 28 3 work work NOUN bracis-19042 28 4 in in ADP bracis-19042 28 5 wang wang PROPN bracis-19042 28 6 et et PROPN bracis-19042 28 7 al al PROPN bracis-19042 28 8 . . PROPN bracis-19042 28 9 ( ( PUNCT bracis-19042 28 10 2003 2003 NUM bracis-19042 28 11 ) ) PUNCT bracis-19042 29 1 [ [ X bracis-19042 29 2 12 12 NUM bracis-19042 29 3 ] ] PUNCT bracis-19042 29 4 and and CCONJ bracis-19042 29 5 zhou zhou PROPN bracis-19042 29 6 and and CCONJ bracis-19042 29 7 el el PROPN bracis-19042 29 8 - - PROPN bracis-19042 29 9 gohary gohary PROPN bracis-19042 29 10 ( ( PUNCT bracis-19042 29 11 2015 2015 NUM bracis-19042 29 12 ) ) PUNCT bracis-19042 30 1 [ [ X bracis-19042 30 2 15 15 NUM bracis-19042 30 3 ] ] X bracis-19042 30 4 we we PRON bracis-19042 30 5 see see VERB bracis-19042 30 6 the the DET bracis-19042 30 7 use use NOUN bracis-19042 30 8 of of ADP bracis-19042 30 9 machine machine NOUN bracis-19042 30 10 learning learn VERB bracis-19042 30 11 algorithms algorithm NOUN bracis-19042 30 12 as as ADP bracis-19042 30 13 part part NOUN bracis-19042 30 14 of of ADP bracis-19042 30 15 the the DET bracis-19042 30 16 classification classification NOUN bracis-19042 30 17 processes process NOUN bracis-19042 30 18 , , PUNCT bracis-19042 30 19 either either CCONJ bracis-19042 30 20 to to PART bracis-19042 30 21 learn learn VERB bracis-19042 30 22 the the DET bracis-19042 30 23 terms term NOUN bracis-19042 30 24 related relate VERB bracis-19042 30 25 to to ADP bracis-19042 30 26 the the DET bracis-19042 30 27 domain domain NOUN bracis-19042 30 28 or or CCONJ bracis-19042 30 29 to to PART bracis-19042 30 30 make make VERB bracis-19042 30 31 the the DET bracis-19042 30 32 classifications classification NOUN bracis-19042 30 33 . . PUNCT bracis-19042 31 1 a a DET bracis-19042 31 2 larger large ADJ bracis-19042 31 3 quantity quantity NOUN bracis-19042 31 4 of of ADP bracis-19042 31 5 data datum NOUN bracis-19042 31 6 was be AUX bracis-19042 31 7 required require VERB bracis-19042 31 8 to to PART bracis-19042 31 9 achieve achieve VERB bracis-19042 31 10 good good ADJ bracis-19042 31 11 results result NOUN bracis-19042 31 12 . . PUNCT bracis-19042 32 1 the the DET bracis-19042 32 2 domain domain NOUN bracis-19042 32 3 application application NOUN bracis-19042 32 4 of of ADP bracis-19042 32 5 wang wang PROPN bracis-19042 32 6 et et PROPN bracis-19042 32 7 al al PROPN bracis-19042 32 8 . . PROPN bracis-19042 32 9 ( ( PUNCT bracis-19042 32 10 2003 2003 NUM bracis-19042 32 11 ) ) PUNCT bracis-19042 32 12 were be AUX bracis-19042 32 13 papers paper NOUN bracis-19042 32 14 from from ADP bracis-19042 32 15 the the DET bracis-19042 32 16 medline medline NOUN bracis-19042 32 17 database database NOUN bracis-19042 32 18 and and CCONJ bracis-19042 32 19 on on ADP bracis-19042 32 20 zhou zhou PROPN bracis-19042 32 21 and and CCONJ bracis-19042 32 22 el el PROPN bracis-19042 32 23 - - PROPN bracis-19042 32 24 gohary gohary PROPN bracis-19042 32 25 ( ( PUNCT bracis-19042 32 26 2015 2015 NUM bracis-19042 32 27 ) ) PUNCT bracis-19042 32 28 were be AUX bracis-19042 32 29 construction construction NOUN bracis-19042 32 30 regulation regulation NOUN bracis-19042 32 31 documents document NOUN bracis-19042 32 32 . . PUNCT bracis-19042 33 1 other other ADJ bracis-19042 33 2 works work NOUN bracis-19042 33 3 follow follow VERB bracis-19042 33 4 a a DET bracis-19042 33 5 knowledge knowledge NOUN bracis-19042 33 6 representation representation NOUN bracis-19042 33 7 approach approach NOUN bracis-19042 33 8 . . PUNCT bracis-19042 34 1 the the DET bracis-19042 34 2 work work NOUN bracis-19042 34 3 of of ADP bracis-19042 34 4 allahyari allahyari PROPN bracis-19042 34 5 et et PROPN bracis-19042 34 6 al al PROPN bracis-19042 34 7 . . PROPN bracis-19042 34 8 ( ( PUNCT bracis-19042 34 9 2014 2014 NUM bracis-19042 34 10 ) ) PUNCT bracis-19042 35 1 [ [ X bracis-19042 35 2 1 1 X bracis-19042 35 3 ] ] PUNCT bracis-19042 35 4 uses use VERB bracis-19042 35 5 an an DET bracis-19042 35 6 ontology ontology NOUN bracis-19042 35 7 for for ADP bracis-19042 35 8 the the DET bracis-19042 35 9 classifications classification NOUN bracis-19042 35 10 of of ADP bracis-19042 35 11 english english ADJ bracis-19042 35 12 text text NOUN bracis-19042 35 13 from from ADP bracis-19042 35 14 news news NOUN bracis-19042 35 15 on on ADP bracis-19042 35 16 the the DET bracis-19042 35 17 web web NOUN bracis-19042 35 18 , , PUNCT bracis-19042 35 19 they they PRON bracis-19042 35 20 used use VERB bracis-19042 35 21 graph graph NOUN bracis-19042 35 22 projection projection NOUN bracis-19042 35 23 for for ADP bracis-19042 35 24 this this DET bracis-19042 35 25 purpose purpose NOUN bracis-19042 35 26 . . PUNCT bracis-19042 36 1 in in ADP bracis-19042 36 2 chi chi PROPN bracis-19042 36 3 et et PROPN bracis-19042 36 4 al al PROPN bracis-19042 36 5 . . PROPN bracis-19042 37 1 ( ( PUNCT bracis-19042 37 2 2014 2014 NUM bracis-19042 37 3 ) ) PUNCT bracis-19042 38 1 [ [ X bracis-19042 38 2 4 4 X bracis-19042 38 3 ] ] PUNCT bracis-19042 38 4 an an DET bracis-19042 38 5 ontology ontology NOUN bracis-19042 38 6 was be AUX bracis-19042 38 7 created create VERB bracis-19042 38 8 in in ADP bracis-19042 38 9 a a DET bracis-19042 38 10 semi semi ADJ bracis-19042 38 11 - - ADJ bracis-19042 38 12 automated automated ADJ bracis-19042 38 13 way way NOUN bracis-19042 38 14 , , PUNCT bracis-19042 38 15 but but CCONJ bracis-19042 38 16 due due ADP bracis-19042 38 17 to to ADP bracis-19042 38 18 data datum NOUN bracis-19042 38 19 scarcity scarcity NOUN bracis-19042 38 20 , , PUNCT bracis-19042 38 21 quality quality NOUN bracis-19042 38 22 and and CCONJ bracis-19042 38 23 range range NOUN bracis-19042 38 24 of of ADP bracis-19042 38 25 terms term NOUN bracis-19042 38 26 were be AUX bracis-19042 38 27 not not PART bracis-19042 38 28 optimal optimal ADJ bracis-19042 38 29 . . PUNCT bracis-19042 39 1 they they PRON bracis-19042 39 2 worked work VERB bracis-19042 39 3 with with ADP bracis-19042 39 4 job job NOUN bracis-19042 39 5 hazards hazard NOUN bracis-19042 39 6 reports report NOUN bracis-19042 39 7 . . PUNCT bracis-19042 40 1 in in ADP bracis-19042 40 2 schwertner schwertner PROPN bracis-19042 40 3 et et PROPN bracis-19042 40 4 al al PROPN bracis-19042 40 5 . . PROPN bracis-19042 41 1 ( ( PUNCT bracis-19042 41 2 2019 2019 NUM bracis-19042 41 3 ) ) PUNCT bracis-19042 42 1 [ [ X bracis-19042 42 2 9 9 NUM bracis-19042 42 3 ] ] PUNCT bracis-19042 42 4 the the DET bracis-19042 42 5 authors author NOUN bracis-19042 42 6 built build VERB bracis-19042 42 7 an an DET bracis-19042 42 8 ontology ontology NOUN bracis-19042 42 9 based base VERB bracis-19042 42 10 on on ADP bracis-19042 42 11 domain domain NOUN bracis-19042 42 12 knowledge knowledge NOUN bracis-19042 42 13 from from ADP bracis-19042 42 14 specialists specialist NOUN bracis-19042 42 15 , , PUNCT bracis-19042 42 16 defining define VERB bracis-19042 42 17 relations relation NOUN bracis-19042 42 18 between between ADP bracis-19042 42 19 concepts concept NOUN bracis-19042 42 20 and and CCONJ bracis-19042 42 21 sentences sentence NOUN bracis-19042 42 22 , , PUNCT bracis-19042 42 23 they they PRON bracis-19042 42 24 used use VERB bracis-19042 42 25 the the DET bracis-19042 42 26 ontology ontology NOUN bracis-19042 42 27 as as ADP bracis-19042 42 28 a a DET bracis-19042 42 29 classification classification NOUN bracis-19042 42 30 tool tool NOUN bracis-19042 42 31 . . PUNCT bracis-19042 43 1 they they PRON bracis-19042 43 2 also also ADV bracis-19042 43 3 worked work VERB bracis-19042 43 4 with with ADP bracis-19042 43 5 clinical clinical ADJ bracis-19042 43 6 data datum NOUN bracis-19042 43 7 information information NOUN bracis-19042 43 8 in in ADP bracis-19042 43 9 the the DET bracis-19042 43 10 english english ADJ bracis-19042 43 11 language language NOUN bracis-19042 43 12 . . PUNCT bracis-19042 44 1 in in ADP bracis-19042 44 2 gayathri gayathri PROPN bracis-19042 44 3 and and CCONJ bracis-19042 44 4 kannan kannan PROPN bracis-19042 44 5 ( ( PUNCT bracis-19042 44 6 2020 2020 NUM bracis-19042 44 7 ) ) PUNCT bracis-19042 45 1 [ [ X bracis-19042 45 2 6 6 NUM bracis-19042 45 3 ] ] PUNCT bracis-19042 45 4 the the DET bracis-19042 45 5 authors author NOUN bracis-19042 45 6 face face VERB bracis-19042 45 7 a a DET bracis-19042 45 8 similar similar ADJ bracis-19042 45 9 challenge challenge NOUN bracis-19042 45 10 that that PRON bracis-19042 45 11 we we PRON bracis-19042 45 12 had have VERB bracis-19042 45 13 , , PUNCT bracis-19042 45 14 their their PRON bracis-19042 45 15 goal goal NOUN bracis-19042 45 16 was be AUX bracis-19042 45 17 to to PART bracis-19042 45 18 detect detect VERB bracis-19042 45 19 and and CCONJ bracis-19042 45 20 identify identify VERB bracis-19042 45 21 health health NOUN bracis-19042 45 22 - - PUNCT bracis-19042 45 23 related relate VERB bracis-19042 45 24 information information NOUN bracis-19042 45 25 on on ADP bracis-19042 45 26 english english ADJ bracis-19042 45 27 text text NOUN bracis-19042 45 28 documents document NOUN bracis-19042 45 29 . . PUNCT bracis-19042 46 1 on on ADP bracis-19042 46 2 yehia yehia PROPN bracis-19042 46 3 et et PROPN bracis-19042 46 4 al al PROPN bracis-19042 46 5 . . PROPN bracis-19042 47 1 ( ( PUNCT bracis-19042 47 2 2019 2019 NUM bracis-19042 47 3 ) ) PUNCT bracis-19042 48 1 [ [ X bracis-19042 48 2 13 13 NUM bracis-19042 48 3 ] ] ADJ bracis-19042 48 4 domain domain NOUN bracis-19042 48 5 ontologies ontology NOUN bracis-19042 48 6 are be AUX bracis-19042 48 7 used use VERB bracis-19042 48 8 to to PART bracis-19042 48 9 classify classify VERB bracis-19042 48 10 sentences sentence NOUN bracis-19042 48 11 using use VERB bracis-19042 48 12 rules rule NOUN bracis-19042 48 13 , , PUNCT bracis-19042 48 14 based base VERB bracis-19042 48 15 on on ADP bracis-19042 48 16 the the DET bracis-19042 48 17 relations relation NOUN bracis-19042 48 18 between between ADP bracis-19042 48 19 concepts concept NOUN bracis-19042 48 20 . . PUNCT bracis-19042 49 1 they they PRON bracis-19042 49 2 worked work VERB bracis-19042 49 3 with with ADP bracis-19042 49 4 clinical clinical ADJ bracis-19042 49 5 data datum NOUN bracis-19042 49 6 documents document NOUN bracis-19042 49 7 . . PUNCT bracis-19042 50 1 in in ADP bracis-19042 50 2 de de X bracis-19042 50 3 araujo araujo X bracis-19042 50 4 et et PROPN bracis-19042 50 5 al al PROPN bracis-19042 50 6 . . PROPN bracis-19042 51 1 ( ( PUNCT bracis-19042 51 2 2017 2017 NUM bracis-19042 51 3 ) ) PUNCT bracis-19042 52 1 [ [ X bracis-19042 52 2 2 2 X bracis-19042 52 3 ] ] PUNCT bracis-19042 52 4 an an DET bracis-19042 52 5 ontology ontology NOUN bracis-19042 52 6 that that PRON bracis-19042 52 7 uses use VERB bracis-19042 52 8 inference inference NOUN bracis-19042 52 9 processes process NOUN bracis-19042 52 10 , , PUNCT bracis-19042 52 11 based base VERB bracis-19042 52 12 on on ADP bracis-19042 52 13 linguistic linguistic ADJ bracis-19042 52 14 rules rule NOUN bracis-19042 52 15 defined define VERB bracis-19042 52 16 by by ADP bracis-19042 52 17 specialists specialist NOUN bracis-19042 52 18 , , PUNCT bracis-19042 52 19 to to PART bracis-19042 52 20 classify classify VERB bracis-19042 52 21 texts text NOUN bracis-19042 52 22 is be AUX bracis-19042 52 23 presented present VERB bracis-19042 52 24 . . PUNCT bracis-19042 53 1 in in ADP bracis-19042 53 2 this this DET bracis-19042 53 3 paper paper NOUN bracis-19042 53 4 the the DET bracis-19042 53 5 authors author NOUN bracis-19042 53 6 worked work VERB bracis-19042 53 7 with with ADP bracis-19042 53 8 documents document NOUN bracis-19042 53 9 and and CCONJ bracis-19042 53 10 texts text NOUN bracis-19042 53 11 in in ADP bracis-19042 53 12 portuguese portuguese PROPN bracis-19042 53 13 about about ADP bracis-19042 53 14 judicial judicial ADJ bracis-19042 53 15 events event NOUN bracis-19042 53 16 . . PUNCT bracis-19042 54 1 these these DET bracis-19042 54 2 related relate VERB bracis-19042 54 3 works work NOUN bracis-19042 54 4 show show VERB bracis-19042 54 5 that that SCONJ bracis-19042 54 6 ontologies ontology NOUN bracis-19042 54 7 can can AUX bracis-19042 54 8 be be AUX bracis-19042 54 9 considered consider VERB bracis-19042 54 10 an an DET bracis-19042 54 11 alternative alternative NOUN bracis-19042 54 12 for for ADP bracis-19042 54 13 text text NOUN bracis-19042 54 14 classification classification NOUN bracis-19042 54 15 . . PUNCT bracis-19042 55 1 different different ADJ bracis-19042 55 2 approaches approach NOUN bracis-19042 55 3 are be AUX bracis-19042 55 4 applied apply VERB bracis-19042 55 5 to to ADP bracis-19042 55 6 different different ADJ bracis-19042 55 7 domains domain NOUN bracis-19042 55 8 and and CCONJ bracis-19042 55 9 results result NOUN bracis-19042 55 10 were be AUX bracis-19042 55 11 in in ADP bracis-19042 55 12 general general ADJ bracis-19042 55 13 positive positive ADJ bracis-19042 55 14 . . PUNCT bracis-19042 56 1 we we PRON bracis-19042 56 2 also also ADV bracis-19042 56 3 see see VERB bracis-19042 56 4 few few ADJ bracis-19042 56 5 movements movement NOUN bracis-19042 56 6 towards towards ADP bracis-19042 56 7 techniques technique NOUN bracis-19042 56 8 focused focus VERB bracis-19042 56 9 on on ADP bracis-19042 56 10 the the DET bracis-19042 56 11 portuguese portuguese ADJ bracis-19042 56 12 language language NOUN bracis-19042 56 13 . . PUNCT bracis-19042 57 1 given give VERB bracis-19042 57 2 the the DET bracis-19042 57 3 results result NOUN bracis-19042 57 4 of of ADP bracis-19042 57 5 these these DET bracis-19042 57 6 related relate VERB bracis-19042 57 7 works work NOUN bracis-19042 57 8 , , PUNCT bracis-19042 57 9 we we PRON bracis-19042 57 10 considered consider VERB bracis-19042 57 11 that that SCONJ bracis-19042 57 12 a a DET bracis-19042 57 13 model model NOUN bracis-19042 57 14 based base VERB bracis-19042 57 15 on on ADP bracis-19042 57 16 ontologies ontology NOUN bracis-19042 57 17 should should AUX bracis-19042 57 18 be be AUX bracis-19042 57 19 tested test VERB bracis-19042 57 20 for for ADP bracis-19042 57 21 our our PRON bracis-19042 57 22 text text NOUN bracis-19042 57 23 classification classification NOUN bracis-19042 57 24 task task NOUN bracis-19042 57 25 , , PUNCT bracis-19042 57 26 in in ADP bracis-19042 57 27 portuguese portuguese ADJ bracis-19042 57 28 language language NOUN bracis-19042 57 29 , , PUNCT bracis-19042 57 30 to to PART bracis-19042 57 31 compare compare VERB bracis-19042 57 32 with with ADP bracis-19042 57 33 previous previous ADJ bracis-19042 57 34 work work NOUN bracis-19042 57 35 on on ADP bracis-19042 57 36 the the DET bracis-19042 57 37 same same ADJ bracis-19042 57 38 problem problem NOUN bracis-19042 57 39 that that PRON bracis-19042 57 40 used use VERB bracis-19042 57 41 machine machine NOUN bracis-19042 57 42 learning learning NOUN bracis-19042 57 43 in in ADP bracis-19042 57 44 a a DET bracis-19042 57 45 study study NOUN bracis-19042 57 46 made make VERB bracis-19042 57 47 by by ADP bracis-19042 57 48 zanotto zanotto PROPN bracis-19042 57 49 et et PROPN bracis-19042 57 50 al al PROPN bracis-19042 57 51 . . PROPN bracis-19042 58 1 ( ( PUNCT bracis-19042 58 2 2021 2021 NUM bracis-19042 58 3 ) ) PUNCT bracis-19042 59 1 [ [ X bracis-19042 59 2 14 14 NUM bracis-19042 59 3 ] ] PUNCT bracis-19042 59 4 . . PUNCT bracis-19042 60 1 they they PRON bracis-19042 60 2 present present VERB bracis-19042 60 3 an an DET bracis-19042 60 4 evaluation evaluation NOUN bracis-19042 60 5 of of ADP bracis-19042 60 6 machine machine NOUN bracis-19042 60 7 learning learn VERB bracis-19042 60 8 approaches approach NOUN bracis-19042 60 9 for for ADP bracis-19042 60 10 the the DET bracis-19042 60 11 same same ADJ bracis-19042 60 12 database database NOUN bracis-19042 60 13 used use VERB bracis-19042 60 14 in in ADP bracis-19042 60 15 the the DET bracis-19042 60 16 present present ADJ bracis-19042 60 17 work work NOUN bracis-19042 60 18 , , PUNCT bracis-19042 60 19 the the DET bracis-19042 60 20 classification classification NOUN bracis-19042 60 21 considers consider VERB bracis-19042 60 22 almost almost ADV bracis-19042 60 23 the the DET bracis-19042 60 24 same same ADJ bracis-19042 60 25 set set NOUN bracis-19042 60 26 of of ADP bracis-19042 60 27 classes class NOUN bracis-19042 60 28 , , PUNCT bracis-19042 60 29 they they PRON bracis-19042 60 30 worked work VERB bracis-19042 60 31 on on ADP bracis-19042 60 32 24 24 NUM bracis-19042 60 33 or or CCONJ bracis-19042 60 34 the the DET bracis-19042 60 35 indexes index NOUN bracis-19042 60 36 . . PUNCT bracis-19042 61 1 a a DET bracis-19042 61 2 comparison comparison NOUN bracis-19042 61 3 with with ADP bracis-19042 61 4 this this DET bracis-19042 61 5 work work NOUN bracis-19042 61 6 is be AUX bracis-19042 61 7 presented present VERB bracis-19042 61 8 in in ADP bracis-19042 61 9 the the DET bracis-19042 61 10 results result NOUN bracis-19042 61 11 section section NOUN bracis-19042 61 12 . . PUNCT bracis-19042 62 1 3 3 NUM bracis-19042 62 2 available available ADJ bracis-19042 62 3 data datum NOUN bracis-19042 62 4 and and CCONJ bracis-19042 62 5 challenges challenge VERB bracis-19042 62 6 the the DET bracis-19042 62 7 main main ADJ bracis-19042 62 8 goal goal NOUN bracis-19042 62 9 of of ADP bracis-19042 62 10 this this DET bracis-19042 62 11 research research NOUN bracis-19042 62 12 was be AUX bracis-19042 62 13 to to PART bracis-19042 62 14 verify verify VERB bracis-19042 62 15 the the DET bracis-19042 62 16 applicability applicability NOUN bracis-19042 62 17 and and CCONJ bracis-19042 62 18 the the DET bracis-19042 62 19 performance performance NOUN bracis-19042 62 20 of of ADP bracis-19042 62 21 a a DET bracis-19042 62 22 computational computational ADJ bracis-19042 62 23 model model NOUN bracis-19042 62 24 , , PUNCT bracis-19042 62 25 based base VERB bracis-19042 62 26 on on ADP bracis-19042 62 27 ontologies ontology NOUN bracis-19042 62 28 , , PUNCT bracis-19042 62 29 in in ADP bracis-19042 62 30 the the DET bracis-19042 62 31 task task NOUN bracis-19042 62 32 of of ADP bracis-19042 62 33 automatically automatically ADV bracis-19042 62 34 detect detect VERB bracis-19042 62 35 and and CCONJ bracis-19042 62 36 classify classify VERB bracis-19042 62 37 portuguese portuguese ADJ bracis-19042 62 38 free free ADJ bracis-19042 62 39 - - PUNCT bracis-19042 62 40 texts text NOUN bracis-19042 62 41 from from ADP bracis-19042 62 42 electronic electronic ADJ bracis-19042 62 43 health health NOUN bracis-19042 62 44 records record NOUN bracis-19042 62 45 . . PUNCT bracis-19042 63 1 to to PART bracis-19042 63 2 accomplish accomplish VERB bracis-19042 63 3 our our PRON bracis-19042 63 4 goal goal NOUN bracis-19042 63 5 we we PRON bracis-19042 63 6 focused focus VERB bracis-19042 63 7 on on ADP bracis-19042 63 8 classifying classify VERB bracis-19042 63 9 clinical clinical ADJ bracis-19042 63 10 records record NOUN bracis-19042 63 11 from from ADP bracis-19042 63 12 patients patient NOUN bracis-19042 63 13 under under ADP bracis-19042 63 14 ischemic ischemic ADJ bracis-19042 63 15 stroke stroke NOUN bracis-19042 63 16 care care NOUN bracis-19042 63 17 . . PUNCT bracis-19042 64 1 this this DET bracis-19042 64 2 decision decision NOUN bracis-19042 64 3 is be AUX bracis-19042 64 4 based base VERB bracis-19042 64 5 on on ADP bracis-19042 64 6 our our PRON bracis-19042 64 7 proximity proximity NOUN bracis-19042 64 8 with with ADP bracis-19042 64 9 a a DET bracis-19042 64 10 team team NOUN bracis-19042 64 11 of of ADP bracis-19042 64 12 specialists specialist NOUN bracis-19042 64 13 of of ADP bracis-19042 64 14 this this DET bracis-19042 64 15 domain domain NOUN bracis-19042 64 16 . . PUNCT bracis-19042 65 1 we we PRON bracis-19042 65 2 also also ADV bracis-19042 65 3 wanted want VERB bracis-19042 65 4 to to PART bracis-19042 65 5 verify verify VERB bracis-19042 65 6 how how SCONJ bracis-19042 65 7 this this DET bracis-19042 65 8 model model NOUN bracis-19042 65 9 compares compare VERB bracis-19042 65 10 against against ADP bracis-19042 65 11 machine machine NOUN bracis-19042 65 12 learning learn VERB bracis-19042 65 13 approaches approach NOUN bracis-19042 65 14 on on ADP bracis-19042 65 15 this this DET bracis-19042 65 16 same same ADJ bracis-19042 65 17 task task NOUN bracis-19042 65 18 and and CCONJ bracis-19042 65 19 dataset dataset VERB bracis-19042 65 20 [ [ X bracis-19042 65 21 14 14 NUM bracis-19042 65 22 ] ] PUNCT bracis-19042 65 23 . . PUNCT bracis-19042 66 1 the the DET bracis-19042 66 2 data datum NOUN bracis-19042 66 3 available available ADJ bracis-19042 66 4 for for ADP bracis-19042 66 5 this this DET bracis-19042 66 6 research research NOUN bracis-19042 66 7 contains contain VERB bracis-19042 66 8 portuguese portuguese ADJ bracis-19042 66 9 free free ADJ bracis-19042 66 10 texts text NOUN bracis-19042 66 11 clinical clinical ADJ bracis-19042 66 12 records record NOUN bracis-19042 66 13 of of ADP bracis-19042 66 14 191 191 NUM bracis-19042 66 15 patients patient NOUN bracis-19042 66 16 that that PRON bracis-19042 66 17 were be AUX bracis-19042 66 18 treated treat VERB bracis-19042 66 19 for for ADP bracis-19042 66 20 ischemic ischemic ADJ bracis-19042 66 21 stroke stroke NOUN bracis-19042 66 22 incidents incident NOUN bracis-19042 66 23 from from ADP bracis-19042 66 24 01/01/2019 01/01/2019 NUM bracis-19042 66 25 up up ADP bracis-19042 66 26     SPACE bracis-19042 66 27 to to ADP bracis-19042 66 28 07/23/2019 07/23/2019 NUM bracis-19042 66 29 . . PUNCT bracis-19042 67 1 our our PRON bracis-19042 67 2 challenge challenge NOUN bracis-19042 67 3 is be AUX bracis-19042 67 4 to to PART bracis-19042 67 5 find find VERB bracis-19042 67 6 terms term NOUN bracis-19042 67 7 and and CCONJ bracis-19042 67 8 keywords keyword NOUN bracis-19042 67 9 in in ADP bracis-19042 67 10 a a DET bracis-19042 67 11 given give VERB bracis-19042 67 12 text text NOUN bracis-19042 67 13 from from ADP bracis-19042 67 14 these these DET bracis-19042 67 15 records record NOUN bracis-19042 67 16 and and CCONJ bracis-19042 67 17 given give VERB bracis-19042 67 18 the the DET bracis-19042 67 19 detected detect VERB bracis-19042 67 20 words word NOUN bracis-19042 67 21 , , PUNCT bracis-19042 67 22 classify classify VERB bracis-19042 67 23 the the DET bracis-19042 67 24 text text NOUN bracis-19042 67 25 in in ADP bracis-19042 67 26 one one NUM bracis-19042 67 27 the the DET bracis-19042 67 28 following follow VERB bracis-19042 67 29 30 30 NUM bracis-19042 67 30 quality quality NOUN bracis-19042 67 31 indexes index NOUN bracis-19042 67 32 that that PRON bracis-19042 67 33 are be AUX bracis-19042 67 34 shown show VERB bracis-19042 67 35 in in ADP bracis-19042 67 36 table table NOUN bracis-19042 67 37     SPACE bracis-19042 67 38 1 1 NUM bracis-19042 67 39 . . PUNCT bracis-19042 68 1 this this DET bracis-19042 68 2 study study NOUN bracis-19042 68 3 was be AUX bracis-19042 68 4 approved approve VERB bracis-19042 68 5 by by ADP bracis-19042 68 6 the the DET bracis-19042 68 7 hospital hospital NOUN bracis-19042 68 8 ethics ethic NOUN bracis-19042 68 9 committee committee PROPN bracis-19042 68 10 ( ( PUNCT bracis-19042 68 11 caae caae PROPN bracis-19042 68 12 : : PUNCT bracis-19042 68 13 29694720000005330 29694720000005330 NUM bracis-19042 68 14 ) ) PUNCT bracis-19042 68 15 . . PUNCT bracis-19042 69 1 table table NOUN bracis-19042 69 2 1 1 NUM bracis-19042 69 3 . . PUNCT bracis-19042 69 4 management management NOUN bracis-19042 69 5 indexes index NOUN bracis-19042 69 6 and and CCONJ bracis-19042 69 7 its its PRON bracis-19042 69 8 sub sub ADJ bracis-19042 69 9 - - ADJ bracis-19042 69 10 groupsfull groupsfull ADJ bracis-19042 69 11 size size NOUN bracis-19042 69 12 table table NOUN bracis-19042 69 13 we we PRON bracis-19042 69 14 aim aim VERB bracis-19042 69 15 to to PART bracis-19042 69 16 develop develop VERB bracis-19042 69 17 a a DET bracis-19042 69 18 computational computational ADJ bracis-19042 69 19 model model NOUN bracis-19042 69 20 in in ADP bracis-19042 69 21 a a DET bracis-19042 69 22 way way NOUN bracis-19042 69 23 that that PRON bracis-19042 69 24 it it PRON bracis-19042 69 25 permeates permeate VERB bracis-19042 69 26 current current ADJ bracis-19042 69 27 electronic electronic ADJ bracis-19042 69 28 health health NOUN bracis-19042 69 29 records record NOUN bracis-19042 69 30 software software NOUN bracis-19042 69 31 , , PUNCT bracis-19042 69 32 allowing allow VERB bracis-19042 69 33 it it PRON bracis-19042 69 34 to to PART bracis-19042 69 35 operate operate VERB bracis-19042 69 36 as as ADP bracis-19042 69 37 first first ADV bracis-19042 69 38 designed design VERB bracis-19042 69 39 as as SCONJ bracis-19042 69 40 it it PRON bracis-19042 69 41 only only ADV bracis-19042 69 42 would would AUX bracis-19042 69 43 have have VERB bracis-19042 69 44 to to PART bracis-19042 69 45 provide provide VERB bracis-19042 69 46 the the DET bracis-19042 69 47 data datum NOUN bracis-19042 69 48 that that PRON bracis-19042 69 49 is be AUX bracis-19042 69 50 stored store VERB bracis-19042 69 51 . . PUNCT bracis-19042 70 1 with with ADP bracis-19042 70 2 this this DET bracis-19042 70 3 approach approach NOUN bracis-19042 70 4 , , PUNCT bracis-19042 70 5 healthcare healthcare NOUN bracis-19042 70 6 practitioners practitioner NOUN bracis-19042 70 7 may may AUX bracis-19042 70 8 keep keep VERB bracis-19042 70 9 using use VERB bracis-19042 70 10 the the DET bracis-19042 70 11 same same ADJ bracis-19042 70 12 kind kind NOUN bracis-19042 70 13 of of ADP bracis-19042 70 14 software software NOUN bracis-19042 70 15 that that PRON bracis-19042 70 16 they they PRON bracis-19042 70 17 are be AUX bracis-19042 70 18 used use VERB bracis-19042 70 19 to to PART bracis-19042 70 20 , , PUNCT bracis-19042 70 21 with with ADP bracis-19042 70 22 no no DET bracis-19042 70 23 need need NOUN bracis-19042 70 24 to to PART bracis-19042 70 25 input input VERB bracis-19042 70 26 any any DET bracis-19042 70 27 new new ADJ bracis-19042 70 28 data datum NOUN bracis-19042 70 29 . . PUNCT bracis-19042 71 1 as as SCONJ bracis-19042 71 2 the the DET bracis-19042 71 3 model model NOUN bracis-19042 71 4 outputs output VERB bracis-19042 71 5 only only ADV bracis-19042 71 6 the the DET bracis-19042 71 7 indexes index NOUN bracis-19042 71 8 in in ADP bracis-19042 71 9 which which PRON bracis-19042 71 10 the the DET bracis-19042 71 11 texts text NOUN bracis-19042 71 12 were be AUX bracis-19042 71 13 classified classify VERB bracis-19042 71 14 , , PUNCT bracis-19042 71 15 practitioners practitioner NOUN bracis-19042 71 16 would would AUX bracis-19042 71 17 also also ADV bracis-19042 71 18 be be AUX bracis-19042 71 19 able able ADJ bracis-19042 71 20 keep keep VERB bracis-19042 71 21 the the DET bracis-19042 71 22 privacy privacy NOUN bracis-19042 71 23 and and CCONJ bracis-19042 71 24 the the DET bracis-19042 71 25 details detail NOUN bracis-19042 71 26 of of ADP bracis-19042 71 27 their their PRON bracis-19042 71 28 records record NOUN bracis-19042 71 29 and and CCONJ bracis-19042 71 30 practices practice NOUN bracis-19042 71 31 . . PUNCT bracis-19042 72 1 with with ADP bracis-19042 72 2 the the DET bracis-19042 72 3 help help NOUN bracis-19042 72 4 of of ADP bracis-19042 72 5 a a DET bracis-19042 72 6 team team NOUN bracis-19042 72 7 of of ADP bracis-19042 72 8 domain domain NOUN bracis-19042 72 9 specialists specialist NOUN bracis-19042 72 10 , , PUNCT bracis-19042 72 11 we we PRON bracis-19042 72 12 identified identify VERB bracis-19042 72 13 technical technical ADJ bracis-19042 72 14 terms term NOUN bracis-19042 72 15 and and CCONJ bracis-19042 72 16 keywords keyword NOUN bracis-19042 72 17 for for ADP bracis-19042 72 18 the the DET bracis-19042 72 19 indexes index NOUN bracis-19042 72 20 that that PRON bracis-19042 72 21 are be AUX bracis-19042 72 22 to to PART bracis-19042 72 23 be be AUX bracis-19042 72 24 found find VERB bracis-19042 72 25 within within ADP bracis-19042 72 26 the the DET bracis-19042 72 27 clinical clinical ADJ bracis-19042 72 28 records record NOUN bracis-19042 72 29 . . PUNCT bracis-19042 73 1 we we PRON bracis-19042 73 2 developed develop VERB bracis-19042 73 3 an an DET bracis-19042 73 4 ontology ontology NOUN bracis-19042 73 5 that that PRON bracis-19042 73 6 plays play VERB bracis-19042 73 7 three three NUM bracis-19042 73 8 important important ADJ bracis-19042 73 9 roles role NOUN bracis-19042 73 10 in in ADP bracis-19042 73 11 our our PRON bracis-19042 73 12 model model NOUN bracis-19042 73 13 . . PUNCT bracis-19042 74 1 the the DET bracis-19042 74 2 first first ADJ bracis-19042 74 3 one one NUM bracis-19042 74 4 is be AUX bracis-19042 74 5 to to PART bracis-19042 74 6 provide provide VERB bracis-19042 74 7 a a DET bracis-19042 74 8 list list NOUN bracis-19042 74 9 of of ADP bracis-19042 74 10 terms term NOUN bracis-19042 74 11 ( ( PUNCT bracis-19042 74 12 keywords keyword NOUN bracis-19042 74 13 ) ) PUNCT bracis-19042 74 14 that that PRON bracis-19042 74 15 are be AUX bracis-19042 74 16 to to PART bracis-19042 74 17 be be AUX bracis-19042 74 18 found find VERB bracis-19042 74 19 in in ADP bracis-19042 74 20 the the DET bracis-19042 74 21 texts text NOUN bracis-19042 74 22 . . PUNCT bracis-19042 75 1 the the DET bracis-19042 75 2 second second ADJ bracis-19042 75 3 role role NOUN bracis-19042 75 4 is be AUX bracis-19042 75 5 the the DET bracis-19042 75 6 definition definition NOUN bracis-19042 75 7 of of ADP bracis-19042 75 8 the the DET bracis-19042 75 9 relation relation NOUN bracis-19042 75 10 of of ADP bracis-19042 75 11 the the DET bracis-19042 75 12 indexes index NOUN bracis-19042 75 13 with with ADP bracis-19042 75 14 the the DET bracis-19042 75 15 terms term NOUN bracis-19042 75 16 . . PUNCT bracis-19042 76 1 moreover moreover ADV bracis-19042 76 2 , , PUNCT bracis-19042 76 3 the the DET bracis-19042 76 4 last last ADJ bracis-19042 76 5 role role NOUN bracis-19042 76 6 is be AUX bracis-19042 76 7 the the DET bracis-19042 76 8 classifier classifier NOUN bracis-19042 76 9 itself itself PRON bracis-19042 76 10 that that SCONJ bracis-19042 76 11 reasons reason VERB bracis-19042 76 12 about about ADP bracis-19042 76 13 the the DET bracis-19042 76 14 relation relation NOUN bracis-19042 76 15 between between ADP bracis-19042 76 16 texts text NOUN bracis-19042 76 17 and and CCONJ bracis-19042 76 18 terms term NOUN bracis-19042 76 19 and and CCONJ bracis-19042 76 20 classifies classify VERB bracis-19042 76 21 them they PRON bracis-19042 76 22 into into ADP bracis-19042 76 23 the the DET bracis-19042 76 24 appropriate appropriate ADJ bracis-19042 76 25 index index NOUN bracis-19042 76 26 . . PUNCT bracis-19042 77 1 to to PART bracis-19042 77 2 work work VERB bracis-19042 77 3 along along ADP bracis-19042 77 4 with with ADP bracis-19042 77 5 our our PRON bracis-19042 77 6 ontology ontology NOUN bracis-19042 77 7 , , PUNCT bracis-19042 77 8 a a DET bracis-19042 77 9 term term NOUN bracis-19042 77 10 detecting detect VERB bracis-19042 77 11 algorithm algorithm NOUN bracis-19042 77 12 was be AUX bracis-19042 77 13 also also ADV bracis-19042 77 14 developed develop VERB bracis-19042 77 15 . . PUNCT bracis-19042 78 1 3.1 3.1 NUM bracis-19042 78 2 data datum NOUN bracis-19042 78 3 preprocessing preprocessing NOUN bracis-19042 78 4 and and CCONJ bracis-19042 78 5 annotation annotation NOUN bracis-19042 78 6 all all PRON bracis-19042 78 7 available available ADJ bracis-19042 78 8 clinical clinical ADJ bracis-19042 78 9 records record NOUN bracis-19042 78 10 were be AUX bracis-19042 78 11 first first ADV bracis-19042 78 12 anonymized anonymize VERB bracis-19042 78 13 . . PUNCT bracis-19042 79 1 all all DET bracis-19042 79 2 records record NOUN bracis-19042 79 3 were be AUX bracis-19042 79 4 split split VERB bracis-19042 79 5 into into ADP bracis-19042 79 6 sentences sentence NOUN bracis-19042 79 7 . . PUNCT bracis-19042 80 1 after after ADP bracis-19042 80 2 this this DET bracis-19042 80 3 step step NOUN bracis-19042 80 4 , , PUNCT bracis-19042 80 5 46.547 46.547 NUM bracis-19042 80 6 sentences sentence NOUN bracis-19042 80 7 were be AUX bracis-19042 80 8 generated generate VERB bracis-19042 80 9 , , PUNCT bracis-19042 80 10 in in ADP bracis-19042 80 11 which which PRON bracis-19042 80 12 the the DET bracis-19042 80 13 indexes index NOUN bracis-19042 80 14 would would AUX bracis-19042 80 15 have have VERB bracis-19042 80 16 to to PART bracis-19042 80 17 be be AUX bracis-19042 80 18 detected detect VERB bracis-19042 80 19 . . PUNCT bracis-19042 81 1 the the DET bracis-19042 81 2 sentence sentence NOUN bracis-19042 81 3 order order NOUN bracis-19042 81 4 was be AUX bracis-19042 81 5 randomized randomize VERB bracis-19042 81 6 to to PART bracis-19042 81 7 prevent prevent VERB bracis-19042 81 8 annotation annotation NOUN bracis-19042 81 9 based base VERB bracis-19042 81 10 on on ADP bracis-19042 81 11 previous previous ADJ bracis-19042 81 12 context context NOUN bracis-19042 81 13 , , PUNCT bracis-19042 81 14 the the DET bracis-19042 81 15 idea idea NOUN bracis-19042 81 16 was be AUX bracis-19042 81 17 to to PART bracis-19042 81 18 analyse analyse VERB bracis-19042 81 19 each each DET bracis-19042 81 20 sentence sentence NOUN bracis-19042 81 21 independently independently ADV bracis-19042 81 22 . . PUNCT bracis-19042 82 1 two two NUM bracis-19042 82 2 annotators annotator NOUN bracis-19042 82 3 , , PUNCT bracis-19042 82 4 domain domain NOUN bracis-19042 82 5 specialists specialist NOUN bracis-19042 82 6 , , PUNCT bracis-19042 82 7 read read VERB bracis-19042 82 8 the the DET bracis-19042 82 9 sentences sentence NOUN bracis-19042 82 10 and and CCONJ bracis-19042 82 11 informed inform VERB bracis-19042 82 12 all all DET bracis-19042 82 13 the the DET bracis-19042 82 14 indexes index NOUN bracis-19042 82 15 that that PRON bracis-19042 82 16 could could AUX bracis-19042 82 17 be be AUX bracis-19042 82 18 identified identify VERB bracis-19042 82 19 in in ADP bracis-19042 82 20 each each DET bracis-19042 82 21 sentence sentence NOUN bracis-19042 82 22 . . PUNCT bracis-19042 83 1 the the DET bracis-19042 83 2 results result NOUN bracis-19042 83 3 obtained obtain VERB bracis-19042 83 4 from from ADP bracis-19042 83 5 both both DET bracis-19042 83 6 annotators annotator NOUN bracis-19042 83 7 had have VERB bracis-19042 83 8 the the DET bracis-19042 83 9 percent percent NOUN bracis-19042 83 10 agreement agreement NOUN bracis-19042 83 11 between between ADP bracis-19042 83 12 them they PRON bracis-19042 83 13 measured measure VERB bracis-19042 83 14 by by ADP bracis-19042 83 15 kappa kappa PROPN bracis-19042 83 16 , , PUNCT bracis-19042 83 17 which which PRON bracis-19042 83 18 was be AUX bracis-19042 83 19 higher high ADJ bracis-19042 83 20 than than ADP bracis-19042 83 21 0.61 0.61 NUM bracis-19042 83 22 . . PUNCT bracis-19042 84 1 in in ADP bracis-19042 84 2 the the DET bracis-19042 84 3 cases case NOUN bracis-19042 84 4 in in ADP bracis-19042 84 5 which which PRON bracis-19042 84 6 there there PRON bracis-19042 84 7 were be VERB bracis-19042 84 8 conflicts conflict NOUN bracis-19042 84 9 , , PUNCT bracis-19042 84 10 both both DET bracis-19042 84 11 annotators annotator NOUN bracis-19042 84 12 would would AUX bracis-19042 84 13 come come VERB bracis-19042 84 14 to to PART bracis-19042 84 15 together together ADV bracis-19042 84 16 to to PART bracis-19042 84 17 discuss discuss VERB bracis-19042 84 18 and and CCONJ bracis-19042 84 19 solve solve VERB bracis-19042 84 20 the the DET bracis-19042 84 21 conflict conflict NOUN bracis-19042 84 22 . . PUNCT bracis-19042 85 1 no no DET bracis-19042 85 2 conflict conflict NOUN bracis-19042 85 3 was be AUX bracis-19042 85 4 left leave VERB bracis-19042 85 5 unsolved unsolved ADJ bracis-19042 85 6 . . PUNCT bracis-19042 86 1 at at ADP bracis-19042 86 2 the the DET bracis-19042 86 3 conclusion conclusion NOUN bracis-19042 86 4 of of ADP bracis-19042 86 5 these these DET bracis-19042 86 6 step step NOUN bracis-19042 86 7 it it PRON bracis-19042 86 8 was be AUX bracis-19042 86 9 identified identify VERB bracis-19042 86 10 that that SCONJ bracis-19042 86 11 only only ADV bracis-19042 86 12 17.471 17.471 NUM bracis-19042 86 13 out out ADP bracis-19042 86 14 of of ADP bracis-19042 86 15 the the DET bracis-19042 86 16 46.547 46.547 NUM bracis-19042 86 17 sentences sentence NOUN bracis-19042 86 18 were be AUX bracis-19042 86 19 related relate VERB bracis-19042 86 20 to to ADP bracis-19042 86 21 one one NUM bracis-19042 86 22 or or CCONJ bracis-19042 86 23 more more ADJ bracis-19042 86 24 of of ADP bracis-19042 86 25 the the DET bracis-19042 86 26 indicators indicator NOUN bracis-19042 86 27 . . PUNCT bracis-19042 87 1 the the DET bracis-19042 87 2 sentences sentence NOUN bracis-19042 87 3 occurrences occurrence NOUN bracis-19042 87 4 of of ADP bracis-19042 87 5 each each DET bracis-19042 87 6 indicator indicator NOUN bracis-19042 87 7 is be AUX bracis-19042 87 8 detailed detail VERB bracis-19042 87 9 in in ADP bracis-19042 87 10 table table NOUN bracis-19042 87 11     SPACE bracis-19042 87 12 8 8 NUM bracis-19042 87 13 . . NOUN bracis-19042 87 14 4 4 NUM bracis-19042 87 15 methods method NOUN bracis-19042 87 16 4.1 4.1 NUM bracis-19042 87 17 ontology ontology NOUN bracis-19042 87 18 based base VERB bracis-19042 87 19 classification classification NOUN bracis-19042 87 20 algorithm algorithm NOUN bracis-19042 87 21 note note VERB bracis-19042 87 22 that that SCONJ bracis-19042 87 23 our our PRON bracis-19042 87 24 ontology ontology NOUN bracis-19042 87 25 is be AUX bracis-19042 87 26 a a DET bracis-19042 87 27 task task NOUN bracis-19042 87 28 ontology ontology NOUN bracis-19042 87 29 , , PUNCT bracis-19042 87 30 developed develop VERB bracis-19042 87 31 for for ADP bracis-19042 87 32 classifying classify VERB bracis-19042 87 33 sentences sentence NOUN bracis-19042 87 34 containing contain VERB bracis-19042 87 35 terms term NOUN bracis-19042 87 36 into into ADP bracis-19042 87 37 30 30 NUM bracis-19042 87 38 different different ADJ bracis-19042 87 39 indexes index NOUN bracis-19042 87 40 . . PUNCT bracis-19042 88 1 thus thus ADV bracis-19042 88 2 our our PRON bracis-19042 88 3 ontology ontology NOUN bracis-19042 88 4 has have VERB bracis-19042 88 5 three three NUM bracis-19042 88 6 main main ADJ bracis-19042 88 7 concepts concept NOUN bracis-19042 88 8 : : PUNCT bracis-19042 88 9 the the DET bracis-19042 88 10 ‘ ' PUNCT bracis-19042 88 11 terms term NOUN bracis-19042 88 12 ’ ' PUNCT bracis-19042 88 13 concept concept NOUN bracis-19042 88 14 , , PUNCT bracis-19042 88 15 in in ADP bracis-19042 88 16 which which PRON bracis-19042 88 17 all all DET bracis-19042 88 18 the the DET bracis-19042 88 19 sub sub NOUN bracis-19042 88 20 - - NOUN bracis-19042 88 21 concepts concept NOUN bracis-19042 88 22 are be AUX bracis-19042 88 23 keywords keyword NOUN bracis-19042 88 24 that that PRON bracis-19042 88 25 are be AUX bracis-19042 88 26 to to PART bracis-19042 88 27 be be AUX bracis-19042 88 28 found find VERB bracis-19042 88 29 in in ADP bracis-19042 88 30 the the DET bracis-19042 88 31 texts text NOUN bracis-19042 88 32 ; ; PUNCT bracis-19042 88 33 the the DET bracis-19042 88 34 ‘ ' PUNCT bracis-19042 88 35 sentences sentence NOUN bracis-19042 88 36 ’ ' PUNCT bracis-19042 88 37 concept concept NOUN bracis-19042 88 38 that that PRON bracis-19042 88 39 contains contain VERB bracis-19042 88 40 all all DET bracis-19042 88 41 the the DET bracis-19042 88 42 sentences sentence NOUN bracis-19042 88 43 processed process VERB bracis-19042 88 44 by by ADP bracis-19042 88 45 the the DET bracis-19042 88 46 text text NOUN bracis-19042 88 47 - - PUNCT bracis-19042 88 48 detection detection NOUN bracis-19042 88 49 algorithm algorithm NOUN bracis-19042 88 50 ; ; PUNCT bracis-19042 88 51 and and CCONJ bracis-19042 88 52 the the DET bracis-19042 88 53 ‘ ' PUNCT bracis-19042 88 54 index index NOUN bracis-19042 88 55 ’ ' PUNCT bracis-19042 88 56 concept concept NOUN bracis-19042 88 57 that that PRON bracis-19042 88 58 contains contain VERB bracis-19042 88 59 the the DET bracis-19042 88 60 description description NOUN bracis-19042 88 61 of of ADP bracis-19042 88 62 all all DET bracis-19042 88 63 the the DET bracis-19042 88 64 indexes index NOUN bracis-19042 88 65 in in ADP bracis-19042 88 66 which which PRON bracis-19042 88 67 the the DET bracis-19042 88 68 sentences sentence NOUN bracis-19042 88 69 should should AUX bracis-19042 88 70 be be AUX bracis-19042 88 71 classified classify VERB bracis-19042 88 72 into into ADP bracis-19042 88 73 . . PUNCT bracis-19042 89 1 an an DET bracis-19042 89 2 object object NOUN bracis-19042 89 3 property property NOUN bracis-19042 89 4 relation relation NOUN bracis-19042 89 5 ‘ ' PUNCT bracis-19042 89 6 contain contain NOUN bracis-19042 89 7 ’ ' PUNCT bracis-19042 89 8 , , PUNCT bracis-19042 89 9 expresses express VERB bracis-19042 89 10 the the DET bracis-19042 89 11 presence presence NOUN bracis-19042 89 12 of of ADP bracis-19042 89 13 a a DET bracis-19042 89 14 given give VERB bracis-19042 89 15 term term NOUN bracis-19042 89 16 in in ADP bracis-19042 89 17 a a DET bracis-19042 89 18 sentence sentence NOUN bracis-19042 89 19 . . PUNCT bracis-19042 90 1 to to ADP bracis-19042 90 2 the the DET bracis-19042 90 3 ‘ ' PUNCT bracis-19042 90 4 terms term NOUN bracis-19042 90 5 ’ ' PUNCT bracis-19042 90 6 concept concept NOUN bracis-19042 90 7 we we PRON bracis-19042 90 8 added add VERB bracis-19042 90 9 a a DET bracis-19042 90 10 few few ADJ bracis-19042 90 11 subsets subset NOUN bracis-19042 90 12 of of ADP bracis-19042 90 13 concepts concept NOUN bracis-19042 90 14 : : PUNCT bracis-19042 90 15 the the DET bracis-19042 90 16 ‘ ' PUNCT bracis-19042 90 17 values value NOUN bracis-19042 90 18 ’ ' PUNCT bracis-19042 90 19 sub sub NOUN bracis-19042 90 20 - - NOUN bracis-19042 90 21 concept concept NOUN bracis-19042 90 22 aims aim VERB bracis-19042 90 23 to to PART bracis-19042 90 24 specify specify VERB bracis-19042 90 25 the the DET bracis-19042 90 26 terms term NOUN bracis-19042 90 27 that that PRON bracis-19042 90 28 require require VERB bracis-19042 90 29 a a DET bracis-19042 90 30 numeric numeric ADJ bracis-19042 90 31 value value NOUN bracis-19042 90 32 in in ADP bracis-19042 90 33 order order NOUN bracis-19042 90 34 to to PART bracis-19042 90 35 compose compose VERB bracis-19042 90 36 a a DET bracis-19042 90 37 classification classification NOUN bracis-19042 90 38 ; ; PUNCT bracis-19042 90 39 the the DET bracis-19042 90 40 ‘ ' PUNCT bracis-19042 90 41 negations negation NOUN bracis-19042 90 42 ’ ' PUNCT bracis-19042 90 43 sub sub ADJ bracis-19042 90 44 - - ADJ bracis-19042 90 45 set set ADJ bracis-19042 90 46 contains contain VERB bracis-19042 90 47 expressions expression NOUN bracis-19042 90 48 that that PRON bracis-19042 90 49 would would AUX bracis-19042 90 50 indicate indicate VERB bracis-19042 90 51 the the DET bracis-19042 90 52 negation negation NOUN bracis-19042 90 53 of of ADP bracis-19042 90 54 the the DET bracis-19042 90 55 occurrence occurrence NOUN bracis-19042 90 56 of of ADP bracis-19042 90 57 an an DET bracis-19042 90 58 index index NOUN bracis-19042 90 59 ; ; PUNCT bracis-19042 90 60 the the DET bracis-19042 90 61 ‘ ' PUNCT bracis-19042 90 62 pasttense pasttense NOUN bracis-19042 90 63 ’ ' PUNCT bracis-19042 90 64 sub sub ADJ bracis-19042 90 65 - - ADJ bracis-19042 90 66 set set ADJ bracis-19042 90 67 contains contain VERB bracis-19042 90 68 terms term NOUN bracis-19042 90 69 that that PRON bracis-19042 90 70 would would AUX bracis-19042 90 71 signal signal VERB bracis-19042 90 72 the the DET bracis-19042 90 73 occurrence occurrence NOUN bracis-19042 90 74 of of ADP bracis-19042 90 75 an an DET bracis-19042 90 76 index index NOUN bracis-19042 90 77 in in ADP bracis-19042 90 78 some some DET bracis-19042 90 79 point point NOUN bracis-19042 90 80 of of ADP bracis-19042 90 81 the the DET bracis-19042 90 82 past past NOUN bracis-19042 90 83 , , PUNCT bracis-19042 90 84 these these DET bracis-19042 90 85 terms term NOUN bracis-19042 90 86 often often ADV bracis-19042 90 87 do do VERB bracis-19042 90 88 so so ADV bracis-19042 90 89 by by ADP bracis-19042 90 90 appearing appear VERB bracis-19042 90 91 at at ADP bracis-19042 90 92 some some DET bracis-19042 90 93 point point NOUN bracis-19042 90 94 after after ADP bracis-19042 90 95 the the DET bracis-19042 90 96 mention mention NOUN bracis-19042 90 97 of of ADP bracis-19042 90 98 an an DET bracis-19042 90 99 index index NOUN bracis-19042 90 100 , , PUNCT bracis-19042 90 101 and and CCONJ bracis-19042 90 102 the the DET bracis-19042 90 103 ‘ ' PUNCT bracis-19042 90 104 pasttenseretroactive pasttenseretroactive NOUN bracis-19042 90 105 ’ ' PUNCT bracis-19042 90 106 is be AUX bracis-19042 90 107 also also ADV bracis-19042 90 108 for for ADP bracis-19042 90 109 identification identification NOUN bracis-19042 90 110 of of ADP bracis-19042 90 111 the the DET bracis-19042 90 112 past past NOUN bracis-19042 90 113 , , PUNCT bracis-19042 90 114 but but CCONJ bracis-19042 90 115 this this PRON bracis-19042 90 116 specifies specify VERB bracis-19042 90 117 the the DET bracis-19042 90 118 terms term NOUN bracis-19042 90 119 that that PRON bracis-19042 90 120 appear appear VERB bracis-19042 90 121 before before ADP bracis-19042 90 122 the the DET bracis-19042 90 123 mention mention NOUN bracis-19042 90 124 of of ADP bracis-19042 90 125 the the DET bracis-19042 90 126 index index NOUN bracis-19042 90 127 in in ADP bracis-19042 90 128 the the DET bracis-19042 90 129 sentence sentence NOUN bracis-19042 90 130 . . PUNCT bracis-19042 91 1 whenever whenever SCONJ bracis-19042 91 2 the the DET bracis-19042 91 3 terms term NOUN bracis-19042 91 4 from from ADP bracis-19042 91 5 these these DET bracis-19042 91 6 subsets subset NOUN bracis-19042 91 7 were be AUX bracis-19042 91 8 found find VERB bracis-19042 91 9 , , PUNCT bracis-19042 91 10 they they PRON bracis-19042 91 11 create create VERB bracis-19042 91 12 the the DET bracis-19042 91 13 appropriate appropriate ADJ bracis-19042 91 14 relation relation NOUN bracis-19042 91 15 , , PUNCT bracis-19042 91 16 for for ADP bracis-19042 91 17 instance instance NOUN bracis-19042 91 18 , , PUNCT bracis-19042 91 19 ‘ ' PUNCT bracis-19042 91 20 sentence sentence NOUN bracis-19042 91 21 negates negate VERB bracis-19042 91 22 index index NOUN bracis-19042 91 23 ’ ' PUNCT bracis-19042 91 24 , , PUNCT bracis-19042 91 25 instead instead ADV bracis-19042 91 26 of of ADP bracis-19042 91 27 ‘ ' PUNCT bracis-19042 91 28 sentence sentence NOUN bracis-19042 91 29 contains contain VERB bracis-19042 91 30 index index NOUN bracis-19042 91 31 ’ ' PUNCT bracis-19042 91 32 . . PUNCT bracis-19042 92 1 our our PRON bracis-19042 92 2 ontology ontology NOUN bracis-19042 92 3 plays play VERB bracis-19042 92 4 the the DET bracis-19042 92 5 following follow VERB bracis-19042 92 6 roles role NOUN bracis-19042 92 7 : : PUNCT bracis-19042 92 8 it it PRON bracis-19042 92 9 serves serve VERB bracis-19042 92 10 as as ADP bracis-19042 92 11 knowledge knowledge NOUN bracis-19042 92 12 model model NOUN bracis-19042 92 13 of of ADP bracis-19042 92 14 the the DET bracis-19042 92 15 terminology terminology NOUN bracis-19042 92 16 of of ADP bracis-19042 92 17 this this DET bracis-19042 92 18 domain domain NOUN bracis-19042 92 19 and and CCONJ bracis-19042 92 20 it it PRON bracis-19042 92 21 plays play VERB bracis-19042 92 22 as as ADP bracis-19042 92 23 a a DET bracis-19042 92 24 text text NOUN bracis-19042 92 25 classifier classifier NOUN bracis-19042 92 26 trough trough NOUN bracis-19042 92 27 its its PRON bracis-19042 92 28 inference inference NOUN bracis-19042 92 29 capabilities capability NOUN bracis-19042 92 30 . . PUNCT bracis-19042 93 1 the the DET bracis-19042 93 2 inference inference NOUN bracis-19042 93 3 process process NOUN bracis-19042 93 4 is be AUX bracis-19042 93 5 based base VERB bracis-19042 93 6 in in ADP bracis-19042 93 7 assertions assertion NOUN bracis-19042 93 8 in in ADP bracis-19042 93 9 a a DET bracis-19042 93 10 logical logical ADJ bracis-19042 93 11 form form NOUN bracis-19042 93 12 that that PRON bracis-19042 93 13 together together ADV bracis-19042 93 14 comprise comprise VERB bracis-19042 93 15 the the DET bracis-19042 93 16 overall overall ADJ bracis-19042 93 17 theory theory NOUN bracis-19042 93 18 that that SCONJ bracis-19042 93 19 the the DET bracis-19042 93 20 ontology ontology NOUN bracis-19042 93 21 describes describe VERB bracis-19042 93 22 in in ADP bracis-19042 93 23 this this DET bracis-19042 93 24 domain domain NOUN bracis-19042 93 25 , , PUNCT bracis-19042 93 26 this this DET bracis-19042 93 27 assertions assertion NOUN bracis-19042 93 28 are be AUX bracis-19042 93 29 calles calle NOUN bracis-19042 93 30 axioms axiom NOUN bracis-19042 93 31 and and CCONJ bracis-19042 93 32 in in ADP bracis-19042 93 33 this this DET bracis-19042 93 34 ontology ontology NOUN bracis-19042 93 35 it it PRON bracis-19042 93 36 refers refer VERB bracis-19042 93 37 to to ADP bracis-19042 93 38 which which DET bracis-19042 93 39 terms term NOUN bracis-19042 93 40 a a DET bracis-19042 93 41 sentence sentence NOUN bracis-19042 93 42 must must AUX bracis-19042 93 43 contain contain VERB bracis-19042 93 44 in in ADP bracis-19042 93 45 order order NOUN bracis-19042 93 46 to to PART bracis-19042 93 47 be be AUX bracis-19042 93 48 classified classify VERB bracis-19042 93 49 as as ADP bracis-19042 93 50 an an DET bracis-19042 93 51 element element NOUN bracis-19042 93 52 of of ADP bracis-19042 93 53 a a DET bracis-19042 93 54 given give VERB bracis-19042 93 55 index index NOUN bracis-19042 93 56 . . PUNCT bracis-19042 94 1 table table NOUN bracis-19042 94 2     SPACE bracis-19042 94 3 2 2 NUM bracis-19042 94 4 shows show VERB bracis-19042 94 5 us we PRON bracis-19042 94 6 a a DET bracis-19042 94 7 few few ADJ bracis-19042 94 8 examples example NOUN bracis-19042 94 9 of of ADP bracis-19042 94 10 these these DET bracis-19042 94 11 axioms axiom NOUN bracis-19042 94 12 . . PUNCT bracis-19042 95 1 this this DET bracis-19042 95 2 ontology ontology NOUN bracis-19042 95 3 was be AUX bracis-19042 95 4 built build VERB bracis-19042 95 5 in in ADP bracis-19042 95 6 owl owl NOUN bracis-19042 95 7 language language NOUN bracis-19042 95 8 using use VERB bracis-19042 95 9 the the DET bracis-19042 95 10 protégé protégé NOUN bracis-19042 95 11 tool tool NOUN bracis-19042 95 12 . . PUNCT bracis-19042 96 1 table table NOUN bracis-19042 96 2 2 2 NUM bracis-19042 96 3 . . PUNCT bracis-19042 97 1 axioms axioms PROPN bracis-19042 97 2 examplesfull examplesfull ADJ bracis-19042 97 3 size size NOUN bracis-19042 97 4 table table NOUN bracis-19042 97 5 the the DET bracis-19042 97 6 term term NOUN bracis-19042 97 7 detection detection NOUN bracis-19042 97 8 algorithm algorithm NOUN bracis-19042 97 9 receives receive VERB bracis-19042 97 10 the the DET bracis-19042 97 11 instances instance NOUN bracis-19042 97 12 of of ADP bracis-19042 97 13 the the DET bracis-19042 97 14 class class NOUN bracis-19042 97 15 terms term NOUN bracis-19042 97 16 . . PUNCT bracis-19042 98 1 the the DET bracis-19042 98 2 algorithm algorithm NOUN bracis-19042 98 3 then then ADV bracis-19042 98 4 runs run VERB bracis-19042 98 5 through through ADP bracis-19042 98 6 each each DET bracis-19042 98 7 sentence sentence NOUN bracis-19042 98 8 and and CCONJ bracis-19042 98 9 tries try VERB bracis-19042 98 10 to to PART bracis-19042 98 11 match match VERB bracis-19042 98 12 the the DET bracis-19042 98 13 given give VERB bracis-19042 98 14 terms term NOUN bracis-19042 98 15 to to ADP bracis-19042 98 16 the the DET bracis-19042 98 17 words word NOUN bracis-19042 98 18 in in ADP bracis-19042 98 19 the the DET bracis-19042 98 20 sentences sentence NOUN bracis-19042 98 21 . . PUNCT bracis-19042 99 1 whenever whenever SCONJ bracis-19042 99 2 a a DET bracis-19042 99 3 match match NOUN bracis-19042 99 4 is be AUX bracis-19042 99 5 found find VERB bracis-19042 99 6 , , PUNCT bracis-19042 99 7 the the DET bracis-19042 99 8 algorithm algorithm NOUN bracis-19042 99 9 registers register VERB bracis-19042 99 10 it it PRON bracis-19042 99 11 in in ADP bracis-19042 99 12 the the DET bracis-19042 99 13 ontology ontology NOUN bracis-19042 99 14 composing compose VERB bracis-19042 99 15 the the DET bracis-19042 99 16 triple triple ADJ bracis-19042 99 17 sentence sentence NOUN bracis-19042 99 18 , , PUNCT bracis-19042 99 19 relation relation NOUN bracis-19042 99 20 , , PUNCT bracis-19042 99 21 term term NOUN bracis-19042 99 22 . . PUNCT bracis-19042 100 1 our our PRON bracis-19042 100 2 approach approach NOUN bracis-19042 100 3 also also ADV bracis-19042 100 4 uses use VERB bracis-19042 100 5 ‘ ' PUNCT bracis-19042 100 6 word word NOUN bracis-19042 100 7 embedding embed VERB bracis-19042 100 8 ’ ' PUNCT bracis-19042 100 9 models model NOUN bracis-19042 100 10 . . PUNCT bracis-19042 101 1 the the DET bracis-19042 101 2 ‘ ' PUNCT bracis-19042 101 3 word word NOUN bracis-19042 101 4 embedding embed VERB bracis-19042 101 5 ’ ' PUNCT bracis-19042 101 6 used use VERB bracis-19042 101 7 was be AUX bracis-19042 101 8 developed develop VERB bracis-19042 101 9 on on ADP bracis-19042 101 10 the the DET bracis-19042 101 11 basis basis NOUN bracis-19042 101 12 of of ADP bracis-19042 101 13 electronic electronic ADJ bracis-19042 101 14 health health NOUN bracis-19042 101 15 records record NOUN bracis-19042 101 16 of of ADP bracis-19042 101 17 a a DET bracis-19042 101 18 brazilian brazilian ADJ bracis-19042 101 19 hospitalfootnote hospitalfootnote NOUN bracis-19042 101 20 1[8 1[8 NOUN bracis-19042 101 21 ] ] PUNCT bracis-19042 101 22 , , PUNCT bracis-19042 101 23 which which PRON bracis-19042 101 24 was be AUX bracis-19042 101 25 trained train VERB bracis-19042 101 26 using use VERB bracis-19042 101 27 21 21 NUM bracis-19042 101 28 million million NUM bracis-19042 101 29 sentences sentence NOUN bracis-19042 101 30 culminating culminate VERB bracis-19042 101 31 in in ADP bracis-19042 101 32 a a DET bracis-19042 101 33 model model NOUN bracis-19042 101 34 with with ADP bracis-19042 101 35 63 63 NUM bracis-19042 101 36 thousand thousand NUM bracis-19042 101 37 words word NOUN bracis-19042 101 38 . . PUNCT bracis-19042 102 1 we we PRON bracis-19042 102 2 chose choose VERB bracis-19042 102 3 this this DET bracis-19042 102 4 language language NOUN bracis-19042 102 5 model model NOUN bracis-19042 102 6 , , PUNCT bracis-19042 102 7 since since SCONJ bracis-19042 102 8 this this PRON bracis-19042 102 9 is be AUX bracis-19042 102 10 based base VERB bracis-19042 102 11 on on ADP bracis-19042 102 12 portuguese portuguese ADJ bracis-19042 102 13 ehr ehr NOUN bracis-19042 102 14 . . PUNCT bracis-19042 103 1 the the DET bracis-19042 103 2 application application NOUN bracis-19042 103 3 of of ADP bracis-19042 103 4 this this DET bracis-19042 103 5 models model NOUN bracis-19042 103 6 has have VERB bracis-19042 103 7 two two NUM bracis-19042 103 8 main main ADJ bracis-19042 103 9 goals goal NOUN bracis-19042 103 10 : : PUNCT bracis-19042 103 11 to to PART bracis-19042 103 12 circumvent circumvent VERB bracis-19042 103 13 grammar grammar NOUN bracis-19042 103 14 errors error NOUN bracis-19042 103 15 that that PRON bracis-19042 103 16 often often ADV bracis-19042 103 17 occur occur VERB bracis-19042 103 18 in in ADP bracis-19042 103 19 these these DET bracis-19042 103 20 clinical clinical ADJ bracis-19042 103 21 records record NOUN bracis-19042 103 22 and and CCONJ bracis-19042 103 23 ; ; PUNCT bracis-19042 103 24 to to PART bracis-19042 103 25 expand expand VERB bracis-19042 103 26 the the DET bracis-19042 103 27 vocabulary vocabulary ADJ bracis-19042 103 28 list list NOUN bracis-19042 103 29 of of ADP bracis-19042 103 30 terms term NOUN bracis-19042 103 31 that that PRON bracis-19042 103 32 were be AUX bracis-19042 103 33 defined define VERB bracis-19042 103 34 initially initially ADV bracis-19042 103 35 in in ADP bracis-19042 103 36 the the DET bracis-19042 103 37 ontology ontology NOUN bracis-19042 103 38 , , PUNCT bracis-19042 103 39 which which PRON bracis-19042 103 40 means mean VERB bracis-19042 103 41 that that SCONJ bracis-19042 103 42 it it PRON bracis-19042 103 43 brings bring VERB bracis-19042 103 44 new new ADJ bracis-19042 103 45 rellated rellate VERB bracis-19042 103 46 words word NOUN bracis-19042 103 47 , , PUNCT bracis-19042 103 48 for for ADP bracis-19042 103 49 instance instance NOUN bracis-19042 103 50 the the DET bracis-19042 103 51 medical medical ADJ bracis-19042 103 52 term term NOUN bracis-19042 103 53 ‘ ' PUNCT bracis-19042 103 54 coronarina coronarina NOUN bracis-19042 103 55 ’ ' PUNCT bracis-19042 103 56 is be AUX bracis-19042 103 57 not not PART bracis-19042 103 58 defined define VERB bracis-19042 103 59 in in ADP bracis-19042 103 60 the the DET bracis-19042 103 61 ontology ontology NOUN bracis-19042 103 62 , , PUNCT bracis-19042 103 63 but but CCONJ bracis-19042 103 64 this this DET bracis-19042 103 65 model model NOUN bracis-19042 103 66 relates relate VERB bracis-19042 103 67 it it PRON bracis-19042 103 68 to to ADP bracis-19042 103 69 term term NOUN bracis-19042 103 70 ‘ ' PUNCT bracis-19042 103 71 coronaria coronaria NOUN bracis-19042 103 72 ’ ' PUNCT bracis-19042 103 73 covering cover VERB bracis-19042 103 74 this this DET bracis-19042 103 75 terminology terminology NOUN bracis-19042 103 76 gap gap NOUN bracis-19042 103 77 . . PUNCT bracis-19042 104 1 hence hence ADV bracis-19042 104 2 our our PRON bracis-19042 104 3 algorithm algorithm NOUN bracis-19042 104 4 uses use VERB bracis-19042 104 5 these these DET bracis-19042 104 6 models model NOUN bracis-19042 104 7 to to PART bracis-19042 104 8 search search VERB bracis-19042 104 9 for for ADP bracis-19042 104 10 similar similar ADJ bracis-19042 104 11 words word NOUN bracis-19042 104 12 . . PUNCT bracis-19042 105 1 using use VERB bracis-19042 105 2 the the DET bracis-19042 105 3 cosine cosine NOUN bracis-19042 105 4 similarity similarity NOUN bracis-19042 105 5 , , PUNCT bracis-19042 105 6 the the DET bracis-19042 105 7 top top ADJ bracis-19042 105 8 10 10 NUM bracis-19042 105 9 words word NOUN bracis-19042 105 10 are be AUX bracis-19042 105 11 retrieved retrieve VERB bracis-19042 105 12 to to PART bracis-19042 105 13 expand expand VERB bracis-19042 105 14 the the DET bracis-19042 105 15 list list NOUN bracis-19042 105 16 of of ADP bracis-19042 105 17 terms term NOUN bracis-19042 105 18 given give VERB bracis-19042 105 19 by by ADP bracis-19042 105 20 the the DET bracis-19042 105 21 ontology ontology NOUN bracis-19042 105 22 . . PUNCT bracis-19042 106 1 to to PART bracis-19042 106 2 optimize optimize VERB bracis-19042 106 3 running running NOUN bracis-19042 106 4 time time NOUN bracis-19042 106 5 two two NUM bracis-19042 106 6 parallel parallel ADJ bracis-19042 106 7 lists list NOUN bracis-19042 106 8 are be AUX bracis-19042 106 9 kept keep VERB bracis-19042 106 10 by by ADP bracis-19042 106 11 the the DET bracis-19042 106 12 algorithm algorithm NOUN bracis-19042 106 13 : : PUNCT bracis-19042 106 14 the the DET bracis-19042 106 15 first first ADJ bracis-19042 106 16 one one NOUN bracis-19042 106 17 is be AUX bracis-19042 106 18 in in ADP bracis-19042 106 19 charge charge NOUN bracis-19042 106 20 of of ADP bracis-19042 106 21 storing store VERB bracis-19042 106 22 all all DET bracis-19042 106 23 words word NOUN bracis-19042 106 24 from from ADP bracis-19042 106 25 the the DET bracis-19042 106 26 texts text NOUN bracis-19042 106 27 that that PRON bracis-19042 106 28 do do AUX bracis-19042 106 29 not not PART bracis-19042 106 30 have have VERB bracis-19042 106 31 a a DET bracis-19042 106 32 match match NOUN bracis-19042 106 33 in in ADP bracis-19042 106 34 the the DET bracis-19042 106 35 ontology ontology NOUN bracis-19042 106 36 ; ; PUNCT bracis-19042 106 37 the the DET bracis-19042 106 38 second second ADJ bracis-19042 106 39 list list NOUN bracis-19042 106 40 keeps keep VERB bracis-19042 106 41 track track NOUN bracis-19042 106 42 of of ADP bracis-19042 106 43 all all DET bracis-19042 106 44 the the DET bracis-19042 106 45 words word NOUN bracis-19042 106 46 from from ADP bracis-19042 106 47 the the DET bracis-19042 106 48 sentence sentence NOUN bracis-19042 106 49 that that PRON bracis-19042 106 50 do do AUX bracis-19042 106 51 not not PART bracis-19042 106 52 match match VERB bracis-19042 106 53 with with ADP bracis-19042 106 54 the the DET bracis-19042 106 55 terms term NOUN bracis-19042 106 56 in in ADP bracis-19042 106 57 the the DET bracis-19042 106 58 ontology ontology NOUN bracis-19042 106 59 , , PUNCT bracis-19042 106 60 but but CCONJ bracis-19042 106 61 some some PRON bracis-19042 106 62 of of ADP bracis-19042 106 63 its its PRON bracis-19042 106 64 word word NOUN bracis-19042 106 65 embedding embed VERB bracis-19042 106 66 similar similar ADJ bracis-19042 106 67 do do NOUN bracis-19042 106 68 . . PUNCT bracis-19042 107 1 after after SCONJ bracis-19042 107 2 all all DET bracis-19042 107 3 the the DET bracis-19042 107 4 sentences sentence NOUN bracis-19042 107 5 have have AUX bracis-19042 107 6 been be AUX bracis-19042 107 7 processed process VERB bracis-19042 107 8 and and CCONJ bracis-19042 107 9 put put VERB bracis-19042 107 10 under under ADP bracis-19042 107 11 the the DET bracis-19042 107 12 ‘ ' PUNCT bracis-19042 107 13 sentences sentence NOUN bracis-19042 107 14 ’ ' PUNCT bracis-19042 107 15 set set VERB bracis-19042 107 16 in in ADP bracis-19042 107 17 the the DET bracis-19042 107 18 ontology ontology NOUN bracis-19042 107 19 , , PUNCT bracis-19042 107 20 the the DET bracis-19042 107 21 reasoning reasoning NOUN bracis-19042 107 22 process process NOUN bracis-19042 107 23 starts start VERB bracis-19042 107 24 and and CCONJ bracis-19042 107 25 the the DET bracis-19042 107 26 classification classification NOUN bracis-19042 107 27 is be AUX bracis-19042 107 28 made make VERB bracis-19042 107 29 . . PUNCT bracis-19042 108 1 the the DET bracis-19042 108 2 results result NOUN bracis-19042 108 3 are be AUX bracis-19042 108 4 then then ADV bracis-19042 108 5 evaluated evaluate VERB bracis-19042 108 6 by by ADP bracis-19042 108 7 comparing compare VERB bracis-19042 108 8 them they PRON bracis-19042 108 9 with with ADP bracis-19042 108 10 the the DET bracis-19042 108 11 annotated annotate VERB bracis-19042 108 12 data datum NOUN bracis-19042 108 13 . . PUNCT bracis-19042 109 1 4.2 4.2 NUM bracis-19042 109 2 example example NOUN bracis-19042 109 3 to to PART bracis-19042 109 4 better well ADV bracis-19042 109 5 understand understand VERB bracis-19042 109 6 how how SCONJ bracis-19042 109 7 our our PRON bracis-19042 109 8 model model NOUN bracis-19042 109 9 works work VERB bracis-19042 109 10 let let VERB bracis-19042 109 11 us we PRON bracis-19042 109 12 take take VERB bracis-19042 109 13 the the DET bracis-19042 109 14 set set NOUN bracis-19042 109 15 of of ADP bracis-19042 109 16 sentences sentence NOUN bracis-19042 109 17 shown show VERB bracis-19042 109 18 in in ADP bracis-19042 109 19 table table NOUN bracis-19042 109 20     SPACE bracis-19042 109 21 3 3 NUM bracis-19042 109 22 . . PUNCT bracis-19042 110 1 our our PRON bracis-19042 110 2 model model NOUN bracis-19042 110 3 receives receive VERB bracis-19042 110 4 these these DET bracis-19042 110 5 sentences sentence NOUN bracis-19042 110 6 as as ADP bracis-19042 110 7 input input NOUN bracis-19042 110 8 and and CCONJ bracis-19042 110 9 classifies classify VERB bracis-19042 110 10 them they PRON bracis-19042 110 11 . . PUNCT bracis-19042 111 1 consider consider VERB bracis-19042 111 2 sentence sentence NOUN bracis-19042 111 3 number number NOUN bracis-19042 111 4 6 6 NUM bracis-19042 111 5 , , PUNCT bracis-19042 111 6 the the DET bracis-19042 111 7 first first ADJ bracis-19042 111 8 step step NOUN bracis-19042 111 9 is be AUX bracis-19042 111 10 to to PART bracis-19042 111 11 tokenize tokenize VERB bracis-19042 111 12 it it PRON bracis-19042 111 13 . . PUNCT bracis-19042 112 1 table table NOUN bracis-19042 112 2     SPACE bracis-19042 112 3 4 4 NUM bracis-19042 112 4 shows show VERB bracis-19042 112 5 the the DET bracis-19042 112 6 result result NOUN bracis-19042 112 7 of of ADP bracis-19042 112 8 this this DET bracis-19042 112 9 step step NOUN bracis-19042 112 10 . . PUNCT bracis-19042 113 1 next next ADV bracis-19042 113 2 , , PUNCT bracis-19042 113 3 every every DET bracis-19042 113 4 word word NOUN bracis-19042 113 5 is be AUX bracis-19042 113 6 treated treat VERB bracis-19042 113 7 to to PART bracis-19042 113 8 remove remove VERB bracis-19042 113 9 characters character NOUN bracis-19042 113 10 that that PRON bracis-19042 113 11 are be AUX bracis-19042 113 12 not not PART bracis-19042 113 13 either either CCONJ bracis-19042 113 14 alphabets alphabet NOUN bracis-19042 113 15 or or CCONJ bracis-19042 113 16 numbers number NOUN bracis-19042 113 17 , , PUNCT bracis-19042 113 18 and and CCONJ bracis-19042 113 19 changed change VERB bracis-19042 113 20 to to PART bracis-19042 113 21 lowercase lowercase VERB bracis-19042 113 22 , , PUNCT bracis-19042 113 23 as as SCONJ bracis-19042 113 24 seen see VERB bracis-19042 113 25 in in ADP bracis-19042 113 26 table table NOUN bracis-19042 113 27     SPACE bracis-19042 113 28 5 5 NUM bracis-19042 113 29 . . PUNCT bracis-19042 114 1 the the DET bracis-19042 114 2 first first ADJ bracis-19042 114 3 word word NOUN bracis-19042 114 4 from from ADP bracis-19042 114 5 our our PRON bracis-19042 114 6 sample sample NOUN bracis-19042 114 7 is be AUX bracis-19042 114 8 ‘ ' PUNCT bracis-19042 114 9 após após PROPN bracis-19042 114 10 ’ ' PUNCT bracis-19042 114 11 , , PUNCT bracis-19042 114 12 our our PRON bracis-19042 114 13 model model NOUN bracis-19042 114 14 uses use VERB bracis-19042 114 15 the the DET bracis-19042 114 16 word word NOUN bracis-19042 114 17 embedding embed VERB bracis-19042 114 18 model model NOUN bracis-19042 114 19 to to PART bracis-19042 114 20 expand expand VERB bracis-19042 114 21 this this DET bracis-19042 114 22 word word NOUN bracis-19042 114 23 and and CCONJ bracis-19042 114 24 get get VERB bracis-19042 114 25 new new ADJ bracis-19042 114 26 similar similar ADJ bracis-19042 114 27 words word NOUN bracis-19042 114 28 . . PUNCT bracis-19042 115 1 table table NOUN bracis-19042 115 2     SPACE bracis-19042 115 3 6 6 NUM bracis-19042 115 4 shows show VERB bracis-19042 115 5 us we PRON bracis-19042 115 6 all all DET bracis-19042 115 7 the the DET bracis-19042 115 8 similar similar ADJ bracis-19042 115 9 words word NOUN bracis-19042 115 10 found find VERB bracis-19042 115 11 for for ADP bracis-19042 115 12 this this DET bracis-19042 115 13 term term NOUN bracis-19042 115 14 . . PUNCT bracis-19042 116 1 after after ADP bracis-19042 116 2 that that PRON bracis-19042 116 3 they they PRON bracis-19042 116 4 are be AUX bracis-19042 116 5 compared compare VERB bracis-19042 116 6 with with ADP bracis-19042 116 7 our our PRON bracis-19042 116 8 defined define VERB bracis-19042 116 9 terms term NOUN bracis-19042 116 10 . . PUNCT bracis-19042 117 1 in in ADP bracis-19042 117 2 this this DET bracis-19042 117 3 example example NOUN bracis-19042 117 4 , , PUNCT bracis-19042 117 5 the the DET bracis-19042 117 6 term term NOUN bracis-19042 117 7 ‘ ' PUNCT bracis-19042 117 8 após apó NOUN bracis-19042 117 9 ’ ' PUNCT bracis-19042 117 10 and and CCONJ bracis-19042 117 11 all all DET bracis-19042 117 12 the the DET bracis-19042 117 13 similar similar ADJ bracis-19042 117 14 terms term NOUN bracis-19042 117 15 are be AUX bracis-19042 117 16 searched search VERB bracis-19042 117 17 in in ADP bracis-19042 117 18 the the DET bracis-19042 117 19 list list NOUN bracis-19042 117 20 of of ADP bracis-19042 117 21 defined define VERB bracis-19042 117 22 terms term NOUN bracis-19042 117 23 in in ADP bracis-19042 117 24 the the DET bracis-19042 117 25 ontology ontology NOUN bracis-19042 117 26 . . PUNCT bracis-19042 118 1 for for ADP bracis-19042 118 2 this this DET bracis-19042 118 3 instance instance NOUN bracis-19042 118 4 the the DET bracis-19042 118 5 term term NOUN bracis-19042 118 6 ‘ ' PUNCT bracis-19042 118 7 após apó NOUN bracis-19042 118 8 ’ ' PUNCT bracis-19042 118 9 is be AUX bracis-19042 118 10 not not PART bracis-19042 118 11 defined define VERB bracis-19042 118 12 and and CCONJ bracis-19042 118 13 hence hence ADV bracis-19042 118 14 no no DET bracis-19042 118 15 relation relation NOUN bracis-19042 118 16 between between ADP bracis-19042 118 17 ‘ ' PUNCT bracis-19042 118 18 sentence sentence NOUN bracis-19042 118 19 # # SYM bracis-19042 118 20 6 6 NUM bracis-19042 118 21 ’ ' PUNCT bracis-19042 118 22 and and CCONJ bracis-19042 118 23 this this DET bracis-19042 118 24 term term NOUN bracis-19042 118 25 is be AUX bracis-19042 118 26 created create VERB bracis-19042 118 27 . . PUNCT bracis-19042 119 1 our our PRON bracis-19042 119 2 model model NOUN bracis-19042 119 3 stores store NOUN bracis-19042 119 4 this this DET bracis-19042 119 5 term term NOUN bracis-19042 119 6 in in ADP bracis-19042 119 7 a a DET bracis-19042 119 8 list list NOUN bracis-19042 119 9 of of ADP bracis-19042 119 10 unmatched unmatched ADJ bracis-19042 119 11 terms term NOUN bracis-19042 119 12 , , PUNCT bracis-19042 119 13 for for ADP bracis-19042 119 14 the the DET bracis-19042 119 15 next next ADJ bracis-19042 119 16 time time NOUN bracis-19042 119 17 it it PRON bracis-19042 119 18 appears appear VERB bracis-19042 119 19 it it PRON bracis-19042 119 20 will will AUX bracis-19042 119 21 not not PART bracis-19042 119 22 be be AUX bracis-19042 119 23 evaluated evaluate VERB bracis-19042 119 24 again again ADV bracis-19042 119 25 . . PUNCT bracis-19042 120 1 next next ADV bracis-19042 120 2 , , PUNCT bracis-19042 120 3 we we PRON bracis-19042 120 4 have have VERB bracis-19042 120 5 the the DET bracis-19042 120 6 term term NOUN bracis-19042 120 7 ‘ ' PUNCT bracis-19042 120 8 trombolise trombolise NOUN bracis-19042 120 9 ’ ' PUNCT bracis-19042 120 10 . . PUNCT bracis-19042 121 1 this this DET bracis-19042 121 2 one one NOUN bracis-19042 121 3 is be AUX bracis-19042 121 4 also also ADV bracis-19042 121 5 expanded expand VERB bracis-19042 121 6 with with ADP bracis-19042 121 7 our our PRON bracis-19042 121 8 word word NOUN bracis-19042 121 9 - - PUNCT bracis-19042 121 10 embedding embed VERB bracis-19042 121 11 model model NOUN bracis-19042 121 12 and and CCONJ bracis-19042 121 13 the the DET bracis-19042 121 14 similar similar ADJ bracis-19042 121 15 terms term NOUN bracis-19042 121 16 are be AUX bracis-19042 121 17 shown show VERB bracis-19042 121 18 in in ADP bracis-19042 121 19 table table NOUN bracis-19042 121 20     SPACE bracis-19042 121 21 7 7 NUM bracis-19042 121 22 . . PUNCT bracis-19042 121 23 again again ADV bracis-19042 121 24 , , PUNCT bracis-19042 121 25 the the DET bracis-19042 121 26 term term NOUN bracis-19042 121 27 and and CCONJ bracis-19042 121 28 all all DET bracis-19042 121 29 the the DET bracis-19042 121 30 similar similar ADJ bracis-19042 121 31 words word NOUN bracis-19042 121 32 are be AUX bracis-19042 121 33 matched match VERB bracis-19042 121 34 against against ADP bracis-19042 121 35 the the DET bracis-19042 121 36 ontology ontology NOUN bracis-19042 121 37 . . PUNCT bracis-19042 122 1 table table NOUN bracis-19042 122 2 3 3 NUM bracis-19042 122 3 . . NUM bracis-19042 122 4 randomized randomize VERB bracis-19042 122 5 set set NOUN bracis-19042 122 6 of of ADP bracis-19042 122 7 sentencesfull sentencesfull ADJ bracis-19042 122 8 size size NOUN bracis-19042 122 9 table table NOUN bracis-19042 122 10 table table NOUN bracis-19042 122 11 4 4 NUM bracis-19042 122 12 . . PUNCT bracis-19042 123 1 set set VERB bracis-19042 123 2 of of ADP bracis-19042 123 3 words word NOUN bracis-19042 123 4 from from ADP bracis-19042 123 5 sentence sentence NOUN bracis-19042 123 6 # # SYM bracis-19042 123 7 6full 6full NUM bracis-19042 123 8 size size NOUN bracis-19042 123 9 table table NOUN bracis-19042 123 10 table table NOUN bracis-19042 123 11 5 5 NUM bracis-19042 123 12 . . PUNCT bracis-19042 124 1 set set VERB bracis-19042 124 2 of of ADP bracis-19042 124 3 treated treat VERB bracis-19042 124 4 words word NOUN bracis-19042 124 5 from from ADP bracis-19042 124 6 sentence sentence NOUN bracis-19042 124 7 # # SYM bracis-19042 124 8 6full 6full NUM bracis-19042 124 9 size size NOUN bracis-19042 124 10 table table NOUN bracis-19042 124 11 table table NOUN bracis-19042 124 12 6 6 NUM bracis-19042 124 13 . . PUNCT bracis-19042 125 1 set set VERB bracis-19042 125 2 of of ADP bracis-19042 125 3 similar similar ADJ bracis-19042 125 4 words word NOUN bracis-19042 125 5 given give VERB bracis-19042 125 6 by by ADP bracis-19042 125 7 the the DET bracis-19042 125 8 word word NOUN bracis-19042 125 9 - - PUNCT bracis-19042 125 10 embedding embed VERB bracis-19042 125 11 model model NOUN bracis-19042 125 12 for for ADP bracis-19042 125 13 the the DET bracis-19042 125 14 term term NOUN bracis-19042 125 15 ‘ ' PUNCT bracis-19042 125 16 após’full após’full ADJ bracis-19042 125 17 size size NOUN bracis-19042 125 18 table table NOUN bracis-19042 125 19 table table NOUN bracis-19042 125 20 7 7 NUM bracis-19042 125 21 . . PUNCT bracis-19042 126 1 set set VERB bracis-19042 126 2 of of ADP bracis-19042 126 3 similar similar ADJ bracis-19042 126 4 words word NOUN bracis-19042 126 5 given give VERB bracis-19042 126 6 by by ADP bracis-19042 126 7 the the DET bracis-19042 126 8 word word NOUN bracis-19042 126 9 - - PUNCT bracis-19042 126 10 embedding embed VERB bracis-19042 126 11 model model NOUN bracis-19042 126 12 for for ADP bracis-19042 126 13 the the DET bracis-19042 126 14 term term NOUN bracis-19042 126 15 ‘ ' PUNCT bracis-19042 126 16 trombolise’full trombolise’full ADJ bracis-19042 126 17 size size NOUN bracis-19042 126 18 table table NOUN bracis-19042 126 19 in in ADP bracis-19042 126 20 this this DET bracis-19042 126 21 scenario scenario NOUN bracis-19042 126 22 we we PRON bracis-19042 126 23 notice notice VERB bracis-19042 126 24 that that SCONJ bracis-19042 126 25 the the DET bracis-19042 126 26 term term NOUN bracis-19042 126 27 given give VERB bracis-19042 126 28 by by ADP bracis-19042 126 29 the the DET bracis-19042 126 30 sentence sentence NOUN bracis-19042 126 31 is be AUX bracis-19042 126 32 ‘ ' PUNCT bracis-19042 126 33 trombolise trombolise NOUN bracis-19042 126 34 ’ ' PUNCT bracis-19042 126 35 , , PUNCT bracis-19042 126 36 whereas whereas SCONJ bracis-19042 126 37 the the DET bracis-19042 126 38 definition definition NOUN bracis-19042 126 39 contains contain VERB bracis-19042 126 40 ‘ ' PUNCT bracis-19042 126 41 trombólise trombólise ADJ bracis-19042 126 42 ’ ' PUNCT bracis-19042 126 43 . . PUNCT bracis-19042 127 1 so so ADV bracis-19042 127 2 as as SCONJ bracis-19042 127 3 expected expect VERB bracis-19042 127 4 the the DET bracis-19042 127 5 term term NOUN bracis-19042 127 6 itself itself PRON bracis-19042 127 7 is be AUX bracis-19042 127 8 not not PART bracis-19042 127 9 found find VERB bracis-19042 127 10 in in ADP bracis-19042 127 11 the the DET bracis-19042 127 12 ontology ontology NOUN bracis-19042 127 13 list list NOUN bracis-19042 127 14 as as SCONJ bracis-19042 127 15 it it PRON bracis-19042 127 16 is be AUX bracis-19042 127 17 defined define VERB bracis-19042 127 18 with with ADP bracis-19042 127 19 proper proper ADJ bracis-19042 127 20 spelling spelling NOUN bracis-19042 127 21 . . PUNCT bracis-19042 128 1 however however ADV bracis-19042 128 2 the the DET bracis-19042 128 3 word word NOUN bracis-19042 128 4 embedding embed VERB bracis-19042 128 5 model model NOUN bracis-19042 128 6 captures capture NOUN bracis-19042 128 7 this this DET bracis-19042 128 8 misspelling misspelling NOUN bracis-19042 128 9 . . PUNCT bracis-19042 129 1 as as SCONJ bracis-19042 129 2 one one NUM bracis-19042 129 3 of of ADP bracis-19042 129 4 the the DET bracis-19042 129 5 similar similar ADJ bracis-19042 129 6 words word NOUN bracis-19042 129 7 is be AUX bracis-19042 129 8 ‘ ' PUNCT bracis-19042 129 9 trombólise trombólise ADJ bracis-19042 129 10 ’ ' PUNCT bracis-19042 129 11 then then ADV bracis-19042 129 12 our our PRON bracis-19042 129 13 model model NOUN bracis-19042 129 14 correctly correctly ADV bracis-19042 129 15 creates create VERB bracis-19042 129 16 the the DET bracis-19042 129 17 relation relation NOUN bracis-19042 129 18 between between ADP bracis-19042 129 19 ‘ ' PUNCT bracis-19042 129 20 sentence sentence NOUN bracis-19042 129 21 # # SYM bracis-19042 129 22 6 6 NUM bracis-19042 129 23 ’ ' PUNCT bracis-19042 129 24 and and CCONJ bracis-19042 129 25 the the DET bracis-19042 129 26 term term NOUN bracis-19042 129 27 ‘ ' PUNCT bracis-19042 129 28 trombólise trombólise ADJ bracis-19042 129 29 ’ ' PUNCT bracis-19042 129 30 . . PUNCT bracis-19042 130 1 our our PRON bracis-19042 130 2 algorithm algorithm NOUN bracis-19042 130 3 then then ADV bracis-19042 130 4 writes write VERB bracis-19042 130 5 in in ADP bracis-19042 130 6 the the DET bracis-19042 130 7 ontology ontology NOUN bracis-19042 130 8 the the DET bracis-19042 130 9 relation relation NOUN bracis-19042 130 10 ‘ ' PUNCT bracis-19042 130 11 sentence#6 sentence#6 NOUN bracis-19042 130 12 contain contain VERB bracis-19042 130 13 trombólise trombólise ADJ bracis-19042 130 14 ’ ' PUNCT bracis-19042 130 15 . . PUNCT bracis-19042 131 1 as as SCONJ bracis-19042 131 2 this this DET bracis-19042 131 3 relation relation NOUN bracis-19042 131 4 is be AUX bracis-19042 131 5 specified specify VERB bracis-19042 131 6 in in ADP bracis-19042 131 7 the the DET bracis-19042 131 8 axiom axiom NOUN bracis-19042 131 9 ‘ ' PUNCT bracis-19042 131 10 ( ( PUNCT bracis-19042 131 11 contain contain VERB bracis-19042 131 12 some some DET bracis-19042 131 13 alteplase alteplase NOUN bracis-19042 131 14 ) ) PUNCT bracis-19042 131 15 or or CCONJ bracis-19042 131 16 ( ( PUNCT bracis-19042 131 17 contain contain VERB bracis-19042 131 18 some some DET bracis-19042 131 19 trombolisada trombolisada NOUN bracis-19042 131 20 ) ) PUNCT bracis-19042 131 21 or or CCONJ bracis-19042 131 22 ( ( PUNCT bracis-19042 131 23 contain contain VERB bracis-19042 131 24 some some DET bracis-19042 131 25 trombolítico trombolítico NOUN bracis-19042 131 26 ) ) PUNCT bracis-19042 131 27 or or CCONJ bracis-19042 131 28 ( ( PUNCT bracis-19042 131 29 contain contain VERB bracis-19042 131 30 some some DET bracis-19042 131 31 trombólise trombólise ADJ bracis-19042 131 32 ) ) PUNCT bracis-19042 131 33 subclassof subclassof NOUN bracis-19042 131 34 thrombolysis thrombolysis NOUN bracis-19042 131 35 ’ ' PUNCT bracis-19042 131 36 once once SCONJ bracis-19042 131 37 the the DET bracis-19042 131 38 reasoning reasoning NOUN bracis-19042 131 39 process process NOUN bracis-19042 131 40 is be AUX bracis-19042 131 41 complete complete ADJ bracis-19042 131 42 this this DET bracis-19042 131 43 sentence sentence NOUN bracis-19042 131 44 would would AUX bracis-19042 131 45 then then ADV bracis-19042 131 46 be be AUX bracis-19042 131 47 classified classify VERB bracis-19042 131 48 as as ADP bracis-19042 131 49 an an DET bracis-19042 131 50 elements element NOUN bracis-19042 131 51 of of ADP bracis-19042 131 52 the the DET bracis-19042 131 53 set set NOUN bracis-19042 131 54 ‘ ' PUNCT bracis-19042 131 55 thrombolysis thrombolysis NOUN bracis-19042 131 56 ’ ' PUNCT bracis-19042 131 57 which which PRON bracis-19042 131 58 is be AUX bracis-19042 131 59 the the DET bracis-19042 131 60 set set NOUN bracis-19042 131 61 of of ADP bracis-19042 131 62 all all DET bracis-19042 131 63 sentences sentence NOUN bracis-19042 131 64 that that PRON bracis-19042 131 65 tell tell VERB bracis-19042 131 66 us we PRON bracis-19042 131 67 that that SCONJ bracis-19042 131 68 the the DET bracis-19042 131 69 index index NOUN bracis-19042 131 70 thrombolysis thrombolysis NOUN bracis-19042 131 71 is be AUX bracis-19042 131 72 present present ADJ bracis-19042 131 73 . . PUNCT bracis-19042 132 1 these these DET bracis-19042 132 2 steps step NOUN bracis-19042 132 3 are be AUX bracis-19042 132 4 then then ADV bracis-19042 132 5 taken take VERB bracis-19042 132 6 to to ADP bracis-19042 132 7 every every DET bracis-19042 132 8 word word NOUN bracis-19042 132 9 in in ADP bracis-19042 132 10 the the DET bracis-19042 132 11 sentence sentence NOUN bracis-19042 132 12 , , PUNCT bracis-19042 132 13 and and CCONJ bracis-19042 132 14 at at ADP bracis-19042 132 15 the the DET bracis-19042 132 16 end end NOUN bracis-19042 132 17 , , PUNCT bracis-19042 132 18 the the DET bracis-19042 132 19 relations relation NOUN bracis-19042 132 20 found find VERB bracis-19042 132 21 are be AUX bracis-19042 132 22 stored store VERB bracis-19042 132 23 in in ADP bracis-19042 132 24 the the DET bracis-19042 132 25 ontology ontology NOUN bracis-19042 132 26 that that PRON bracis-19042 132 27 will will AUX bracis-19042 132 28 next next ADJ bracis-19042 132 29 reason reason NOUN bracis-19042 132 30 about about ADP bracis-19042 132 31 them they PRON bracis-19042 132 32 . . PUNCT bracis-19042 133 1 5 5 NUM bracis-19042 133 2 results result NOUN bracis-19042 133 3 for for ADP bracis-19042 133 4 evaluation evaluation NOUN bracis-19042 133 5 of of ADP bracis-19042 133 6 the the DET bracis-19042 133 7 proposed propose VERB bracis-19042 133 8 model model NOUN bracis-19042 133 9 the the DET bracis-19042 133 10 46.547 46.547 NUM bracis-19042 133 11 sentences sentence NOUN bracis-19042 133 12 were be AUX bracis-19042 133 13 processed process VERB bracis-19042 133 14 and and CCONJ bracis-19042 133 15 the the DET bracis-19042 133 16 output output NOUN bracis-19042 133 17 was be AUX bracis-19042 133 18 compared compare VERB bracis-19042 133 19 to to ADP bracis-19042 133 20 the the DET bracis-19042 133 21 manual manual ADJ bracis-19042 133 22 annotation annotation NOUN bracis-19042 133 23 to to PART bracis-19042 133 24 measure measure VERB bracis-19042 133 25 ‘ ' PUNCT bracis-19042 133 26 precision precision NOUN bracis-19042 133 27 ’ ' PUNCT bracis-19042 133 28 , , PUNCT bracis-19042 133 29 ‘ ' PUNCT bracis-19042 133 30 recall recall NOUN bracis-19042 133 31 ’ ' PUNCT bracis-19042 133 32 , , PUNCT bracis-19042 133 33 ‘ ' PUNCT bracis-19042 133 34 mcc mcc NOUN bracis-19042 133 35 - - PUNCT bracis-19042 133 36 score score NOUN bracis-19042 133 37 ’ ' PUNCT bracis-19042 133 38 and and CCONJ bracis-19042 133 39 ‘ ' PUNCT bracis-19042 133 40 f1 f1 ADJ bracis-19042 133 41 - - PUNCT bracis-19042 133 42 score score NOUN bracis-19042 133 43 ’ ' PUNCT bracis-19042 133 44 . . PUNCT bracis-19042 134 1 the the DET bracis-19042 134 2 running running ADJ bracis-19042 134 3 time time NOUN bracis-19042 134 4 for for ADP bracis-19042 134 5 the the DET bracis-19042 134 6 whole whole ADJ bracis-19042 134 7 task task NOUN bracis-19042 134 8 was be AUX bracis-19042 134 9 also also ADV bracis-19042 134 10 measured measure VERB bracis-19042 134 11 . . PUNCT bracis-19042 135 1 table table NOUN bracis-19042 135 2     SPACE bracis-19042 135 3 8 8 NUM bracis-19042 135 4 shows show VERB bracis-19042 135 5 the the DET bracis-19042 135 6 total total ADJ bracis-19042 135 7 occurrences occurrence NOUN bracis-19042 135 8 of of ADP bracis-19042 135 9 sentences sentence NOUN bracis-19042 135 10 annotated annotate VERB bracis-19042 135 11 for for ADP bracis-19042 135 12 each each DET bracis-19042 135 13 index index NOUN bracis-19042 135 14 and and CCONJ bracis-19042 135 15 the the DET bracis-19042 135 16 results result NOUN bracis-19042 135 17 obtained obtain VERB bracis-19042 135 18 . . PUNCT bracis-19042 135 19 table table NOUN bracis-19042 135 20 8 8 NUM bracis-19042 135 21 . . PUNCT bracis-19042 135 22 ontology ontology NOUN bracis-19042 135 23 based base VERB bracis-19042 135 24 model model NOUN bracis-19042 135 25 resultsfull resultsfull NOUN bracis-19042 135 26 size size NOUN bracis-19042 135 27 table table NOUN bracis-19042 135 28 the the DET bracis-19042 135 29 model model NOUN bracis-19042 135 30 took take VERB bracis-19042 135 31 532,43 532,43 NUM bracis-19042 135 32     SPACE bracis-19042 135 33 s s NOUN bracis-19042 135 34 to to PART bracis-19042 135 35 process process VERB bracis-19042 135 36 all all DET bracis-19042 135 37 the the DET bracis-19042 135 38 46.547 46.547 NUM bracis-19042 135 39 sentences sentence NOUN bracis-19042 135 40 achieving achieve VERB bracis-19042 135 41 , , PUNCT bracis-19042 135 42 in in ADP bracis-19042 135 43 average average ADJ bracis-19042 135 44 , , PUNCT bracis-19042 135 45 ‘ ' PUNCT bracis-19042 135 46 f1 f1 ADJ bracis-19042 135 47 - - PUNCT bracis-19042 135 48 score score NOUN bracis-19042 135 49 ’ ' PUNCT bracis-19042 135 50 of of ADP bracis-19042 135 51 56,8 56,8 NUM bracis-19042 135 52 % % NOUN bracis-19042 135 53 , , PUNCT bracis-19042 135 54 ‘ ' PUNCT bracis-19042 135 55 mcc mcc NOUN bracis-19042 135 56 - - PUNCT bracis-19042 135 57 score score NOUN bracis-19042 135 58 ’ ' PUNCT bracis-19042 135 59 of of ADP bracis-19042 135 60 57,97 57,97 NUM bracis-19042 135 61 % % NOUN bracis-19042 135 62 , , PUNCT bracis-19042 135 63 ‘ ' PUNCT bracis-19042 135 64 precision precision NOUN bracis-19042 135 65 ’ ' PUNCT bracis-19042 135 66 of of ADP bracis-19042 135 67 64,89 64,89 NOUN bracis-19042 135 68 % % NOUN bracis-19042 135 69 and and CCONJ bracis-19042 135 70 ‘ ' PUNCT bracis-19042 135 71 recall recall NOUN bracis-19042 135 72 ’ ' PUNCT bracis-19042 135 73 of of ADP bracis-19042 135 74 57,97 57,97 NUM bracis-19042 135 75 % % NOUN bracis-19042 135 76 . . PUNCT bracis-19042 136 1 some some DET bracis-19042 136 2 indexes index NOUN bracis-19042 136 3 , , PUNCT bracis-19042 136 4 such such ADJ bracis-19042 136 5 as as ADP bracis-19042 136 6 ‘ ' PUNCT bracis-19042 136 7 thrombolysis thrombolysis NOUN bracis-19042 136 8 ’ ' PUNCT bracis-19042 136 9 and and CCONJ bracis-19042 136 10 ‘ ' PUNCT bracis-19042 136 11 atrial atrial ADJ bracis-19042 136 12 fibrillation fibrillation NOUN bracis-19042 136 13 ’ ' PUNCT bracis-19042 136 14 , , PUNCT bracis-19042 136 15 achieved achieve VERB bracis-19042 136 16 results result NOUN bracis-19042 136 17 over over ADP bracis-19042 136 18 80 80 NUM bracis-19042 136 19 % % NOUN bracis-19042 136 20 ; ; PUNCT bracis-19042 136 21 however however ADV bracis-19042 136 22 others other NOUN bracis-19042 136 23 , , PUNCT bracis-19042 136 24 such such ADJ bracis-19042 136 25 as as ADP bracis-19042 136 26 ‘ ' PUNCT bracis-19042 136 27 pain pain NOUN bracis-19042 136 28 ’ ' PUNCT bracis-19042 136 29 and and CCONJ bracis-19042 136 30 ‘ ' PUNCT bracis-19042 136 31 mobility mobility NOUN bracis-19042 136 32 ’ ' PUNCT bracis-19042 136 33 , , PUNCT bracis-19042 136 34 did do AUX bracis-19042 136 35 not not PART bracis-19042 136 36 reach reach VERB bracis-19042 136 37 over over ADP bracis-19042 136 38 20 20 NUM bracis-19042 136 39 % % NOUN bracis-19042 136 40 . . PUNCT bracis-19042 137 1 table table NOUN bracis-19042 137 2 9 9 NUM bracis-19042 137 3 . . PUNCT bracis-19042 138 1 ‘ ' PUNCT bracis-19042 138 2 f1 f1 ADJ bracis-19042 138 3 - - PUNCT bracis-19042 138 4 score score NOUN bracis-19042 138 5 ’ ' PUNCT bracis-19042 138 6 results result VERB bracis-19042 138 7 comparison comparison NOUN bracis-19042 138 8 between between ADP bracis-19042 138 9 the the DET bracis-19042 138 10 ontology ontology NOUN bracis-19042 138 11 based base VERB bracis-19042 138 12 approach approach NOUN bracis-19042 138 13 and and CCONJ bracis-19042 138 14 machine machine NOUN bracis-19042 138 15 learning learn VERB bracis-19042 138 16 for for ADP bracis-19042 138 17 24 24 NUM bracis-19042 138 18 indexes index NOUN bracis-19042 138 19 . . PUNCT bracis-19042 139 1 when when SCONJ bracis-19042 139 2 the the DET bracis-19042 139 3 difference difference NOUN bracis-19042 139 4 is be AUX bracis-19042 139 5 5 5 NUM bracis-19042 139 6 points point NOUN bracis-19042 139 7 or or CCONJ bracis-19042 139 8 more more ADJ bracis-19042 139 9 , , PUNCT bracis-19042 139 10 the the DET bracis-19042 139 11 higher high ADJ bracis-19042 139 12 score score NOUN bracis-19042 139 13 is be AUX bracis-19042 139 14 in in ADP bracis-19042 139 15 bold.full bold.full NUM bracis-19042 139 16 size size NOUN bracis-19042 139 17 table table NOUN bracis-19042 139 18 table table NOUN bracis-19042 139 19 10 10 NUM bracis-19042 139 20 . . PUNCT bracis-19042 140 1 most most ADV bracis-19042 140 2 common common ADJ bracis-19042 140 3 errosfull errosfull ADJ bracis-19042 140 4 size size NOUN bracis-19042 140 5 table table NOUN bracis-19042 140 6 these these DET bracis-19042 140 7 results result NOUN bracis-19042 140 8 were be AUX bracis-19042 140 9 compared compare VERB bracis-19042 140 10 to to ADP bracis-19042 140 11 the the DET bracis-19042 140 12 ones one NOUN bracis-19042 140 13 obtained obtain VERB bracis-19042 140 14 by by ADP bracis-19042 140 15 zanotto zanotto PROPN bracis-19042 140 16 et et PROPN bracis-19042 140 17 al al PROPN bracis-19042 140 18 . . PROPN bracis-19042 141 1 ( ( PUNCT bracis-19042 141 2 2021 2021 NUM bracis-19042 141 3 ) ) PUNCT bracis-19042 142 1 [ [ X bracis-19042 142 2 8 8 NUM bracis-19042 142 3 ] ] PUNCT bracis-19042 142 4 in in ADP bracis-19042 142 5 which which PRON bracis-19042 142 6 a a DET bracis-19042 142 7 machine machine NOUN bracis-19042 142 8 learning learn VERB bracis-19042 142 9 approach approach NOUN bracis-19042 142 10 was be AUX bracis-19042 142 11 used use VERB bracis-19042 142 12 for for ADP bracis-19042 142 13 the the DET bracis-19042 142 14 same same ADJ bracis-19042 142 15 challenge challenge NOUN bracis-19042 142 16 . . PUNCT bracis-19042 143 1 several several ADJ bracis-19042 143 2 supervised supervised ADJ bracis-19042 143 3 computational computational ADJ bracis-19042 143 4 machine machine NOUN bracis-19042 143 5 learning learning NOUN bracis-19042 143 6 ( ( PUNCT bracis-19042 143 7 ml ml NOUN bracis-19042 143 8 ) ) PUNCT bracis-19042 143 9 methods method NOUN bracis-19042 143 10 , , PUNCT bracis-19042 143 11 including include VERB bracis-19042 143 12 recent recent ADJ bracis-19042 143 13 neural neural ADJ bracis-19042 143 14 and and CCONJ bracis-19042 143 15 non non ADJ bracis-19042 143 16 - - ADJ bracis-19042 143 17 neural neural ADJ bracis-19042 143 18 methods method NOUN bracis-19042 143 19 were be AUX bracis-19042 143 20 evaluated evaluate VERB bracis-19042 143 21 on on ADP bracis-19042 143 22 the the DET bracis-19042 143 23 basis basis NOUN bracis-19042 143 24 of of ADP bracis-19042 143 25 a a DET bracis-19042 143 26 5 5 NUM bracis-19042 143 27 - - ADJ bracis-19042 143 28 fold fold ADJ bracis-19042 143 29 crossvalidation crossvalidation NOUN bracis-19042 143 30 procedure procedure NOUN bracis-19042 143 31 . . PUNCT bracis-19042 144 1 the the DET bracis-19042 144 2 best good ADJ bracis-19042 144 3 results result NOUN bracis-19042 144 4 were be AUX bracis-19042 144 5 achieved achieve VERB bracis-19042 144 6 by by ADP bracis-19042 144 7 the the DET bracis-19042 144 8 w+c+svm w+c+svm NUM bracis-19042 144 9 model model NOUN bracis-19042 144 10 , , PUNCT bracis-19042 144 11 which which PRON bracis-19042 144 12 is be AUX bracis-19042 144 13 based base VERB bracis-19042 144 14 on on ADP bracis-19042 144 15 word word NOUN bracis-19042 144 16 - - PUNCT bracis-19042 144 17 tfidf tfidf NOUN bracis-19042 144 18 and and CCONJ bracis-19042 144 19 character character NOUN bracis-19042 144 20 - - PUNCT bracis-19042 144 21 tfidf tfidf NOUN bracis-19042 144 22 for for ADP bracis-19042 144 23 input input NOUN bracis-19042 144 24 representation representation NOUN bracis-19042 144 25 and and CCONJ bracis-19042 144 26 svm svm NOUN bracis-19042 144 27 for for ADP bracis-19042 144 28 the the DET bracis-19042 144 29 classification classification NOUN bracis-19042 144 30 . . PUNCT bracis-19042 145 1 table table NOUN bracis-19042 145 2     SPACE bracis-19042 145 3 9 9 NUM bracis-19042 145 4 presents present VERB bracis-19042 145 5 the the DET bracis-19042 145 6 f1 f1 ADJ bracis-19042 145 7 - - PUNCT bracis-19042 145 8 score score NOUN bracis-19042 145 9 results result NOUN bracis-19042 145 10 of of ADP bracis-19042 145 11 our our PRON bracis-19042 145 12 ontology ontology NOUN bracis-19042 145 13 based base VERB bracis-19042 145 14 approach approach NOUN bracis-19042 145 15 and and CCONJ bracis-19042 145 16 the the DET bracis-19042 145 17 machine machine NOUN bracis-19042 145 18 learning learning NOUN bracis-19042 145 19 approach approach NOUN bracis-19042 145 20 . . PUNCT bracis-19042 146 1 recall recall VERB bracis-19042 146 2 that that SCONJ bracis-19042 146 3 we we PRON bracis-19042 146 4 have have VERB bracis-19042 146 5 machine machine NOUN bracis-19042 146 6 learning learn VERB bracis-19042 146 7 evaluation evaluation NOUN bracis-19042 146 8 results result NOUN bracis-19042 146 9 for for ADP bracis-19042 146 10 only only ADV bracis-19042 146 11 some some PRON bracis-19042 146 12 of of ADP bracis-19042 146 13 the the DET bracis-19042 146 14 indexes index NOUN bracis-19042 146 15 ( ( PUNCT bracis-19042 146 16 24 24 NUM bracis-19042 146 17 ) ) PUNCT bracis-19042 146 18 and and CCONJ bracis-19042 146 19 can can AUX bracis-19042 146 20 only only ADV bracis-19042 146 21 compare compare VERB bracis-19042 146 22 those those PRON bracis-19042 146 23 . . PUNCT bracis-19042 147 1 our our PRON bracis-19042 147 2 approach approach NOUN bracis-19042 147 3 performs perform VERB bracis-19042 147 4 well well ADV bracis-19042 147 5 on on ADP bracis-19042 147 6 indexes index NOUN bracis-19042 147 7 that that PRON bracis-19042 147 8 the the DET bracis-19042 147 9 machine machine NOUN bracis-19042 147 10 learning learning NOUN bracis-19042 147 11 model model NOUN bracis-19042 147 12 does do AUX bracis-19042 147 13 n’t n’t ADJ bracis-19042 147 14 and and CCONJ bracis-19042 147 15 vice vice NOUN bracis-19042 147 16 - - NOUN bracis-19042 147 17 versa versa ADJ bracis-19042 147 18 . . PUNCT bracis-19042 148 1 this this DET bracis-19042 148 2 signals signal VERB bracis-19042 148 3 that that SCONJ bracis-19042 148 4 , , PUNCT bracis-19042 148 5 by by ADP bracis-19042 148 6 delegating delegate VERB bracis-19042 148 7 a a DET bracis-19042 148 8 given give VERB bracis-19042 148 9 a a DET bracis-19042 148 10 indicator indicator NOUN bracis-19042 148 11 to to ADP bracis-19042 148 12 the the DET bracis-19042 148 13 most most ADV bracis-19042 148 14 adequate adequate ADJ bracis-19042 148 15 classifier classifier NOUN bracis-19042 148 16 , , PUNCT bracis-19042 148 17 a a DET bracis-19042 148 18 combined combine VERB bracis-19042 148 19 model model NOUN bracis-19042 148 20 could could AUX bracis-19042 148 21 perform perform VERB bracis-19042 148 22 well well ADV bracis-19042 148 23 on on ADP bracis-19042 148 24 a a DET bracis-19042 148 25 larger large ADJ bracis-19042 148 26 range range NOUN bracis-19042 148 27 of of ADP bracis-19042 148 28 indexes index NOUN bracis-19042 148 29 . . PUNCT bracis-19042 149 1 for for ADP bracis-19042 149 2 instance instance NOUN bracis-19042 149 3 classifications classification NOUN bracis-19042 149 4 made make VERB bracis-19042 149 5 by by ADP bracis-19042 149 6 the the DET bracis-19042 149 7 ontology ontology NOUN bracis-19042 149 8 would would AUX bracis-19042 149 9 benefit benefit VERB bracis-19042 149 10 the the DET bracis-19042 149 11 analysis analysis NOUN bracis-19042 149 12 when when SCONJ bracis-19042 149 13 it it PRON bracis-19042 149 14 comes come VERB bracis-19042 149 15 to to ADP bracis-19042 149 16 the the DET bracis-19042 149 17 indicator indicator NOUN bracis-19042 149 18 ‘ ' PUNCT bracis-19042 149 19 dyslipidemia dyslipidemia NOUN bracis-19042 149 20 ’ ' PUNCT bracis-19042 149 21 whereas whereas SCONJ bracis-19042 149 22 the the DET bracis-19042 149 23 indicator indicator NOUN bracis-19042 149 24 ‘ ' PUNCT bracis-19042 149 25 infection infection NOUN bracis-19042 149 26 ’ ' PUNCT bracis-19042 149 27 would would AUX bracis-19042 149 28 benefit benefit VERB bracis-19042 149 29 from from ADP bracis-19042 149 30 the the DET bracis-19042 149 31 machine machine NOUN bracis-19042 149 32 learn learn VERB bracis-19042 149 33 approach approach NOUN bracis-19042 149 34 . . PUNCT bracis-19042 150 1 this this DET bracis-19042 150 2 decision decision NOUN bracis-19042 150 3 could could AUX bracis-19042 150 4 also also ADV bracis-19042 150 5 be be AUX bracis-19042 150 6 modeled model VERB bracis-19042 150 7 in in ADP bracis-19042 150 8 the the DET bracis-19042 150 9 ontology ontology NOUN bracis-19042 150 10 and and CCONJ bracis-19042 150 11 reasoned reason VERB bracis-19042 150 12 by by ADP bracis-19042 150 13 it it PRON bracis-19042 150 14 . . PUNCT bracis-19042 151 1 further further ADJ bracis-19042 151 2 efforts effort NOUN bracis-19042 151 3 should should AUX bracis-19042 151 4 be be AUX bracis-19042 151 5 put put VERB bracis-19042 151 6 into into ADP bracis-19042 151 7 this this DET bracis-19042 151 8 matter matter NOUN bracis-19042 151 9 as as ADP bracis-19042 151 10 a a DET bracis-19042 151 11 collaborative collaborative ADJ bracis-19042 151 12 future future ADJ bracis-19042 151 13 work work NOUN bracis-19042 151 14 . . PUNCT bracis-19042 152 1 5.1 5.1 NUM bracis-19042 152 2 errors error NOUN bracis-19042 152 3 analysis analysis NOUN bracis-19042 152 4 in in ADP bracis-19042 152 5 table table NOUN bracis-19042 152 6     SPACE bracis-19042 152 7 10 10 NUM bracis-19042 152 8 we we PRON bracis-19042 152 9 present present VERB bracis-19042 152 10 the the DET bracis-19042 152 11 most most ADV bracis-19042 152 12 common common ADJ bracis-19042 152 13 cases case NOUN bracis-19042 152 14 of of ADP bracis-19042 152 15 ‘ ' PUNCT bracis-19042 152 16 false false ADJ bracis-19042 152 17 negatives negative NOUN bracis-19042 152 18 ’ ' PUNCT bracis-19042 152 19 and and CCONJ bracis-19042 152 20 ‘ ' PUNCT bracis-19042 152 21 false false ADJ bracis-19042 152 22 positives positive NOUN bracis-19042 152 23 ’ ' PUNCT bracis-19042 152 24 . . PUNCT bracis-19042 153 1 in in ADP bracis-19042 153 2 general general ADJ bracis-19042 153 3 the the DET bracis-19042 153 4 performance performance NOUN bracis-19042 153 5 of of ADP bracis-19042 153 6 the the DET bracis-19042 153 7 model model NOUN bracis-19042 153 8 is be AUX bracis-19042 153 9 related relate VERB bracis-19042 153 10 to to ADP bracis-19042 153 11 the the DET bracis-19042 153 12 coverage coverage NOUN bracis-19042 153 13 of of ADP bracis-19042 153 14 terms term NOUN bracis-19042 153 15 in in ADP bracis-19042 153 16 the the DET bracis-19042 153 17 ontology ontology NOUN bracis-19042 153 18 . . PUNCT bracis-19042 154 1 misspellings misspelling NOUN bracis-19042 154 2 and and CCONJ bracis-19042 154 3 technical technical PROPN bracis-19042 154 4 slang slang PROPN bracis-19042 154 5 played play VERB bracis-19042 154 6 a a DET bracis-19042 154 7 big big ADJ bracis-19042 154 8 part part NOUN bracis-19042 154 9 on on ADP bracis-19042 154 10 classification classification NOUN bracis-19042 154 11 errors error NOUN bracis-19042 154 12 , , PUNCT bracis-19042 154 13 the the DET bracis-19042 154 14 word word NOUN bracis-19042 154 15 - - PUNCT bracis-19042 154 16 embedding embed VERB bracis-19042 154 17 model model NOUN bracis-19042 154 18 does do AUX bracis-19042 154 19 not not PART bracis-19042 154 20 cover cover VERB bracis-19042 154 21 all all DET bracis-19042 154 22 the the DET bracis-19042 154 23 possible possible ADJ bracis-19042 154 24 variations variation NOUN bracis-19042 154 25 of of ADP bracis-19042 154 26 terms term NOUN bracis-19042 154 27 . . PUNCT bracis-19042 155 1 cases case NOUN bracis-19042 155 2 3 3 NUM bracis-19042 155 3 , , PUNCT bracis-19042 155 4 12 12 NUM bracis-19042 155 5 and and CCONJ bracis-19042 155 6 13 13 NUM bracis-19042 155 7 are be AUX bracis-19042 155 8 related relate VERB bracis-19042 155 9 to to ADP bracis-19042 155 10 differences difference NOUN bracis-19042 155 11 in in ADP bracis-19042 155 12 spelling spelling NOUN bracis-19042 155 13 which which PRON bracis-19042 155 14 were be AUX bracis-19042 155 15 not not PART bracis-19042 155 16 captured capture VERB bracis-19042 155 17 in in ADP bracis-19042 155 18 the the DET bracis-19042 155 19 most most ADV bracis-19042 155 20 similar similar ADJ bracis-19042 155 21 words word NOUN bracis-19042 155 22 according accord VERB bracis-19042 155 23 to to ADP bracis-19042 155 24 the the DET bracis-19042 155 25 we we PROPN bracis-19042 155 26 model model NOUN bracis-19042 155 27 . . PUNCT bracis-19042 156 1 examples example NOUN bracis-19042 156 2 1 1 NUM bracis-19042 156 3 , , PUNCT bracis-19042 156 4 2 2 NUM bracis-19042 156 5 and and CCONJ bracis-19042 156 6 9 9 NUM bracis-19042 156 7 are be AUX bracis-19042 156 8 cases case NOUN bracis-19042 156 9 in in ADP bracis-19042 156 10 which which PRON bracis-19042 156 11 the the DET bracis-19042 156 12 index index NOUN bracis-19042 156 13 is be AUX bracis-19042 156 14 present present ADJ bracis-19042 156 15 in in ADP bracis-19042 156 16 the the DET bracis-19042 156 17 sentences sentence NOUN bracis-19042 156 18 , , PUNCT bracis-19042 156 19 but but CCONJ bracis-19042 156 20 the the DET bracis-19042 156 21 specific specific ADJ bracis-19042 156 22 terms term NOUN bracis-19042 156 23 in in ADP bracis-19042 156 24 these these DET bracis-19042 156 25 sentences sentence NOUN bracis-19042 156 26 were be AUX bracis-19042 156 27 not not PART bracis-19042 156 28 defined define VERB bracis-19042 156 29 in in ADP bracis-19042 156 30 our our PRON bracis-19042 156 31 ontology ontology NOUN bracis-19042 156 32 . . PUNCT bracis-19042 157 1 past past ADP bracis-19042 157 2 tense tense NOUN bracis-19042 157 3 and and CCONJ bracis-19042 157 4 negation negation NOUN bracis-19042 157 5 are be AUX bracis-19042 157 6 also also ADV bracis-19042 157 7 common common ADJ bracis-19042 157 8 source source NOUN bracis-19042 157 9 of of ADP bracis-19042 157 10 errors error NOUN bracis-19042 157 11 , , PUNCT bracis-19042 157 12 as as SCONJ bracis-19042 157 13 expected expect VERB bracis-19042 157 14 , , PUNCT bracis-19042 157 15 since since SCONJ bracis-19042 157 16 these these DET bracis-19042 157 17 elements element NOUN bracis-19042 157 18 in in ADP bracis-19042 157 19 language language NOUN bracis-19042 157 20 require require VERB bracis-19042 157 21 specific specific ADJ bracis-19042 157 22 sophisticated sophisticated ADJ bracis-19042 157 23 solutions solution NOUN bracis-19042 157 24 on on ADP bracis-19042 157 25 their their PRON bracis-19042 157 26 own own ADJ bracis-19042 157 27 . . PUNCT bracis-19042 158 1 in in ADP bracis-19042 158 2 examples example NOUN bracis-19042 158 3 4 4 NUM bracis-19042 158 4 , , PUNCT bracis-19042 158 5 7 7 NUM bracis-19042 158 6 , , PUNCT bracis-19042 158 7 8 8 NUM bracis-19042 158 8 the the DET bracis-19042 158 9 past past NOUN bracis-19042 158 10 is be AUX bracis-19042 158 11 indicated indicate VERB bracis-19042 158 12 through through ADP bracis-19042 158 13 the the DET bracis-19042 158 14 date date NOUN bracis-19042 158 15 of of ADP bracis-19042 158 16 the the DET bracis-19042 158 17 event event NOUN bracis-19042 158 18 , , PUNCT bracis-19042 158 19 neither neither CCONJ bracis-19042 158 20 our our PRON bracis-19042 158 21 ontology ontology NOUN bracis-19042 158 22 nor nor CCONJ bracis-19042 158 23 our our PRON bracis-19042 158 24 algorithm algorithm NOUN bracis-19042 158 25 was be AUX bracis-19042 158 26 prepared prepare VERB bracis-19042 158 27 for for ADP bracis-19042 158 28 this this PRON bracis-19042 158 29 . . PUNCT bracis-19042 159 1 errors error NOUN bracis-19042 159 2 in in ADP bracis-19042 159 3 6 6 NUM bracis-19042 159 4 , , PUNCT bracis-19042 159 5 10 10 NUM bracis-19042 159 6 and and CCONJ bracis-19042 159 7 11 11 NUM bracis-19042 159 8 show show VERB bracis-19042 159 9 us we PRON bracis-19042 159 10 cases case NOUN bracis-19042 159 11 in in ADP bracis-19042 159 12 which which PRON bracis-19042 159 13 one one NUM bracis-19042 159 14 ‘ ' PUNCT bracis-19042 159 15 negation negation NOUN bracis-19042 159 16 ’ ' PUNCT bracis-19042 159 17 term term NOUN bracis-19042 159 18 is be AUX bracis-19042 159 19 negating negate VERB bracis-19042 159 20 more more ADJ bracis-19042 159 21 than than ADP bracis-19042 159 22 one one NUM bracis-19042 159 23 index index NOUN bracis-19042 159 24 . . PUNCT bracis-19042 160 1 our our PRON bracis-19042 160 2 model model NOUN bracis-19042 160 3 expects expect VERB bracis-19042 160 4 one one NUM bracis-19042 160 5 negation negation NOUN bracis-19042 160 6 term term NOUN bracis-19042 160 7 per per ADP bracis-19042 160 8 event event NOUN bracis-19042 160 9 . . PUNCT bracis-19042 161 1 6 6 NUM bracis-19042 161 2 conclusion conclusion NOUN bracis-19042 161 3 in in ADP bracis-19042 161 4 this this DET bracis-19042 161 5 paper paper NOUN bracis-19042 161 6 , , PUNCT bracis-19042 161 7 we we PRON bracis-19042 161 8 proposed propose VERB bracis-19042 161 9 a a DET bracis-19042 161 10 portuguese portuguese ADJ bracis-19042 161 11 text text NOUN bracis-19042 161 12 classifier classifier NOUN bracis-19042 161 13 based base VERB bracis-19042 161 14 on on ADP bracis-19042 161 15 ontologies ontology NOUN bracis-19042 161 16 . . PUNCT bracis-19042 162 1 our our PRON bracis-19042 162 2 results result NOUN bracis-19042 162 3 show show VERB bracis-19042 162 4 that that SCONJ bracis-19042 162 5 this this DET bracis-19042 162 6 approach approach NOUN bracis-19042 162 7 achieved achieve VERB bracis-19042 162 8 good good ADJ bracis-19042 162 9 results result NOUN bracis-19042 162 10 for for ADP bracis-19042 162 11 at at ADV bracis-19042 162 12 least least ADV bracis-19042 162 13 18 18 NUM bracis-19042 162 14 out out ADP bracis-19042 162 15 of of ADP bracis-19042 162 16 the the DET bracis-19042 162 17 30 30 NUM bracis-19042 162 18 indexes index NOUN bracis-19042 162 19 . . PUNCT bracis-19042 163 1 we we PRON bracis-19042 163 2 believe believe VERB bracis-19042 163 3 that that SCONJ bracis-19042 163 4 this this DET bracis-19042 163 5 research research NOUN bracis-19042 163 6 demonstrates demonstrate VERB bracis-19042 163 7 how how SCONJ bracis-19042 163 8 ontologies ontology NOUN bracis-19042 163 9 is be AUX bracis-19042 163 10 a a DET bracis-19042 163 11 good good ADJ bracis-19042 163 12 alternative alternative NOUN bracis-19042 163 13 for for ADP bracis-19042 163 14 portuguese portuguese ADJ bracis-19042 163 15 medical medical ADJ bracis-19042 163 16 texts text NOUN bracis-19042 163 17 classifications classification NOUN bracis-19042 163 18 and and CCONJ bracis-19042 163 19 , , PUNCT bracis-19042 163 20 because because SCONJ bracis-19042 163 21 of of ADP bracis-19042 163 22 that that PRON bracis-19042 163 23 , , PUNCT bracis-19042 163 24 can can AUX bracis-19042 163 25 contribute contribute VERB bracis-19042 163 26 to to ADP bracis-19042 163 27 the the DET bracis-19042 163 28 implementation implementation NOUN bracis-19042 163 29 of of ADP bracis-19042 163 30 vbhc vbhc NOUN bracis-19042 163 31 programs program NOUN bracis-19042 163 32 , , PUNCT bracis-19042 163 33 contributing contribute VERB bracis-19042 163 34 to to ADP bracis-19042 163 35 the the DET bracis-19042 163 36 transformation transformation NOUN bracis-19042 163 37 of of ADP bracis-19042 163 38 health health NOUN bracis-19042 163 39 care care NOUN bracis-19042 163 40 systems system NOUN bracis-19042 163 41 . . PUNCT bracis-19042 164 1 an an DET bracis-19042 164 2 advantage advantage NOUN bracis-19042 164 3 of of ADP bracis-19042 164 4 this this DET bracis-19042 164 5 approach approach NOUN bracis-19042 164 6 is be AUX bracis-19042 164 7 direct direct ADJ bracis-19042 164 8 explainability explainability NOUN bracis-19042 164 9 . . PUNCT bracis-19042 165 1 for for ADP bracis-19042 165 2 future future ADJ bracis-19042 165 3 work work NOUN bracis-19042 165 4 we we PRON bracis-19042 165 5 plan plan VERB bracis-19042 165 6 to to PART bracis-19042 165 7 evaluate evaluate VERB bracis-19042 165 8 the the DET bracis-19042 165 9 model model NOUN bracis-19042 165 10 on on ADP bracis-19042 165 11 ehr ehr NOUN bracis-19042 165 12 from from ADP bracis-19042 165 13 different different ADJ bracis-19042 165 14 institutions institution NOUN bracis-19042 165 15 to to PART bracis-19042 165 16 validate validate VERB bracis-19042 165 17 the the DET bracis-19042 165 18 generality generality NOUN bracis-19042 165 19 of of ADP bracis-19042 165 20 the the DET bracis-19042 165 21 results result NOUN bracis-19042 165 22 shown show VERB bracis-19042 165 23 here here ADV bracis-19042 165 24 . . PUNCT bracis-19042 166 1 we we PRON bracis-19042 166 2 also also ADV bracis-19042 166 3 plan plan VERB bracis-19042 166 4 to to PART bracis-19042 166 5 expand expand VERB bracis-19042 166 6 the the DET bracis-19042 166 7 coverage coverage NOUN bracis-19042 166 8 of of ADP bracis-19042 166 9 terms term NOUN bracis-19042 166 10 and and CCONJ bracis-19042 166 11 for for ADP bracis-19042 166 12 that that DET bracis-19042 166 13 end end NOUN bracis-19042 166 14 , , PUNCT bracis-19042 166 15 we we PRON bracis-19042 166 16 plan plan VERB bracis-19042 166 17 to to PART bracis-19042 166 18 create create VERB bracis-19042 166 19 another another DET bracis-19042 166 20 word word NOUN bracis-19042 166 21 embedding embed VERB bracis-19042 166 22 model model NOUN bracis-19042 166 23 , , PUNCT bracis-19042 166 24 more more ADV bracis-19042 166 25 tailored tailor VERB bracis-19042 166 26 to to ADP bracis-19042 166 27 the the DET bracis-19042 166 28 stroke stroke NOUN bracis-19042 166 29 patients patient NOUN bracis-19042 166 30 context context VERB bracis-19042 166 31 . . PUNCT bracis-19042 167 1 as as ADP bracis-19042 167 2 a a DET bracis-19042 167 3 continuation continuation NOUN bracis-19042 167 4 of of ADP bracis-19042 167 5 the the DET bracis-19042 167 6 project project NOUN bracis-19042 167 7 we we PRON bracis-19042 167 8 plan plan VERB bracis-19042 167 9 to to PART bracis-19042 167 10 align align VERB bracis-19042 167 11 our our PRON bracis-19042 167 12 task task NOUN bracis-19042 167 13 ontology ontology NOUN bracis-19042 167 14 with with ADP bracis-19042 167 15 stroke stroke NOUN bracis-19042 167 16 domain domain NOUN bracis-19042 167 17 ontologies ontology NOUN bracis-19042 167 18 . . PUNCT bracis-19042 168 1 notes note VERB bracis-19042 168 2 1.https://www.inf.pucrs.br/linatural/wordpress/recursos-e-ferramentas/word-embeddings-para-saude/. 1.https://www.inf.pucrs.br/linatural/wordpress/recursos-e-ferramentas/word-embeddings-para-saude/. PROPN bracis-19042 168 3 references reference NOUN bracis-19042 168 4 allahyari allahyari ADJ bracis-19042 168 5 , , PUNCT bracis-19042 168 6 m. m. NOUN bracis-19042 168 7 , , PUNCT bracis-19042 168 8 kochut kochut PROPN bracis-19042 168 9 , , PUNCT bracis-19042 168 10 k.j k.j PROPN bracis-19042 168 11 . . PROPN bracis-19042 168 12 , , PUNCT bracis-19042 168 13 janik janik X bracis-19042 168 14 , , PUNCT bracis-19042 168 15 m. m. NOUN bracis-19042 168 16 : : PUNCT bracis-19042 168 17 ontology ontology NOUN bracis-19042 168 18 - - PUNCT bracis-19042 168 19 based base VERB bracis-19042 168 20 text text NOUN bracis-19042 168 21 classification classification NOUN bracis-19042 168 22 into into ADP bracis-19042 168 23 dynamically dynamically ADV bracis-19042 168 24 defined define VERB bracis-19042 168 25 topics topic NOUN bracis-19042 168 26 . . PUNCT bracis-19042 169 1 in in ADP bracis-19042 169 2 : : PUNCT bracis-19042 169 3 proceedings proceeding NOUN bracis-19042 169 4 of of ADP bracis-19042 169 5 the the DET bracis-19042 169 6 8th 8th ADJ bracis-19042 169 7 ieee ieee NOUN bracis-19042 169 8 international international ADJ bracis-19042 169 9 conference conference NOUN bracis-19042 169 10 on on ADP bracis-19042 169 11 semantic semantic ADJ bracis-19042 169 12 computing computing NOUN bracis-19042 169 13 , , PUNCT bracis-19042 169 14 newport newport PROPN bracis-19042 169 15 beach beach PROPN bracis-19042 169 16 , , PUNCT bracis-19042 169 17 estados estado VERB bracis-19042 169 18 unidos unidos PROPN bracis-19042 169 19 da da PROPN bracis-19042 169 20 america america PROPN bracis-19042 169 21 , , PUNCT bracis-19042 169 22 pp pp X bracis-19042 169 23 . . PUNCT bracis-19042 170 1 273–278 273–278 NUM bracis-19042 170 2 . . PUNCT bracis-19042 171 1 ieee ieee NOUN bracis-19042 171 2 ( ( PUNCT bracis-19042 171 3 2014 2014 NUM bracis-19042 171 4 ) ) PUNCT bracis-19042 171 5 google google PROPN bracis-19042 171 6 scholar scholar NOUN bracis-19042 171 7     SPACE bracis-19042 171 8 de de X bracis-19042 171 9 araujo araujo PROPN bracis-19042 171 10 , , PUNCT bracis-19042 171 11 d.a d.a PROPN bracis-19042 171 12 . . PROPN bracis-19042 171 13 , , PUNCT bracis-19042 171 14 rigo rigo PROPN bracis-19042 171 15 , , PUNCT bracis-19042 171 16 s.j s.j PROPN bracis-19042 171 17 . . PROPN bracis-19042 171 18 , , PUNCT bracis-19042 171 19 barbosa barbosa PROPN bracis-19042 171 20 , , PUNCT bracis-19042 171 21 j.l.v j.l.v PROPN bracis-19042 171 22 . . PUNCT bracis-19042 171 23 : : PUNCT bracis-19042 171 24 ontology ontology NOUN bracis-19042 171 25 - - PUNCT bracis-19042 171 26 based base VERB bracis-19042 171 27 information information NOUN bracis-19042 171 28 extraction extraction NOUN bracis-19042 171 29 for for ADP bracis-19042 171 30 juridical juridical ADJ bracis-19042 171 31 events event NOUN bracis-19042 171 32 with with ADP bracis-19042 171 33 case case NOUN bracis-19042 171 34 studies study NOUN bracis-19042 171 35 in in ADP bracis-19042 171 36 brazilian brazilian ADJ bracis-19042 171 37 legal legal ADJ bracis-19042 171 38 realm realm NOUN bracis-19042 171 39 . . PUNCT bracis-19042 172 1 artif artif INTJ bracis-19042 172 2 . . PUNCT bracis-19042 173 1 intell intell PROPN bracis-19042 173 2 . . PUNCT bracis-19042 174 1 law law NOUN bracis-19042 174 2 25 25 NUM bracis-19042 174 3 , , PUNCT bracis-19042 174 4 379–396 379–396 NUM bracis-19042 174 5 ( ( PUNCT bracis-19042 174 6 2017 2017 NUM bracis-19042 174 7 ) ) PUNCT bracis-19042 174 8 google google NOUN bracis-19042 174 9 scholar scholar NOUN bracis-19042 174 10     SPACE bracis-19042 174 11 bessa bessa NOUN bracis-19042 174 12 , , PUNCT bracis-19042 174 13 r.d.o r.d.o NOUN bracis-19042 174 14 . . PUNCT bracis-19042 174 15 : : PUNCT bracis-19042 175 1 análise análise PROPN bracis-19042 175 2 dos do VERB bracis-19042 175 3 modelos modelos PROPN bracis-19042 175 4 de de PROPN bracis-19042 175 5 remuneração remuneração PROPN bracis-19042 175 6 médica médica PROPN bracis-19042 175 7 no no DET bracis-19042 175 8 setor setor NOUN bracis-19042 175 9 de de PROPN bracis-19042 175 10 saúde saúde PROPN bracis-19042 175 11 suplementar suplementar PROPN bracis-19042 175 12 brasileiro brasileiro PROPN bracis-19042 175 13 . . PUNCT bracis-19042 176 1 ph.d ph.d PROPN bracis-19042 176 2 . . PUNCT bracis-19042 177 1 thesis thesis NOUN bracis-19042 177 2 , , PUNCT bracis-19042 177 3 fgv fgv NOUN bracis-19042 177 4 ( ( PUNCT bracis-19042 177 5 2011 2011 NUM bracis-19042 177 6 ) ) PUNCT bracis-19042 177 7 google google PROPN bracis-19042 177 8 scholar scholar NOUN bracis-19042 177 9     SPACE bracis-19042 177 10 chi chi PROPN bracis-19042 177 11 , , PUNCT bracis-19042 177 12 n.w n.w PROPN bracis-19042 177 13 . . PROPN bracis-19042 177 14 , , PUNCT bracis-19042 177 15 lin lin PROPN bracis-19042 177 16 , , PUNCT bracis-19042 177 17 k.y k.y PROPN bracis-19042 177 18 . . PROPN bracis-19042 177 19 , , PUNCT bracis-19042 177 20 hsieh hsieh PROPN bracis-19042 177 21 , , PUNCT bracis-19042 177 22 s.h s.h PROPN bracis-19042 177 23 . . PROPN bracis-19042 177 24 : : PUNCT bracis-19042 177 25 using use VERB bracis-19042 177 26 ontology ontology NOUN bracis-19042 177 27 - - PUNCT bracis-19042 177 28 based base VERB bracis-19042 177 29 text text NOUN bracis-19042 177 30 classification classification NOUN bracis-19042 177 31 to to PART bracis-19042 177 32 assist assist VERB bracis-19042 177 33 job job NOUN bracis-19042 177 34 hazard hazard NOUN bracis-19042 177 35 analysis analysis NOUN bracis-19042 177 36 . . PUNCT bracis-19042 178 1 adv adv PROPN bracis-19042 178 2 . . PUNCT bracis-19042 179 1 eng eng PROPN bracis-19042 179 2 . . PROPN bracis-19042 179 3 inf inf PROPN bracis-19042 179 4 . . PROPN bracis-19042 180 1 28 28 NUM bracis-19042 180 2 , , PUNCT bracis-19042 180 3 381–394 381–394 NUM bracis-19042 180 4 ( ( PUNCT bracis-19042 180 5 2014 2014 NUM bracis-19042 180 6 ) ) PUNCT bracis-19042 180 7 google google PROPN bracis-19042 180 8 scholar scholar NOUN bracis-19042 180 9     SPACE bracis-19042 180 10 engel engel PROPN bracis-19042 180 11 , , PUNCT bracis-19042 180 12 g.l g.l PROPN bracis-19042 180 13 . . PROPN bracis-19042 180 14 : : PUNCT bracis-19042 181 1 the the DET bracis-19042 181 2 clinical clinical ADJ bracis-19042 181 3 application application NOUN bracis-19042 181 4 of of ADP bracis-19042 181 5 the the DET bracis-19042 181 6 biopsychosocial biopsychosocial ADJ bracis-19042 181 7 model model NOUN bracis-19042 181 8 . . PUNCT bracis-19042 182 1 j. j. PROPN bracis-19042 182 2 med med PROPN bracis-19042 182 3 . . PUNCT bracis-19042 183 1 philos philos PROPN bracis-19042 183 2 . . PUNCT bracis-19042 184 1 forum forum PROPN bracis-19042 184 2 bioeth bioeth PROPN bracis-19042 184 3 . . PUNCT bracis-19042 185 1 philos philos PROPN bracis-19042 185 2 . . PUNCT bracis-19042 185 3 med med PROPN bracis-19042 185 4 . . PUNCT bracis-19042 186 1 6(2 6(2 NUM bracis-19042 186 2 ) ) PUNCT bracis-19042 186 3 , , PUNCT bracis-19042 186 4 101–124 101–124 NUM bracis-19042 186 5 ( ( PUNCT bracis-19042 186 6 1981 1981 NUM bracis-19042 186 7 ) ) PUNCT bracis-19042 186 8 . . PUNCT bracis-19042 187 1 https://doi.org/10.1093/jmp/6.2.101 https://doi.org/10.1093/jmp/6.2.101 PROPN bracis-19042 187 2 gayathri gayathri PROPN bracis-19042 187 3 , , PUNCT bracis-19042 187 4 m. m. NOUN bracis-19042 187 5 , , PUNCT bracis-19042 187 6 kannan kannan PROPN bracis-19042 187 7 , , PUNCT bracis-19042 187 8 r. r. PROPN bracis-19042 187 9 : : PUNCT bracis-19042 187 10 ontology ontology NOUN bracis-19042 187 11 based base VERB bracis-19042 187 12 concept concept NOUN bracis-19042 187 13 extraction extraction NOUN bracis-19042 187 14 and and CCONJ bracis-19042 187 15 classification classification NOUN bracis-19042 187 16 of of ADP bracis-19042 187 17 ayurvedic ayurvedic ADJ bracis-19042 187 18 documents document NOUN bracis-19042 187 19 . . PUNCT bracis-19042 188 1 procedia procedia NOUN bracis-19042 188 2 comput comput NOUN bracis-19042 188 3 . . PUNCT bracis-19042 189 1 sci sci PROPN bracis-19042 189 2 . . PROPN bracis-19042 190 1 172 172 NUM bracis-19042 190 2 , , PUNCT bracis-19042 190 3 511–516 511–516 NUM bracis-19042 190 4 ( ( PUNCT bracis-19042 190 5 2020 2020 NUM bracis-19042 190 6 ) ) PUNCT bracis-19042 190 7 google google PROPN bracis-19042 190 8 scholar scholar NOUN bracis-19042 190 9     SPACE bracis-19042 190 10 gonçalves gonçalves PROPN bracis-19042 190 11 , , PUNCT bracis-19042 190 12 f.n.r f.n.r NOUN bracis-19042 190 13 . . PUNCT bracis-19042 190 14 : : PUNCT bracis-19042 191 1 optimizing optimize VERB bracis-19042 191 2 patients patient NOUN bracis-19042 191 3 ’ ' PUNCT bracis-19042 191 4 pathways pathway NOUN bracis-19042 191 5 in in ADP bracis-19042 191 6 international international ADJ bracis-19042 191 7 cooperation cooperation NOUN bracis-19042 191 8 , , PUNCT bracis-19042 191 9 by by ADP bracis-19042 191 10 doing do VERB bracis-19042 191 11 value value NOUN bracis-19042 191 12 based base VERB bracis-19042 191 13 healthcare healthcare NOUN bracis-19042 191 14 ( ( PUNCT bracis-19042 191 15 vbhc vbhc PROPN bracis-19042 191 16 ) ) PUNCT bracis-19042 191 17 . . PUNCT bracis-19042 192 1 acta acta PROPN bracis-19042 192 2 medica medica PROPN bracis-19042 192 3 portuguesa portuguesa PROPN bracis-19042 192 4 32(2 32(2 NUM bracis-19042 192 5 ) ) PUNCT bracis-19042 192 6 , , PUNCT bracis-19042 192 7 167–168 167–168 NUM bracis-19042 192 8 ( ( PUNCT bracis-19042 192 9 2019 2019 NUM bracis-19042 192 10 ) ) PUNCT bracis-19042 192 11 article article NOUN bracis-19042 192 12     SPACE bracis-19042 192 13 google google PROPN bracis-19042 192 14 scholar scholar NOUN bracis-19042 192 15     SPACE bracis-19042 192 16 dias dias PROPN bracis-19042 192 17 pereira pereira PROPN bracis-19042 192 18 dos dos PROPN bracis-19042 192 19 santos santos PROPN bracis-19042 192 20 , , PUNCT bracis-19042 192 21 h. h. PROPN bracis-19042 192 22 , , PUNCT bracis-19042 192 23 d. d. PROPN bracis-19042 192 24 p. p. PROPN bracis-19042 193 1 s. s. PROPN bracis-19042 194 1 ulbrich ulbrich PROPN bracis-19042 194 2 , , PUNCT bracis-19042 194 3 a.h a.h PROPN bracis-19042 194 4 . . PROPN bracis-19042 194 5 , , PUNCT bracis-19042 194 6 woloszyn woloszyn NOUN bracis-19042 194 7 , , PUNCT bracis-19042 194 8 v. v. PROPN bracis-19042 194 9 , , PUNCT bracis-19042 194 10 vieira vieira PROPN bracis-19042 194 11 , , PUNCT bracis-19042 194 12 r. r. PROPN bracis-19042 194 13 : : PUNCT bracis-19042 194 14 an an DET bracis-19042 194 15 initial initial ADJ bracis-19042 194 16 investigation investigation NOUN bracis-19042 194 17 of of ADP bracis-19042 194 18 the the DET bracis-19042 194 19 charlson charlson NOUN bracis-19042 194 20 comorbidity comorbidity PROPN bracis-19042 194 21 index index NOUN bracis-19042 194 22 regression regression NOUN bracis-19042 194 23 based base VERB bracis-19042 194 24 on on ADP bracis-19042 194 25 clinical clinical ADJ bracis-19042 194 26 notes note NOUN bracis-19042 194 27 . . PUNCT bracis-19042 195 1 in in ADP bracis-19042 195 2 : : PUNCT bracis-19042 195 3 2018 2018 NUM bracis-19042 195 4 ieee ieee NOUN bracis-19042 195 5 31st 31st NOUN bracis-19042 195 6 international international ADJ bracis-19042 195 7 symposium symposium NOUN bracis-19042 195 8 on on ADP bracis-19042 195 9 computer computer NOUN bracis-19042 195 10 - - PUNCT bracis-19042 195 11 based base VERB bracis-19042 195 12 medical medical ADJ bracis-19042 195 13 systems system NOUN bracis-19042 195 14 ( ( PUNCT bracis-19042 195 15 cbms cbms PROPN bracis-19042 195 16 ) ) PUNCT bracis-19042 195 17 , , PUNCT bracis-19042 195 18 pp pp PROPN bracis-19042 195 19 . . PUNCT bracis-19042 196 1 6–11 6–11 NOUN bracis-19042 196 2 ( ( PUNCT bracis-19042 196 3 2018 2018 NUM bracis-19042 196 4 ) ) PUNCT bracis-19042 196 5 . . PUNCT bracis-19042 197 1 https://doi.org/10.1109/cbms.2018.00009 https://doi.org/10.1109/cbms.2018.00009 PROPN bracis-19042 197 2 schwertner schwertner PROPN bracis-19042 197 3 , , PUNCT bracis-19042 197 4 m.a m.a PROPN bracis-19042 197 5 . . PROPN bracis-19042 197 6 , , PUNCT bracis-19042 197 7 rigo rigo PROPN bracis-19042 197 8 , , PUNCT bracis-19042 197 9 s.j s.j PROPN bracis-19042 197 10 . . PROPN bracis-19042 197 11 , , PUNCT bracis-19042 197 12 araújo araújo PROPN bracis-19042 197 13 , , PUNCT bracis-19042 197 14 d.a d.a PROPN bracis-19042 197 15 . . PROPN bracis-19042 197 16 , , PUNCT bracis-19042 197 17 silva silva PROPN bracis-19042 197 18 , , PUNCT bracis-19042 197 19 a.b a.b PROPN bracis-19042 197 20 . . PROPN bracis-19042 197 21 , , PUNCT bracis-19042 197 22 eskofier eskofier NOUN bracis-19042 197 23 , , PUNCT bracis-19042 197 24 b. b. PROPN bracis-19042 197 25 : : PUNCT bracis-19042 197 26 fostering foster VERB bracis-19042 197 27 natural natural ADJ bracis-19042 197 28 language language NOUN bracis-19042 197 29 question question NOUN bracis-19042 197 30 answering answer VERB bracis-19042 197 31 over over ADP bracis-19042 197 32 knowledge knowledge NOUN bracis-19042 197 33 bases basis NOUN bracis-19042 197 34 in in ADP bracis-19042 197 35 oncology oncology NOUN bracis-19042 197 36 ehr ehr NOUN bracis-19042 197 37 . . PUNCT bracis-19042 198 1 in in ADP bracis-19042 198 2 : : PUNCT bracis-19042 198 3 proceedings proceeding NOUN bracis-19042 198 4 of of ADP bracis-19042 198 5 the the DET bracis-19042 198 6 32nd 32nd ADJ bracis-19042 198 7 international international ADJ bracis-19042 198 8 symposium symposium NOUN bracis-19042 198 9 on on ADP bracis-19042 198 10 computer computer NOUN bracis-19042 198 11 - - PUNCT bracis-19042 198 12 based base VERB bracis-19042 198 13 medical medical ADJ bracis-19042 198 14 systems system NOUN bracis-19042 198 15 , , PUNCT bracis-19042 198 16 cordoba cordoba PROPN bracis-19042 198 17 , , PUNCT bracis-19042 198 18 espanha espanha NOUN bracis-19042 198 19 , , PUNCT bracis-19042 198 20 pp pp X bracis-19042 198 21 . . PUNCT bracis-19042 199 1 501–506 501–506 NUM bracis-19042 199 2 . . PUNCT bracis-19042 199 3 ieee ieee NOUN bracis-19042 199 4 ( ( PUNCT bracis-19042 199 5 2019 2019 NUM bracis-19042 199 6 ) ) PUNCT bracis-19042 199 7 google google NOUN bracis-19042 199 8 scholar scholar NOUN bracis-19042 199 9     SPACE bracis-19042 199 10 da da PROPN bracis-19042 199 11 silva silva NOUN bracis-19042 199 12 etges etge NOUN bracis-19042 199 13 , , PUNCT bracis-19042 199 14 a.p.b a.p.b NOUN bracis-19042 199 15 . . PROPN bracis-19042 199 16 , , PUNCT bracis-19042 199 17 ruschel ruschel PROPN bracis-19042 199 18 , , PUNCT bracis-19042 199 19 k.b k.b PROPN bracis-19042 199 20 . . PROPN bracis-19042 199 21 , , PUNCT bracis-19042 199 22 polanczyk polanczyk NOUN bracis-19042 199 23 , , PUNCT bracis-19042 199 24 c.a c.a PROPN bracis-19042 199 25 . . PROPN bracis-19042 199 26 , , PUNCT bracis-19042 199 27 urman urman ADJ bracis-19042 199 28 , , PUNCT bracis-19042 199 29 r.d r.d PROPN bracis-19042 199 30 . . PROPN bracis-19042 199 31 : : PUNCT bracis-19042 199 32 advances advance NOUN bracis-19042 199 33 in in ADP bracis-19042 199 34 value value NOUN bracis-19042 199 35 - - PUNCT bracis-19042 199 36 based base VERB bracis-19042 199 37 healthcare healthcare NOUN bracis-19042 199 38 by by ADP bracis-19042 199 39 the the DET bracis-19042 199 40 application application NOUN bracis-19042 199 41 of of ADP bracis-19042 199 42 time time NOUN bracis-19042 199 43 - - PUNCT bracis-19042 199 44 driven drive VERB bracis-19042 199 45 activity activity NOUN bracis-19042 199 46 - - PUNCT bracis-19042 199 47 based base VERB bracis-19042 199 48 costing costing NOUN bracis-19042 199 49 for for ADP bracis-19042 199 50 inpatient inpatient NOUN bracis-19042 199 51 management management NOUN bracis-19042 199 52 : : PUNCT bracis-19042 199 53 a a DET bracis-19042 199 54 systematic systematic ADJ bracis-19042 199 55 review review NOUN bracis-19042 199 56 . . PUNCT bracis-19042 200 1 value value NOUN bracis-19042 200 2 health health PROPN bracis-19042 200 3 23(6 23(6 NUM bracis-19042 200 4 ) ) PUNCT bracis-19042 200 5 , , PUNCT bracis-19042 200 6 812–823 812–823 NUM bracis-19042 200 7 ( ( PUNCT bracis-19042 200 8 2020 2020 NUM bracis-19042 200 9 ) ) PUNCT bracis-19042 200 10 . . PUNCT bracis-19042 201 1 https://doi.org/10.1016/j.jval.2020.02.004 https://doi.org/10.1016/j.jval.2020.02.004 PROPN bracis-19042 201 2 . . PUNCT bracis-19042 201 3 https://www.sciencedirect.com/science/article/pii/s1098301520301303 https://www.sciencedirect.com/science/article/pii/s1098301520301303 PROPN bracis-19042 201 4 uzuelli uzuelli PROPN bracis-19042 201 5 , , PUNCT bracis-19042 201 6 f.h.d.p f.h.d.p PROPN bracis-19042 201 7 . . PROPN bracis-19042 201 8 , , PUNCT bracis-19042 201 9 costa costa PROPN bracis-19042 201 10 , , PUNCT bracis-19042 201 11 a.c.d.d a.c.d.d PROPN bracis-19042 201 12 . . PROPN bracis-19042 201 13 , , PUNCT bracis-19042 201 14 guedes guedes PROPN bracis-19042 201 15 , , PUNCT bracis-19042 201 16 b. b. PROPN bracis-19042 201 17 , , PUNCT bracis-19042 201 18 sabiá sabiá PROPN bracis-19042 201 19 , , PUNCT bracis-19042 201 20 c.f c.f PROPN bracis-19042 201 21 . . PROPN bracis-19042 201 22 , , PUNCT bracis-19042 201 23 batista batista PROPN bracis-19042 201 24 , , PUNCT bracis-19042 201 25 s.r.r s.r.r ADV bracis-19042 201 26 . . PUNCT bracis-19042 201 27 : : PUNCT bracis-19042 202 1 reforma reforma PROPN bracis-19042 202 2 da da PROPN bracis-19042 202 3 atenção atenção PROPN bracis-19042 202 4 hospitalar hospitalar PROPN bracis-19042 202 5 para para PROPN bracis-19042 202 6 modelo modelo PROPN bracis-19042 202 7 de de PROPN bracis-19042 202 8 saúde saúde PROPN bracis-19042 202 9 baseada baseada PROPN bracis-19042 202 10 em em PRON bracis-19042 202 11 valor valor NOUN bracis-19042 202 12 e e PROPN bracis-19042 202 13 especialidades especialidade NOUN bracis-19042 202 14 multifocais multifocais PROPN bracis-19042 202 15 . . PUNCT bracis-19042 203 1 ciência ciência PROPN bracis-19042 203 2 saúde saúde PROPN bracis-19042 203 3 coletiva coletiva PROPN bracis-19042 203 4 24 24 NUM bracis-19042 203 5 , , PUNCT bracis-19042 203 6 2147–2154 2147–2154 NUM bracis-19042 203 7 ( ( PUNCT bracis-19042 203 8 2019 2019 NUM bracis-19042 203 9 ) ) PUNCT bracis-19042 203 10 google google PROPN bracis-19042 203 11 scholar scholar NOUN bracis-19042 203 12     SPACE bracis-19042 203 13 wang wang PROPN bracis-19042 203 14 , , PUNCT bracis-19042 203 15 b.b b.b PROPN bracis-19042 203 16 . . PROPN bracis-19042 203 17 , , PUNCT bracis-19042 203 18 mckay mckay PROPN bracis-19042 203 19 , , PUNCT bracis-19042 203 20 r.i.b r.i.b PROPN bracis-19042 203 21 . . PROPN bracis-19042 203 22 , , PUNCT bracis-19042 203 23 abbass abbass PROPN bracis-19042 203 24 , , PUNCT bracis-19042 203 25 h.a h.a PROPN bracis-19042 203 26 . . PROPN bracis-19042 203 27 , , PUNCT bracis-19042 203 28 barlow barlow PROPN bracis-19042 203 29 , , PUNCT bracis-19042 203 30 m. m. NOUN bracis-19042 203 31 : : PUNCT bracis-19042 203 32 a a DET bracis-19042 203 33 comparative comparative ADJ bracis-19042 203 34 study study NOUN bracis-19042 203 35 for for ADP bracis-19042 203 36 domain domain NOUN bracis-19042 203 37 ontology ontology NOUN bracis-19042 203 38 guided guide VERB bracis-19042 203 39 feature feature NOUN bracis-19042 203 40 extraction extraction NOUN bracis-19042 203 41 . . PUNCT bracis-19042 204 1 in in ADP bracis-19042 204 2 : : PUNCT bracis-19042 204 3 proceedings proceeding NOUN bracis-19042 204 4 of of ADP bracis-19042 204 5 the the DET bracis-19042 204 6 26th 26th ADJ bracis-19042 204 7 australasian australasian ADJ bracis-19042 204 8 computer computer NOUN bracis-19042 204 9 science science NOUN bracis-19042 204 10 conference conference NOUN bracis-19042 204 11 , , PUNCT bracis-19042 204 12 pp pp X bracis-19042 204 13 . . PUNCT bracis-19042 205 1 69–78 69–78 X bracis-19042 205 2 . . PUNCT bracis-19042 206 1 australian australian ADJ bracis-19042 206 2 computer computer PROPN bracis-19042 206 3 society society PROPN bracis-19042 206 4 inc inc PROPN bracis-19042 206 5 . . PROPN bracis-19042 206 6 , , PUNCT bracis-19042 206 7 adelaide adelaide PROPN bracis-19042 206 8 , , PUNCT bracis-19042 206 9 austrália austrália PROPN bracis-19042 206 10 ( ( PUNCT bracis-19042 206 11 2003 2003 NUM bracis-19042 206 12 ) ) PUNCT bracis-19042 206 13 google google PROPN bracis-19042 206 14 scholar scholar NOUN bracis-19042 206 15     SPACE bracis-19042 206 16 yehia yehia PROPN bracis-19042 206 17 , , PUNCT bracis-19042 206 18 e. e. PROPN bracis-19042 206 19 , , PUNCT bracis-19042 206 20 boshnak boshnak PROPN bracis-19042 206 21 , , PUNCT bracis-19042 206 22 h. h. PROPN bracis-19042 206 23 , , PUNCT bracis-19042 206 24 abdelgaber abdelgaber PROPN bracis-19042 206 25 , , PUNCT bracis-19042 206 26 s. s. PROPN bracis-19042 206 27 , , PUNCT bracis-19042 206 28 abdo abdo PROPN bracis-19042 206 29 , , PUNCT bracis-19042 206 30 a. a. NOUN bracis-19042 206 31 , , PUNCT bracis-19042 206 32 elzanfaly elzanfaly PROPN bracis-19042 206 33 , , PUNCT bracis-19042 206 34 d. d. NOUN bracis-19042 206 35 : : PUNCT bracis-19042 206 36 ontology ontology NOUN bracis-19042 206 37 - - PUNCT bracis-19042 206 38 based base VERB bracis-19042 206 39 clinical clinical ADJ bracis-19042 206 40 information information NOUN bracis-19042 206 41 extraction extraction NOUN bracis-19042 206 42 from from ADP bracis-19042 206 43 physician physician NOUN bracis-19042 206 44 ’s ’s PART bracis-19042 206 45 free free ADJ bracis-19042 206 46 - - PUNCT bracis-19042 206 47 text text NOUN bracis-19042 206 48 notes note NOUN bracis-19042 206 49 . . PUNCT bracis-19042 207 1 j. j. PROPN bracis-19042 207 2 biomed biome VERB bracis-19042 207 3 . . PUNCT bracis-19042 208 1 inform inform NOUN bracis-19042 208 2 . . PUNCT bracis-19042 209 1 98 98 NUM bracis-19042 209 2 , , PUNCT bracis-19042 209 3 103–117 103–117 NUM bracis-19042 209 4 ( ( PUNCT bracis-19042 209 5 2019 2019 NUM bracis-19042 209 6 ) ) PUNCT bracis-19042 209 7 google google PROPN bracis-19042 209 8 scholar scholar NOUN bracis-19042 209 9     SPACE bracis-19042 209 10 zanotto zanotto NOUN bracis-19042 209 11 , , PUNCT bracis-19042 209 12 b. b. PROPN bracis-19042 209 13 , , PUNCT bracis-19042 209 14 et et PROPN bracis-19042 209 15 al al PROPN bracis-19042 209 16 . . PUNCT bracis-19042 209 17 : : PUNCT bracis-19042 210 1 automatic automatic ADJ bracis-19042 210 2 classification classification NOUN bracis-19042 210 3 of of ADP bracis-19042 210 4 electronic electronic ADJ bracis-19042 210 5 health health NOUN bracis-19042 210 6 records record NOUN bracis-19042 210 7 for for ADP bracis-19042 210 8 a a DET bracis-19042 210 9 value value NOUN bracis-19042 210 10 - - PUNCT bracis-19042 210 11 based base VERB bracis-19042 210 12 program program NOUN bracis-19042 210 13 through through ADP bracis-19042 210 14 machine machine NOUN bracis-19042 210 15 learning learning NOUN bracis-19042 210 16 . . PUNCT bracis-19042 211 1 value value NOUN bracis-19042 211 2 health health NOUN bracis-19042 211 3 ( ( PUNCT bracis-19042 211 4 2021 2021 NUM bracis-19042 211 5 , , PUNCT bracis-19042 211 6 to to PART bracis-19042 211 7 appear appear VERB bracis-19042 211 8 ) ) PUNCT bracis-19042 211 9 . . PUNCT bracis-19042 212 1 accepted accept VERB bracis-19042 212 2 for for ADP bracis-19042 212 3 publication publication NOUN bracis-19042 212 4 in in ADP bracis-19042 212 5 virtual virtual ADJ bracis-19042 212 6 ispor ispor ADJ bracis-19042 212 7 2021 2021 NUM bracis-19042 212 8 google google PROPN bracis-19042 212 9 scholar scholar NOUN bracis-19042 212 10     SPACE bracis-19042 212 11 zhou zhou PROPN bracis-19042 212 12 , , PUNCT bracis-19042 212 13 p. p. PROPN bracis-19042 212 14 , , PUNCT bracis-19042 212 15 el el PROPN bracis-19042 212 16 - - NOUN bracis-19042 212 17 gohary gohary NOUN bracis-19042 212 18 , , PUNCT bracis-19042 212 19 n. n. NOUN bracis-19042 212 20 : : PUNCT bracis-19042 212 21 ontology ontology NOUN bracis-19042 212 22 - - PUNCT bracis-19042 212 23 based base VERB bracis-19042 212 24 multilabel multilabel NOUN bracis-19042 212 25 text text NOUN bracis-19042 212 26 classification classification NOUN bracis-19042 212 27 of of ADP bracis-19042 212 28 construction construction NOUN bracis-19042 212 29 regulatory regulatory ADJ bracis-19042 212 30 documents document NOUN bracis-19042 212 31 . . PUNCT bracis-19042 213 1 j. j. PROPN bracis-19042 213 2 comput comput PROPN bracis-19042 213 3 . . PUNCT bracis-19042 214 1 civ civ NOUN bracis-19042 214 2 . . PUNCT bracis-19042 215 1 eng eng PROPN bracis-19042 215 2 . . PROPN bracis-19042 215 3 30 30 NUM bracis-19042 215 4 , , PUNCT bracis-19042 215 5 40–54 40–54 NUM bracis-19042 215 6 ( ( PUNCT bracis-19042 215 7 2015 2015 NUM bracis-19042 215 8 ) ) PUNCT bracis-19042 215 9 google google PROPN bracis-19042 215 10 scholar scholar NOUN bracis-19042 215 11     SPACE bracis-19042 215 12 download download NOUN bracis-19042 215 13 references reference NOUN bracis-19042 215 14 author author NOUN bracis-19042 215 15 information information NOUN bracis-19042 215 16 authors author NOUN bracis-19042 215 17 and and CCONJ bracis-19042 215 18 affiliations affiliation NOUN bracis-19042 215 19 school school NOUN bracis-19042 215 20 of of ADP bracis-19042 215 21 technology technology NOUN bracis-19042 215 22 , , PUNCT bracis-19042 215 23 pontifical pontifical ADJ bracis-19042 215 24 catholic catholic PROPN bracis-19042 215 25 university university PROPN bracis-19042 215 26 of of ADP bracis-19042 215 27 rio rio PROPN bracis-19042 215 28 grande grande PROPN bracis-19042 215 29 do do AUX bracis-19042 215 30 sul sul PROPN bracis-19042 215 31 , , PUNCT bracis-19042 215 32 pucrs pucrs NOUN bracis-19042 215 33 , , PUNCT bracis-19042 215 34 porto porto PROPN bracis-19042 215 35 alegre alegre PROPN bracis-19042 215 36 , , PUNCT bracis-19042 215 37 brazil brazil PROPN bracis-19042 215 38 avner avner PROPN bracis-19042 215 39 dal dal PROPN bracis-19042 215 40 bosco bosco PROPN bracis-19042 215 41 cidehus cidehus PROPN bracis-19042 215 42 , , PUNCT bracis-19042 215 43 university university PROPN bracis-19042 215 44 of of ADP bracis-19042 215 45 évora évora PROPN bracis-19042 215 46 , , PUNCT bracis-19042 215 47 évora évora PROPN bracis-19042 215 48 , , PUNCT bracis-19042 215 49 portugal portugal PROPN bracis-19042 215 50 renata renata PROPN bracis-19042 215 51 vieira vieira PROPN bracis-19042 215 52 federal federal PROPN bracis-19042 215 53 university university PROPN bracis-19042 215 54 of of ADP bracis-19042 215 55 rio rio PROPN bracis-19042 215 56 grande grande PROPN bracis-19042 215 57 do do AUX bracis-19042 215 58 sul sul PROPN bracis-19042 215 59 , , PUNCT bracis-19042 215 60 porto porto PROPN bracis-19042 215 61 alegre alegre PROPN bracis-19042 215 62 , , PUNCT bracis-19042 215 63 brazil brazil PROPN bracis-19042 215 64 bruna bruna PROPN bracis-19042 215 65 zanotto zanotto PROPN bracis-19042 215 66     SPACE bracis-19042 215 67 & & CCONJ bracis-19042 215 68     SPACE bracis-19042 215 69 ana ana PROPN bracis-19042 215 70 paula paula PROPN bracis-19042 215 71 beck beck PROPN bracis-19042 215 72 da da PROPN bracis-19042 215 73 silva silva PROPN bracis-19042 215 74 etges etge VERB bracis-19042 215 75 authors author NOUN bracis-19042 215 76 avner avner PROPN bracis-19042 215 77 dal dal PROPN bracis-19042 215 78 boscoview boscoview PROPN bracis-19042 215 79 author author NOUN bracis-19042 215 80 publications publication NOUN bracis-19042 215 81 search search NOUN bracis-19042 215 82 author author NOUN bracis-19042 215 83 on on ADP bracis-19042 215 84 : : PUNCT bracis-19042 215 85 pubmed pubmed PROPN bracis-19042 215 86     SPACE bracis-19042 215 87 google google PROPN bracis-19042 215 88 scholar scholar NOUN bracis-19042 215 89 renata renata PROPN bracis-19042 215 90 vieiraview vieiraview NOUN bracis-19042 215 91 author author NOUN bracis-19042 215 92 publications publication NOUN bracis-19042 215 93 search search NOUN bracis-19042 215 94 author author NOUN bracis-19042 215 95 on on ADP bracis-19042 215 96 : : PUNCT bracis-19042 215 97 pubmed pubmed PROPN bracis-19042 215 98     SPACE bracis-19042 215 99 google google PROPN bracis-19042 215 100 scholar scholar PROPN bracis-19042 215 101 bruna bruna PROPN bracis-19042 215 102 zanottoview zanottoview PROPN bracis-19042 215 103 author author NOUN bracis-19042 215 104 publications publication NOUN bracis-19042 215 105 search search NOUN bracis-19042 215 106 author author NOUN bracis-19042 215 107 on on ADP bracis-19042 215 108 : : PUNCT bracis-19042 215 109 pubmed pubmed PROPN bracis-19042 215 110     SPACE bracis-19042 215 111 google google PROPN bracis-19042 215 112 scholar scholar PROPN bracis-19042 215 113 ana ana PROPN bracis-19042 215 114 paula paula PROPN bracis-19042 215 115 beck beck PROPN bracis-19042 215 116 da da PROPN bracis-19042 215 117 silva silva PROPN bracis-19042 215 118 etgesview etgesview PROPN bracis-19042 215 119 author author NOUN bracis-19042 215 120 publications publication NOUN bracis-19042 215 121 search search NOUN bracis-19042 215 122 author author NOUN bracis-19042 215 123 on on ADP bracis-19042 215 124 : : PUNCT bracis-19042 215 125 pubmed pubmed PROPN bracis-19042 215 126     SPACE bracis-19042 215 127 google google PROPN bracis-19042 215 128 scholar scholar NOUN bracis-19042 215 129 corresponding correspond VERB bracis-19042 215 130 author author NOUN bracis-19042 215 131 correspondence correspondence NOUN bracis-19042 215 132 to to ADP bracis-19042 215 133 avner avner PROPN bracis-19042 215 134 dal dal PROPN bracis-19042 215 135 bosco bosco PROPN bracis-19042 215 136 . . PUNCT bracis-19042 216 1 editor editor NOUN bracis-19042 216 2 information information NOUN bracis-19042 216 3 editors editor NOUN bracis-19042 216 4 and and CCONJ bracis-19042 216 5 affiliations affiliation NOUN bracis-19042 216 6 universidade universidade PROPN bracis-19042 216 7 federal federal PROPN bracis-19042 216 8 de de X bracis-19042 216 9 sergipe sergipe PROPN bracis-19042 216 10 , , PUNCT bracis-19042 216 11 são são NOUN bracis-19042 216 12 cristóvão cristóvão PROPN bracis-19042 216 13 , , PUNCT bracis-19042 216 14 brazil brazil PROPN bracis-19042 216 15 andré andré PROPN bracis-19042 216 16 britto britto PROPN bracis-19042 216 17 universidade universidade PROPN bracis-19042 216 18 de de PROPN bracis-19042 216 19 são são PROPN bracis-19042 216 20 paulo paulo PROPN bracis-19042 216 21 , , PUNCT bracis-19042 216 22 são são PROPN bracis-19042 216 23 paulo paulo PROPN bracis-19042 216 24 , , PUNCT bracis-19042 216 25 brazil brazil PROPN bracis-19042 216 26 karina karina PROPN bracis-19042 216 27 valdivia valdivia PROPN bracis-19042 216 28 delgado delgado VERB bracis-19042 216 29 rights right NOUN bracis-19042 216 30 and and CCONJ bracis-19042 216 31 permissions permission NOUN bracis-19042 216 32 reprints reprint NOUN bracis-19042 216 33 and and CCONJ bracis-19042 216 34 permissions permission VERB bracis-19042 216 35 copyright copyright NOUN bracis-19042 216 36 information information NOUN bracis-19042 216 37 © © PROPN bracis-19042 216 38 2021 2021 NUM bracis-19042 216 39 springer springer NOUN bracis-19042 216 40 nature nature NOUN bracis-19042 216 41 switzerland switzerland PROPN bracis-19042 216 42 ag ag PROPN bracis-19042 216 43 about about ADP bracis-19042 216 44 this this DET bracis-19042 216 45 paper paper NOUN bracis-19042 216 46 cite cite VERB bracis-19042 216 47 this this DET bracis-19042 216 48 paper paper NOUN bracis-19042 216 49 bosco bosco PROPN bracis-19042 216 50 , , PUNCT bracis-19042 216 51 a.d a.d PROPN bracis-19042 216 52 . . PROPN bracis-19042 216 53 , , PUNCT bracis-19042 216 54 vieira vieira PROPN bracis-19042 216 55 , , PUNCT bracis-19042 216 56 r. r. PROPN bracis-19042 216 57 , , PUNCT bracis-19042 216 58 zanotto zanotto PROPN bracis-19042 216 59 , , PUNCT bracis-19042 216 60 b. b. PROPN bracis-19042 216 61 , , PUNCT bracis-19042 216 62 da da PROPN bracis-19042 216 63 silva silva PROPN bracis-19042 216 64 etges etge NOUN bracis-19042 216 65 , , PUNCT bracis-19042 216 66 a.p.b a.p.b NOUN bracis-19042 216 67 . . PUNCT bracis-19042 217 1 ( ( PUNCT bracis-19042 217 2 2021 2021 NUM bracis-19042 217 3 ) ) PUNCT bracis-19042 217 4 . . PUNCT bracis-19042 218 1 ontology ontology NOUN bracis-19042 218 2 based base VERB bracis-19042 218 3 classification classification NOUN bracis-19042 218 4 of of ADP bracis-19042 218 5 electronic electronic ADJ bracis-19042 218 6 health health NOUN bracis-19042 218 7 records record NOUN bracis-19042 218 8 to to PART bracis-19042 218 9 support support VERB bracis-19042 218 10 value value NOUN bracis-19042 218 11 - - PUNCT bracis-19042 218 12 based base VERB bracis-19042 218 13 health health NOUN bracis-19042 218 14 care care NOUN bracis-19042 218 15 . . PUNCT bracis-19042 219 1 in in ADP bracis-19042 219 2 : : PUNCT bracis-19042 219 3 britto britto PROPN bracis-19042 219 4 , , PUNCT bracis-19042 219 5 a. a. PROPN bracis-19042 219 6 , , PUNCT bracis-19042 219 7 valdivia valdivia PROPN bracis-19042 219 8 delgado delgado PROPN bracis-19042 219 9 , , PUNCT bracis-19042 219 10 k. k. PROPN bracis-19042 219 11 ( ( PUNCT bracis-19042 219 12 eds eds PROPN bracis-19042 219 13 ) ) PUNCT bracis-19042 219 14 intelligent intelligent ADJ bracis-19042 219 15 systems system NOUN bracis-19042 219 16 . . PUNCT bracis-19042 220 1 bracis bracis PROPN bracis-19042 220 2 2021 2021 NUM bracis-19042 220 3 . . PUNCT bracis-19042 221 1 lecture lecture NOUN bracis-19042 221 2 notes note NOUN bracis-19042 221 3 in in ADP bracis-19042 221 4 computer computer NOUN bracis-19042 221 5 science science NOUN bracis-19042 221 6 ( ( PUNCT bracis-19042 221 7 ) ) PUNCT bracis-19042 221 8 , , PUNCT bracis-19042 221 9 vol vol NOUN bracis-19042 221 10 13073 13073 NUM bracis-19042 221 11 . . PUNCT bracis-19042 222 1 springer springer NOUN bracis-19042 222 2 , , PUNCT bracis-19042 222 3 cham cham PROPN bracis-19042 222 4 . . PUNCT bracis-19042 223 1 https://doi.org/10.1007/978-3-030-91702-9_24 https://doi.org/10.1007/978-3-030-91702-9_24 PROPN bracis-19042 223 2 download download NOUN bracis-19042 223 3 citation citation NOUN bracis-19042 223 4 .ris .ris PUNCT bracis-19042 224 1 .enw .enw PROPN bracis-19042 224 2 .bib .bib PUNCT bracis-19042 225 1 doi doi PROPN bracis-19042 225 2 : : PUNCT bracis-19042 225 3 https://doi.org/10.1007/978-3-030-91702-9_24 https://doi.org/10.1007/978-3-030-91702-9_24 PROPN bracis-19042 225 4 published publish VERB bracis-19042 225 5 : : PUNCT bracis-19042 225 6 28 28 NUM bracis-19042 225 7 november november PROPN bracis-19042 225 8 2021 2021 NUM bracis-19042 225 9 publisher publisher NOUN bracis-19042 225 10 name name NOUN bracis-19042 225 11 : : PUNCT bracis-19042 225 12 springer springer NOUN bracis-19042 225 13 , , PUNCT bracis-19042 225 14 cham cham PROPN bracis-19042 225 15 print print PROPN bracis-19042 225 16 isbn isbn PROPN bracis-19042 225 17 : : PUNCT bracis-19042 225 18 978 978 NUM bracis-19042 225 19 - - SYM bracis-19042 225 20 3 3 NUM bracis-19042 225 21 - - PUNCT bracis-19042 225 22 030 030 NUM bracis-19042 225 23 - - PUNCT bracis-19042 225 24 91701 91701 NUM bracis-19042 225 25 - - SYM bracis-19042 225 26 2 2 NUM bracis-19042 225 27 online online ADJ bracis-19042 225 28 isbn isbn NOUN bracis-19042 225 29 : : PUNCT bracis-19042 225 30 978 978 NUM bracis-19042 225 31 - - SYM bracis-19042 225 32 3 3 NUM bracis-19042 225 33 - - PUNCT bracis-19042 225 34 030 030 NUM bracis-19042 225 35 - - PUNCT bracis-19042 225 36 91702 91702 NUM bracis-19042 225 37 - - SYM bracis-19042 225 38 9 9 NUM bracis-19042 225 39 ebook ebook NOUN bracis-19042 225 40 packages package NOUN bracis-19042 225 41 : : PUNCT bracis-19042 225 42 computer computer NOUN bracis-19042 225 43 sciencecomputer sciencecomputer NOUN bracis-19042 225 44 science science NOUN bracis-19042 225 45 ( ( PUNCT bracis-19042 225 46 r0 r0 NOUN bracis-19042 225 47 ) ) PUNCT bracis-19042 225 48 share share VERB bracis-19042 225 49 this this DET bracis-19042 225 50 paper paper NOUN bracis-19042 225 51 anyone anyone PRON bracis-19042 225 52 you you PRON bracis-19042 225 53 share share VERB bracis-19042 225 54 the the DET bracis-19042 225 55 following follow VERB bracis-19042 225 56 link link NOUN bracis-19042 225 57 with with ADP bracis-19042 225 58 will will AUX bracis-19042 225 59 be be AUX bracis-19042 225 60 able able ADJ bracis-19042 225 61 to to PART bracis-19042 225 62 read read VERB bracis-19042 225 63 this this DET bracis-19042 225 64 content content NOUN bracis-19042 225 65 : : PUNCT bracis-19042 225 66 get get VERB bracis-19042 225 67 shareable shareable ADJ bracis-19042 225 68 linksorry linksorry NOUN bracis-19042 225 69 , , PUNCT bracis-19042 225 70 a a DET bracis-19042 225 71 shareable shareable ADJ bracis-19042 225 72 link link NOUN bracis-19042 225 73 is be AUX bracis-19042 225 74 not not PART bracis-19042 225 75 currently currently ADV bracis-19042 225 76 available available ADJ bracis-19042 225 77 for for ADP bracis-19042 225 78 this this DET bracis-19042 225 79 article article NOUN bracis-19042 225 80 . . PUNCT bracis-19042 226 1 copy copy VERB bracis-19042 226 2 shareable shareable ADJ bracis-19042 226 3 link link NOUN bracis-19042 226 4 to to PART bracis-19042 226 5 clipboard clipboard NOUN bracis-19042 226 6 provided provide VERB bracis-19042 226 7 by by ADP bracis-19042 226 8 the the DET bracis-19042 226 9 springer springer NOUN bracis-19042 226 10 nature nature PROPN bracis-19042 226 11 sharedit sharedit PROPN bracis-19042 226 12 content content NOUN bracis-19042 226 13 - - PUNCT bracis-19042 226 14 sharing share VERB bracis-19042 226 15 initiative initiative NOUN bracis-19042 226 16 keywords keyword NOUN bracis-19042 226 17 ontologies ontologie VERB bracis-19042 226 18 electronic electronic ADJ bracis-19042 226 19 health health NOUN bracis-19042 226 20 records record NOUN bracis-19042 226 21 stroke stroke PROPN bracis-19042 226 22 health health PROPN bracis-19042 226 23 management management NOUN bracis-19042 226 24 publish publish VERB bracis-19042 226 25 with with ADP bracis-19042 226 26 us us PROPN bracis-19042 226 27 policies policy NOUN bracis-19042 226 28 and and CCONJ bracis-19042 226 29 ethics ethic NOUN bracis-19042 226 30 profiles profile NOUN bracis-19042 226 31 renata renata PROPN bracis-19042 226 32 vieira vieira PROPN bracis-19042 226 33 view view PROPN bracis-19042 226 34 author author NOUN bracis-19042 226 35 profile profile NOUN bracis-19042 226 36 search search NOUN bracis-19042 226 37 search search NOUN bracis-19042 226 38 by by ADP bracis-19042 226 39 keyword keyword NOUN bracis-19042 226 40 or or CCONJ bracis-19042 226 41 author author NOUN bracis-19042 226 42 search search NOUN bracis-19042 226 43 navigation navigation NOUN bracis-19042 226 44 find find VERB bracis-19042 226 45 a a DET bracis-19042 226 46 journal journal NOUN bracis-19042 226 47 publish publish VERB bracis-19042 226 48 with with ADP bracis-19042 226 49 us we PRON bracis-19042 226 50 track track VERB bracis-19042 226 51 your your PRON bracis-19042 226 52 research research NOUN bracis-19042 226 53 discover discover VERB bracis-19042 226 54 content content NOUN bracis-19042 226 55 journals journal NOUN bracis-19042 226 56 a a DET bracis-19042 226 57 - - PUNCT bracis-19042 226 58 z z NOUN bracis-19042 226 59 books book NOUN bracis-19042 226 60 a a DET bracis-19042 226 61 - - PUNCT bracis-19042 226 62 z z NOUN bracis-19042 226 63 publish publish NOUN bracis-19042 226 64 with with ADP bracis-19042 226 65 us us PROPN bracis-19042 226 66 journal journal PROPN bracis-19042 226 67 finder finder PROPN bracis-19042 226 68 publish publish VERB bracis-19042 226 69 your your PRON bracis-19042 226 70 research research NOUN bracis-19042 226 71 language language NOUN bracis-19042 226 72 editing edit VERB bracis-19042 226 73 open open ADJ bracis-19042 226 74 access access NOUN bracis-19042 226 75 publishing publishing NOUN bracis-19042 226 76 products product NOUN bracis-19042 226 77 and and CCONJ bracis-19042 226 78 services service NOUN bracis-19042 226 79 our our PRON bracis-19042 226 80 products product NOUN bracis-19042 226 81 librarians librarian VERB bracis-19042 226 82 societies society NOUN bracis-19042 226 83 partners partner NOUN bracis-19042 226 84 and and CCONJ bracis-19042 226 85 advertisers advertiser NOUN bracis-19042 226 86 our our PRON bracis-19042 226 87 brands brand NOUN bracis-19042 226 88 springer springer NOUN bracis-19042 226 89 nature nature PROPN bracis-19042 226 90 portfolio portfolio PROPN bracis-19042 226 91 bmc bmc PROPN bracis-19042 226 92 palgrave palgrave PROPN bracis-19042 226 93 macmillan macmillan PROPN bracis-19042 226 94 apress apress PROPN bracis-19042 226 95 discover discover VERB bracis-19042 226 96 your your PRON bracis-19042 226 97 privacy privacy NOUN bracis-19042 226 98 choices choice NOUN bracis-19042 226 99 / / SYM bracis-19042 226 100 manage manage NOUN bracis-19042 226 101 cookies cookie NOUN bracis-19042 226 102 your your PRON bracis-19042 226 103 us us PROPN bracis-19042 227 1 state state NOUN bracis-19042 227 2 privacy privacy NOUN bracis-19042 227 3 rights right NOUN bracis-19042 227 4 accessibility accessibility NOUN bracis-19042 227 5 statement statement NOUN bracis-19042 227 6 terms term NOUN bracis-19042 227 7 and and CCONJ bracis-19042 227 8 conditions condition NOUN bracis-19042 227 9 privacy privacy NOUN bracis-19042 227 10 policy policy NOUN bracis-19042 227 11 help help NOUN bracis-19042 227 12 and and CCONJ bracis-19042 227 13 support support VERB bracis-19042 227 14 legal legal ADJ bracis-19042 227 15 notice notice NOUN bracis-19042 227 16 cancel cancel VERB bracis-19042 227 17 contracts contract NOUN bracis-19042 227 18 here here ADV bracis-19042 227 19 129.74.145.123 129.74.145.123 NUM bracis-19042 227 20 hesburgh hesburgh PROPN bracis-19042 227 21 library library PROPN bracis-19042 227 22 er er INTJ bracis-19042 227 23 unit unit NOUN bracis-19042 227 24 ( ( PUNCT bracis-19042 227 25 3005732405 3005732405 NUM bracis-19042 227 26 ) ) PUNCT bracis-19042 227 27 northeast northeast ADJ bracis-19042 227 28 research research NOUN bracis-19042 227 29 libraries library NOUN bracis-19042 227 30 ( ( PUNCT bracis-19042 227 31 nerl nerl PROPN bracis-19042 227 32 ) ) PUNCT bracis-19042 227 33 ( ( PUNCT bracis-19042 227 34 8200828607 8200828607 NUM bracis-19042 227 35 ) ) PUNCT bracis-19042 227 36 nerl nerl VERB bracis-19042 227 37 ta ta X bracis-19042 227 38 account account NOUN bracis-19042 227 39 ( ( PUNCT bracis-19042 227 40 3006206169 3006206169 NUM bracis-19042 227 41 ) ) PUNCT bracis-19042 227 42 university university NOUN bracis-19042 227 43 of of ADP bracis-19042 227 44 notre notre PROPN bracis-19042 227 45 dame dame PROPN bracis-19042 227 46 hesburgh hesburgh PROPN bracis-19042 227 47 library library NOUN bracis-19042 227 48 ( ( PUNCT bracis-19042 227 49 3000184373 3000184373 NUM bracis-19042 227 50 ) ) PUNCT bracis-19042 228 1 © © ADP bracis-19042 228 2 2025 2025 NUM bracis-19042 228 3 springer springer NOUN bracis-19042 228 4 nature nature NOUN