id sid tid token lemma pos bracis-33580 1 1 explaining explain VERB bracis-33580 1 2 biomarker biomarker NOUN bracis-33580 1 3 response response NOUN bracis-33580 1 4 to to ADP bracis-33580 1 5     SPACE bracis-33580 1 6 anticoagulant anticoagulant VERB bracis-33580 1 7 therapy therapy NOUN bracis-33580 1 8 in in ADP bracis-33580 1 9     SPACE bracis-33580 1 10 atrial atrial ADJ bracis-33580 1 11 fibrillation fibrillation NOUN bracis-33580 1 12 : : PUNCT bracis-33580 1 13 a a DET bracis-33580 1 14 study study NOUN bracis-33580 1 15 of of ADP bracis-33580 1 16     SPACE bracis-33580 1 17 warfarin warfarin NOUN bracis-33580 1 18 and and CCONJ bracis-33580 1 19     SPACE bracis-33580 1 20 rivaroxaban rivaroxaban NOUN bracis-33580 1 21 with with ADP bracis-33580 1 22     SPACE bracis-33580 1 23 machine machine NOUN bracis-33580 1 24 learning learning NOUN bracis-33580 1 25 models model NOUN bracis-33580 1 26 | | ADV bracis-33580 1 27 springer springer NOUN bracis-33580 1 28 nature nature NOUN bracis-33580 1 29 link link PROPN bracis-33580 1 30 ( ( PUNCT bracis-33580 1 31 formerly formerly ADV bracis-33580 1 32 springerlink springerlink NOUN bracis-33580 1 33 ) ) PUNCT bracis-33580 1 34 skip skip VERB bracis-33580 1 35 to to ADP bracis-33580 1 36 main main ADJ bracis-33580 1 37 content content NOUN bracis-33580 1 38 advertisement advertisement NOUN bracis-33580 1 39 log log NOUN bracis-33580 1 40 in in ADP bracis-33580 1 41 menu menu NOUN bracis-33580 1 42 find find VERB bracis-33580 1 43 a a DET bracis-33580 1 44 journal journal NOUN bracis-33580 1 45 publish publish VERB bracis-33580 1 46 with with ADP bracis-33580 1 47 us we PRON bracis-33580 1 48 track track VERB bracis-33580 1 49 your your PRON bracis-33580 1 50 research research NOUN bracis-33580 1 51 search search NOUN bracis-33580 1 52 cart cart NOUN bracis-33580 1 53 home home NOUN bracis-33580 1 54 intelligent intelligent ADJ bracis-33580 1 55 systems system NOUN bracis-33580 1 56 conference conference NOUN bracis-33580 1 57 paper paper NOUN bracis-33580 1 58 explaining explain VERB bracis-33580 1 59 biomarker biomarker NOUN bracis-33580 1 60 response response NOUN bracis-33580 1 61 to to ADP bracis-33580 1 62     SPACE bracis-33580 1 63 anticoagulant anticoagulant VERB bracis-33580 1 64 therapy therapy NOUN bracis-33580 1 65 in in ADP bracis-33580 1 66     SPACE bracis-33580 1 67 atrial atrial ADJ bracis-33580 1 68 fibrillation fibrillation NOUN bracis-33580 1 69 : : PUNCT bracis-33580 1 70 a a DET bracis-33580 1 71 study study NOUN bracis-33580 1 72 of of ADP bracis-33580 1 73     SPACE bracis-33580 1 74 warfarin warfarin NOUN bracis-33580 1 75 and and CCONJ bracis-33580 1 76     SPACE bracis-33580 1 77 rivaroxaban rivaroxaban NOUN bracis-33580 1 78 with with ADP bracis-33580 1 79     SPACE bracis-33580 1 80 machine machine NOUN bracis-33580 1 81 learning learning NOUN bracis-33580 1 82 models model NOUN bracis-33580 1 83 conference conference NOUN bracis-33580 1 84 paper paper NOUN bracis-33580 1 85 first first ADV bracis-33580 1 86 online online ADV bracis-33580 1 87 : : PUNCT bracis-33580 1 88 30 30 NUM bracis-33580 1 89 january january NOUN bracis-33580 1 90 2025 2025 NUM bracis-33580 1 91 pp pp NUM bracis-33580 1 92 475–487 475–487 NUM bracis-33580 1 93 cite cite VERB bracis-33580 1 94 this this DET bracis-33580 1 95 conference conference NOUN bracis-33580 1 96 paper paper NOUN bracis-33580 1 97 access access NOUN bracis-33580 1 98 provided provide VERB bracis-33580 1 99 by by ADP bracis-33580 1 100 university university PROPN bracis-33580 1 101 of of ADP bracis-33580 1 102 notre notre PROPN bracis-33580 1 103 dame dame PROPN bracis-33580 1 104 hesburgh hesburgh PROPN bracis-33580 1 105 library library PROPN bracis-33580 1 106 download download PROPN bracis-33580 1 107 book book NOUN bracis-33580 1 108 pdf pdf PROPN bracis-33580 1 109 download download NOUN bracis-33580 1 110 book book NOUN bracis-33580 1 111 epub epub PROPN bracis-33580 1 112 intelligent intelligent ADJ bracis-33580 1 113 systems system NOUN bracis-33580 1 114 ( ( PUNCT bracis-33580 1 115 bracis bracis NOUN bracis-33580 1 116 2024 2024 NUM bracis-33580 1 117 ) ) PUNCT bracis-33580 1 118 explaining explain VERB bracis-33580 1 119 biomarker biomarker NOUN bracis-33580 1 120 response response NOUN bracis-33580 1 121 to to ADP bracis-33580 1 122     SPACE bracis-33580 1 123 anticoagulant anticoagulant VERB bracis-33580 1 124 therapy therapy NOUN bracis-33580 1 125 in in ADP bracis-33580 1 126     SPACE bracis-33580 1 127 atrial atrial ADJ bracis-33580 1 128 fibrillation fibrillation NOUN bracis-33580 1 129 : : PUNCT bracis-33580 1 130 a a DET bracis-33580 1 131 study study NOUN bracis-33580 1 132 of of ADP bracis-33580 1 133     SPACE bracis-33580 1 134 warfarin warfarin NOUN bracis-33580 1 135 and and CCONJ bracis-33580 1 136     SPACE bracis-33580 1 137 rivaroxaban rivaroxaban NOUN bracis-33580 1 138 with with ADP bracis-33580 1 139     SPACE bracis-33580 1 140 machine machine NOUN bracis-33580 1 141 learning learning NOUN bracis-33580 1 142 models model NOUN bracis-33580 1 143 download download VERB bracis-33580 1 144 book book NOUN bracis-33580 1 145 pdf pdf PROPN bracis-33580 1 146 download download NOUN bracis-33580 1 147 book book PROPN bracis-33580 1 148 epub epub PROPN bracis-33580 1 149 adriano adriano PROPN bracis-33580 1 150 veloso veloso PROPN bracis-33580 1 151     SPACE bracis-33580 1 152 orcid orcid NOUN bracis-33580 1 153 : : PUNCT bracis-33580 1 154 orcid.org/0000-0002-9177-49549,10 orcid.org/0000-0002-9177-49549,10 NOUN bracis-33580 1 155 , , PUNCT bracis-33580 1 156 gianlucca gianlucca NOUN bracis-33580 1 157 zuin zuin NOUN bracis-33580 1 158     SPACE bracis-33580 1 159 orcid orcid PROPN bracis-33580 1 160 : : PUNCT bracis-33580 2 1 orcid.org/0000-0002-0429-32809,10 orcid.org/0000-0002-0429-32809,10 PROPN bracis-33580 2 2 & & CCONJ bracis-33580 2 3 luan luan PROPN bracis-33580 2 4 sena sena PROPN bracis-33580 2 5     SPACE bracis-33580 2 6 orcid orcid PROPN bracis-33580 2 7 : : PUNCT bracis-33580 2 8 orcid.org/0009-0000-2849-083911 orcid.org/0009-0000-2849-083911 ADJ bracis-33580 2 9     SPACE bracis-33580 2 10 part part NOUN bracis-33580 2 11 of of ADP bracis-33580 2 12 the the DET bracis-33580 2 13 book book NOUN bracis-33580 2 14 series series NOUN bracis-33580 2 15 : : PUNCT bracis-33580 2 16 lecture lecture NOUN bracis-33580 2 17 notes note NOUN bracis-33580 2 18 in in ADP bracis-33580 2 19 computer computer NOUN bracis-33580 2 20 science science NOUN bracis-33580 2 21 ( ( PUNCT bracis-33580 2 22 ( ( PUNCT bracis-33580 2 23 lnai lnai ADJ bracis-33580 2 24 , , PUNCT bracis-33580 2 25 volume volume NOUN bracis-33580 2 26 15412 15412 NUM bracis-33580 2 27 ) ) PUNCT bracis-33580 2 28 ) ) PUNCT bracis-33580 2 29 included include VERB bracis-33580 2 30 in in ADP bracis-33580 2 31 the the DET bracis-33580 2 32 following follow VERB bracis-33580 2 33 conference conference NOUN bracis-33580 2 34 series series NOUN bracis-33580 2 35 : : PUNCT bracis-33580 2 36 brazilian brazilian ADJ bracis-33580 2 37 conference conference NOUN bracis-33580 2 38 on on ADP bracis-33580 2 39 intelligent intelligent ADJ bracis-33580 2 40 systems system NOUN bracis-33580 2 41 494 494 NUM bracis-33580 2 42 accesses access NOUN bracis-33580 2 43 abstract abstract ADJ bracis-33580 2 44 atrial atrial ADJ bracis-33580 2 45 fibrillation fibrillation NOUN bracis-33580 2 46 ( ( PUNCT bracis-33580 2 47 af af NOUN bracis-33580 2 48 ) ) PUNCT bracis-33580 2 49 is be AUX bracis-33580 2 50 a a DET bracis-33580 2 51 common common ADJ bracis-33580 2 52 arrhythmia arrhythmia NOUN bracis-33580 2 53 that that PRON bracis-33580 2 54 originates originate NOUN bracis-33580 2 55 in in ADP bracis-33580 2 56 the the DET bracis-33580 2 57 heart heart NOUN bracis-33580 2 58 ’s ’s PART bracis-33580 2 59 upper upper ADJ bracis-33580 2 60 chambers chamber NOUN bracis-33580 2 61 and and CCONJ bracis-33580 2 62 can can AUX bracis-33580 2 63 lead lead VERB bracis-33580 2 64 to to ADP bracis-33580 2 65 serious serious ADJ bracis-33580 2 66 complications complication NOUN bracis-33580 2 67 like like ADP bracis-33580 2 68 strokes stroke NOUN bracis-33580 2 69 and and CCONJ bracis-33580 2 70 systemic systemic ADJ bracis-33580 2 71 embolism embolism NOUN bracis-33580 2 72 due due ADP bracis-33580 2 73 to to ADP bracis-33580 2 74 atrial atrial ADJ bracis-33580 2 75 thrombi thrombi NOUN bracis-33580 2 76 . . PUNCT bracis-33580 3 1 to to PART bracis-33580 3 2 mitigate mitigate VERB bracis-33580 3 3 these these DET bracis-33580 3 4 risks risk NOUN bracis-33580 3 5 , , PUNCT bracis-33580 3 6 anticoagulants anticoagulant NOUN bracis-33580 3 7 such such ADJ bracis-33580 3 8 as as ADP bracis-33580 3 9 warfarin warfarin NOUN bracis-33580 3 10 and and CCONJ bracis-33580 3 11 rivaroxaban rivaroxaban NOUN bracis-33580 3 12 are be AUX bracis-33580 3 13 frequently frequently ADV bracis-33580 3 14 prescribed prescribe VERB bracis-33580 3 15 . . PUNCT bracis-33580 4 1 this this DET bracis-33580 4 2 study study NOUN bracis-33580 4 3 examines examine VERB bracis-33580 4 4 how how SCONJ bracis-33580 4 5 known known ADJ bracis-33580 4 6 biomarkers biomarker NOUN bracis-33580 4 7 behave behave VERB bracis-33580 4 8 under under ADP bracis-33580 4 9 treatment treatment NOUN bracis-33580 4 10 with with ADP bracis-33580 4 11 either either CCONJ bracis-33580 4 12 warfarin warfarin NOUN bracis-33580 4 13 or or CCONJ bracis-33580 4 14 rivaroxaban rivaroxaban NOUN bracis-33580 4 15 . . PUNCT bracis-33580 5 1 we we PRON bracis-33580 5 2 developed develop VERB bracis-33580 5 3 high high ADJ bracis-33580 5 4 - - PUNCT bracis-33580 5 5 performance performance NOUN bracis-33580 5 6 models model NOUN bracis-33580 5 7 ( ( PUNCT bracis-33580 5 8 auroc auroc NOUN bracis-33580 5 9 > > X bracis-33580 5 10 0.94 0.94 NUM bracis-33580 5 11 ) ) PUNCT bracis-33580 5 12 to to PART bracis-33580 5 13 distinguish distinguish VERB bracis-33580 5 14 patient patient ADJ bracis-33580 5 15 subpopulations subpopulation NOUN bracis-33580 5 16 based base VERB bracis-33580 5 17 on on ADP bracis-33580 5 18 their their PRON bracis-33580 5 19 treatment treatment NOUN bracis-33580 5 20 . . PUNCT bracis-33580 6 1 additionally additionally ADV bracis-33580 6 2 , , PUNCT bracis-33580 6 3 we we PRON bracis-33580 6 4 built build VERB bracis-33580 6 5 models model NOUN bracis-33580 6 6 ( ( PUNCT bracis-33580 6 7 auroc auroc NOUN bracis-33580 6 8 > > X bracis-33580 6 9 0.97 0.97 NUM bracis-33580 6 10 ) ) PUNCT bracis-33580 6 11 to to PART bracis-33580 6 12 differentiate differentiate VERB bracis-33580 6 13 individuals individual NOUN bracis-33580 6 14 with with ADP bracis-33580 6 15 af af PROPN bracis-33580 6 16 from from ADP bracis-33580 6 17 a a DET bracis-33580 6 18 control control NOUN bracis-33580 6 19 group group NOUN bracis-33580 6 20 without without ADP bracis-33580 6 21 the the DET bracis-33580 6 22 condition condition NOUN bracis-33580 6 23 . . PUNCT bracis-33580 7 1 using use VERB bracis-33580 7 2 synthetic synthetic ADJ bracis-33580 7 3 data data NOUN bracis-33580 7 4 generation generation NOUN bracis-33580 7 5 for for ADP bracis-33580 7 6 training training NOUN bracis-33580 7 7 augmentation augmentation NOUN bracis-33580 7 8 and and CCONJ bracis-33580 7 9 explainable explainable ADJ bracis-33580 7 10 machine machine NOUN bracis-33580 7 11 learning learn VERB bracis-33580 7 12 techniques technique NOUN bracis-33580 7 13 , , PUNCT bracis-33580 7 14 we we PRON bracis-33580 7 15 analyzed analyze VERB bracis-33580 7 16 biomarker biomarker NOUN bracis-33580 7 17 behavior behavior NOUN bracis-33580 7 18 , , PUNCT bracis-33580 7 19 uncovering uncover VERB bracis-33580 7 20 distinct distinct ADJ bracis-33580 7 21 patterns pattern NOUN bracis-33580 7 22 based base VERB bracis-33580 7 23 on on ADP bracis-33580 7 24 whether whether SCONJ bracis-33580 7 25 patients patient NOUN bracis-33580 7 26 received receive VERB bracis-33580 7 27 warfarin warfarin NOUN bracis-33580 7 28 or or CCONJ bracis-33580 7 29 rivaroxaban rivaroxaban NOUN bracis-33580 7 30 . . PUNCT bracis-33580 8 1 our our PRON bracis-33580 8 2 approach approach NOUN bracis-33580 8 3 provides provide VERB bracis-33580 8 4 valuable valuable ADJ bracis-33580 8 5 insights insight NOUN bracis-33580 8 6 into into ADP bracis-33580 8 7 the the DET bracis-33580 8 8 critical critical ADJ bracis-33580 8 9 factors factor NOUN bracis-33580 8 10 influencing influence VERB bracis-33580 8 11 biomarker biomarker NOUN bracis-33580 8 12 variations variation NOUN bracis-33580 8 13 across across ADP bracis-33580 8 14 different different ADJ bracis-33580 8 15 treatments treatment NOUN bracis-33580 8 16 , , PUNCT bracis-33580 8 17 enhancing enhance VERB bracis-33580 8 18 our our PRON bracis-33580 8 19 understanding understanding NOUN bracis-33580 8 20 of of ADP bracis-33580 8 21 their their PRON bracis-33580 8 22 roles role NOUN bracis-33580 8 23 in in ADP bracis-33580 8 24 af af PROPN bracis-33580 8 25 management management NOUN bracis-33580 8 26 . . PUNCT bracis-33580 9 1 access access NOUN bracis-33580 9 2 provided provide VERB bracis-33580 9 3 by by ADP bracis-33580 9 4 university university PROPN bracis-33580 9 5 of of ADP bracis-33580 9 6 notre notre PROPN bracis-33580 9 7 dame dame PROPN bracis-33580 9 8 hesburgh hesburgh PROPN bracis-33580 9 9 library library PROPN bracis-33580 9 10 . . PUNCT bracis-33580 10 1 download download PROPN bracis-33580 10 2 conference conference NOUN bracis-33580 10 3 paper paper NOUN bracis-33580 10 4 pdf pdf NOUN bracis-33580 10 5 similar similar ADJ bracis-33580 10 6 content content NOUN bracis-33580 10 7 being be AUX bracis-33580 10 8 viewed view VERB bracis-33580 10 9 by by ADP bracis-33580 10 10 others other NOUN bracis-33580 10 11 rivaroxaban rivaroxaban NOUN bracis-33580 10 12 as as ADP bracis-33580 10 13 an an DET bracis-33580 10 14 effective effective ADJ bracis-33580 10 15 alternative alternative NOUN bracis-33580 10 16 to to ADP bracis-33580 10 17 warfarin warfarin NOUN bracis-33580 10 18 in in ADP bracis-33580 10 19 a a DET bracis-33580 10 20 patient patient NOUN bracis-33580 10 21 with with ADP bracis-33580 10 22 atrial atrial ADJ bracis-33580 10 23 fibrillation fibrillation NOUN bracis-33580 10 24 , , PUNCT bracis-33580 10 25 thrombophilia thrombophilia NOUN bracis-33580 10 26 , , PUNCT bracis-33580 10 27 and and CCONJ bracis-33580 10 28 left leave VERB bracis-33580 10 29 atrial atrial ADJ bracis-33580 10 30 appendage appendage NOUN bracis-33580 10 31 thrombus thrombus NOUN bracis-33580 10 32 : : PUNCT bracis-33580 10 33 a a DET bracis-33580 10 34 case case NOUN bracis-33580 10 35 report report NOUN bracis-33580 10 36 article article NOUN bracis-33580 10 37 open open ADJ bracis-33580 10 38 access access NOUN bracis-33580 10 39 09 09 NUM bracis-33580 10 40 april april PROPN bracis-33580 10 41 2017 2017 NUM bracis-33580 10 42 the the DET bracis-33580 10 43 safety safety NOUN bracis-33580 10 44 and and CCONJ bracis-33580 10 45 efficacy efficacy NOUN bracis-33580 10 46 of of ADP bracis-33580 10 47 rivaroxaban rivaroxaban NOUN bracis-33580 10 48 compared compare VERB bracis-33580 10 49 with with ADP bracis-33580 10 50 warfarin warfarin NOUN bracis-33580 10 51 in in ADP bracis-33580 10 52 patients patient NOUN bracis-33580 10 53 with with ADP bracis-33580 10 54 atrial atrial ADJ bracis-33580 10 55 fibrillation fibrillation NOUN bracis-33580 10 56 and and CCONJ bracis-33580 10 57 diabetes diabetes NOUN bracis-33580 10 58 : : PUNCT bracis-33580 10 59 a a DET bracis-33580 10 60 systematic systematic ADJ bracis-33580 10 61 review review NOUN bracis-33580 10 62 and and CCONJ bracis-33580 10 63 meta meta ADJ bracis-33580 10 64 - - PUNCT bracis-33580 10 65 analysis analysis NOUN bracis-33580 10 66 article article NOUN bracis-33580 10 67 08 08 NUM bracis-33580 10 68 june june PROPN bracis-33580 10 69 2020 2020 NUM bracis-33580 10 70 comparative comparative ADJ bracis-33580 10 71 effectiveness effectiveness NOUN bracis-33580 10 72 of of ADP bracis-33580 10 73 rivaroxaban rivaroxaban NOUN bracis-33580 10 74 versus versus ADP bracis-33580 10 75 warfarin warfarin NOUN bracis-33580 10 76 or or CCONJ bracis-33580 10 77 dabigatran dabigatran VERB bracis-33580 10 78 for for ADP bracis-33580 10 79 the the DET bracis-33580 10 80 treatment treatment NOUN bracis-33580 10 81 of of ADP bracis-33580 10 82 patients patient NOUN bracis-33580 10 83 with with ADP bracis-33580 10 84 non non ADJ bracis-33580 10 85 - - ADJ bracis-33580 10 86 valvular valvular ADJ bracis-33580 10 87 atrial atrial ADJ bracis-33580 10 88 fibrillation fibrillation NOUN bracis-33580 10 89 article article NOUN bracis-33580 10 90 open open ADJ bracis-33580 10 91 access access NOUN bracis-33580 10 92 06 06 NUM bracis-33580 10 93 september september PROPN bracis-33580 10 94 2017 2017 NUM bracis-33580 10 95 1 1 NUM bracis-33580 10 96 introduction introduction NOUN bracis-33580 10 97 atrial atrial ADJ bracis-33580 10 98 fibrillation fibrillation NOUN bracis-33580 10 99 ( ( PUNCT bracis-33580 10 100 af af NOUN bracis-33580 10 101 ) ) PUNCT bracis-33580 10 102 is be AUX bracis-33580 10 103 the the DET bracis-33580 10 104 most most ADV bracis-33580 10 105 prevalent prevalent ADJ bracis-33580 10 106 cardiac cardiac ADJ bracis-33580 10 107 arrhythmia arrhythmia NOUN bracis-33580 10 108 , , PUNCT bracis-33580 10 109 impacting impact VERB bracis-33580 10 110 millions million NOUN bracis-33580 10 111 of of ADP bracis-33580 10 112 people people NOUN bracis-33580 10 113 worldwide worldwide ADV bracis-33580 10 114     SPACE bracis-33580 11 1 [ [ X bracis-33580 11 2 31 31 NUM bracis-33580 11 3 ] ] PUNCT bracis-33580 11 4 . . PUNCT bracis-33580 12 1 its its PRON bracis-33580 12 2 prevalence prevalence NOUN bracis-33580 12 3 escalates escalate VERB bracis-33580 12 4 with with ADP bracis-33580 12 5 age age NOUN bracis-33580 12 6 , , PUNCT bracis-33580 12 7 affecting affect VERB bracis-33580 12 8 approximately approximately ADV bracis-33580 12 9 10 10 NUM bracis-33580 12 10 % % NOUN bracis-33580 12 11 of of ADP bracis-33580 12 12 individuals individual NOUN bracis-33580 12 13 by by ADP bracis-33580 12 14 the the DET bracis-33580 12 15 age age NOUN bracis-33580 12 16 of of ADP bracis-33580 13 1 80 80 NUM bracis-33580 13 2     SPACE bracis-33580 13 3 [ [ X bracis-33580 13 4 12 12 NUM bracis-33580 13 5 ] ] PUNCT bracis-33580 13 6 . . PUNCT bracis-33580 14 1 additionally additionally ADV bracis-33580 14 2 , , PUNCT bracis-33580 14 3 underlying underlying ADJ bracis-33580 14 4 cardiac cardiac ADJ bracis-33580 14 5 conditions condition NOUN bracis-33580 14 6 , , PUNCT bracis-33580 14 7 such such ADJ bracis-33580 14 8 as as ADP bracis-33580 14 9 coronary coronary ADJ bracis-33580 14 10 artery artery NOUN bracis-33580 14 11 disease disease NOUN bracis-33580 14 12 , , PUNCT bracis-33580 14 13 significantly significantly ADV bracis-33580 14 14 heighten heighten VERB bracis-33580 14 15 the the DET bracis-33580 14 16 risk risk NOUN bracis-33580 14 17 of of ADP bracis-33580 14 18 developing develop VERB bracis-33580 14 19 af af NOUN bracis-33580 14 20     SPACE bracis-33580 15 1 [ [ X bracis-33580 15 2 12 12 NUM bracis-33580 15 3 ] ] PUNCT bracis-33580 15 4 . . PUNCT bracis-33580 16 1 af af PROPN bracis-33580 16 2 is be AUX bracis-33580 16 3 characterized characterize VERB bracis-33580 16 4 by by ADP bracis-33580 16 5 erratic erratic ADJ bracis-33580 16 6 electrical electrical ADJ bracis-33580 16 7 impulses impulse NOUN bracis-33580 16 8 in in ADP bracis-33580 16 9 the the DET bracis-33580 16 10 atria atria NOUN bracis-33580 16 11 , , PUNCT bracis-33580 16 12 leading lead VERB bracis-33580 16 13 to to ADP bracis-33580 16 14 an an DET bracis-33580 16 15 irregular irregular ADJ bracis-33580 16 16 and and CCONJ bracis-33580 16 17 rapid rapid ADJ bracis-33580 16 18 heart heart NOUN bracis-33580 16 19 rhythm rhythm NOUN bracis-33580 16 20 that that PRON bracis-33580 16 21 disrupts disrupt VERB bracis-33580 16 22 blood blood NOUN bracis-33580 16 23 flow flow NOUN bracis-33580 16 24 , , PUNCT bracis-33580 16 25 causing cause VERB bracis-33580 16 26 stasis stasis NOUN bracis-33580 16 27 and and CCONJ bracis-33580 16 28 increasing increase VERB bracis-33580 16 29 the the DET bracis-33580 16 30 risk risk NOUN bracis-33580 16 31 of of ADP bracis-33580 16 32 thromboembolic thromboembolic ADJ bracis-33580 16 33 events event NOUN bracis-33580 16 34 such such ADJ bracis-33580 16 35 as as ADP bracis-33580 16 36 ischemic ischemic ADJ bracis-33580 16 37 stroke stroke NOUN bracis-33580 16 38 and and CCONJ bracis-33580 16 39 systemic systemic ADJ bracis-33580 16 40 embolism embolism NOUN bracis-33580 16 41     SPACE bracis-33580 17 1 [ [ X bracis-33580 17 2 16 16 NUM bracis-33580 17 3 ] ] PUNCT bracis-33580 17 4 . . PUNCT bracis-33580 18 1 this this DET bracis-33580 18 2 condition condition NOUN bracis-33580 18 3 is be AUX bracis-33580 18 4 associated associate VERB bracis-33580 18 5 with with ADP bracis-33580 18 6 a a DET bracis-33580 18 7 fourfold fourfold ADJ bracis-33580 18 8 increase increase NOUN bracis-33580 18 9 in in ADP bracis-33580 18 10 mortality mortality NOUN bracis-33580 18 11 risk risk NOUN bracis-33580 18 12 , , PUNCT bracis-33580 18 13 as as SCONJ bracis-33580 18 14 evidenced evidence VERB bracis-33580 18 15 by by ADP bracis-33580 18 16 a a DET bracis-33580 18 17 population population NOUN bracis-33580 18 18 - - PUNCT bracis-33580 18 19 based base VERB bracis-33580 18 20 study study NOUN bracis-33580 18 21 in in ADP bracis-33580 18 22 korea korea PROPN bracis-33580 18 23     SPACE bracis-33580 19 1 [ [ X bracis-33580 19 2 19 19 NUM bracis-33580 19 3 ] ] PUNCT bracis-33580 19 4 . . PUNCT bracis-33580 20 1 the the DET bracis-33580 20 2 primary primary ADJ bracis-33580 20 3 goal goal NOUN bracis-33580 20 4 in in ADP bracis-33580 20 5 managing manage VERB bracis-33580 20 6 af af PROPN bracis-33580 20 7 is be AUX bracis-33580 20 8 to to PART bracis-33580 20 9 reduce reduce VERB bracis-33580 20 10 the the DET bracis-33580 20 11 risk risk NOUN bracis-33580 20 12 of of ADP bracis-33580 20 13 thromboembolism thromboembolism NOUN bracis-33580 20 14 and and CCONJ bracis-33580 20 15 stroke stroke NOUN bracis-33580 20 16 , , PUNCT bracis-33580 20 17 primarily primarily ADV bracis-33580 20 18 through through ADP bracis-33580 20 19 anticoagulation anticoagulation NOUN bracis-33580 20 20 therapy therapy NOUN bracis-33580 20 21     SPACE bracis-33580 21 1 [ [ X bracis-33580 21 2 3 3 NUM bracis-33580 21 3 , , PUNCT bracis-33580 21 4 17 17 NUM bracis-33580 21 5 , , PUNCT bracis-33580 21 6 20 20 NUM bracis-33580 21 7 ] ] PUNCT bracis-33580 21 8 . . PUNCT bracis-33580 22 1 warfarin warfarin NOUN bracis-33580 22 2 , , PUNCT bracis-33580 22 3 a a DET bracis-33580 22 4 traditional traditional ADJ bracis-33580 22 5 anticoagulant anticoagulant NOUN bracis-33580 22 6 , , PUNCT bracis-33580 22 7 has have AUX bracis-33580 22 8 been be AUX bracis-33580 22 9 extensively extensively ADV bracis-33580 22 10 used use VERB bracis-33580 22 11 for for ADP bracis-33580 22 12 this this DET bracis-33580 22 13 purpose purpose NOUN bracis-33580 22 14 but but CCONJ bracis-33580 22 15 poses pose VERB bracis-33580 22 16 challenges challenge NOUN bracis-33580 22 17 due due ADP bracis-33580 22 18 to to ADP bracis-33580 22 19 its its PRON bracis-33580 22 20 food food NOUN bracis-33580 22 21 and and CCONJ bracis-33580 22 22 drug drug NOUN bracis-33580 22 23 interactions interaction NOUN bracis-33580 22 24 and and CCONJ bracis-33580 22 25 the the DET bracis-33580 22 26 need need NOUN bracis-33580 22 27 for for ADP bracis-33580 22 28 frequent frequent ADJ bracis-33580 22 29 monitoring monitoring NOUN bracis-33580 22 30     SPACE bracis-33580 23 1 [ [ X bracis-33580 23 2 26 26 NUM bracis-33580 23 3 ] ] PUNCT bracis-33580 23 4 . . PUNCT bracis-33580 24 1 maintaining maintain VERB bracis-33580 24 2 therapeutic therapeutic ADJ bracis-33580 24 3 levels level NOUN bracis-33580 24 4 of of ADP bracis-33580 24 5 warfarin warfarin NOUN bracis-33580 24 6 requires require VERB bracis-33580 24 7 regular regular ADJ bracis-33580 24 8 international international ADJ bracis-33580 24 9 normalized normalize VERB bracis-33580 24 10 ratio ratio NOUN bracis-33580 24 11 ( ( PUNCT bracis-33580 24 12 inr inr PROPN bracis-33580 24 13 ) ) PUNCT bracis-33580 24 14 checks check NOUN bracis-33580 24 15 and and CCONJ bracis-33580 24 16 frequent frequent ADJ bracis-33580 24 17 dose dose NOUN bracis-33580 24 18 adjustments adjustment NOUN bracis-33580 24 19 to to PART bracis-33580 24 20 mitigate mitigate VERB bracis-33580 24 21 bleeding bleeding NOUN bracis-33580 24 22 risks risk NOUN bracis-33580 24 23 . . PUNCT bracis-33580 25 1 recently recently ADV bracis-33580 25 2 , , PUNCT bracis-33580 25 3 direct direct ADJ bracis-33580 25 4 oral oral ADJ bracis-33580 25 5 anticoagulants anticoagulant NOUN bracis-33580 25 6 ( ( PUNCT bracis-33580 25 7 doacs doac NOUN bracis-33580 25 8 ) ) PUNCT bracis-33580 25 9 , , PUNCT bracis-33580 25 10 such such ADJ bracis-33580 25 11 as as ADP bracis-33580 25 12 rivaroxaban rivaroxaban NOUN bracis-33580 25 13 , , PUNCT bracis-33580 25 14 have have AUX bracis-33580 25 15 emerged emerge VERB bracis-33580 25 16 as as ADP bracis-33580 25 17 more more ADV bracis-33580 25 18 favorable favorable ADJ bracis-33580 25 19 alternatives alternative NOUN bracis-33580 25 20 due due ADP bracis-33580 25 21 to to ADP bracis-33580 25 22 their their PRON bracis-33580 25 23 improved improved ADJ bracis-33580 25 24 pharmacological pharmacological ADJ bracis-33580 25 25 profiles profile NOUN bracis-33580 25 26     SPACE bracis-33580 26 1 [ [ X bracis-33580 26 2 1 1 NUM bracis-33580 26 3 , , PUNCT bracis-33580 26 4 26 26 NUM bracis-33580 26 5 ] ] PUNCT bracis-33580 26 6 . . PUNCT bracis-33580 27 1 machine machine NOUN bracis-33580 27 2 learning learning NOUN bracis-33580 27 3 has have AUX bracis-33580 27 4 become become VERB bracis-33580 27 5 a a DET bracis-33580 27 6 valuable valuable ADJ bracis-33580 27 7 tool tool NOUN bracis-33580 27 8 in in ADP bracis-33580 27 9 healthcare healthcare PROPN bracis-33580 27 10     SPACE bracis-33580 28 1 [ [ X bracis-33580 28 2 9 9 NUM bracis-33580 28 3 ] ] PUNCT bracis-33580 28 4 , , PUNCT bracis-33580 28 5 aiding aid VERB bracis-33580 28 6 in in ADP bracis-33580 28 7 the the DET bracis-33580 28 8 development development NOUN bracis-33580 28 9 of of ADP bracis-33580 28 10 robust robust ADJ bracis-33580 28 11 risk risk NOUN bracis-33580 28 12 prediction prediction NOUN bracis-33580 28 13 algorithms algorithm NOUN bracis-33580 28 14 and and CCONJ bracis-33580 28 15 enhancing enhance VERB bracis-33580 28 16 our our PRON bracis-33580 28 17 understanding understanding NOUN bracis-33580 28 18 of of ADP bracis-33580 28 19 disease disease NOUN bracis-33580 28 20 - - PUNCT bracis-33580 28 21 related relate VERB bracis-33580 28 22 features feature NOUN bracis-33580 28 23 to to PART bracis-33580 28 24 improve improve VERB bracis-33580 28 25 patient patient ADJ bracis-33580 28 26 outcomes outcome NOUN bracis-33580 28 27     SPACE bracis-33580 28 28 [ [ X bracis-33580 28 29 33 33 NUM bracis-33580 28 30 ] ] PUNCT bracis-33580 28 31 . . PUNCT bracis-33580 29 1 these these DET bracis-33580 29 2 techniques technique NOUN bracis-33580 29 3 are be AUX bracis-33580 29 4 particularly particularly ADV bracis-33580 29 5 effective effective ADJ bracis-33580 29 6 in in ADP bracis-33580 29 7 uncovering uncover VERB bracis-33580 29 8 patterns pattern NOUN bracis-33580 29 9 and and CCONJ bracis-33580 29 10 associations association NOUN bracis-33580 29 11 in in ADP bracis-33580 29 12 large large ADJ bracis-33580 29 13 datasets dataset NOUN bracis-33580 29 14 that that PRON bracis-33580 29 15 may may AUX bracis-33580 29 16 be be AUX bracis-33580 29 17 challenging challenge VERB bracis-33580 29 18 to to PART bracis-33580 29 19 discern discern VERB bracis-33580 29 20 manually manually ADV bracis-33580 29 21     SPACE bracis-33580 30 1 [ [ X bracis-33580 30 2 28 28 NUM bracis-33580 30 3 ] ] PUNCT bracis-33580 30 4 . . PUNCT bracis-33580 31 1 however however ADV bracis-33580 31 2 , , PUNCT bracis-33580 31 3 the the DET bracis-33580 31 4 application application NOUN bracis-33580 31 5 of of ADP bracis-33580 31 6 machine machine NOUN bracis-33580 31 7 learning learning NOUN bracis-33580 31 8 in in ADP bracis-33580 31 9 healthcare healthcare NOUN bracis-33580 31 10 demands demand VERB bracis-33580 31 11 a a DET bracis-33580 31 12 focus focus NOUN bracis-33580 31 13 on on ADP bracis-33580 31 14 explainability explainability NOUN bracis-33580 31 15 due due ADP bracis-33580 31 16 to to ADP bracis-33580 31 17 the the DET bracis-33580 31 18 high high ADJ bracis-33580 31 19 - - PUNCT bracis-33580 31 20 stakes stake NOUN bracis-33580 31 21 nature nature NOUN bracis-33580 31 22 of of ADP bracis-33580 31 23 medical medical ADJ bracis-33580 31 24 decision decision NOUN bracis-33580 31 25 - - PUNCT bracis-33580 31 26 making making NOUN bracis-33580 31 27 . . PUNCT bracis-33580 32 1 explainability explainability NOUN bracis-33580 32 2 involves involve VERB bracis-33580 32 3 articulating articulate VERB bracis-33580 32 4 the the DET bracis-33580 32 5 internal internal ADJ bracis-33580 32 6 mechanisms mechanism NOUN bracis-33580 32 7 and and CCONJ bracis-33580 32 8 outputs output NOUN bracis-33580 32 9 of of ADP bracis-33580 32 10 an an DET bracis-33580 32 11 algorithm algorithm NOUN bracis-33580 32 12 in in ADP bracis-33580 32 13 a a DET bracis-33580 32 14 way way NOUN bracis-33580 32 15 that that PRON bracis-33580 32 16 is be AUX bracis-33580 32 17 comprehensible comprehensible ADJ bracis-33580 32 18 to to ADP bracis-33580 32 19 humans human NOUN bracis-33580 32 20 . . PUNCT bracis-33580 33 1 for for SCONJ bracis-33580 33 2 healthcare healthcare NOUN bracis-33580 33 3 professionals professional NOUN bracis-33580 33 4 to to PART bracis-33580 33 5 trust trust VERB bracis-33580 33 6 and and CCONJ bracis-33580 33 7 effectively effectively ADV bracis-33580 33 8 utilize utilize VERB bracis-33580 33 9 these these DET bracis-33580 33 10 tools tool NOUN bracis-33580 33 11 in in ADP bracis-33580 33 12 clinical clinical ADJ bracis-33580 33 13 settings setting NOUN bracis-33580 33 14 , , PUNCT bracis-33580 33 15 they they PRON bracis-33580 33 16 must must AUX bracis-33580 33 17 understand understand VERB bracis-33580 33 18 the the DET bracis-33580 33 19 rationale rationale NOUN bracis-33580 33 20 behind behind ADP bracis-33580 33 21 a a DET bracis-33580 33 22 model model NOUN bracis-33580 33 23 ’s ’s PART bracis-33580 33 24 predictions prediction NOUN bracis-33580 33 25 . . PUNCT bracis-33580 34 1 for for ADP bracis-33580 34 2 example example NOUN bracis-33580 34 3 , , PUNCT bracis-33580 34 4 when when SCONJ bracis-33580 34 5 a a DET bracis-33580 34 6 machine machine NOUN bracis-33580 34 7 learning learn VERB bracis-33580 34 8 model model NOUN bracis-33580 34 9 forecasts forecast NOUN bracis-33580 34 10 a a DET bracis-33580 34 11 high high ADJ bracis-33580 34 12 risk risk NOUN bracis-33580 34 13 of of ADP bracis-33580 34 14 stroke stroke NOUN bracis-33580 34 15 in in ADP bracis-33580 34 16 an an DET bracis-33580 34 17 af af NOUN bracis-33580 34 18 patient patient NOUN bracis-33580 34 19 , , PUNCT bracis-33580 34 20 clinicians clinician NOUN bracis-33580 34 21 need need VERB bracis-33580 34 22 to to PART bracis-33580 34 23 grasp grasp VERB bracis-33580 34 24 the the DET bracis-33580 34 25 factors factor NOUN bracis-33580 34 26 influencing influence VERB bracis-33580 34 27 this this DET bracis-33580 34 28 prediction prediction NOUN bracis-33580 34 29 to to PART bracis-33580 34 30 make make VERB bracis-33580 34 31 well well ADV bracis-33580 34 32 - - PUNCT bracis-33580 34 33 informed inform VERB bracis-33580 34 34 treatment treatment NOUN bracis-33580 34 35 decisions decision NOUN bracis-33580 34 36     SPACE bracis-33580 35 1 [ [ X bracis-33580 35 2 14 14 NUM bracis-33580 35 3 , , PUNCT bracis-33580 35 4 21 21 NUM bracis-33580 35 5 ] ] PUNCT bracis-33580 35 6 . . PUNCT bracis-33580 36 1 trust trust NOUN bracis-33580 36 2 in in ADP bracis-33580 36 3 these these DET bracis-33580 36 4 models model NOUN bracis-33580 36 5 is be AUX bracis-33580 36 6 built build VERB bracis-33580 36 7 through through ADP bracis-33580 36 8 transparency transparency NOUN bracis-33580 36 9 and and CCONJ bracis-33580 36 10 interpretability interpretability NOUN bracis-33580 36 11 , , PUNCT bracis-33580 36 12 aligning align VERB bracis-33580 36 13 model model NOUN bracis-33580 36 14 predictions prediction NOUN bracis-33580 36 15 with with ADP bracis-33580 36 16 clinical clinical ADJ bracis-33580 36 17 knowledge knowledge NOUN bracis-33580 36 18 and and CCONJ bracis-33580 36 19 patient patient ADJ bracis-33580 36 20 data datum NOUN bracis-33580 36 21     SPACE bracis-33580 37 1 [ [ X bracis-33580 37 2 6 6 NUM bracis-33580 37 3 ] ] PUNCT bracis-33580 37 4 . . PUNCT bracis-33580 38 1 similarly similarly ADV bracis-33580 38 2 , , PUNCT bracis-33580 38 3 clear clear ADJ bracis-33580 38 4 and and CCONJ bracis-33580 38 5 transparent transparent ADJ bracis-33580 38 6 communication communication NOUN bracis-33580 38 7 of of ADP bracis-33580 38 8 these these DET bracis-33580 38 9 predictions prediction NOUN bracis-33580 38 10 fosters foster VERB bracis-33580 38 11 patient patient ADJ bracis-33580 38 12 adherence adherence NOUN bracis-33580 38 13 to to ADP bracis-33580 38 14 treatment treatment NOUN bracis-33580 38 15 plans plan NOUN bracis-33580 38 16     SPACE bracis-33580 39 1 [ [ X bracis-33580 39 2 10 10 NUM bracis-33580 39 3 ] ] PUNCT bracis-33580 39 4 . . PUNCT bracis-33580 40 1 in in ADP bracis-33580 40 2 this this DET bracis-33580 40 3 study study NOUN bracis-33580 40 4 , , PUNCT bracis-33580 40 5 we we PRON bracis-33580 40 6 built build VERB bracis-33580 40 7 a a DET bracis-33580 40 8 dataset dataset ADJ bracis-33580 40 9 comprising comprising NOUN bracis-33580 40 10 biomarkers biomarker NOUN bracis-33580 40 11 from from ADP bracis-33580 40 12 195 195 NUM bracis-33580 40 13 individuals individual NOUN bracis-33580 40 14 , , PUNCT bracis-33580 40 15 including include VERB bracis-33580 40 16 109 109 NUM bracis-33580 40 17 in in ADP bracis-33580 40 18 the the DET bracis-33580 40 19 control control NOUN bracis-33580 40 20 group group NOUN bracis-33580 40 21 ( ( PUNCT bracis-33580 40 22 without without ADP bracis-33580 40 23 af af PROPN bracis-33580 40 24 ) ) PUNCT bracis-33580 40 25 and and CCONJ bracis-33580 40 26 86 86 NUM bracis-33580 40 27 patients patient NOUN bracis-33580 40 28 with with ADP bracis-33580 40 29 af af PROPN bracis-33580 40 30 . . PUNCT bracis-33580 41 1 among among ADP bracis-33580 41 2 the the DET bracis-33580 41 3 af af PROPN bracis-33580 41 4 patients patient NOUN bracis-33580 41 5 , , PUNCT bracis-33580 41 6 47 47 NUM bracis-33580 41 7 were be AUX bracis-33580 41 8 using use VERB bracis-33580 41 9 warfarin warfarin NOUN bracis-33580 41 10 and and CCONJ bracis-33580 41 11 39 39 NUM bracis-33580 41 12 were be AUX bracis-33580 41 13 using use VERB bracis-33580 41 14 rivaroxaban rivaroxaban NOUN bracis-33580 41 15 . . PUNCT bracis-33580 42 1 the the DET bracis-33580 42 2 biomarkers biomarker NOUN bracis-33580 42 3 used use VERB bracis-33580 42 4 comprise comprise NOUN bracis-33580 42 5 patient patient NOUN bracis-33580 42 6 data datum NOUN bracis-33580 42 7 from from ADP bracis-33580 42 8 characterization characterization NOUN bracis-33580 42 9 , , PUNCT bracis-33580 42 10 blood blood NOUN bracis-33580 42 11 count count NOUN bracis-33580 42 12 , , PUNCT bracis-33580 42 13 lipid lipid NOUN bracis-33580 42 14 profile profile NOUN bracis-33580 42 15 , , PUNCT bracis-33580 42 16 coagulation coagulation NOUN bracis-33580 42 17 , , PUNCT bracis-33580 42 18 inflammatory inflammatory ADJ bracis-33580 42 19 and and CCONJ bracis-33580 42 20 cardiac cardiac ADJ bracis-33580 42 21 diseases disease NOUN bracis-33580 42 22 of of ADP bracis-33580 42 23 the the DET bracis-33580 42 24 individuals individual NOUN bracis-33580 42 25 . . PUNCT bracis-33580 43 1 we we PRON bracis-33580 43 2 built build VERB bracis-33580 43 3 high high ADJ bracis-33580 43 4 - - PUNCT bracis-33580 43 5 performance performance NOUN bracis-33580 43 6 machine machine NOUN bracis-33580 43 7 learning learning NOUN bracis-33580 43 8 models model NOUN bracis-33580 43 9 using use VERB bracis-33580 43 10 this this DET bracis-33580 43 11 data datum NOUN bracis-33580 43 12 ( ( PUNCT bracis-33580 43 13 i i NOUN bracis-33580 43 14 ) ) PUNCT bracis-33580 43 15 to to PART bracis-33580 43 16 identify identify VERB bracis-33580 43 17 biomarkers biomarker NOUN bracis-33580 43 18 that that PRON bracis-33580 43 19 differentiate differentiate VERB bracis-33580 43 20 individuals individual NOUN bracis-33580 43 21 with with ADP bracis-33580 43 22 af af NOUN bracis-33580 43 23 from from ADP bracis-33580 43 24 those those PRON bracis-33580 43 25 without without ADP bracis-33580 43 26 , , PUNCT bracis-33580 43 27 and and CCONJ bracis-33580 43 28 ( ( PUNCT bracis-33580 43 29 ii ii NOUN bracis-33580 43 30 ) ) PUNCT bracis-33580 43 31 to to PART bracis-33580 43 32 compare compare VERB bracis-33580 43 33 biomarker biomarker NOUN bracis-33580 43 34 responses response NOUN bracis-33580 43 35 between between ADP bracis-33580 43 36 patients patient NOUN bracis-33580 43 37 on on ADP bracis-33580 43 38 different different ADJ bracis-33580 43 39 anticoagulant anticoagulant ADJ bracis-33580 43 40 therapies therapy NOUN bracis-33580 43 41 ( ( PUNCT bracis-33580 43 42 warfarin warfarin NOUN bracis-33580 43 43 \(\times \(\time NOUN bracis-33580 43 44 \ \ NOUN bracis-33580 43 45 ) ) PUNCT bracis-33580 43 46 rivaroxaban rivaroxaban NOUN bracis-33580 43 47 ) ) PUNCT bracis-33580 43 48 . . PUNCT bracis-33580 44 1 additionally additionally ADV bracis-33580 44 2 , , PUNCT bracis-33580 44 3 we we PRON bracis-33580 44 4 conducted conduct VERB bracis-33580 44 5 ablation ablation NOUN bracis-33580 44 6 studies study NOUN bracis-33580 44 7 to to PART bracis-33580 44 8 better well ADV bracis-33580 44 9 understand understand VERB bracis-33580 44 10 the the DET bracis-33580 44 11 significance significance NOUN bracis-33580 44 12 of of ADP bracis-33580 44 13 two two NUM bracis-33580 44 14 major major ADJ bracis-33580 44 15 biomarker biomarker NOUN bracis-33580 44 16 groups group NOUN bracis-33580 44 17 ( ( PUNCT bracis-33580 44 18 coagulation coagulation NOUN bracis-33580 44 19 and and CCONJ bracis-33580 44 20 inflammatory inflammatory ADJ bracis-33580 44 21 ) ) PUNCT bracis-33580 44 22 given give VERB bracis-33580 44 23 their their PRON bracis-33580 44 24 known know VERB bracis-33580 44 25 strong strong ADJ bracis-33580 44 26 correlation correlation NOUN bracis-33580 44 27 with with ADP bracis-33580 44 28 af af PROPN bracis-33580 45 1 [ [ X bracis-33580 45 2 11 11 NUM bracis-33580 45 3 , , PUNCT bracis-33580 45 4 23 23 NUM bracis-33580 45 5 ] ] PUNCT bracis-33580 45 6 . . PUNCT bracis-33580 46 1 in in ADP bracis-33580 46 2 summary summary NOUN bracis-33580 46 3 , , PUNCT bracis-33580 46 4 we we PRON bracis-33580 46 5 utilize utilize VERB bracis-33580 46 6 synthetic synthetic ADJ bracis-33580 46 7 data datum NOUN bracis-33580 46 8 generation generation NOUN bracis-33580 46 9     SPACE bracis-33580 47 1 [ [ X bracis-33580 47 2 32 32 NUM bracis-33580 47 3 ] ] PUNCT bracis-33580 47 4 , , PUNCT bracis-33580 47 5 machine machine NOUN bracis-33580 47 6 learning learn VERB bracis-33580 47 7 algorithms algorithm NOUN bracis-33580 47 8     SPACE bracis-33580 48 1 [ [ X bracis-33580 48 2 18 18 NUM bracis-33580 48 3 ] ] PUNCT bracis-33580 48 4 , , PUNCT bracis-33580 48 5 and and CCONJ bracis-33580 48 6 explainable explainable ADJ bracis-33580 48 7 machine machine NOUN bracis-33580 48 8 learning learn VERB bracis-33580 48 9     SPACE bracis-33580 49 1 [ [ X bracis-33580 49 2 22 22 NUM bracis-33580 49 3 ] ] PUNCT bracis-33580 49 4 to to PART bracis-33580 49 5 create create VERB bracis-33580 49 6 a a DET bracis-33580 49 7 framework framework NOUN bracis-33580 49 8 that that PRON bracis-33580 49 9 provides provide VERB bracis-33580 49 10 insights insight NOUN bracis-33580 49 11 into into ADP bracis-33580 49 12 af af PROPN bracis-33580 49 13 pathophysiology pathophysiology NOUN bracis-33580 49 14 and and CCONJ bracis-33580 49 15 the the DET bracis-33580 49 16 effects effect NOUN bracis-33580 49 17 of of ADP bracis-33580 49 18 anticoagulant anticoagulant ADJ bracis-33580 49 19 therapy therapy NOUN bracis-33580 49 20 . . PUNCT bracis-33580 50 1 2 2 NUM bracis-33580 50 2 related relate VERB bracis-33580 50 3 work work NOUN bracis-33580 50 4 machine machine NOUN bracis-33580 50 5 learning learning NOUN bracis-33580 50 6 is be AUX bracis-33580 50 7 changing change VERB bracis-33580 50 8 healthcare healthcare NOUN bracis-33580 50 9 by by ADP bracis-33580 50 10 enabling enable VERB bracis-33580 50 11 the the DET bracis-33580 50 12 analysis analysis NOUN bracis-33580 50 13 of of ADP bracis-33580 50 14 vast vast ADJ bracis-33580 50 15 amounts amount NOUN bracis-33580 50 16 of of ADP bracis-33580 50 17 patient patient ADJ bracis-33580 50 18 data datum NOUN bracis-33580 50 19 to to PART bracis-33580 50 20 uncover uncover VERB bracis-33580 50 21 patterns pattern NOUN bracis-33580 50 22 and and CCONJ bracis-33580 50 23 insights insight NOUN bracis-33580 50 24 that that PRON bracis-33580 50 25 improve improve VERB bracis-33580 50 26 diagnosis diagnosis NOUN bracis-33580 50 27 , , PUNCT bracis-33580 50 28 treatment treatment NOUN bracis-33580 50 29 , , PUNCT bracis-33580 50 30 and and CCONJ bracis-33580 50 31 patient patient ADJ bracis-33580 50 32 outcomes outcome NOUN bracis-33580 50 33     SPACE bracis-33580 50 34 [ [ X bracis-33580 50 35 2 2 NUM bracis-33580 50 36 , , PUNCT bracis-33580 50 37 29 29 NUM bracis-33580 50 38 , , PUNCT bracis-33580 50 39 34 34 NUM bracis-33580 50 40 ] ] PUNCT bracis-33580 50 41 . . PUNCT bracis-33580 51 1 in in ADP bracis-33580 51 2     SPACE bracis-33580 51 3 [ [ X bracis-33580 51 4 25 25 NUM bracis-33580 51 5 ] ] PUNCT bracis-33580 51 6 , , PUNCT bracis-33580 51 7 authors author NOUN bracis-33580 51 8 used use VERB bracis-33580 51 9 convolutional convolutional ADJ bracis-33580 51 10 neural neural ADJ bracis-33580 51 11 networks network NOUN bracis-33580 51 12 to to PART bracis-33580 51 13 predict predict VERB bracis-33580 51 14 the the DET bracis-33580 51 15 evolution evolution NOUN bracis-33580 51 16 of of ADP bracis-33580 51 17 alzheimer alzheimer PROPN bracis-33580 51 18 ’s ’s PART bracis-33580 51 19 disease disease NOUN bracis-33580 51 20 , , PUNCT bracis-33580 51 21 and and CCONJ bracis-33580 51 22 explainable explainable ADJ bracis-33580 51 23 machine machine NOUN bracis-33580 51 24 learning learn VERB bracis-33580 51 25 to to PART bracis-33580 51 26 explain explain VERB bracis-33580 51 27 patterns pattern NOUN bracis-33580 51 28 within within ADP bracis-33580 51 29 this this DET bracis-33580 51 30 evolution evolution NOUN bracis-33580 51 31 . . PUNCT bracis-33580 52 1 in in ADP bracis-33580 52 2     SPACE bracis-33580 52 3 [ [ X bracis-33580 52 4 5 5 NUM bracis-33580 52 5 ] ] PUNCT bracis-33580 52 6 , , PUNCT bracis-33580 52 7 authors author NOUN bracis-33580 52 8 employed employ VERB bracis-33580 52 9 raman raman NOUN bracis-33580 52 10 spectroscopy spectroscopy NOUN bracis-33580 52 11 to to PART bracis-33580 52 12 identify identify VERB bracis-33580 52 13 traces trace NOUN bracis-33580 52 14 of of ADP bracis-33580 52 15 proteins protein NOUN bracis-33580 52 16 and and CCONJ bracis-33580 52 17 developed develop VERB bracis-33580 52 18 machine machine NOUN bracis-33580 52 19 learning learning NOUN bracis-33580 52 20 models model NOUN bracis-33580 52 21 to to PART bracis-33580 52 22 find find VERB bracis-33580 52 23 which which DET bracis-33580 52 24 proteins protein NOUN bracis-33580 52 25 are be AUX bracis-33580 52 26 more more ADV bracis-33580 52 27 related related ADJ bracis-33580 52 28 to to ADP bracis-33580 52 29 melanoma melanoma NOUN bracis-33580 52 30 . . PUNCT bracis-33580 53 1 in in ADP bracis-33580 53 2     SPACE bracis-33580 53 3 [ [ X bracis-33580 53 4 4 4 NUM bracis-33580 53 5 ] ] PUNCT bracis-33580 53 6 , , PUNCT bracis-33580 53 7 authors author NOUN bracis-33580 53 8 developed develop VERB bracis-33580 53 9 a a DET bracis-33580 53 10 machine machine NOUN bracis-33580 53 11 learning learn VERB bracis-33580 53 12 model model NOUN bracis-33580 53 13 for for ADP bracis-33580 53 14 predicting predict VERB bracis-33580 53 15 the the DET bracis-33580 53 16 risk risk NOUN bracis-33580 53 17 of of ADP bracis-33580 53 18 death death NOUN bracis-33580 53 19 in in ADP bracis-33580 53 20 covid-19 covid-19 PROPN bracis-33580 53 21 patients patient NOUN bracis-33580 53 22 . . PUNCT bracis-33580 54 1 these these DET bracis-33580 54 2 models model NOUN bracis-33580 54 3 employ employ VERB bracis-33580 54 4 blood blood NOUN bracis-33580 54 5 count count NOUN bracis-33580 54 6 data datum NOUN bracis-33580 54 7 and and CCONJ bracis-33580 54 8 present present ADJ bracis-33580 54 9 high high ADJ bracis-33580 54 10 prognostic prognostic ADJ bracis-33580 54 11 performance performance NOUN bracis-33580 54 12 . . PUNCT bracis-33580 55 1 authors author NOUN bracis-33580 55 2 in in ADP bracis-33580 55 3     SPACE bracis-33580 55 4 [ [ X bracis-33580 55 5 7 7 NUM bracis-33580 55 6 ] ] PUNCT bracis-33580 55 7 developed develop VERB bracis-33580 55 8 a a DET bracis-33580 55 9 new new ADJ bracis-33580 55 10 ensemble ensemble ADJ bracis-33580 55 11 algorithm algorithm NOUN bracis-33580 55 12 to to PART bracis-33580 55 13 predict predict VERB bracis-33580 55 14 the the DET bracis-33580 55 15 evolution evolution NOUN bracis-33580 55 16 of of ADP bracis-33580 55 17 pain pain NOUN bracis-33580 55 18 relief relief NOUN bracis-33580 55 19 in in ADP bracis-33580 55 20 patients patient NOUN bracis-33580 55 21 suffering suffer VERB bracis-33580 55 22 from from ADP bracis-33580 55 23 chronic chronic ADJ bracis-33580 55 24 pain pain NOUN bracis-33580 55 25 . . PUNCT bracis-33580 56 1 specific specific ADJ bracis-33580 56 2 patterns pattern NOUN bracis-33580 56 3 in in ADP bracis-33580 56 4 patients patient NOUN bracis-33580 56 5 with with ADP bracis-33580 56 6 af af PROPN bracis-33580 56 7 were be AUX bracis-33580 56 8 already already ADV bracis-33580 56 9 studied study VERB bracis-33580 56 10 using use VERB bracis-33580 56 11 typical typical ADJ bracis-33580 56 12 procedures procedure NOUN bracis-33580 56 13 in in ADP bracis-33580 56 14 the the DET bracis-33580 56 15 biomedical biomedical ADJ bracis-33580 56 16 literature literature NOUN bracis-33580 56 17 . . PUNCT bracis-33580 57 1 in in ADP bracis-33580 57 2     SPACE bracis-33580 57 3 [ [ PUNCT bracis-33580 57 4 11 11 NUM bracis-33580 57 5 ] ] PUNCT bracis-33580 57 6 , , PUNCT bracis-33580 57 7 authors author NOUN bracis-33580 57 8 showed show VERB bracis-33580 57 9 that that SCONJ bracis-33580 57 10 platelet platelet NOUN bracis-33580 57 11 and and CCONJ bracis-33580 57 12 coagulation coagulation NOUN bracis-33580 57 13 activation activation NOUN bracis-33580 57 14 profiles profile NOUN bracis-33580 57 15 in in ADP bracis-33580 57 16 patients patient NOUN bracis-33580 57 17 with with ADP bracis-33580 57 18 af af PROPN bracis-33580 57 19 were be AUX bracis-33580 57 20 reduced reduce VERB bracis-33580 57 21 by by ADP bracis-33580 57 22 warfarin warfarin NOUN bracis-33580 57 23 or or CCONJ bracis-33580 57 24 rivaroxaban rivaroxaban NOUN bracis-33580 57 25 use use NOUN bracis-33580 57 26 and and CCONJ bracis-33580 57 27 that that SCONJ bracis-33580 57 28 patients patient NOUN bracis-33580 57 29 with with ADP bracis-33580 57 30 af af NOUN bracis-33580 57 31 using use VERB bracis-33580 57 32 rivaroxaban rivaroxaban NOUN bracis-33580 57 33 were be AUX bracis-33580 57 34 less less ADV bracis-33580 57 35 hypocoagulable hypocoagulable ADJ bracis-33580 57 36 than than ADP bracis-33580 57 37 patients patient NOUN bracis-33580 57 38 using use VERB bracis-33580 57 39 warfarin warfarin NOUN bracis-33580 57 40 . . PUNCT bracis-33580 58 1 this this PRON bracis-33580 58 2 means mean VERB bracis-33580 58 3 that that SCONJ bracis-33580 58 4 endogen endogen PROPN bracis-33580 58 5 thrombin thrombin NOUN bracis-33580 58 6 potential potential NOUN bracis-33580 58 7 was be AUX bracis-33580 58 8 less less ADV bracis-33580 58 9 reduced reduce VERB bracis-33580 58 10 in in ADP bracis-33580 58 11 patients patient NOUN bracis-33580 58 12 using use VERB bracis-33580 58 13 rivaroxaban rivaroxaban NOUN bracis-33580 58 14 compared compare VERB bracis-33580 58 15 to to ADP bracis-33580 58 16 those those PRON bracis-33580 58 17 taking take VERB bracis-33580 58 18 warfarin warfarin NOUN bracis-33580 58 19 . . PUNCT bracis-33580 59 1 similarly similarly ADV bracis-33580 59 2 , , PUNCT bracis-33580 59 3 authors author NOUN bracis-33580 59 4 in in ADP bracis-33580 59 5     SPACE bracis-33580 59 6 [ [ X bracis-33580 59 7 23 23 NUM bracis-33580 59 8 ] ] PUNCT bracis-33580 59 9 showed show VERB bracis-33580 59 10 that that SCONJ bracis-33580 59 11 patients patient NOUN bracis-33580 59 12 with with ADP bracis-33580 59 13 af af PROPN bracis-33580 59 14 ( ( PUNCT bracis-33580 59 15 both both CCONJ bracis-33580 59 16 warfarin warfarin NOUN bracis-33580 59 17 and and CCONJ bracis-33580 59 18 rivaroxaban rivaroxaban NOUN bracis-33580 59 19 groups group NOUN bracis-33580 59 20 ) ) PUNCT bracis-33580 59 21 presented present VERB bracis-33580 59 22 increased increase VERB bracis-33580 59 23 levels level NOUN bracis-33580 59 24 of of ADP bracis-33580 59 25 inflammatory inflammatory ADJ bracis-33580 59 26 cytokines cytokine NOUN bracis-33580 59 27 in in ADP bracis-33580 59 28 comparison comparison NOUN bracis-33580 59 29 with with ADP bracis-33580 59 30 controls control NOUN bracis-33580 59 31 . . PUNCT bracis-33580 60 1 the the DET bracis-33580 60 2 use use NOUN bracis-33580 60 3 of of ADP bracis-33580 60 4 rivaroxaban rivaroxaban NOUN bracis-33580 60 5 was be AUX bracis-33580 60 6 associated associate VERB bracis-33580 60 7 with with ADP bracis-33580 60 8 decreased decrease VERB bracis-33580 60 9 levels level NOUN bracis-33580 60 10 of of ADP bracis-33580 60 11 inflammatory inflammatory ADJ bracis-33580 60 12 cytokines cytokine NOUN bracis-33580 60 13 in in ADP bracis-33580 60 14 comparison comparison NOUN bracis-33580 60 15 with with ADP bracis-33580 60 16 warfarin warfarin NOUN bracis-33580 60 17 . . PUNCT bracis-33580 61 1 on on ADP bracis-33580 61 2 the the DET bracis-33580 61 3 other other ADJ bracis-33580 61 4 hand hand NOUN bracis-33580 61 5 , , PUNCT bracis-33580 61 6 patients patient NOUN bracis-33580 61 7 with with ADP bracis-33580 61 8 af af NOUN bracis-33580 61 9 using use VERB bracis-33580 61 10 rivaroxaban rivaroxaban NOUN bracis-33580 61 11 presented present VERB bracis-33580 61 12 increased increase VERB bracis-33580 61 13 levels level NOUN bracis-33580 61 14 of of ADP bracis-33580 61 15 the the DET bracis-33580 61 16 chemokines chemokine NOUN bracis-33580 61 17 ( ( PUNCT bracis-33580 61 18 mcp-1 mcp-1 X bracis-33580 61 19 in in ADP bracis-33580 61 20 comparison comparison NOUN bracis-33580 61 21 with with ADP bracis-33580 61 22 warfarin warfarin NOUN bracis-33580 61 23 users user NOUN bracis-33580 61 24 ; ; PUNCT bracis-33580 61 25 mig mig NOUN bracis-33580 61 26 and and CCONJ bracis-33580 61 27 ip-10 ip-10 NOUN bracis-33580 61 28 in in ADP bracis-33580 61 29 comparison comparison NOUN bracis-33580 61 30 with with ADP bracis-33580 61 31 controls control NOUN bracis-33580 61 32 ) ) PUNCT bracis-33580 61 33 . . PUNCT bracis-33580 62 1 finally finally ADV bracis-33580 62 2 , , PUNCT bracis-33580 62 3 authors author NOUN bracis-33580 62 4 in in ADP bracis-33580 62 5     SPACE bracis-33580 62 6 [ [ X bracis-33580 62 7 8 8 NUM bracis-33580 62 8 ] ] PUNCT bracis-33580 62 9 showed show VERB bracis-33580 62 10 that that SCONJ bracis-33580 62 11 hp hp PROPN bracis-33580 62 12 levels level NOUN bracis-33580 62 13 and and CCONJ bracis-33580 62 14 hp1 hp1 PROPN bracis-33580 62 15 - - PUNCT bracis-33580 62 16 hp2 hp2 PROPN bracis-33580 62 17 polymorphism polymorphism NOUN bracis-33580 62 18 are be AUX bracis-33580 62 19 not not PART bracis-33580 62 20 associated associate VERB bracis-33580 62 21 with with ADP bracis-33580 62 22 af af PROPN bracis-33580 62 23 , , PUNCT bracis-33580 62 24 and and CCONJ bracis-33580 62 25 authors author NOUN bracis-33580 62 26 in in ADP bracis-33580 62 27     SPACE bracis-33580 62 28 [ [ X bracis-33580 62 29 24 24 NUM bracis-33580 62 30 ] ] PUNCT bracis-33580 62 31 provided provide VERB bracis-33580 62 32 a a DET bracis-33580 62 33 basis basis NOUN bracis-33580 62 34 for for ADP bracis-33580 62 35 the the DET bracis-33580 62 36 study study NOUN bracis-33580 62 37 of of ADP bracis-33580 62 38 inflammatory inflammatory ADJ bracis-33580 62 39 markers marker NOUN bracis-33580 62 40 that that PRON bracis-33580 62 41 had have AUX bracis-33580 62 42 not not PART bracis-33580 62 43 yet yet ADV bracis-33580 62 44 been be AUX bracis-33580 62 45 well well ADV bracis-33580 62 46 addressed address VERB bracis-33580 62 47 in in ADP bracis-33580 62 48 af af PROPN bracis-33580 62 49 , , PUNCT bracis-33580 62 50 especially especially ADV bracis-33580 62 51 ip-10 ip-10 ADV bracis-33580 62 52 , , PUNCT bracis-33580 62 53 besides besides SCONJ bracis-33580 62 54 supporting support VERB bracis-33580 62 55 evidence evidence NOUN bracis-33580 62 56 about about ADP bracis-33580 62 57 molecules molecule NOUN bracis-33580 62 58 that that PRON bracis-33580 62 59 had have AUX bracis-33580 62 60 previously previously ADV bracis-33580 62 61 been be AUX bracis-33580 62 62 associated associate VERB bracis-33580 62 63 with with ADP bracis-33580 62 64 the the DET bracis-33580 62 65 disease disease NOUN bracis-33580 62 66 . . PUNCT bracis-33580 63 1 we we PRON bracis-33580 63 2 employ employ VERB bracis-33580 63 3 the the DET bracis-33580 63 4 aforementioned aforementioned ADJ bracis-33580 63 5 findings finding NOUN bracis-33580 63 6 to to PART bracis-33580 63 7 select select VERB bracis-33580 63 8 the the DET bracis-33580 63 9 biomarkers biomarker NOUN bracis-33580 63 10 to to PART bracis-33580 63 11 be be AUX bracis-33580 63 12 included include VERB bracis-33580 63 13 in in ADP bracis-33580 63 14 our our PRON bracis-33580 63 15 models model NOUN bracis-33580 63 16 . . PUNCT bracis-33580 64 1 to to ADP bracis-33580 64 2 the the DET bracis-33580 64 3 best good ADJ bracis-33580 64 4 of of ADP bracis-33580 64 5 our our PRON bracis-33580 64 6 knowledge knowledge NOUN bracis-33580 64 7 , , PUNCT bracis-33580 64 8 our our PRON bracis-33580 64 9 study study NOUN bracis-33580 64 10 is be AUX bracis-33580 64 11 the the DET bracis-33580 64 12 first first ADJ bracis-33580 64 13 to to PART bracis-33580 64 14 use use VERB bracis-33580 64 15 machine machine NOUN bracis-33580 64 16 learning learning NOUN bracis-33580 64 17 models model NOUN bracis-33580 64 18 to to PART bracis-33580 64 19 provide provide VERB bracis-33580 64 20 a a DET bracis-33580 64 21 deep deep ADJ bracis-33580 64 22 understanding understanding NOUN bracis-33580 64 23 of of ADP bracis-33580 64 24 af af NOUN bracis-33580 64 25 in in ADP bracis-33580 64 26 terms term NOUN bracis-33580 64 27 of of ADP bracis-33580 64 28 its its PRON bracis-33580 64 29 known know VERB bracis-33580 64 30 biomarkers biomarker NOUN bracis-33580 64 31 and and CCONJ bracis-33580 64 32 given give VERB bracis-33580 64 33 the the DET bracis-33580 64 34 possible possible ADJ bracis-33580 64 35 therapies therapy NOUN bracis-33580 64 36 . . PUNCT bracis-33580 65 1 3 3 NUM bracis-33580 65 2 materials material NOUN bracis-33580 65 3 and and CCONJ bracis-33580 65 4     SPACE bracis-33580 65 5 methods method NOUN bracis-33580 65 6 let let VERB bracis-33580 65 7 d d PRON bracis-33580 65 8 be be AUX bracis-33580 65 9 a a DET bracis-33580 65 10 dataset dataset ADJ bracis-33580 65 11 comprising comprising NOUN bracis-33580 65 12 biomarkers biomarker NOUN bracis-33580 65 13 from from ADP bracis-33580 65 14 patients patient NOUN bracis-33580 65 15 , , PUNCT bracis-33580 65 16 including include VERB bracis-33580 65 17 a a DET bracis-33580 65 18 control control NOUN bracis-33580 65 19 group group NOUN bracis-33580 65 20 without without ADP bracis-33580 65 21 af af PROPN bracis-33580 65 22 and and CCONJ bracis-33580 65 23 patients patient NOUN bracis-33580 65 24 diagnosed diagnose VERB bracis-33580 65 25 with with ADP bracis-33580 65 26 af af PROPN bracis-33580 65 27 . . PUNCT bracis-33580 66 1 specifically specifically ADV bracis-33580 66 2 , , PUNCT bracis-33580 66 3 d d ADP bracis-33580 66 4 consists consist VERB bracis-33580 66 5 of of ADP bracis-33580 66 6 individuals individual NOUN bracis-33580 66 7 in in ADP bracis-33580 66 8 the the DET bracis-33580 66 9 control control NOUN bracis-33580 66 10 group group NOUN bracis-33580 66 11 and and CCONJ bracis-33580 66 12 af af NOUN bracis-33580 66 13 patients patient NOUN bracis-33580 66 14 who who PRON bracis-33580 66 15 are be AUX bracis-33580 66 16 either either CCONJ bracis-33580 66 17 on on ADP bracis-33580 66 18 warfarin warfarin NOUN bracis-33580 66 19 or or CCONJ bracis-33580 66 20 rivaroxaban rivaroxaban NOUN bracis-33580 66 21 . . PUNCT bracis-33580 67 1 further far ADV bracis-33580 67 2 , , PUNCT bracis-33580 67 3 let let VERB bracis-33580 67 4 \(x \(x NOUN bracis-33580 67 5 = = SYM bracis-33580 67 6 \ \ PROPN bracis-33580 67 7 { { PUNCT bracis-33580 67 8 x_1 x_1 PROPN bracis-33580 67 9 , , PUNCT bracis-33580 67 10 x_2 x_2 PROPN bracis-33580 67 11 , , PUNCT bracis-33580 67 12 \ldots \ldots PROPN bracis-33580 67 13 , , PUNCT bracis-33580 67 14 x_n x_n X bracis-33580 67 15 \}\ \}\ NOUN bracis-33580 67 16 ) ) PUNCT bracis-33580 67 17 be be AUX bracis-33580 67 18 a a DET bracis-33580 67 19 feature feature NOUN bracis-33580 67 20 vector vector NOUN bracis-33580 67 21 containing contain VERB bracis-33580 67 22 the the DET bracis-33580 67 23 biomarker biomarker NOUN bracis-33580 67 24 values value NOUN bracis-33580 67 25 for for ADP bracis-33580 67 26 each each DET bracis-33580 67 27 individual individual NOUN bracis-33580 67 28 . . PUNCT bracis-33580 68 1 missing miss VERB bracis-33580 68 2 values value NOUN bracis-33580 68 3 in in ADP bracis-33580 68 4 numerical numerical ADJ bracis-33580 68 5 features feature NOUN bracis-33580 68 6 are be AUX bracis-33580 68 7 imputed impute VERB bracis-33580 68 8 using use VERB bracis-33580 68 9 the the DET bracis-33580 68 10 mean mean NOUN bracis-33580 68 11 of of ADP bracis-33580 68 12 the the DET bracis-33580 68 13 feature feature NOUN bracis-33580 68 14 within within ADP bracis-33580 68 15 the the DET bracis-33580 68 16 corresponding corresponding ADJ bracis-33580 68 17 class class NOUN bracis-33580 68 18 , , PUNCT bracis-33580 68 19 and and CCONJ bracis-33580 68 20 categorical categorical ADJ bracis-33580 68 21 features feature NOUN bracis-33580 68 22 are be AUX bracis-33580 68 23 imputed impute VERB bracis-33580 68 24 using use VERB bracis-33580 68 25 the the DET bracis-33580 68 26 mode mode NOUN bracis-33580 68 27 of of ADP bracis-33580 68 28 the the DET bracis-33580 68 29 feature feature NOUN bracis-33580 68 30 within within ADP bracis-33580 68 31 the the DET bracis-33580 68 32 same same ADJ bracis-33580 68 33 class class NOUN bracis-33580 68 34 . . PUNCT bracis-33580 69 1 formally formally ADV bracis-33580 69 2 , , PUNCT bracis-33580 69 3 for for ADP bracis-33580 69 4 a a DET bracis-33580 69 5 numerical numerical ADJ bracis-33580 69 6 feature feature NOUN bracis-33580 69 7 \(x_i\ \(x_i\ NOUN bracis-33580 69 8 ) ) PUNCT bracis-33580 69 9 in in ADP bracis-33580 69 10 class class NOUN bracis-33580 69 11 \ \ PROPN bracis-33580 69 12 ( ( PUNCT bracis-33580 69 13 c_k c_k SYM bracis-33580 69 14 \ \ PROPN bracis-33580 69 15 ) ) PUNCT bracis-33580 69 16 , , PUNCT bracis-33580 69 17 the the DET bracis-33580 69 18 imputation imputation NOUN bracis-33580 69 19 is be AUX bracis-33580 69 20 given give VERB bracis-33580 69 21 by by ADP bracis-33580 69 22 : : PUNCT bracis-33580 69 23 $ $ SYM bracis-33580 69 24 $ $ SYM bracis-33580 69 25 \begin{aligned \begin{aligne VERB bracis-33580 69 26 } } PUNCT bracis-33580 69 27 x_i^{(j x_i^{(j NUM bracis-33580 69 28 ) ) PUNCT bracis-33580 69 29 } } PUNCT bracis-33580 70 1 = = PUNCT bracis-33580 70 2 \frac{1}{|c_k| \frac{1}{|c_k| ADJ bracis-33580 70 3 } } PUNCT bracis-33580 70 4 \sum \sum NOUN bracis-33580 70 5 _ _ NOUN bracis-33580 70 6 { { PUNCT bracis-33580 70 7 x_i x_i PUNCT bracis-33580 70 8 \in \in PROPN bracis-33580 70 9 c_k c_k PROPN bracis-33580 70 10 } } PUNCT bracis-33580 70 11 x_i x_i PUNCT bracis-33580 70 12 \end{aligned}$$ \end{aligned}$$ X bracis-33580 70 13 ( ( PUNCT bracis-33580 70 14 1 1 NUM bracis-33580 70 15 ) ) PUNCT bracis-33580 70 16 for for ADP bracis-33580 70 17 a a DET bracis-33580 70 18 categorical categorical ADJ bracis-33580 70 19 feature feature NOUN bracis-33580 70 20 \ \ NOUN bracis-33580 70 21 ( ( PUNCT bracis-33580 70 22 x_i x_i PUNCT bracis-33580 70 23 \ \ NOUN bracis-33580 70 24 ) ) PUNCT bracis-33580 70 25 in in ADP bracis-33580 70 26 class class NOUN bracis-33580 70 27 \ \ PROPN bracis-33580 70 28 ( ( PUNCT bracis-33580 70 29 c_k c_k SYM bracis-33580 70 30 \ \ PROPN bracis-33580 70 31 ) ) PUNCT bracis-33580 70 32 , , PUNCT bracis-33580 70 33 the the DET bracis-33580 70 34 imputation imputation NOUN bracis-33580 70 35 is be AUX bracis-33580 70 36 : : PUNCT bracis-33580 70 37 $ $ SYM bracis-33580 70 38 $ $ SYM bracis-33580 70 39 \begin{aligned \begin{aligne VERB bracis-33580 70 40 } } PUNCT bracis-33580 70 41 x_i^{(j x_i^{(j NUM bracis-33580 70 42 ) ) PUNCT bracis-33580 70 43 } } PUNCT bracis-33580 71 1 = = PUNCT bracis-33580 71 2 \text \text NOUN bracis-33580 71 3 { { PUNCT bracis-33580 71 4 mode}(x_i mode}(x_i PROPN bracis-33580 71 5 \in \in PROPN bracis-33580 71 6 c_k c_k NUM bracis-33580 71 7 ) ) PUNCT bracis-33580 71 8 \end{aligned}$$ \end{aligned}$$ X bracis-33580 71 9 ( ( PUNCT bracis-33580 71 10 2 2 X bracis-33580 71 11 ) ) PUNCT bracis-33580 71 12 the the DET bracis-33580 71 13 task task NOUN bracis-33580 71 14 is be AUX bracis-33580 71 15 formulated formulate VERB bracis-33580 71 16 as as ADP bracis-33580 71 17 a a DET bracis-33580 71 18 binary binary ADJ bracis-33580 71 19 classification classification NOUN bracis-33580 71 20 problem problem NOUN bracis-33580 71 21 , , PUNCT bracis-33580 71 22 in in ADP bracis-33580 71 23 which which PRON bracis-33580 71 24 we we PRON bracis-33580 71 25 are be AUX bracis-33580 71 26 concerned concern VERB bracis-33580 71 27 with with ADP bracis-33580 71 28 two two NUM bracis-33580 71 29 distinct distinct ADJ bracis-33580 71 30 contexts contexts NOUN bracis-33580 71 31 : : PUNCT bracis-33580 71 32 classifying classify VERB bracis-33580 71 33 individuals individual NOUN bracis-33580 71 34 based base VERB bracis-33580 71 35 on on ADP bracis-33580 71 36 the the DET bracis-33580 71 37 presence presence NOUN bracis-33580 71 38 or or CCONJ bracis-33580 71 39 absence absence NOUN bracis-33580 71 40 of of ADP bracis-33580 71 41 af af PROPN bracis-33580 71 42 , , PUNCT bracis-33580 71 43 and and CCONJ bracis-33580 71 44 classifying classify VERB bracis-33580 71 45 af af PROPN bracis-33580 71 46 patients patient NOUN bracis-33580 71 47 based base VERB bracis-33580 71 48 on on ADP bracis-33580 71 49 their their PRON bracis-33580 71 50 medication medication NOUN bracis-33580 71 51 ( ( PUNCT bracis-33580 71 52 warfaring warfare VERB bracis-33580 71 53 \(\times \(\time NOUN bracis-33580 71 54 \ \ NOUN bracis-33580 71 55 ) ) PUNCT bracis-33580 71 56 rivaroxaban rivaroxaban NOUN bracis-33580 71 57 ) ) PUNCT bracis-33580 71 58 . . PUNCT bracis-33580 72 1 the the DET bracis-33580 72 2 goal goal NOUN bracis-33580 72 3 is be AUX bracis-33580 72 4 to to PART bracis-33580 72 5 learn learn VERB bracis-33580 72 6 a a DET bracis-33580 72 7 function function NOUN bracis-33580 72 8 \(f(x \(f(x NOUN bracis-33580 72 9 ; ; PUNCT bracis-33580 72 10 \phi \phi PROPN bracis-33580 72 11 ) ) PUNCT bracis-33580 72 12 \rightarrow \rightarrow NOUN bracis-33580 72 13 \{0 \{0 NOUN bracis-33580 72 14 , , PUNCT bracis-33580 72 15 1\}\ 1\}\ NUM bracis-33580 72 16 ) ) PUNCT bracis-33580 72 17 , , PUNCT bracis-33580 72 18 where where SCONJ bracis-33580 72 19 x x PRON bracis-33580 72 20 represents represent VERB bracis-33580 72 21 the the DET bracis-33580 72 22 biomarker biomarker NOUN bracis-33580 72 23 features feature NOUN bracis-33580 72 24 and and CCONJ bracis-33580 72 25 \(\phi \(\phi ADJ bracis-33580 72 26 \ \ NOUN bracis-33580 72 27 ) ) PUNCT bracis-33580 72 28 represents represent VERB bracis-33580 72 29 the the DET bracis-33580 72 30 learning learn VERB bracis-33580 72 31 parameters parameter NOUN bracis-33580 72 32 of of ADP bracis-33580 72 33 the the DET bracis-33580 72 34 model model NOUN bracis-33580 72 35 . . PUNCT bracis-33580 73 1 we we PRON bracis-33580 73 2 perform perform VERB bracis-33580 73 3 ablation ablation NOUN bracis-33580 73 4 experiments experiment NOUN bracis-33580 73 5 to to PART bracis-33580 73 6 evaluate evaluate VERB bracis-33580 73 7 and and CCONJ bracis-33580 73 8 better well ADV bracis-33580 73 9 understand understand VERB bracis-33580 73 10 the the DET bracis-33580 73 11 impact impact NOUN bracis-33580 73 12 of of ADP bracis-33580 73 13 different different ADJ bracis-33580 73 14 biomarker biomarker NOUN bracis-33580 73 15 subsets subset NOUN bracis-33580 73 16 on on ADP bracis-33580 73 17 classification classification NOUN bracis-33580 73 18 performance performance NOUN bracis-33580 73 19 . . PUNCT bracis-33580 74 1 thus thus ADV bracis-33580 74 2 , , PUNCT bracis-33580 74 3 the the DET bracis-33580 74 4 evaluated evaluate VERB bracis-33580 74 5 models model NOUN bracis-33580 74 6 are be AUX bracis-33580 74 7 trained train VERB bracis-33580 74 8 on on ADP bracis-33580 74 9 three three NUM bracis-33580 74 10 different different ADJ bracis-33580 74 11 sets set NOUN bracis-33580 74 12 of of ADP bracis-33580 74 13 variables variable NOUN bracis-33580 74 14 : : PUNCT bracis-33580 74 15 all all DET bracis-33580 74 16 biomarkers biomarker NOUN bracis-33580 74 17 are be AUX bracis-33580 74 18 used use VERB bracis-33580 74 19 in in ADP bracis-33580 74 20 our our PRON bracis-33580 74 21 models model NOUN bracis-33580 74 22 . . PUNCT bracis-33580 75 1 all all DET bracis-33580 75 2 biomarkers biomarker NOUN bracis-33580 75 3 , , PUNCT bracis-33580 75 4 excluding exclude VERB bracis-33580 75 5 coagulation coagulation NOUN bracis-33580 75 6 biomarkers biomarker NOUN bracis-33580 75 7 . . PUNCT bracis-33580 76 1 all all DET bracis-33580 76 2 biomarkers biomarker NOUN bracis-33580 76 3 , , PUNCT bracis-33580 76 4 excluding exclude VERB bracis-33580 76 5 inflammatory inflammatory ADJ bracis-33580 76 6 biomarkers biomarker NOUN bracis-33580 76 7 . . PUNCT bracis-33580 77 1 this this DET bracis-33580 77 2 ablation ablation NOUN bracis-33580 77 3 approach approach NOUN bracis-33580 77 4 allows allow VERB bracis-33580 77 5 us we PRON bracis-33580 77 6 to to PART bracis-33580 77 7 understand understand VERB bracis-33580 77 8 how how SCONJ bracis-33580 77 9 different different ADJ bracis-33580 77 10 groups group NOUN bracis-33580 77 11 of of ADP bracis-33580 77 12 biomarkers biomarker NOUN bracis-33580 77 13 contribute contribute VERB bracis-33580 77 14 to to ADP bracis-33580 77 15 the the DET bracis-33580 77 16 classification classification NOUN bracis-33580 77 17 task task NOUN bracis-33580 77 18 and and CCONJ bracis-33580 77 19 identify identify VERB bracis-33580 77 20 which which DET bracis-33580 77 21 features feature NOUN bracis-33580 77 22 are be AUX bracis-33580 77 23 more more ADV bracis-33580 77 24 informative informative ADJ bracis-33580 77 25 for for ADP bracis-33580 77 26 distinguishing distinguish VERB bracis-33580 77 27 between between ADP bracis-33580 77 28 the the DET bracis-33580 77 29 patient patient ADJ bracis-33580 77 30 groups group NOUN bracis-33580 77 31 . . PUNCT bracis-33580 78 1 3.1 3.1 NUM bracis-33580 78 2 data datum NOUN bracis-33580 78 3 the the DET bracis-33580 78 4 dataset dataset NOUN bracis-33580 78 5 for for ADP bracis-33580 78 6 our our PRON bracis-33580 78 7 analysis analysis NOUN bracis-33580 78 8 comprises comprise VERB bracis-33580 78 9 biomarkers biomarker NOUN bracis-33580 78 10 from from ADP bracis-33580 78 11 195 195 NUM bracis-33580 78 12 individuals individual NOUN bracis-33580 78 13 , , PUNCT bracis-33580 78 14 including include VERB bracis-33580 78 15 109 109 NUM bracis-33580 78 16 in in ADP bracis-33580 78 17 the the DET bracis-33580 78 18 control control NOUN bracis-33580 78 19 group group NOUN bracis-33580 78 20 ( ( PUNCT bracis-33580 78 21 without without ADP bracis-33580 78 22 af af PROPN bracis-33580 78 23 ) ) PUNCT bracis-33580 78 24 and and CCONJ bracis-33580 78 25 86 86 NUM bracis-33580 78 26 patients patient NOUN bracis-33580 78 27 with with ADP bracis-33580 78 28 af af PROPN bracis-33580 78 29 . . PUNCT bracis-33580 79 1 among among ADP bracis-33580 79 2 the the DET bracis-33580 79 3 patients patient NOUN bracis-33580 79 4 , , PUNCT bracis-33580 79 5 47 47 NUM bracis-33580 79 6 were be AUX bracis-33580 79 7 using use VERB bracis-33580 79 8 warfarin warfarin NOUN bracis-33580 79 9 and and CCONJ bracis-33580 79 10 39 39 NUM bracis-33580 79 11 were be AUX bracis-33580 79 12 using use VERB bracis-33580 79 13 rivaroxaban rivaroxaban NOUN bracis-33580 79 14 . . PUNCT bracis-33580 80 1 the the DET bracis-33580 80 2 biomarkers biomarker NOUN bracis-33580 80 3 used use VERB bracis-33580 80 4 comprise comprise NOUN bracis-33580 80 5 patient patient NOUN bracis-33580 80 6 data datum NOUN bracis-33580 80 7 from from ADP bracis-33580 80 8 characterization characterization NOUN bracis-33580 80 9 , , PUNCT bracis-33580 80 10 blood blood NOUN bracis-33580 80 11 count count NOUN bracis-33580 80 12 , , PUNCT bracis-33580 80 13 lipid lipid NOUN bracis-33580 80 14 profile profile NOUN bracis-33580 80 15 , , PUNCT bracis-33580 80 16 coagulation coagulation NOUN bracis-33580 80 17 , , PUNCT bracis-33580 80 18 inflammatory inflammatory ADJ bracis-33580 80 19 and and CCONJ bracis-33580 80 20 cardiac cardiac ADJ bracis-33580 80 21 diseases disease NOUN bracis-33580 80 22 of of ADP bracis-33580 80 23 the the DET bracis-33580 80 24 individuals individual NOUN bracis-33580 80 25 and and CCONJ bracis-33580 80 26 can can AUX bracis-33580 80 27 be be AUX bracis-33580 80 28 found find VERB bracis-33580 80 29 in in ADP bracis-33580 80 30 table table NOUN bracis-33580 80 31     SPACE bracis-33580 80 32 1 1 NUM bracis-33580 80 33 . . PUNCT bracis-33580 80 34 table table NOUN bracis-33580 80 35 1 1 NUM bracis-33580 80 36 . . PUNCT bracis-33580 81 1 biomarkers biomarker NOUN bracis-33580 81 2 used use VERB bracis-33580 81 3 to to PART bracis-33580 81 4 build build VERB bracis-33580 81 5 our our PRON bracis-33580 81 6 machine machine NOUN bracis-33580 81 7 learning learn VERB bracis-33580 81 8 models.full models.full NOUN bracis-33580 81 9 size size NOUN bracis-33580 81 10 table table NOUN bracis-33580 81 11 prior prior ADV bracis-33580 81 12 to to ADP bracis-33580 81 13 further further ADJ bracis-33580 81 14 analysis analysis NOUN bracis-33580 81 15 , , PUNCT bracis-33580 81 16 missing miss VERB bracis-33580 81 17 feature feature NOUN bracis-33580 81 18 values value NOUN bracis-33580 81 19 for for ADP bracis-33580 81 20 patients patient NOUN bracis-33580 81 21 were be AUX bracis-33580 81 22 imputed impute VERB bracis-33580 81 23 based base VERB bracis-33580 81 24 on on ADP bracis-33580 81 25 their their PRON bracis-33580 81 26 respective respective ADJ bracis-33580 81 27 classes class NOUN bracis-33580 81 28 ( ( PUNCT bracis-33580 81 29 control control NOUN bracis-33580 81 30 , , PUNCT bracis-33580 81 31 rivaroxaban rivaroxaban NOUN bracis-33580 81 32 , , PUNCT bracis-33580 81 33 warfarin warfarin NOUN bracis-33580 81 34 ) ) PUNCT bracis-33580 81 35 . . PUNCT bracis-33580 82 1 our our PRON bracis-33580 82 2 data datum NOUN bracis-33580 82 3 was be AUX bracis-33580 82 4 divided divide VERB bracis-33580 82 5 into into ADP bracis-33580 82 6 two two NUM bracis-33580 82 7 distinct distinct ADJ bracis-33580 82 8 datasets dataset NOUN bracis-33580 82 9 for for ADP bracis-33580 82 10 separate separate ADJ bracis-33580 82 11 analysis analysis NOUN bracis-33580 82 12 . . PUNCT bracis-33580 83 1 the the DET bracis-33580 83 2 first first ADJ bracis-33580 83 3 subset subset NOUN bracis-33580 83 4 \ \ PROPN bracis-33580 83 5 ( ( PUNCT bracis-33580 83 6 d_1 d_1 NOUN bracis-33580 83 7 \ \ NOUN bracis-33580 83 8 ) ) PUNCT bracis-33580 83 9 segregates segregate VERB bracis-33580 83 10 individuals individual NOUN bracis-33580 83 11 based base VERB bracis-33580 83 12 on on ADP bracis-33580 83 13 the the DET bracis-33580 83 14 presence presence NOUN bracis-33580 83 15 or or CCONJ bracis-33580 83 16 absence absence NOUN bracis-33580 83 17 of of ADP bracis-33580 83 18 atrial atrial ADJ bracis-33580 83 19 fibrillation fibrillation NOUN bracis-33580 83 20 : : PUNCT bracis-33580 83 21 $ $ SYM bracis-33580 83 22 $ $ SYM bracis-33580 83 23 \begin{aligned \begin{aligne VERB bracis-33580 83 24 } } PUNCT bracis-33580 83 25 y_i y_i NOUN bracis-33580 83 26 = = SYM bracis-33580 83 27 { { PUNCT bracis-33580 83 28 \left\ \left\ PROPN bracis-33580 83 29 { { PUNCT bracis-33580 83 30 \begin{array}{ll \begin{array}{ll PROPN bracis-33580 83 31 } } PUNCT bracis-33580 83 32 1 1 NUM bracis-33580 83 33 & & CCONJ bracis-33580 83 34 \text \text PROPN bracis-33580 83 35 { { PUNCT bracis-33580 83 36 if if SCONJ bracis-33580 83 37 af af PROPN bracis-33580 83 38 is be AUX bracis-33580 83 39 present present ADJ bracis-33580 83 40 } } PUNCT bracis-33580 83 41 \\ \\ NOUN bracis-33580 83 42 0 0 PUNCT bracis-33580 83 43 & & CCONJ bracis-33580 84 1 \text \text PROPN bracis-33580 84 2 { { PUNCT bracis-33580 84 3 if if SCONJ bracis-33580 84 4 af af PROPN bracis-33580 84 5 is be AUX bracis-33580 84 6 absent absent ADJ bracis-33580 84 7 } } PUNCT bracis-33580 84 8 \end{array}\right \end{array}\right PROPN bracis-33580 84 9 . . PUNCT bracis-33580 84 10 } } PUNCT bracis-33580 84 11 \end{aligned}$$ \end{aligned}$$ X bracis-33580 84 12 ( ( PUNCT bracis-33580 84 13 3 3 X bracis-33580 84 14 ) ) PUNCT bracis-33580 84 15 the the DET bracis-33580 84 16 second second ADJ bracis-33580 84 17 subset subset NOUN bracis-33580 84 18 , , PUNCT bracis-33580 84 19 \ \ PROPN bracis-33580 84 20 ( ( PUNCT bracis-33580 84 21 d_2 d_2 PROPN bracis-33580 84 22 \ \ PROPN bracis-33580 84 23 ) ) PUNCT bracis-33580 84 24 , , PUNCT bracis-33580 84 25 includes include VERB bracis-33580 84 26 only only ADV bracis-33580 84 27 af af PROPN bracis-33580 84 28 patients patient NOUN bracis-33580 84 29 and and CCONJ bracis-33580 84 30 further far ADV bracis-33580 84 31 classifies classify VERB bracis-33580 84 32 them they PRON bracis-33580 84 33 based base VERB bracis-33580 84 34 on on ADP bracis-33580 84 35 their their PRON bracis-33580 84 36 medication medication NOUN bracis-33580 84 37 : : PUNCT bracis-33580 84 38 $ $ SYM bracis-33580 84 39 $ $ SYM bracis-33580 84 40 \begin{aligned \begin{aligne VERB bracis-33580 84 41 } } PUNCT bracis-33580 84 42 y_i y_i NOUN bracis-33580 84 43 = = SYM bracis-33580 84 44 { { PUNCT bracis-33580 84 45 \left\ \left\ PROPN bracis-33580 84 46 { { PUNCT bracis-33580 84 47 \begin{array}{ll \begin{array}{ll PROPN bracis-33580 84 48 } } PUNCT bracis-33580 84 49 1 1 NUM bracis-33580 84 50 & & CCONJ bracis-33580 84 51 \text \text PROPN bracis-33580 84 52 { { PUNCT bracis-33580 84 53 if if SCONJ bracis-33580 84 54 the the DET bracis-33580 84 55 patient patient NOUN bracis-33580 84 56 is be AUX bracis-33580 84 57 on on ADP bracis-33580 84 58 warfarin warfarin NOUN bracis-33580 84 59 } } PUNCT bracis-33580 84 60 \\ \\ NOUN bracis-33580 84 61 0 0 PUNCT bracis-33580 84 62 & & CCONJ bracis-33580 84 63 \text \text PROPN bracis-33580 84 64 { { PUNCT bracis-33580 84 65 if if SCONJ bracis-33580 84 66 the the DET bracis-33580 84 67 patient patient NOUN bracis-33580 84 68 is be AUX bracis-33580 84 69 on on ADP bracis-33580 84 70 rivaroxaban rivaroxaban NOUN bracis-33580 84 71 } } PUNCT bracis-33580 84 72 \end{array}\right \end{array}\right PROPN bracis-33580 84 73 . . PUNCT bracis-33580 84 74 } } PUNCT bracis-33580 84 75 \end{aligned}$$ \end{aligned}$$ X bracis-33580 84 76 ( ( PUNCT bracis-33580 84 77 4 4 NUM bracis-33580 84 78 ) ) PUNCT bracis-33580 84 79 as as SCONJ bracis-33580 84 80 previously previously ADV bracis-33580 84 81 mentioned mention VERB bracis-33580 84 82 , , PUNCT bracis-33580 84 83 for for ADP bracis-33580 84 84 numerical numerical ADJ bracis-33580 84 85 features feature NOUN bracis-33580 84 86 imputation imputation NOUN bracis-33580 84 87 was be AUX bracis-33580 84 88 performed perform VERB bracis-33580 84 89 using use VERB bracis-33580 84 90 the the DET bracis-33580 84 91 mean mean ADJ bracis-33580 84 92 value value NOUN bracis-33580 84 93 of of ADP bracis-33580 84 94 the the DET bracis-33580 84 95 feature feature NOUN bracis-33580 84 96 within within ADP bracis-33580 84 97 the the DET bracis-33580 84 98 class class NOUN bracis-33580 84 99 in in ADP bracis-33580 84 100 either either DET bracis-33580 84 101 \ \ PROPN bracis-33580 84 102 ( ( PUNCT bracis-33580 84 103 d_1 d_1 NOUN bracis-33580 84 104 \ \ NOUN bracis-33580 84 105 ) ) PUNCT bracis-33580 84 106 or or CCONJ bracis-33580 84 107 \ \ PROPN bracis-33580 84 108 ( ( PUNCT bracis-33580 84 109 d_2 d_2 PROPN bracis-33580 84 110 \ \ PROPN bracis-33580 84 111 ) ) PUNCT bracis-33580 84 112 . . PUNCT bracis-33580 85 1 for for ADP bracis-33580 85 2 categorical categorical ADJ bracis-33580 85 3 features feature NOUN bracis-33580 85 4 , , PUNCT bracis-33580 85 5 the the DET bracis-33580 85 6 mode mode NOUN bracis-33580 85 7 of of ADP bracis-33580 85 8 the the DET bracis-33580 85 9 values value NOUN bracis-33580 85 10 within within ADP bracis-33580 85 11 the the DET bracis-33580 85 12 class class NOUN bracis-33580 85 13 was be AUX bracis-33580 85 14 used use VERB bracis-33580 85 15 . . PUNCT bracis-33580 86 1 by by ADP bracis-33580 86 2 imputing impute VERB bracis-33580 86 3 missing miss VERB bracis-33580 86 4 values value NOUN bracis-33580 86 5 based base VERB bracis-33580 86 6 on on ADP bracis-33580 86 7 class class NOUN bracis-33580 86 8 - - PUNCT bracis-33580 86 9 specific specific ADJ bracis-33580 86 10 statistics statistic NOUN bracis-33580 86 11 we we PRON bracis-33580 86 12 obtain obtain VERB bracis-33580 86 13 results result NOUN bracis-33580 86 14 more more ADV bracis-33580 86 15 closely closely ADV bracis-33580 86 16 related relate VERB bracis-33580 86 17 with with ADP bracis-33580 86 18 the the DET bracis-33580 86 19 underlying underlie VERB bracis-33580 86 20 data datum NOUN bracis-33580 86 21 distribution distribution NOUN bracis-33580 86 22 , , PUNCT bracis-33580 86 23 resulting result VERB bracis-33580 86 24 in in ADP bracis-33580 86 25 more more ADV bracis-33580 86 26 realistic realistic ADJ bracis-33580 86 27 and and CCONJ bracis-33580 86 28 reliable reliable ADJ bracis-33580 86 29 values value NOUN bracis-33580 86 30 . . PUNCT bracis-33580 87 1 synthetic synthetic ADJ bracis-33580 87 2 data datum NOUN bracis-33580 87 3 and and CCONJ bracis-33580 87 4 training training NOUN bracis-33580 87 5 augmentation augmentation NOUN bracis-33580 87 6 : : PUNCT bracis-33580 87 7 to to PART bracis-33580 87 8 improve improve VERB bracis-33580 87 9 the the DET bracis-33580 87 10 visualization visualization NOUN bracis-33580 87 11 and and CCONJ bracis-33580 87 12 analysis analysis NOUN bracis-33580 87 13 of of ADP bracis-33580 87 14 explanatory explanatory ADJ bracis-33580 87 15 factors factor NOUN bracis-33580 87 16 , , PUNCT bracis-33580 87 17 we we PRON bracis-33580 87 18 generate generate VERB bracis-33580 87 19 synthetic synthetic ADJ bracis-33580 87 20 data datum NOUN bracis-33580 87 21 and and CCONJ bracis-33580 87 22 create create VERB bracis-33580 87 23 an an DET bracis-33580 87 24 expanded expand VERB bracis-33580 87 25 dataset dataset ADJ bracis-33580 87 26 \(d'\ \(d'\ NOUN bracis-33580 87 27 ) ) PUNCT bracis-33580 87 28 using use VERB bracis-33580 87 29 two two NUM bracis-33580 87 30 techniques technique NOUN bracis-33580 87 31 : : PUNCT bracis-33580 87 32 gaussian gaussian ADJ bracis-33580 87 33 copula copula NOUN bracis-33580 87 34 [ [ X bracis-33580 87 35 27 27 NUM bracis-33580 87 36 , , PUNCT bracis-33580 87 37 30 30 NUM bracis-33580 87 38 ] ] PUNCT bracis-33580 87 39 and and CCONJ bracis-33580 87 40 tabular tabular VERB bracis-33580 87 41 variational variational ADJ bracis-33580 87 42 autoencoder autoencoder NOUN bracis-33580 87 43 ( ( PUNCT bracis-33580 87 44 tvae tvae PROPN bracis-33580 87 45 ) ) PUNCT bracis-33580 87 46     SPACE bracis-33580 88 1 [ [ X bracis-33580 88 2 32 32 NUM bracis-33580 88 3 ] ] PUNCT bracis-33580 88 4 . . PUNCT bracis-33580 89 1 the the DET bracis-33580 89 2 gaussian gaussian ADJ bracis-33580 89 3 copula copula NOUN bracis-33580 89 4 method method NOUN bracis-33580 89 5 models model VERB bracis-33580 89 6 the the DET bracis-33580 89 7 dependency dependency NOUN bracis-33580 89 8 structure structure NOUN bracis-33580 89 9 between between ADP bracis-33580 89 10 variables variable NOUN bracis-33580 89 11 by by ADP bracis-33580 89 12 transforming transform VERB bracis-33580 89 13 the the DET bracis-33580 89 14 original original ADJ bracis-33580 89 15 data datum NOUN bracis-33580 89 16 into into ADP bracis-33580 89 17 a a DET bracis-33580 89 18 space space NOUN bracis-33580 89 19 where where SCONJ bracis-33580 89 20 the the DET bracis-33580 89 21 variables variable NOUN bracis-33580 89 22 follow follow VERB bracis-33580 89 23 a a DET bracis-33580 89 24 multivariate multivariate NOUN bracis-33580 89 25 normal normal ADJ bracis-33580 89 26 distribution distribution NOUN bracis-33580 89 27 . . PUNCT bracis-33580 90 1 this this PRON bracis-33580 90 2 involves involve VERB bracis-33580 90 3 computing compute VERB bracis-33580 90 4 the the DET bracis-33580 90 5 empirical empirical ADJ bracis-33580 90 6 cumulative cumulative ADJ bracis-33580 90 7 distribution distribution NOUN bracis-33580 90 8 function function NOUN bracis-33580 90 9 for for ADP bracis-33580 90 10 each each DET bracis-33580 90 11 variable variable NOUN bracis-33580 90 12 and and CCONJ bracis-33580 90 13 transforming transform VERB bracis-33580 90 14 them they PRON bracis-33580 90 15 using use VERB bracis-33580 90 16 their their PRON bracis-33580 90 17 inverse inverse NOUN bracis-33580 90 18 of of ADP bracis-33580 90 19 the the DET bracis-33580 90 20 standard standard NOUN bracis-33580 90 21 normal normal ADJ bracis-33580 90 22 to to PART bracis-33580 90 23 produce produce VERB bracis-33580 90 24 data datum NOUN bracis-33580 90 25 that that PRON bracis-33580 90 26 follows follow VERB bracis-33580 90 27 a a DET bracis-33580 90 28 standard standard ADJ bracis-33580 90 29 normal normal ADJ bracis-33580 90 30 distribution distribution NOUN bracis-33580 90 31 . . PUNCT bracis-33580 91 1 we we PRON bracis-33580 91 2 then then ADV bracis-33580 91 3 proceed proceed VERB bracis-33580 91 4 to to PART bracis-33580 91 5 estimate estimate VERB bracis-33580 91 6 the the DET bracis-33580 91 7 covariance covariance NOUN bracis-33580 91 8 matrix matrix NOUN bracis-33580 91 9 of of ADP bracis-33580 91 10 these these DET bracis-33580 91 11 transformed transform VERB bracis-33580 91 12 variables variable NOUN bracis-33580 91 13 to to PART bracis-33580 91 14 capture capture VERB bracis-33580 91 15 their their PRON bracis-33580 91 16 dependencies dependency NOUN bracis-33580 91 17 . . PUNCT bracis-33580 92 1 new new ADJ bracis-33580 92 2 samples sample NOUN bracis-33580 92 3 are be AUX bracis-33580 92 4 generated generate VERB bracis-33580 92 5 from from ADP bracis-33580 92 6 a a DET bracis-33580 92 7 multivariate multivariate NOUN bracis-33580 92 8 normal normal ADJ bracis-33580 92 9 distribution distribution NOUN bracis-33580 92 10 and and CCONJ bracis-33580 92 11 are be AUX bracis-33580 92 12 transformed transform VERB bracis-33580 92 13 back back ADV bracis-33580 92 14 to to ADP bracis-33580 92 15 the the DET bracis-33580 92 16 original original ADJ bracis-33580 92 17 space space NOUN bracis-33580 92 18 using use VERB bracis-33580 92 19 the the DET bracis-33580 92 20 inverse inverse NOUN bracis-33580 92 21 of of ADP bracis-33580 92 22 the the DET bracis-33580 92 23 initial initial ADJ bracis-33580 92 24 transformations transformation NOUN bracis-33580 92 25 . . PUNCT bracis-33580 93 1 formally formally ADV bracis-33580 93 2 , , PUNCT bracis-33580 93 3 let let VERB bracis-33580 93 4 \(x \(x NOUN bracis-33580 93 5 = = SYM bracis-33580 93 6 ( ( PUNCT bracis-33580 93 7 x_1 x_1 PROPN bracis-33580 93 8 , , PUNCT bracis-33580 93 9 x_2 x_2 PROPN bracis-33580 93 10 , , PUNCT bracis-33580 93 11 \ldots \ldots INTJ bracis-33580 93 12 , , PUNCT bracis-33580 93 13 x_n)\ x_n)\ PROPN bracis-33580 93 14 ) ) PUNCT bracis-33580 93 15 represent represent VERB bracis-33580 93 16 the the DET bracis-33580 93 17 original original ADJ bracis-33580 93 18 data datum NOUN bracis-33580 93 19 and and CCONJ bracis-33580 93 20 \(u \(u NOUN bracis-33580 94 1 = = SYM bracis-33580 94 2 ( ( PUNCT bracis-33580 94 3 u_1 u_1 NOUN bracis-33580 94 4 , , PUNCT bracis-33580 94 5 u_2 u_2 PROPN bracis-33580 94 6 , , PUNCT bracis-33580 94 7 \ldots \ldots INTJ bracis-33580 94 8 , , PUNCT bracis-33580 94 9 u_n)\ u_n)\ NUM bracis-33580 94 10 ) ) PUNCT bracis-33580 94 11 be be VERB bracis-33580 94 12 the the DET bracis-33580 94 13 transformed transform VERB bracis-33580 94 14 variables variable NOUN bracis-33580 94 15 that that PRON bracis-33580 94 16 follow follow VERB bracis-33580 94 17 a a DET bracis-33580 94 18 standard standard ADJ bracis-33580 94 19 normal normal ADJ bracis-33580 94 20 distribution distribution NOUN bracis-33580 94 21 . . PUNCT bracis-33580 95 1 the the DET bracis-33580 95 2 gaussian gaussian ADJ bracis-33580 95 3 copula copula NOUN bracis-33580 95 4 c c PROPN bracis-33580 95 5 is be AUX bracis-33580 95 6 defined define VERB bracis-33580 95 7 as as ADP bracis-33580 95 8 : : PUNCT bracis-33580 95 9 $ $ SYM bracis-33580 95 10 $ $ SYM bracis-33580 95 11 \begin{aligned \begin{aligne VERB bracis-33580 95 12 } } PUNCT bracis-33580 95 13 c(u_1 c(u_1 PROPN bracis-33580 95 14 , , PUNCT bracis-33580 95 15 u_2 u_2 PROPN bracis-33580 95 16 , , PUNCT bracis-33580 95 17 \ldots \ldots INTJ bracis-33580 95 18 , , PUNCT bracis-33580 95 19 u_n u_n ADJ bracis-33580 95 20 ) ) PUNCT bracis-33580 95 21 = = PUNCT bracis-33580 95 22 \phi \phi PROPN bracis-33580 95 23 _ _ PUNCT bracis-33580 95 24 { { PUNCT bracis-33580 95 25 \sigma \sigma PROPN bracis-33580 95 26 } } PUNCT bracis-33580 95 27 ( ( PUNCT bracis-33580 95 28 \phi \phi PROPN bracis-33580 95 29 ^{-1}(u_1 ^{-1}(u_1 NUM bracis-33580 95 30 ) ) PUNCT bracis-33580 95 31 , , PUNCT bracis-33580 95 32 \phi \phi PROPN bracis-33580 95 33 ^{-1}(u_2 ^{-1}(u_2 NUM bracis-33580 95 34 ) ) PUNCT bracis-33580 95 35 , , PUNCT bracis-33580 95 36 \ldots \ldots PROPN bracis-33580 95 37 , , PUNCT bracis-33580 95 38 \phi \phi PROPN bracis-33580 95 39 ^{-1}(u_n ^{-1}(u_n NUM bracis-33580 95 40 ) ) PUNCT bracis-33580 95 41 ) ) PUNCT bracis-33580 95 42 \end{aligned}$$ \end{aligned}$$ X bracis-33580 95 43 ( ( PUNCT bracis-33580 95 44 5 5 NUM bracis-33580 95 45 ) ) PUNCT bracis-33580 95 46 in in ADP bracis-33580 95 47 which which PRON bracis-33580 95 48 \(\phi \(\phi NOUN bracis-33580 95 49 \ \ NOUN bracis-33580 95 50 ) ) PUNCT bracis-33580 95 51 represents represent VERB bracis-33580 95 52 the the DET bracis-33580 95 53 cdf cdf PROPN bracis-33580 95 54 of of ADP bracis-33580 95 55 the the DET bracis-33580 95 56 standard standard ADJ bracis-33580 95 57 normal normal ADJ bracis-33580 95 58 distribution distribution NOUN bracis-33580 95 59 , , PUNCT bracis-33580 95 60 \(\phi \(\phi NOUN bracis-33580 95 61 ^{-1}\ ^{-1}\ NUM bracis-33580 95 62 ) ) PUNCT bracis-33580 95 63 its its PRON bracis-33580 95 64 inverse inverse NOUN bracis-33580 95 65 , , PUNCT bracis-33580 95 66 and and CCONJ bracis-33580 95 67 \(\phi \(\phi NOUN bracis-33580 95 68 _ _ PRON bracis-33580 95 69 { { PUNCT bracis-33580 95 70 \sigma \sigma PROPN bracis-33580 95 71 } } PUNCT bracis-33580 95 72 \ \ NOUN bracis-33580 95 73 ) ) PUNCT bracis-33580 95 74 is be AUX bracis-33580 95 75 the the DET bracis-33580 95 76 cdf cdf PROPN bracis-33580 95 77 of of ADP bracis-33580 95 78 the the DET bracis-33580 95 79 multivariate multivariate NOUN bracis-33580 95 80 normal normal ADJ bracis-33580 95 81 distribution distribution NOUN bracis-33580 95 82 with with ADP bracis-33580 95 83 the the DET bracis-33580 95 84 covariance covariance NOUN bracis-33580 95 85 matrix matrix NOUN bracis-33580 95 86 . . PUNCT bracis-33580 96 1 in in ADP bracis-33580 96 2 contrast contrast NOUN bracis-33580 96 3 , , PUNCT bracis-33580 96 4 tvae tvae PROPN bracis-33580 96 5 uses use VERB bracis-33580 96 6 a a DET bracis-33580 96 7 variational variational ADJ bracis-33580 96 8 autoencoder autoencoder NOUN bracis-33580 96 9 to to PART bracis-33580 96 10 learn learn VERB bracis-33580 96 11 the the DET bracis-33580 96 12 underlying underlie VERB bracis-33580 96 13 data datum NOUN bracis-33580 96 14 distribution distribution NOUN bracis-33580 96 15 and and CCONJ bracis-33580 96 16 generate generate VERB bracis-33580 96 17 synthetic synthetic ADJ bracis-33580 96 18 samples sample NOUN bracis-33580 96 19 . . PUNCT bracis-33580 97 1 it it PRON bracis-33580 97 2 consists consist VERB bracis-33580 97 3 of of ADP bracis-33580 97 4 an an DET bracis-33580 97 5 encoder encoder NOUN bracis-33580 97 6 and and CCONJ bracis-33580 97 7 a a DET bracis-33580 97 8 decoder decoder NOUN bracis-33580 97 9 structure structure NOUN bracis-33580 97 10 , , PUNCT bracis-33580 97 11 in in ADP bracis-33580 97 12 which which PRON bracis-33580 97 13 the the DET bracis-33580 97 14 encoder encoder NOUN bracis-33580 97 15 \(q_{\phi \(q_{\phi PROPN bracis-33580 97 16 } } PUNCT bracis-33580 97 17 ( ( PUNCT bracis-33580 97 18 z|x)\ z|x)\ NOUN bracis-33580 97 19 ) ) PUNCT bracis-33580 97 20 maps map VERB bracis-33580 97 21 the the DET bracis-33580 97 22 input input NOUN bracis-33580 97 23 data datum NOUN bracis-33580 97 24 x x PUNCT bracis-33580 97 25 to to ADP bracis-33580 97 26 a a DET bracis-33580 97 27 latent latent NOUN bracis-33580 97 28 representation representation NOUN bracis-33580 97 29 z z NOUN bracis-33580 97 30 using use VERB bracis-33580 97 31 a a DET bracis-33580 97 32 neural neural ADJ bracis-33580 97 33 network network NOUN bracis-33580 97 34 characterized characterize VERB bracis-33580 97 35 by by ADP bracis-33580 97 36 a a DET bracis-33580 97 37 mean mean NOUN bracis-33580 97 38 \(\mu \(\mu PROPN bracis-33580 97 39 \ \ NOUN bracis-33580 97 40 ) ) PUNCT bracis-33580 97 41 and and CCONJ bracis-33580 97 42 variance variance NOUN bracis-33580 97 43 \(\sigma \(\sigma NOUN bracis-33580 97 44 ^2\ ^2\ PROPN bracis-33580 97 45 ) ) PUNCT bracis-33580 97 46 . . PUNCT bracis-33580 98 1 formally formally ADV bracis-33580 98 2 : : PUNCT bracis-33580 98 3 $ $ SYM bracis-33580 98 4 $ $ SYM bracis-33580 98 5 \begin{aligned \begin{aligne VERB bracis-33580 98 6 } } PUNCT bracis-33580 98 7 q_{\phi q_{\phi ADJ bracis-33580 98 8 } } PUNCT bracis-33580 98 9 ( ( PUNCT bracis-33580 98 10 z|x z|x NOUN bracis-33580 98 11 ) ) PUNCT bracis-33580 99 1 = = SYM bracis-33580 100 1 \mathcal \mathcal NOUN bracis-33580 100 2 { { PUNCT bracis-33580 100 3 n}(z n}(z NOUN bracis-33580 100 4 ; ; PUNCT bracis-33580 100 5 \mu \mu PROPN bracis-33580 100 6 ( ( PUNCT bracis-33580 100 7 x x NOUN bracis-33580 100 8 ) ) PUNCT bracis-33580 100 9 , , PUNCT bracis-33580 100 10 \sigma \sigma PROPN bracis-33580 100 11 ^2(x ^2(x PROPN bracis-33580 100 12 ) ) PUNCT bracis-33580 100 13 ) ) PUNCT bracis-33580 100 14 \end{aligned}$$ \end{aligned}$$ X bracis-33580 100 15 ( ( PUNCT bracis-33580 100 16 6 6 NUM bracis-33580 100 17 ) ) PUNCT bracis-33580 100 18 the the DET bracis-33580 100 19 decoder decoder NOUN bracis-33580 100 20 \(p_{\theta \(p_{\theta NOUN bracis-33580 100 21 } } PUNCT bracis-33580 100 22 ( ( PUNCT bracis-33580 100 23 x|z)\ x|z)\ PROPN bracis-33580 100 24 ) ) PUNCT bracis-33580 100 25 then then ADV bracis-33580 100 26 maps map VERB bracis-33580 100 27 the the DET bracis-33580 100 28 latent latent NOUN bracis-33580 100 29 representation representation NOUN bracis-33580 100 30 z z NOUN bracis-33580 100 31 back back ADV bracis-33580 100 32 to to ADP bracis-33580 100 33 the the DET bracis-33580 100 34 original original ADJ bracis-33580 100 35 data datum NOUN bracis-33580 100 36 space space NOUN bracis-33580 100 37 , , PUNCT bracis-33580 100 38 attempting attempt VERB bracis-33580 100 39 to to PART bracis-33580 100 40 reconstruct reconstruct VERB bracis-33580 100 41 the the DET bracis-33580 100 42 original original ADJ bracis-33580 100 43 data datum NOUN bracis-33580 100 44 \(\hat{x}\ \(\hat{x}\ PROPN bracis-33580 100 45 ): ): PUNCT bracis-33580 100 46 $ $ SYM bracis-33580 100 47 $ $ SYM bracis-33580 100 48 \begin{aligned \begin{aligne VERB bracis-33580 100 49 } } PUNCT bracis-33580 100 50 p_{\theta p_{\theta ADJ bracis-33580 100 51 } } PUNCT bracis-33580 100 52 ( ( PUNCT bracis-33580 100 53 x|z x|z PROPN bracis-33580 100 54 ) ) PUNCT bracis-33580 101 1 = = PUNCT bracis-33580 101 2 \mathcal \mathcal X bracis-33580 101 3 { { PUNCT bracis-33580 101 4 n}(x n}(x NOUN bracis-33580 101 5 ; ; PUNCT bracis-33580 101 6 \hat{\mu \hat{\mu ADP bracis-33580 101 7 } } PUNCT bracis-33580 101 8 ( ( PUNCT bracis-33580 101 9 z z NOUN bracis-33580 101 10 ) ) PUNCT bracis-33580 101 11 , , PUNCT bracis-33580 101 12 \hat{\sigma \hat{\sigma NOUN bracis-33580 101 13 } } PUNCT bracis-33580 101 14 ^2(z ^2(z NUM bracis-33580 101 15 ) ) PUNCT bracis-33580 101 16 ) ) PUNCT bracis-33580 101 17 \end{aligned}$$ \end{aligned}$$ X bracis-33580 101 18 ( ( PUNCT bracis-33580 101 19 7 7 X bracis-33580 101 20 ) ) PUNCT bracis-33580 101 21 we we PRON bracis-33580 101 22 create create VERB bracis-33580 101 23 synthetic synthetic ADJ bracis-33580 101 24 data datum NOUN bracis-33580 101 25 points point NOUN bracis-33580 101 26 by by ADP bracis-33580 101 27 sampling sample VERB bracis-33580 101 28 from from ADP bracis-33580 101 29 the the DET bracis-33580 101 30 latent latent NOUN bracis-33580 101 31 space space NOUN bracis-33580 101 32 and and CCONJ bracis-33580 101 33 feeding feed VERB bracis-33580 101 34 it it PRON bracis-33580 101 35 to to ADP bracis-33580 101 36 the the DET bracis-33580 101 37 decoder decoder NOUN bracis-33580 101 38 . . PUNCT bracis-33580 102 1 for for ADP bracis-33580 102 2 each each DET bracis-33580 102 3 technique technique NOUN bracis-33580 102 4 , , PUNCT bracis-33580 102 5 synthetic synthetic ADJ bracis-33580 102 6 samples sample NOUN bracis-33580 102 7 equivalent equivalent ADJ bracis-33580 102 8 to to ADP bracis-33580 102 9 \(33\%\ \(33\%\ ADP bracis-33580 102 10 ) ) PUNCT bracis-33580 102 11 of of ADP bracis-33580 102 12 the the DET bracis-33580 102 13 total total ADJ bracis-33580 102 14 number number NOUN bracis-33580 102 15 of of ADP bracis-33580 102 16 individuals individual NOUN bracis-33580 102 17 in in ADP bracis-33580 102 18 each each DET bracis-33580 102 19 subset subset NOUN bracis-33580 102 20 are be AUX bracis-33580 102 21 generated generate VERB bracis-33580 102 22 , , PUNCT bracis-33580 102 23 resulting result VERB bracis-33580 102 24 in in ADP bracis-33580 102 25 the the DET bracis-33580 102 26 expanded expand VERB bracis-33580 102 27 dataset dataset ADJ bracis-33580 102 28 \(d'\ \(d'\ NOUN bracis-33580 102 29 ) ) PUNCT bracis-33580 102 30 . . PUNCT bracis-33580 103 1 while while SCONJ bracis-33580 103 2 synthetic synthetic ADJ bracis-33580 103 3 data data NOUN bracis-33580 103 4 generation generation NOUN bracis-33580 103 5 can can AUX bracis-33580 103 6 raise raise VERB bracis-33580 103 7 concerns concern NOUN bracis-33580 103 8 about about ADP bracis-33580 103 9 the the DET bracis-33580 103 10 representativeness representativeness NOUN bracis-33580 103 11 of of ADP bracis-33580 103 12 the the DET bracis-33580 103 13 data datum NOUN bracis-33580 103 14 distribution distribution NOUN bracis-33580 103 15 and and CCONJ bracis-33580 103 16 the the DET bracis-33580 103 17 potential potential NOUN bracis-33580 103 18 for for ADP bracis-33580 103 19 introducing introduce VERB bracis-33580 103 20 bias bias NOUN bracis-33580 103 21 in in ADP bracis-33580 103 22 real real ADJ bracis-33580 103 23 - - PUNCT bracis-33580 103 24 world world NOUN bracis-33580 103 25 applications application NOUN bracis-33580 103 26     SPACE bracis-33580 104 1 [ [ X bracis-33580 104 2 15 15 NUM bracis-33580 104 3 ] ] PUNCT bracis-33580 104 4 , , PUNCT bracis-33580 104 5 validating validate VERB bracis-33580 104 6 the the DET bracis-33580 104 7 model model NOUN bracis-33580 104 8 on on ADP bracis-33580 104 9 real real ADJ bracis-33580 104 10 datasets dataset NOUN bracis-33580 104 11 helps help VERB bracis-33580 104 12 mitigate mitigate VERB bracis-33580 104 13 these these DET bracis-33580 104 14 issues issue NOUN bracis-33580 104 15 and and CCONJ bracis-33580 104 16 ensures ensure VERB bracis-33580 104 17 its its PRON bracis-33580 104 18 reliability reliability NOUN bracis-33580 104 19 in in ADP bracis-33580 104 20 real real ADJ bracis-33580 104 21 - - PUNCT bracis-33580 104 22 world world NOUN bracis-33580 104 23 scenarios scenario NOUN bracis-33580 104 24 . . PUNCT bracis-33580 105 1 3.2 3.2 NUM bracis-33580 105 2 model model NOUN bracis-33580 105 3 training training NOUN bracis-33580 105 4 for for ADP bracis-33580 105 5 each each DET bracis-33580 105 6 comparison comparison NOUN bracis-33580 105 7 , , PUNCT bracis-33580 105 8 the the DET bracis-33580 105 9 model model NOUN bracis-33580 105 10 is be AUX bracis-33580 105 11 trained train VERB bracis-33580 105 12 on on ADP bracis-33580 105 13 three three NUM bracis-33580 105 14 different different ADJ bracis-33580 105 15 sets set NOUN bracis-33580 105 16 of of ADP bracis-33580 105 17 variables variable NOUN bracis-33580 105 18 : : PUNCT bracis-33580 105 19 one one NUM bracis-33580 105 20 including include VERB bracis-33580 105 21 all all DET bracis-33580 105 22 biomarkers biomarker NOUN bracis-33580 105 23 , , PUNCT bracis-33580 105 24 one one NUM bracis-33580 105 25 excluding exclude VERB bracis-33580 105 26 coagulation coagulation NOUN bracis-33580 105 27 markers marker NOUN bracis-33580 105 28 , , PUNCT bracis-33580 105 29 and and CCONJ bracis-33580 105 30 one one NUM bracis-33580 105 31 excluding exclude VERB bracis-33580 105 32 inflammatory inflammatory ADJ bracis-33580 105 33 markers marker NOUN bracis-33580 105 34 . . PUNCT bracis-33580 106 1 the the DET bracis-33580 106 2 target target NOUN bracis-33580 106 3 variable variable NOUN bracis-33580 106 4 corresponds correspond VERB bracis-33580 106 5 to to ADP bracis-33580 106 6 the the DET bracis-33580 106 7 group group NOUN bracis-33580 106 8 that that PRON bracis-33580 106 9 the the DET bracis-33580 106 10 individual individual NOUN bracis-33580 106 11 belongs belong VERB bracis-33580 106 12 to to ADP bracis-33580 106 13 . . PUNCT bracis-33580 107 1 our our PRON bracis-33580 107 2 models model NOUN bracis-33580 107 3 were be AUX bracis-33580 107 4 built build VERB bracis-33580 107 5 using use VERB bracis-33580 107 6 an an DET bracis-33580 107 7 implementation implementation NOUN bracis-33580 107 8 of of ADP bracis-33580 107 9 the the DET bracis-33580 107 10 lightgbm lightgbm ADJ bracis-33580 107 11 algorithm algorithm NOUN bracis-33580 107 12     SPACE bracis-33580 108 1 [ [ X bracis-33580 108 2 18 18 NUM bracis-33580 108 3 ] ] PUNCT bracis-33580 108 4 . . PUNCT bracis-33580 109 1 it it PRON bracis-33580 109 2 works work VERB bracis-33580 109 3 by by ADP bracis-33580 109 4 generating generate VERB bracis-33580 109 5 a a DET bracis-33580 109 6 model model NOUN bracis-33580 109 7 made make VERB bracis-33580 109 8 up up ADP bracis-33580 109 9 of of ADP bracis-33580 109 10 hundreds hundred NOUN bracis-33580 109 11 of of ADP bracis-33580 109 12 simple simple ADJ bracis-33580 109 13 decision decision NOUN bracis-33580 109 14 trees tree NOUN bracis-33580 109 15 , , PUNCT bracis-33580 109 16 these these DET bracis-33580 109 17 trees tree NOUN bracis-33580 109 18 are be AUX bracis-33580 109 19 integrated integrate VERB bracis-33580 109 20 into into ADP bracis-33580 109 21 a a DET bracis-33580 109 22 unified unified ADJ bracis-33580 109 23 model model NOUN bracis-33580 109 24 through through ADP bracis-33580 109 25 boosting boost VERB bracis-33580 109 26     SPACE bracis-33580 109 27 [ [ X bracis-33580 109 28 13 13 NUM bracis-33580 109 29 ] ] PUNCT bracis-33580 109 30 . . PUNCT bracis-33580 110 1 explainability explainability NOUN bracis-33580 110 2 : : PUNCT bracis-33580 110 3 as as ADP bracis-33580 110 4 a a DET bracis-33580 110 5 key key ADJ bracis-33580 110 6 point point NOUN bracis-33580 110 7 in in ADP bracis-33580 110 8 any any DET bracis-33580 110 9 health health NOUN bracis-33580 110 10 domain domain NOUN bracis-33580 110 11 application application NOUN bracis-33580 110 12 , , PUNCT bracis-33580 110 13 we we PRON bracis-33580 110 14 employ employ VERB bracis-33580 110 15 explainability explainability NOUN bracis-33580 110 16 tools tool NOUN bracis-33580 110 17 to to PART bracis-33580 110 18 better well ADV bracis-33580 110 19 understand understand VERB bracis-33580 110 20 the the DET bracis-33580 110 21 decision decision NOUN bracis-33580 110 22 - - PUNCT bracis-33580 110 23 making make VERB bracis-33580 110 24 process process NOUN bracis-33580 110 25 of of ADP bracis-33580 110 26 the the DET bracis-33580 110 27 model model NOUN bracis-33580 110 28 . . PUNCT bracis-33580 111 1 specifically specifically ADV bracis-33580 111 2 , , PUNCT bracis-33580 111 3 we we PRON bracis-33580 111 4 employ employ VERB bracis-33580 111 5 shap shap NOUN bracis-33580 111 6     SPACE bracis-33580 112 1 [ [ X bracis-33580 112 2 22 22 NUM bracis-33580 112 3 ] ] PUNCT bracis-33580 112 4 . . PUNCT bracis-33580 113 1 we we PRON bracis-33580 113 2 represent represent VERB bracis-33580 113 3 how how SCONJ bracis-33580 113 4 model model ADJ bracis-33580 113 5 \(f(x \(f(x PROPN bracis-33580 113 6 ; ; PUNCT bracis-33580 113 7 \phi \phi PROPN bracis-33580 113 8 ) ) PUNCT bracis-33580 113 9 \ \ NOUN bracis-33580 113 10 ) ) PUNCT bracis-33580 113 11 explains explain VERB bracis-33580 113 12 a a DET bracis-33580 113 13 phenomenon phenomenon NOUN bracis-33580 113 14 as as ADP bracis-33580 113 15 a a DET bracis-33580 113 16 d d ADJ bracis-33580 113 17 - - ADJ bracis-33580 113 18 dimensional dimensional ADJ bracis-33580 113 19 vector vector NOUN bracis-33580 113 20 \(e(f(x \(e(f(x PROPN bracis-33580 113 21 ) ) PUNCT bracis-33580 113 22 ) ) PUNCT bracis-33580 114 1 = = PRON bracis-33580 114 2 { { PUNCT bracis-33580 114 3 e_1 e_1 NOUN bracis-33580 114 4 , , PUNCT bracis-33580 114 5 e_2 e_2 PROPN bracis-33580 114 6 , , PUNCT bracis-33580 114 7 . . PUNCT bracis-33580 114 8 . . PUNCT bracis-33580 114 9 . . PUNCT bracis-33580 115 1 , , PUNCT bracis-33580 115 2 e_d e_d PUNCT bracis-33580 115 3 } } PUNCT bracis-33580 115 4 \ \ NOUN bracis-33580 115 5 ) ) PUNCT bracis-33580 115 6 showing show VERB bracis-33580 115 7 which which PRON bracis-33580 115 8 features feature NOUN bracis-33580 115 9 are be AUX bracis-33580 115 10 contributing contribute VERB bracis-33580 115 11 to to ADP bracis-33580 115 12 the the DET bracis-33580 115 13 model model NOUN bracis-33580 115 14 ’s ’s PART bracis-33580 115 15 prediction prediction NOUN bracis-33580 115 16 . . PUNCT bracis-33580 116 1 specifically specifically ADV bracis-33580 116 2 , , PUNCT bracis-33580 116 3 \(e_i\ \(e_i\ NOUN bracis-33580 116 4 ) ) PUNCT bracis-33580 116 5 takes take VERB bracis-33580 116 6 a a DET bracis-33580 116 7 value value NOUN bracis-33580 116 8 that that PRON bracis-33580 116 9 corresponds correspond VERB bracis-33580 116 10 to to ADP bracis-33580 116 11 the the DET bracis-33580 116 12 influence influence NOUN bracis-33580 116 13 that that PRON bracis-33580 116 14 the the DET bracis-33580 116 15 respective respective ADJ bracis-33580 116 16 feature feature NOUN bracis-33580 116 17 \(x_i\ \(x_i\ NOUN bracis-33580 116 18 ) ) PUNCT bracis-33580 116 19 had have VERB bracis-33580 116 20 on on ADP bracis-33580 116 21 the the DET bracis-33580 116 22 model model NOUN bracis-33580 116 23 decision decision NOUN bracis-33580 116 24 . . PUNCT bracis-33580 117 1 this this DET bracis-33580 117 2 influence influence NOUN bracis-33580 117 3 is be AUX bracis-33580 117 4 quantified quantify VERB bracis-33580 117 5 by by ADP bracis-33580 117 6 calculating calculate VERB bracis-33580 117 7 shap shap PROPN bracis-33580 117 8 values value NOUN bracis-33580 117 9 , , PUNCT bracis-33580 117 10 which which PRON bracis-33580 117 11 provide provide VERB bracis-33580 117 12 a a DET bracis-33580 117 13 unified unified ADJ bracis-33580 117 14 measure measure NOUN bracis-33580 117 15 of of ADP bracis-33580 117 16 feature feature NOUN bracis-33580 117 17 importance importance NOUN bracis-33580 117 18 across across ADP bracis-33580 117 19 different different ADJ bracis-33580 117 20 instances instance NOUN bracis-33580 117 21 . . PUNCT bracis-33580 118 1 shap shap PROPN bracis-33580 118 2 values value NOUN bracis-33580 118 3 are be AUX bracis-33580 118 4 calculated calculate VERB bracis-33580 118 5 using use VERB bracis-33580 118 6 shapley shapley ADJ bracis-33580 118 7 values value NOUN bracis-33580 118 8 from from ADP bracis-33580 118 9 cooperative cooperative ADJ bracis-33580 118 10 game game NOUN bracis-33580 118 11 theory theory NOUN bracis-33580 118 12 , , PUNCT bracis-33580 118 13 ensuring ensure VERB bracis-33580 118 14 that that SCONJ bracis-33580 118 15 each each DET bracis-33580 118 16 feature feature NOUN bracis-33580 118 17 ’s ’s PART bracis-33580 118 18 contribution contribution NOUN bracis-33580 118 19 to to ADP bracis-33580 118 20 the the DET bracis-33580 118 21 prediction prediction NOUN bracis-33580 118 22 is be AUX bracis-33580 118 23 fairly fairly ADV bracis-33580 118 24 attributed attribute VERB bracis-33580 118 25 . . PUNCT bracis-33580 119 1 for for ADP bracis-33580 119 2 each each DET bracis-33580 119 3 prediction prediction NOUN bracis-33580 119 4 , , PUNCT bracis-33580 119 5 the the DET bracis-33580 119 6 shap shap PROPN bracis-33580 119 7 values value NOUN bracis-33580 119 8 are be AUX bracis-33580 119 9 computed compute VERB bracis-33580 119 10 by by ADP bracis-33580 119 11 considering consider VERB bracis-33580 119 12 all all DET bracis-33580 119 13 possible possible ADJ bracis-33580 119 14 combinations combination NOUN bracis-33580 119 15 of of ADP bracis-33580 119 16 feature feature NOUN bracis-33580 119 17 inputs input NOUN bracis-33580 119 18 , , PUNCT bracis-33580 119 19 thus thus ADV bracis-33580 119 20 capturing capture VERB bracis-33580 119 21 the the DET bracis-33580 119 22 complex complex ADJ bracis-33580 119 23 interactions interaction NOUN bracis-33580 119 24 between between ADP bracis-33580 119 25 features feature NOUN bracis-33580 119 26 . . PUNCT bracis-33580 120 1 in in ADP bracis-33580 120 2 particular particular ADJ bracis-33580 120 3 , , PUNCT bracis-33580 120 4 shap shap PROPN bracis-33580 120 5 contains contain VERB bracis-33580 120 6 three three NUM bracis-33580 120 7 desirable desirable ADJ bracis-33580 120 8 properties property NOUN bracis-33580 120 9 : : PUNCT bracis-33580 120 10 additivity additivity NOUN bracis-33580 120 11 : : PUNCT bracis-33580 120 12 the the DET bracis-33580 120 13 explanations explanation NOUN bracis-33580 120 14 are be AUX bracis-33580 120 15 truthfully truthfully ADV bracis-33580 120 16 explaining explain VERB bracis-33580 120 17 the the DET bracis-33580 120 18 model model NOUN bracis-33580 120 19 and and CCONJ bracis-33580 120 20 each each DET bracis-33580 120 21 evaluated evaluated ADJ bracis-33580 120 22 instance instance NOUN bracis-33580 120 23 . . PUNCT bracis-33580 121 1 this this PRON bracis-33580 121 2 means mean VERB bracis-33580 121 3 that that SCONJ bracis-33580 121 4 the the DET bracis-33580 121 5 sum sum NOUN bracis-33580 121 6 of of ADP bracis-33580 121 7 the the DET bracis-33580 121 8 shap shap PROPN bracis-33580 121 9 values value NOUN bracis-33580 121 10 for for ADP bracis-33580 121 11 all all DET bracis-33580 121 12 features feature NOUN bracis-33580 121 13 equals equal VERB bracis-33580 121 14 the the DET bracis-33580 121 15 model model NOUN bracis-33580 121 16 output output NOUN bracis-33580 121 17 for for ADP bracis-33580 121 18 that that DET bracis-33580 121 19 instance instance NOUN bracis-33580 121 20 , , PUNCT bracis-33580 121 21 ensuring ensure VERB bracis-33580 121 22 that that SCONJ bracis-33580 121 23 the the DET bracis-33580 121 24 attributions attribution NOUN bracis-33580 121 25 are be AUX bracis-33580 121 26 consistent consistent ADJ bracis-33580 121 27 with with ADP bracis-33580 121 28 the the DET bracis-33580 121 29 model model NOUN bracis-33580 121 30 ’s ’s PART bracis-33580 121 31 actual actual ADJ bracis-33580 121 32 predictions prediction NOUN bracis-33580 121 33 . . PUNCT bracis-33580 122 1 consistency consistency NOUN bracis-33580 122 2 : : PUNCT bracis-33580 122 3 if if SCONJ bracis-33580 122 4 a a DET bracis-33580 122 5 model model NOUN bracis-33580 122 6 changes change VERB bracis-33580 122 7 such such ADJ bracis-33580 122 8 that that SCONJ bracis-33580 122 9 some some DET bracis-33580 122 10 feature feature NOUN bracis-33580 122 11 ’s ’s PART bracis-33580 122 12 contribution contribution NOUN bracis-33580 122 13 increases increase NOUN bracis-33580 122 14 or or CCONJ bracis-33580 122 15 stays stay VERB bracis-33580 122 16 the the DET bracis-33580 122 17 same same ADJ bracis-33580 122 18 regardless regardless ADV bracis-33580 122 19 of of ADP bracis-33580 122 20 the the DET bracis-33580 122 21 other other ADJ bracis-33580 122 22 features feature NOUN bracis-33580 122 23 , , PUNCT bracis-33580 122 24 that that PRON bracis-33580 122 25 feature feature NOUN bracis-33580 122 26 ’s ’s PART bracis-33580 122 27 attribution attribution NOUN bracis-33580 122 28 should should AUX bracis-33580 122 29 not not PART bracis-33580 122 30 decrease decrease VERB bracis-33580 122 31 . . PUNCT bracis-33580 123 1 this this DET bracis-33580 123 2 property property NOUN bracis-33580 123 3 ensures ensure VERB bracis-33580 123 4 that that SCONJ bracis-33580 123 5 shap shap PROPN bracis-33580 123 6 values value NOUN bracis-33580 123 7 remain remain VERB bracis-33580 123 8 stable stable ADJ bracis-33580 123 9 and and CCONJ bracis-33580 123 10 interpretable interpretable ADJ bracis-33580 123 11 even even ADV bracis-33580 123 12 if if SCONJ bracis-33580 123 13 the the DET bracis-33580 123 14 underlying underlying ADJ bracis-33580 123 15 model model NOUN bracis-33580 123 16 changes change NOUN bracis-33580 123 17 . . PUNCT bracis-33580 124 1 missingness missingness NOUN bracis-33580 124 2 : : PUNCT bracis-33580 124 3 a a DET bracis-33580 124 4 missing miss VERB bracis-33580 124 5 feature feature NOUN bracis-33580 124 6 gets get VERB bracis-33580 124 7 an an DET bracis-33580 124 8 attribution attribution NOUN bracis-33580 124 9 of of ADP bracis-33580 124 10 zero zero NUM bracis-33580 124 11 . . PUNCT bracis-33580 125 1 that that PRON bracis-33580 125 2 is is ADV bracis-33580 125 3 , , PUNCT bracis-33580 125 4 a a DET bracis-33580 125 5 feature feature NOUN bracis-33580 125 6 not not PART bracis-33580 125 7 present present ADJ bracis-33580 125 8 in in ADP bracis-33580 125 9 a a DET bracis-33580 125 10 model model NOUN bracis-33580 125 11 does do AUX bracis-33580 125 12 not not PART bracis-33580 125 13 impact impact VERB bracis-33580 125 14 its its PRON bracis-33580 125 15 output output NOUN bracis-33580 125 16 or or CCONJ bracis-33580 125 17 explanation explanation NOUN bracis-33580 125 18 . . PUNCT bracis-33580 126 1 4 4 NUM bracis-33580 126 2 experimental experimental ADJ bracis-33580 126 3 results result NOUN bracis-33580 126 4 model model NOUN bracis-33580 126 5 performance performance NOUN bracis-33580 126 6 was be AUX bracis-33580 126 7 evaluated evaluate VERB bracis-33580 126 8 by by ADP bracis-33580 126 9 the the DET bracis-33580 126 10 area area NOUN bracis-33580 126 11 under under ADP bracis-33580 126 12 the the DET bracis-33580 126 13 receiver receiver NOUN bracis-33580 126 14 operating operate VERB bracis-33580 126 15 characteristic characteristic ADJ bracis-33580 126 16 curve curve NOUN bracis-33580 126 17 ( ( PUNCT bracis-33580 126 18 auroc auroc NOUN bracis-33580 126 19 ) ) PUNCT bracis-33580 126 20 . . PUNCT bracis-33580 127 1 it it PRON bracis-33580 127 2 is be AUX bracis-33580 127 3 used use VERB bracis-33580 127 4 to to PART bracis-33580 127 5 show show VERB bracis-33580 127 6 how how SCONJ bracis-33580 127 7 much much ADJ bracis-33580 127 8 the the DET bracis-33580 127 9 model model NOUN bracis-33580 127 10 is be AUX bracis-33580 127 11 capable capable ADJ bracis-33580 127 12 of of ADP bracis-33580 127 13 distinguishing distinguish VERB bracis-33580 127 14 between between ADP bracis-33580 127 15 competing compete VERB bracis-33580 127 16 classes class NOUN bracis-33580 127 17 ( ( PUNCT bracis-33580 127 18 i.e. i.e. X bracis-33580 127 19 , , PUNCT bracis-33580 127 20 patient patient ADJ bracis-33580 127 21 groups group NOUN bracis-33580 127 22 ) ) PUNCT bracis-33580 127 23 . . PUNCT bracis-33580 128 1 in in ADP bracis-33580 128 2 our our PRON bracis-33580 128 3 experiments experiment NOUN bracis-33580 128 4 we we PRON bracis-33580 128 5 employed employ VERB bracis-33580 128 6 stratified stratify VERB bracis-33580 128 7 5 5 NUM bracis-33580 128 8 - - ADJ bracis-33580 128 9 fold fold ADJ bracis-33580 128 10 cross cross NOUN bracis-33580 128 11 - - NOUN bracis-33580 128 12 validation validation NOUN bracis-33580 128 13 by by ADP bracis-33580 128 14 dividing divide VERB bracis-33580 128 15 the the DET bracis-33580 128 16 dataset dataset NOUN bracis-33580 128 17 into into ADP bracis-33580 128 18 five five NUM bracis-33580 128 19 parts part NOUN bracis-33580 128 20 and and CCONJ bracis-33580 128 21 , , PUNCT bracis-33580 128 22 at at ADP bracis-33580 128 23 each each DET bracis-33580 128 24 iteration iteration NOUN bracis-33580 128 25 , , PUNCT bracis-33580 128 26 we we PRON bracis-33580 128 27 use use VERB bracis-33580 128 28 four four NUM bracis-33580 128 29 folds fold NOUN bracis-33580 128 30 for for ADP bracis-33580 128 31 training training NOUN bracis-33580 128 32 and and CCONJ bracis-33580 128 33 the the DET bracis-33580 128 34 remaining remain VERB bracis-33580 128 35 one one NUM bracis-33580 128 36 as as ADP bracis-33580 128 37 the the DET bracis-33580 128 38 testing testing NOUN bracis-33580 128 39 set set VERB bracis-33580 128 40 for for ADP bracis-33580 128 41 the the DET bracis-33580 128 42 model model NOUN bracis-33580 128 43 . . PUNCT bracis-33580 129 1 no no DET bracis-33580 129 2 hyperparameter hyperparameter NOUN bracis-33580 129 3 tuning tuning NOUN bracis-33580 129 4 was be AUX bracis-33580 129 5 performed perform VERB bracis-33580 129 6 . . PUNCT bracis-33580 130 1 following follow VERB bracis-33580 130 2 , , PUNCT bracis-33580 130 3 we we PRON bracis-33580 130 4 discuss discuss VERB bracis-33580 130 5 the the DET bracis-33580 130 6 results result NOUN bracis-33580 130 7 of of ADP bracis-33580 130 8 each each DET bracis-33580 130 9 study study NOUN bracis-33580 130 10 . . PUNCT bracis-33580 131 1 4.1 4.1 NUM bracis-33580 131 2 atrial atrial ADJ bracis-33580 131 3 fibrillation fibrillation NOUN bracis-33580 131 4 and and CCONJ bracis-33580 131 5     SPACE bracis-33580 131 6 control control NOUN bracis-33580 131 7 group group NOUN bracis-33580 131 8 table table NOUN bracis-33580 131 9     SPACE bracis-33580 131 10 2 2 NUM bracis-33580 131 11 shows show VERB bracis-33580 131 12 the the DET bracis-33580 131 13 model model NOUN bracis-33580 131 14 performance performance NOUN bracis-33580 131 15 in in ADP bracis-33580 131 16 differentiating differentiate VERB bracis-33580 131 17 af af PROPN bracis-33580 131 18 patients patient NOUN bracis-33580 131 19 from from ADP bracis-33580 131 20 the the DET bracis-33580 131 21 control control NOUN bracis-33580 131 22 group group NOUN bracis-33580 131 23 , , PUNCT bracis-33580 131 24 with with ADP bracis-33580 131 25 all all DET bracis-33580 131 26 models model NOUN bracis-33580 131 27 achieving achieve VERB bracis-33580 131 28 high high ADJ bracis-33580 131 29 auroc auroc NOUN bracis-33580 131 30 values value NOUN bracis-33580 131 31 . . PUNCT bracis-33580 132 1 literature literature NOUN bracis-33580 132 2 suggests suggest VERB bracis-33580 132 3 that that SCONJ bracis-33580 132 4 physiological physiological ADJ bracis-33580 132 5 patterns pattern NOUN bracis-33580 132 6 in in ADP bracis-33580 132 7 af af PROPN bracis-33580 132 8 patients patient NOUN bracis-33580 132 9 are be AUX bracis-33580 132 10 markedly markedly ADV bracis-33580 132 11 different different ADJ bracis-33580 132 12 from from ADP bracis-33580 132 13 those those PRON bracis-33580 132 14 in in ADP bracis-33580 132 15 the the DET bracis-33580 132 16 control control NOUN bracis-33580 132 17 group group NOUN bracis-33580 132 18 , , PUNCT bracis-33580 132 19 which which PRON bracis-33580 132 20 the the DET bracis-33580 132 21 trained train VERB bracis-33580 132 22 models model NOUN bracis-33580 132 23 were be AUX bracis-33580 132 24 able able ADJ bracis-33580 132 25 to to PART bracis-33580 132 26 learn learn VERB bracis-33580 132 27 . . PUNCT bracis-33580 133 1 given give VERB bracis-33580 133 2 the the DET bracis-33580 133 3 high high ADJ bracis-33580 133 4 performance performance NOUN bracis-33580 133 5 of of ADP bracis-33580 133 6 our our PRON bracis-33580 133 7 models model NOUN bracis-33580 133 8 , , PUNCT bracis-33580 133 9 our our PRON bracis-33580 133 10 main main ADJ bracis-33580 133 11 interest interest NOUN bracis-33580 133 12 lies lie VERB bracis-33580 133 13 in in ADP bracis-33580 133 14 understanding understand VERB bracis-33580 133 15 these these DET bracis-33580 133 16 distinctive distinctive ADJ bracis-33580 133 17 patterns pattern NOUN bracis-33580 133 18 . . PUNCT bracis-33580 134 1 we we PRON bracis-33580 134 2 used use VERB bracis-33580 134 3 shap shap PROPN bracis-33580 134 4 values value NOUN bracis-33580 134 5 for for ADP bracis-33580 134 6 this this DET bracis-33580 134 7 analysis analysis NOUN bracis-33580 134 8 . . PUNCT bracis-33580 135 1 table table NOUN bracis-33580 135 2 2 2 NUM bracis-33580 135 3 . . PUNCT bracis-33580 135 4 model model NOUN bracis-33580 135 5 performance performance NOUN bracis-33580 135 6 on on ADP bracis-33580 135 7 atrial atrial ADJ bracis-33580 135 8 fibrillation fibrillation NOUN bracis-33580 135 9 and and CCONJ bracis-33580 135 10 control control NOUN bracis-33580 135 11 group group NOUN bracis-33580 135 12 classification.full classification.full PROPN bracis-33580 135 13 size size NOUN bracis-33580 135 14 table table NOUN bracis-33580 135 15 when when SCONJ bracis-33580 135 16 using use VERB bracis-33580 135 17 shap shap NOUN bracis-33580 135 18 to to PART bracis-33580 135 19 find find VERB bracis-33580 135 20 the the DET bracis-33580 135 21 most most ADV bracis-33580 135 22 significant significant ADJ bracis-33580 135 23 features feature NOUN bracis-33580 135 24 using use VERB bracis-33580 135 25 all all DET bracis-33580 135 26 biomarkers biomarker NOUN bracis-33580 135 27 , , PUNCT bracis-33580 135 28 we we PRON bracis-33580 135 29 found find VERB bracis-33580 135 30 a a DET bracis-33580 135 31 great great ADJ bracis-33580 135 32 impact impact NOUN bracis-33580 135 33 of of ADP bracis-33580 135 34 il-4 il-4 PROPN bracis-33580 135 35 , , PUNCT bracis-33580 135 36 peak peak NOUN bracis-33580 135 37 , , PUNCT bracis-33580 135 38 mpes mpe NOUN bracis-33580 135 39 / / SYM bracis-33580 135 40 ul ul PROPN bracis-33580 135 41 , , PUNCT bracis-33580 135 42 il-2 il-2 PROPN bracis-33580 135 43 , , PUNCT bracis-33580 135 44 etp etp PROPN bracis-33580 135 45 , , PUNCT bracis-33580 135 46 f1 f1 NOUN bracis-33580 135 47 + + PROPN bracis-33580 135 48 2 2 NUM bracis-33580 135 49 , , PUNCT bracis-33580 135 50 ldlc ldlc NOUN bracis-33580 135 51 , , PUNCT bracis-33580 135 52 ifn ifn PROPN bracis-33580 135 53 , , PUNCT bracis-33580 135 54 trig trig NOUN bracis-33580 135 55 , , PUNCT bracis-33580 135 56 il-10 il-10 PRON bracis-33580 135 57 , , PUNCT bracis-33580 135 58 tgf\(\beta tgf\(\beta X bracis-33580 135 59 \ \ NOUN bracis-33580 135 60 ) ) PUNCT bracis-33580 135 61 , , PUNCT bracis-33580 135 62 and and CCONJ bracis-33580 135 63 hdlc hdlc PROPN bracis-33580 135 64 in in ADP bracis-33580 135 65 model model NOUN bracis-33580 135 66 prediction prediction NOUN bracis-33580 135 67 ( ( PUNCT bracis-33580 135 68 fig fig NOUN bracis-33580 135 69 . . PUNCT bracis-33580 135 70     SPACE bracis-33580 136 1 1 1 NUM bracis-33580 136 2 ( ( PUNCT bracis-33580 136 3 top top NOUN bracis-33580 136 4 ) ) PUNCT bracis-33580 136 5 ) ) PUNCT bracis-33580 136 6 . . PUNCT bracis-33580 137 1 if if SCONJ bracis-33580 137 2 we we PRON bracis-33580 137 3 exclude exclude VERB bracis-33580 137 4 the the DET bracis-33580 137 5 coagulation coagulation NOUN bracis-33580 137 6 biomarkers biomarker VERB bracis-33580 137 7 the the DET bracis-33580 137 8 most most ADV bracis-33580 137 9 important important ADJ bracis-33580 137 10 features feature NOUN bracis-33580 137 11 are be AUX bracis-33580 137 12 il-4 il-4 PRON bracis-33580 137 13 , , PUNCT bracis-33580 137 14 il-10 il-10 PRON bracis-33580 137 15 , , PUNCT bracis-33580 137 16 ifn ifn PROPN bracis-33580 137 17 , , PUNCT bracis-33580 137 18 total total ADJ bracis-33580 137 19 cholesterol cholesterol NOUN bracis-33580 137 20 , , PUNCT bracis-33580 137 21 il-6 il-6 NUM bracis-33580 137 22 , , PUNCT bracis-33580 137 23 sicam-1 sicam-1 PROPN bracis-33580 137 24 , , PUNCT bracis-33580 137 25 ldlc ldlc NOUN bracis-33580 137 26 , , PUNCT bracis-33580 137 27 mcp-1 mcp-1 NOUN bracis-33580 137 28 , , PUNCT bracis-33580 137 29 il-2 il-2 NUM bracis-33580 137 30 , , PUNCT bracis-33580 137 31 il-8 il-8 NOUN bracis-33580 137 32 , , PUNCT bracis-33580 137 33 gdf-15 gdf-15 NOUN bracis-33580 137 34 , , PUNCT bracis-33580 137 35 and and CCONJ bracis-33580 137 36 hdlc hdlc PROPN bracis-33580 137 37 ( ( PUNCT bracis-33580 137 38 fig fig NOUN bracis-33580 137 39 . . PUNCT bracis-33580 137 40     SPACE bracis-33580 138 1 1 1 NUM bracis-33580 138 2 ( ( PUNCT bracis-33580 138 3 middle middle NOUN bracis-33580 138 4 ) ) PUNCT bracis-33580 138 5 ) ) PUNCT bracis-33580 138 6 . . PUNCT bracis-33580 139 1 furthermore furthermore ADV bracis-33580 139 2 , , PUNCT bracis-33580 139 3 without without ADP bracis-33580 139 4 inflammation inflammation NOUN bracis-33580 139 5 biomarkers biomarker NOUN bracis-33580 139 6 the the DET bracis-33580 139 7 most most ADV bracis-33580 139 8 impacting impacting ADJ bracis-33580 139 9 features feature NOUN bracis-33580 139 10 are be AUX bracis-33580 139 11 peak peak NOUN bracis-33580 139 12 , , PUNCT bracis-33580 139 13 tafi tafi PROPN bracis-33580 139 14 , , PUNCT bracis-33580 139 15 f1 f1 PROPN bracis-33580 139 16 + + PROPN bracis-33580 139 17 2 2 NUM bracis-33580 139 18 , , PUNCT bracis-33580 139 19 lagtime lagtime NOUN bracis-33580 139 20 , , PUNCT bracis-33580 139 21 trig trig NOUN bracis-33580 139 22 , , PUNCT bracis-33580 139 23 mpes mpe NOUN bracis-33580 139 24 / / SYM bracis-33580 139 25 ul ul INTJ bracis-33580 139 26 , , PUNCT bracis-33580 139 27 pai-1 pai-1 X bracis-33580 139 28 , , PUNCT bracis-33580 139 29 total total ADJ bracis-33580 139 30 cholesterol cholesterol NOUN bracis-33580 139 31 , , PUNCT bracis-33580 139 32 sicam-1 sicam-1 PROPN bracis-33580 139 33 , , PUNCT bracis-33580 139 34 gdf-15 gdf-15 NOUN bracis-33580 139 35 , , PUNCT bracis-33580 139 36 mpp mpp PROPN bracis-33580 139 37 / / SYM bracis-33580 139 38 ul ul PROPN bracis-33580 139 39 and and CCONJ bracis-33580 139 40 etp etp PROPN bracis-33580 139 41 ( ( PUNCT bracis-33580 139 42 fig fig NOUN bracis-33580 139 43 . . PUNCT bracis-33580 139 44     SPACE bracis-33580 140 1 1 1 NUM bracis-33580 140 2 ( ( PUNCT bracis-33580 140 3 bottom bottom NOUN bracis-33580 140 4 ) ) PUNCT bracis-33580 140 5 ) ) PUNCT bracis-33580 140 6 . . PUNCT bracis-33580 141 1 these these DET bracis-33580 141 2 findings finding NOUN bracis-33580 141 3 suggest suggest VERB bracis-33580 141 4 that that SCONJ bracis-33580 141 5 inflammation inflammation NOUN bracis-33580 141 6 , , PUNCT bracis-33580 141 7 lipid lipid ADJ bracis-33580 141 8 metabolism metabolism NOUN bracis-33580 141 9 , , PUNCT bracis-33580 141 10 and and CCONJ bracis-33580 141 11 coagulation coagulation NOUN bracis-33580 141 12 processes process NOUN bracis-33580 141 13 are be AUX bracis-33580 141 14 all all ADV bracis-33580 141 15 critical critical ADJ bracis-33580 141 16 in in ADP bracis-33580 141 17 the the DET bracis-33580 141 18 model model NOUN bracis-33580 141 19 ’s ’s PART bracis-33580 141 20 predictions prediction NOUN bracis-33580 141 21 . . PUNCT bracis-33580 142 1 without without ADP bracis-33580 142 2 coagulation coagulation NOUN bracis-33580 142 3 biomarkers biomarker NOUN bracis-33580 142 4 , , PUNCT bracis-33580 142 5 cytokines cytokine NOUN bracis-33580 142 6 and and CCONJ bracis-33580 142 7 lipid lipid NOUN bracis-33580 142 8 measures measure NOUN bracis-33580 142 9 remain remain VERB bracis-33580 142 10 important important ADJ bracis-33580 142 11 , , PUNCT bracis-33580 142 12 indicating indicate VERB bracis-33580 142 13 that that SCONJ bracis-33580 142 14 inflammation inflammation NOUN bracis-33580 142 15 and and CCONJ bracis-33580 142 16 lipid lipid NOUN bracis-33580 142 17 metabolism metabolism NOUN bracis-33580 142 18 are be AUX bracis-33580 142 19 still still ADV bracis-33580 142 20 significant significant ADJ bracis-33580 142 21 . . PUNCT bracis-33580 143 1 additional additional ADJ bracis-33580 143 2 markers marker NOUN bracis-33580 143 3 like like ADP bracis-33580 143 4 sicam-1 sicam-1 PROPN bracis-33580 143 5 and and CCONJ bracis-33580 143 6 mcp-1 mcp-1 ADV bracis-33580 143 7 become become VERB bracis-33580 143 8 more more ADV bracis-33580 143 9 prominent prominent ADJ bracis-33580 143 10 , , PUNCT bracis-33580 143 11 highlighting highlight VERB bracis-33580 143 12 the the DET bracis-33580 143 13 role role NOUN bracis-33580 143 14 of of ADP bracis-33580 143 15 inflammation inflammation NOUN bracis-33580 143 16 and and CCONJ bracis-33580 143 17 immune immune ADJ bracis-33580 143 18 response response NOUN bracis-33580 143 19 . . PUNCT bracis-33580 144 1 without without ADP bracis-33580 144 2 inflammation inflammation NOUN bracis-33580 144 3 biomarkers biomarker NOUN bracis-33580 144 4 , , PUNCT bracis-33580 144 5 coagulation coagulation NOUN bracis-33580 144 6 and and CCONJ bracis-33580 144 7 lipid lipid NOUN bracis-33580 144 8 measures measure NOUN bracis-33580 144 9 ( ( PUNCT bracis-33580 144 10 such such ADJ bracis-33580 144 11 as as ADP bracis-33580 144 12 tafi tafi PROPN bracis-33580 144 13 , , PUNCT bracis-33580 144 14 f1 f1 NOUN bracis-33580 144 15 + + PROPN bracis-33580 144 16 2 2 NUM bracis-33580 144 17 , , PUNCT bracis-33580 144 18 lagtime lagtime NOUN bracis-33580 144 19 , , PUNCT bracis-33580 144 20 pai-1 pai-1 NUM bracis-33580 144 21 ) ) PUNCT bracis-33580 144 22 are be AUX bracis-33580 144 23 significant significant ADJ bracis-33580 144 24 . . PUNCT bracis-33580 145 1 this this DET bracis-33580 145 2 shift shift NOUN bracis-33580 145 3 underscores underscore VERB bracis-33580 145 4 the the DET bracis-33580 145 5 importance importance NOUN bracis-33580 145 6 of of ADP bracis-33580 145 7 blood blood NOUN bracis-33580 145 8 clotting clot VERB bracis-33580 145 9 mechanisms mechanism NOUN bracis-33580 145 10 and and CCONJ bracis-33580 145 11 lipid lipid ADJ bracis-33580 145 12 metabolism metabolism NOUN bracis-33580 145 13 . . PUNCT bracis-33580 146 1 fig fig NOUN bracis-33580 146 2 . . PUNCT bracis-33580 147 1 1 1 X bracis-33580 147 2 . . X bracis-33580 147 3 ( ( PUNCT bracis-33580 147 4 top top ADJ bracis-33580 147 5 ) ) PUNCT bracis-33580 147 6 all all DET bracis-33580 147 7 features feature NOUN bracis-33580 147 8 . . PUNCT bracis-33580 148 1 ( ( PUNCT bracis-33580 148 2 middle middle ADJ bracis-33580 148 3 ) ) PUNCT bracis-33580 148 4 all all PRON bracis-33580 148 5 , , PUNCT bracis-33580 148 6 but but CCONJ bracis-33580 148 7 coagulation coagulation NOUN bracis-33580 148 8 biomarkers biomarker NOUN bracis-33580 148 9 . . PUNCT bracis-33580 149 1 ( ( PUNCT bracis-33580 149 2 bottom bottom ADV bracis-33580 149 3 ) ) PUNCT bracis-33580 149 4 all all PRON bracis-33580 149 5 , , PUNCT bracis-33580 149 6 but but CCONJ bracis-33580 149 7 inflammatory inflammatory ADJ bracis-33580 149 8 biomarkers biomarker NOUN bracis-33580 149 9 full full ADJ bracis-33580 149 10 size size NOUN bracis-33580 149 11 image image NOUN bracis-33580 149 12 4.2 4.2 NUM bracis-33580 149 13 warfarin warfarin NOUN bracis-33580 149 14 \(\times \(\time NOUN bracis-33580 149 15 \ \ NOUN bracis-33580 149 16 ) ) PUNCT bracis-33580 149 17 rivaroxaban rivaroxaban NOUN bracis-33580 149 18 table table NOUN bracis-33580 149 19     SPACE bracis-33580 149 20 3 3 NUM bracis-33580 149 21 shows show VERB bracis-33580 149 22 the the DET bracis-33580 149 23 model model NOUN bracis-33580 149 24 performance performance NOUN bracis-33580 149 25 in in ADP bracis-33580 149 26 differentiating differentiate VERB bracis-33580 149 27 af af PROPN bracis-33580 149 28 patients patient NOUN bracis-33580 149 29 on on ADP bracis-33580 149 30 warfarin warfarin NOUN bracis-33580 149 31 from from ADP bracis-33580 149 32 af af PROPN bracis-33580 149 33 patients patient NOUN bracis-33580 149 34 on on ADP bracis-33580 149 35 rivaroxaban rivaroxaban NOUN bracis-33580 149 36 . . PUNCT bracis-33580 150 1 again again ADV bracis-33580 150 2 , , PUNCT bracis-33580 150 3 all all DET bracis-33580 150 4 models model NOUN bracis-33580 150 5 achieved achieve VERB bracis-33580 150 6 very very ADV bracis-33580 150 7 high high ADJ bracis-33580 150 8 auroc auroc NOUN bracis-33580 150 9 values value NOUN bracis-33580 150 10 , , PUNCT bracis-33580 150 11 and and CCONJ bracis-33580 150 12 given give VERB bracis-33580 150 13 the the DET bracis-33580 150 14 high high ADJ bracis-33580 150 15 performance performance NOUN bracis-33580 150 16 of of ADP bracis-33580 150 17 our our PRON bracis-33580 150 18 models model NOUN bracis-33580 150 19 , , PUNCT bracis-33580 150 20 our our PRON bracis-33580 150 21 main main ADJ bracis-33580 150 22 interest interest NOUN bracis-33580 150 23 lies lie VERB bracis-33580 150 24 in in ADP bracis-33580 150 25 understanding understand VERB bracis-33580 150 26 the the DET bracis-33580 150 27 distinctive distinctive ADJ bracis-33580 150 28 patterns pattern NOUN bracis-33580 150 29 in in ADP bracis-33580 150 30 both both DET bracis-33580 150 31 groups group NOUN bracis-33580 150 32 . . PUNCT bracis-33580 151 1 we we PRON bracis-33580 151 2 used use VERB bracis-33580 151 3 shap shap PROPN bracis-33580 151 4 values value NOUN bracis-33580 151 5 for for ADP bracis-33580 151 6 this this DET bracis-33580 151 7 analysis analysis NOUN bracis-33580 151 8 . . PUNCT bracis-33580 152 1 table table NOUN bracis-33580 152 2 3 3 NUM bracis-33580 152 3 . . PUNCT bracis-33580 152 4 model model NOUN bracis-33580 152 5 performance performance NOUN bracis-33580 152 6 on on ADP bracis-33580 152 7 rivaroxaban rivaroxaban NOUN bracis-33580 152 8 and and CCONJ bracis-33580 152 9 warfarin warfarin NOUN bracis-33580 152 10 group group NOUN bracis-33580 152 11 classification.full classification.full PROPN bracis-33580 152 12 size size NOUN bracis-33580 152 13 table table NOUN bracis-33580 152 14 fig fig NOUN bracis-33580 152 15 . . PUNCT bracis-33580 153 1 2 2 X bracis-33580 153 2 . . X bracis-33580 153 3 ( ( PUNCT bracis-33580 153 4 top top ADJ bracis-33580 153 5 ) ) PUNCT bracis-33580 153 6 all all DET bracis-33580 153 7 features feature NOUN bracis-33580 153 8 . . PUNCT bracis-33580 154 1 ( ( PUNCT bracis-33580 154 2 middle middle ADJ bracis-33580 154 3 ) ) PUNCT bracis-33580 154 4 all all PRON bracis-33580 154 5 , , PUNCT bracis-33580 154 6 but but CCONJ bracis-33580 154 7 coagulation coagulation NOUN bracis-33580 154 8 biomarkers biomarker NOUN bracis-33580 154 9 . . PUNCT bracis-33580 155 1 ( ( PUNCT bracis-33580 155 2 bottom bottom ADV bracis-33580 155 3 ) ) PUNCT bracis-33580 155 4 all all PRON bracis-33580 155 5 , , PUNCT bracis-33580 155 6 but but CCONJ bracis-33580 155 7 inflammatory inflammatory ADJ bracis-33580 155 8 biomarkers biomarker NOUN bracis-33580 155 9 full full ADJ bracis-33580 155 10 size size NOUN bracis-33580 155 11 image image NOUN bracis-33580 155 12 when when SCONJ bracis-33580 155 13 using use VERB bracis-33580 155 14 shap shap NOUN bracis-33580 155 15 to to PART bracis-33580 155 16 find find VERB bracis-33580 155 17 the the DET bracis-33580 155 18 most most ADV bracis-33580 155 19 significant significant ADJ bracis-33580 155 20 features feature NOUN bracis-33580 155 21 using use VERB bracis-33580 155 22 all all DET bracis-33580 155 23 biomarkers biomarker NOUN bracis-33580 155 24 , , PUNCT bracis-33580 155 25 we we PRON bracis-33580 155 26 found find VERB bracis-33580 155 27 a a DET bracis-33580 155 28 great great ADJ bracis-33580 155 29 influence influence NOUN bracis-33580 155 30 of of ADP bracis-33580 155 31 il-2 il-2 ADJ bracis-33580 155 32 , , PUNCT bracis-33580 155 33 f1 f1 NOUN bracis-33580 155 34 + + PROPN bracis-33580 155 35 2 2 NUM bracis-33580 155 36 , , PUNCT bracis-33580 155 37 etp etp PROPN bracis-33580 155 38 , , PUNCT bracis-33580 155 39 gdf-15 gdf-15 PROPN bracis-33580 155 40 , , PUNCT bracis-33580 155 41 sicam-1 sicam-1 PROPN bracis-33580 155 42 , , PUNCT bracis-33580 155 43 rantes rante NOUN bracis-33580 155 44 , , PUNCT bracis-33580 155 45 tnf tnf PROPN bracis-33580 155 46 , , PUNCT bracis-33580 155 47 t t PROPN bracis-33580 155 48 - - PUNCT bracis-33580 155 49 pa pa PROPN bracis-33580 155 50 , , PUNCT bracis-33580 155 51 il-4 il-4 PRON bracis-33580 155 52 , , PUNCT bracis-33580 155 53 tgf\(\beta tgf\(\beta X bracis-33580 155 54 \ \ NOUN bracis-33580 155 55 ) ) PUNCT bracis-33580 155 56 , , PUNCT bracis-33580 155 57 plt plt NOUN bracis-33580 155 58 , , PUNCT bracis-33580 155 59 and and CCONJ bracis-33580 155 60 il-8 il-8 NOUN bracis-33580 155 61 in in ADP bracis-33580 155 62 model model NOUN bracis-33580 155 63 prediction prediction NOUN bracis-33580 155 64 ( ( PUNCT bracis-33580 155 65 fig fig NOUN bracis-33580 155 66 . . PUNCT bracis-33580 155 67     SPACE bracis-33580 156 1 2 2 NUM bracis-33580 156 2 ( ( PUNCT bracis-33580 156 3 top top NOUN bracis-33580 156 4 ) ) PUNCT bracis-33580 156 5 ) ) PUNCT bracis-33580 156 6 . . PUNCT bracis-33580 157 1 when when SCONJ bracis-33580 157 2 excluding exclude VERB bracis-33580 157 3 the the DET bracis-33580 157 4 coagulation coagulation NOUN bracis-33580 157 5 biomarkers biomarker VERB bracis-33580 157 6 the the DET bracis-33580 157 7 most most ADV bracis-33580 157 8 impacting impacting ADJ bracis-33580 157 9 features feature NOUN bracis-33580 157 10 became become VERB bracis-33580 157 11 il-2 il-2 NUM bracis-33580 157 12 , , PUNCT bracis-33580 157 13 il-4 il-4 PRON bracis-33580 157 14 , , PUNCT bracis-33580 157 15 genotype genotype NOUN bracis-33580 157 16 hp hp NOUN bracis-33580 157 17 ( ( PUNCT bracis-33580 157 18 1 1 NUM bracis-33580 157 19 ) ) PUNCT bracis-33580 157 20 , , PUNCT bracis-33580 157 21 il-6 il-6 NUM bracis-33580 157 22 , , PUNCT bracis-33580 157 23 tgf\(\beta tgf\(\beta X bracis-33580 157 24 \ \ NOUN bracis-33580 157 25 ) ) PUNCT bracis-33580 157 26 , , PUNCT bracis-33580 157 27 ifn ifn PROPN bracis-33580 157 28 , , PUNCT bracis-33580 157 29 haptoglobin haptoglobin NOUN bracis-33580 157 30 ( ( PUNCT bracis-33580 157 31 hp hp PROPN bracis-33580 157 32 ) ) PUNCT bracis-33580 157 33 , , PUNCT bracis-33580 157 34 mcp-1 mcp-1 NOUN bracis-33580 157 35 , , PUNCT bracis-33580 157 36 plt plt NOUN bracis-33580 157 37 , , PUNCT bracis-33580 157 38 dyslipidemia dyslipidemia NOUN bracis-33580 157 39 ( ( PUNCT bracis-33580 157 40 hypercholesterolemia hypercholesterolemia NOUN bracis-33580 157 41 ) ) PUNCT bracis-33580 157 42 , , PUNCT bracis-33580 157 43 trig trig PROPN bracis-33580 157 44 and and CCONJ bracis-33580 157 45 has have VERB bracis-33580 157 46 ( ( PUNCT bracis-33580 157 47 fig fig NOUN bracis-33580 157 48 . . PUNCT bracis-33580 157 49     SPACE bracis-33580 158 1 2 2 NUM bracis-33580 158 2 ( ( PUNCT bracis-33580 158 3 middle middle NOUN bracis-33580 158 4 ) ) PUNCT bracis-33580 158 5 ) ) PUNCT bracis-33580 158 6 . . PUNCT bracis-33580 159 1 furthermore furthermore ADV bracis-33580 159 2 , , PUNCT bracis-33580 159 3 without without ADP bracis-33580 159 4 inflammation inflammation NOUN bracis-33580 159 5 biomarkers biomarker NOUN bracis-33580 159 6 the the DET bracis-33580 159 7 most most ADV bracis-33580 159 8 impating impating NOUN bracis-33580 159 9 features feature NOUN bracis-33580 159 10 are be AUX bracis-33580 159 11 f1 f1 ADJ bracis-33580 159 12 + + PROPN bracis-33580 159 13 2 2 NUM bracis-33580 159 14 , , PUNCT bracis-33580 159 15 etp etp PROPN bracis-33580 159 16 , , PUNCT bracis-33580 159 17 ttpeak ttpeak NOUN bracis-33580 159 18 , , PUNCT bracis-33580 159 19 t t PROPN bracis-33580 159 20 - - PUNCT bracis-33580 159 21 pa pa PROPN bracis-33580 159 22 , , PUNCT bracis-33580 159 23 peak peak NOUN bracis-33580 159 24 , , PUNCT bracis-33580 159 25 dyslipidemia dyslipidemia NOUN bracis-33580 159 26 ( ( PUNCT bracis-33580 159 27 hypercholesterolemia hypercholesterolemia NOUN bracis-33580 159 28 ) ) PUNCT bracis-33580 159 29 , , PUNCT bracis-33580 159 30 trig trig PROPN bracis-33580 159 31 , , PUNCT bracis-33580 159 32 plt plt NOUN bracis-33580 159 33 , , PUNCT bracis-33580 159 34 total total ADJ bracis-33580 159 35 cholesterol cholesterol NOUN bracis-33580 159 36 , , PUNCT bracis-33580 159 37 hdlc hdlc NOUN bracis-33580 159 38 , , PUNCT bracis-33580 159 39 ldlc ldlc NOUN bracis-33580 159 40 , , PUNCT bracis-33580 159 41 and and CCONJ bracis-33580 159 42 tafi tafi PROPN bracis-33580 159 43 ( ( PUNCT bracis-33580 159 44 fig fig NOUN bracis-33580 159 45 . . PUNCT bracis-33580 159 46     SPACE bracis-33580 160 1 2 2 NUM bracis-33580 160 2 ( ( PUNCT bracis-33580 160 3 bottom bottom NOUN bracis-33580 160 4 ) ) PUNCT bracis-33580 160 5 ) ) PUNCT bracis-33580 160 6 . . PUNCT bracis-33580 161 1 5 5 NUM bracis-33580 161 2 conclusion conclusion NOUN bracis-33580 161 3 this this DET bracis-33580 161 4 study study NOUN bracis-33580 161 5 underscores underscore VERB bracis-33580 161 6 the the DET bracis-33580 161 7 potential potential NOUN bracis-33580 161 8 of of ADP bracis-33580 161 9 machine machine NOUN bracis-33580 161 10 learning learning NOUN bracis-33580 161 11 models model NOUN bracis-33580 161 12 in in ADP bracis-33580 161 13 providing provide VERB bracis-33580 161 14 a a DET bracis-33580 161 15 deeper deep ADJ bracis-33580 161 16 understanding understanding NOUN bracis-33580 161 17 of of ADP bracis-33580 161 18 atrial atrial ADJ bracis-33580 161 19 fibrillation fibrillation NOUN bracis-33580 161 20 ( ( PUNCT bracis-33580 161 21 af af NOUN bracis-33580 161 22 ) ) PUNCT bracis-33580 161 23 . . PUNCT bracis-33580 162 1 by by ADP bracis-33580 162 2 leveraging leverage VERB bracis-33580 162 3 ml ml NOUN bracis-33580 162 4 models model NOUN bracis-33580 162 5 , , PUNCT bracis-33580 162 6 we we PRON bracis-33580 162 7 successfully successfully ADV bracis-33580 162 8 identified identify VERB bracis-33580 162 9 and and CCONJ bracis-33580 162 10 analyzed analyze VERB bracis-33580 162 11 key key ADJ bracis-33580 162 12 biomarkers biomarker NOUN bracis-33580 162 13 that that PRON bracis-33580 162 14 differentiate differentiate VERB bracis-33580 162 15 af af PROPN bracis-33580 162 16 patients patient NOUN bracis-33580 162 17 from from ADP bracis-33580 162 18 healthy healthy ADJ bracis-33580 162 19 individuals individual NOUN bracis-33580 162 20 and and CCONJ bracis-33580 162 21 elucidate elucidate VERB bracis-33580 162 22 the the DET bracis-33580 162 23 effects effect NOUN bracis-33580 162 24 of of ADP bracis-33580 162 25 different different ADJ bracis-33580 162 26 anticoagulant anticoagulant ADJ bracis-33580 162 27 therapies therapy NOUN bracis-33580 162 28 . . PUNCT bracis-33580 163 1 our our PRON bracis-33580 163 2 high high ADJ bracis-33580 163 3 - - PUNCT bracis-33580 163 4 performance performance NOUN bracis-33580 163 5 models model NOUN bracis-33580 163 6 demonstrate demonstrate VERB bracis-33580 163 7 robust robust ADJ bracis-33580 163 8 predictive predictive ADJ bracis-33580 163 9 capabilities capability NOUN bracis-33580 163 10 , , PUNCT bracis-33580 163 11 offering offer VERB bracis-33580 163 12 significant significant ADJ bracis-33580 163 13 insights insight NOUN bracis-33580 163 14 into into ADP bracis-33580 163 15 the the DET bracis-33580 163 16 distinct distinct ADJ bracis-33580 163 17 biomarker biomarker NOUN bracis-33580 163 18 patterns pattern NOUN bracis-33580 163 19 associated associate VERB bracis-33580 163 20 with with ADP bracis-33580 163 21 warfarin warfarin NOUN bracis-33580 163 22 and and CCONJ bracis-33580 163 23 rivaroxaban rivaroxaban NOUN bracis-33580 163 24 treatments treatment NOUN bracis-33580 163 25 . . PUNCT bracis-33580 164 1 the the DET bracis-33580 164 2 application application NOUN bracis-33580 164 3 of of ADP bracis-33580 164 4 explainable explainable ADJ bracis-33580 164 5 machine machine NOUN bracis-33580 164 6 learning learning NOUN bracis-33580 164 7 methods method NOUN bracis-33580 164 8 enabled enable VERB bracis-33580 164 9 us we PRON bracis-33580 164 10 to to PART bracis-33580 164 11 uncover uncover VERB bracis-33580 164 12 critical critical ADJ bracis-33580 164 13 factors factor NOUN bracis-33580 164 14 influencing influence VERB bracis-33580 164 15 biomarker biomarker NOUN bracis-33580 164 16 behavior behavior NOUN bracis-33580 164 17 , , PUNCT bracis-33580 164 18 providing provide VERB bracis-33580 164 19 a a DET bracis-33580 164 20 deeper deep ADJ bracis-33580 164 21 understanding understanding NOUN bracis-33580 164 22 of of ADP bracis-33580 164 23 the the DET bracis-33580 164 24 pathophysiological pathophysiological ADJ bracis-33580 164 25 processes process NOUN bracis-33580 164 26 in in ADP bracis-33580 164 27 af af PROPN bracis-33580 164 28 and and CCONJ bracis-33580 164 29 the the DET bracis-33580 164 30 impacts impact NOUN bracis-33580 164 31 of of ADP bracis-33580 164 32 specific specific ADJ bracis-33580 164 33 treatments treatment NOUN bracis-33580 164 34 ( ( PUNCT bracis-33580 164 35 we we PRON bracis-33580 164 36 can can AUX bracis-33580 164 37 clearly clearly ADV bracis-33580 164 38 see see VERB bracis-33580 164 39 patients patient NOUN bracis-33580 164 40 using use VERB bracis-33580 164 41 rivaroxaban rivaroxaban NOUN bracis-33580 164 42 as as ADP bracis-33580 164 43 having have VERB bracis-33580 164 44 lower low ADJ bracis-33580 164 45 inflammation inflammation NOUN bracis-33580 164 46 markers marker NOUN bracis-33580 164 47 in in ADP bracis-33580 164 48 contrast contrast NOUN bracis-33580 164 49 to to ADP bracis-33580 164 50 those those PRON bracis-33580 164 51 using use VERB bracis-33580 164 52 warfarin warfarin NOUN bracis-33580 164 53 ) ) PUNCT bracis-33580 164 54 . . PUNCT bracis-33580 165 1 these these DET bracis-33580 165 2 insights insight NOUN bracis-33580 165 3 contribute contribute VERB bracis-33580 165 4 to to ADP bracis-33580 165 5 a a DET bracis-33580 165 6 more more ADV bracis-33580 165 7 nuanced nuanced ADJ bracis-33580 165 8 view view NOUN bracis-33580 165 9 of of ADP bracis-33580 165 10 how how SCONJ bracis-33580 165 11 anticoagulant anticoagulant ADJ bracis-33580 165 12 therapy therapy NOUN bracis-33580 165 13 affects affect VERB bracis-33580 165 14 biomarker biomarker NOUN bracis-33580 165 15 profiles profile NOUN bracis-33580 165 16 , , PUNCT bracis-33580 165 17 which which PRON bracis-33580 165 18 can can AUX bracis-33580 165 19 inform inform VERB bracis-33580 165 20 clinical clinical ADJ bracis-33580 165 21 decision decision NOUN bracis-33580 165 22 - - PUNCT bracis-33580 165 23 making make VERB bracis-33580 165 24 and and CCONJ bracis-33580 165 25 optimize optimize VERB bracis-33580 165 26 treatment treatment NOUN bracis-33580 165 27 strategies strategy NOUN bracis-33580 165 28 . . PUNCT bracis-33580 166 1 finally finally ADV bracis-33580 166 2 , , PUNCT bracis-33580 166 3 synthetic synthetic ADJ bracis-33580 166 4 data data NOUN bracis-33580 166 5 generation generation NOUN bracis-33580 166 6 proved prove VERB bracis-33580 166 7 invaluable invaluable ADJ bracis-33580 166 8 in in ADP bracis-33580 166 9 augmenting augment VERB bracis-33580 166 10 our our PRON bracis-33580 166 11 dataset dataset NOUN bracis-33580 166 12 , , PUNCT bracis-33580 166 13 enhancing enhance VERB bracis-33580 166 14 model model NOUN bracis-33580 166 15 robustness robustness NOUN bracis-33580 166 16 , , PUNCT bracis-33580 166 17 and and CCONJ bracis-33580 166 18 ensuring ensure VERB bracis-33580 166 19 reliable reliable ADJ bracis-33580 166 20 predictions prediction NOUN bracis-33580 166 21 despite despite SCONJ bracis-33580 166 22 potential potential ADJ bracis-33580 166 23 limitations limitation NOUN bracis-33580 166 24 in in ADP bracis-33580 166 25 real real ADJ bracis-33580 166 26 - - PUNCT bracis-33580 166 27 world world NOUN bracis-33580 166 28 data datum NOUN bracis-33580 166 29 availability availability NOUN bracis-33580 166 30 . . PUNCT bracis-33580 167 1 this this DET bracis-33580 167 2 approach approach NOUN bracis-33580 167 3 highlights highlight VERB bracis-33580 167 4 the the DET bracis-33580 167 5 efficacy efficacy NOUN bracis-33580 167 6 of of ADP bracis-33580 167 7 combining combine VERB bracis-33580 167 8 data datum NOUN bracis-33580 167 9 augmentation augmentation NOUN bracis-33580 167 10 techniques technique NOUN bracis-33580 167 11 with with ADP bracis-33580 167 12 machine machine NOUN bracis-33580 167 13 learning learn VERB bracis-33580 167 14 to to PART bracis-33580 167 15 overcome overcome VERB bracis-33580 167 16 data datum NOUN bracis-33580 167 17 scarcity scarcity NOUN bracis-33580 167 18 issues issue NOUN bracis-33580 167 19 common common ADJ bracis-33580 167 20 in in ADP bracis-33580 167 21 clinical clinical ADJ bracis-33580 167 22 research research NOUN bracis-33580 167 23 . . PUNCT bracis-33580 168 1 references reference NOUN bracis-33580 168 2 alberts alberts PROPN bracis-33580 168 3 , , PUNCT bracis-33580 168 4 m. m. NOUN bracis-33580 168 5 , , PUNCT bracis-33580 168 6 chen chen PROPN bracis-33580 168 7 , , PUNCT bracis-33580 168 8 y.w y.w PROPN bracis-33580 168 9 . . PROPN bracis-33580 168 10 , , PUNCT bracis-33580 168 11 lin lin PROPN bracis-33580 168 12 , , PUNCT bracis-33580 168 13 j.h j.h PROPN bracis-33580 168 14 . . PROPN bracis-33580 168 15 , , PUNCT bracis-33580 168 16 kogan kogan PROPN bracis-33580 168 17 , , PUNCT bracis-33580 168 18 e. e. PROPN bracis-33580 168 19 , , PUNCT bracis-33580 168 20 twyman twyman NOUN bracis-33580 168 21 , , PUNCT bracis-33580 168 22 k. k. PROPN bracis-33580 168 23 , , PUNCT bracis-33580 168 24 milentijevic milentijevic ADJ bracis-33580 168 25 , , PUNCT bracis-33580 168 26 d. d. PROPN bracis-33580 168 27 : : PUNCT bracis-33580 168 28 risks risk NOUN bracis-33580 168 29 of of ADP bracis-33580 168 30 stroke stroke NOUN bracis-33580 168 31 and and CCONJ bracis-33580 168 32 mortality mortality NOUN bracis-33580 168 33 in in ADP bracis-33580 168 34 atrial atrial ADJ bracis-33580 168 35 fibrillation fibrillation NOUN bracis-33580 168 36 patients patient NOUN bracis-33580 168 37 treated treat VERB bracis-33580 168 38 with with ADP bracis-33580 168 39 rivaroxaban rivaroxaban NOUN bracis-33580 168 40 and and CCONJ bracis-33580 168 41 warfarin warfarin NOUN bracis-33580 168 42 . . PUNCT bracis-33580 169 1 stroke stroke NOUN bracis-33580 169 2 51(2 51(2 NUM bracis-33580 169 3 ) ) PUNCT bracis-33580 169 4 , , PUNCT bracis-33580 169 5 549–555 549–555 NUM bracis-33580 169 6 ( ( PUNCT bracis-33580 169 7 2020 2020 NUM bracis-33580 169 8 ) ) PUNCT bracis-33580 169 9 article article NOUN bracis-33580 169 10     SPACE bracis-33580 169 11 google google PROPN bracis-33580 169 12 scholar scholar NOUN bracis-33580 169 13     SPACE bracis-33580 169 14 amador amador NOUN bracis-33580 169 15 , , PUNCT bracis-33580 169 16 t. t. PROPN bracis-33580 169 17 , , PUNCT bracis-33580 169 18 saturnino saturnino PROPN bracis-33580 169 19 , , PUNCT bracis-33580 169 20 s. s. PROPN bracis-33580 169 21 , , PUNCT bracis-33580 169 22 veloso veloso PROPN bracis-33580 169 23 , , PUNCT bracis-33580 169 24 a. a. NOUN bracis-33580 169 25 , , PUNCT bracis-33580 169 26 ziviani ziviani NOUN bracis-33580 169 27 , , PUNCT bracis-33580 169 28 n. n. NOUN bracis-33580 169 29 : : PUNCT bracis-33580 169 30 early early ADJ bracis-33580 169 31 identification identification NOUN bracis-33580 169 32 of of ADP bracis-33580 169 33 icu icu PROPN bracis-33580 169 34 patients patient NOUN bracis-33580 169 35 at at ADP bracis-33580 169 36 risk risk NOUN bracis-33580 169 37 of of ADP bracis-33580 169 38 complications complication NOUN bracis-33580 169 39 : : PUNCT bracis-33580 169 40 regularization regularization NOUN bracis-33580 169 41 based base VERB bracis-33580 169 42 on on ADP bracis-33580 169 43 robustness robustness NOUN bracis-33580 169 44 and and CCONJ bracis-33580 169 45 stability stability NOUN bracis-33580 169 46 of of ADP bracis-33580 169 47 explanations explanation NOUN bracis-33580 169 48 . . PUNCT bracis-33580 170 1 artif artif INTJ bracis-33580 170 2 . . PUNCT bracis-33580 171 1 intell intell PROPN bracis-33580 171 2 . . PUNCT bracis-33580 172 1 med med PROPN bracis-33580 172 2 . . PROPN bracis-33580 172 3 128 128 NUM bracis-33580 172 4 , , PUNCT bracis-33580 172 5 102283 102283 NUM bracis-33580 172 6 ( ( PUNCT bracis-33580 172 7 2022 2022 NUM bracis-33580 172 8 ) ) PUNCT bracis-33580 172 9 article article NOUN bracis-33580 172 10     SPACE bracis-33580 172 11 math math NOUN bracis-33580 172 12     SPACE bracis-33580 172 13 google google PROPN bracis-33580 172 14 scholar scholar NOUN bracis-33580 172 15     SPACE bracis-33580 172 16 amin amin NOUN bracis-33580 172 17 , , PUNCT bracis-33580 172 18 a. a. NOUN bracis-33580 172 19 , , PUNCT bracis-33580 172 20 houmsse houmsse PROPN bracis-33580 172 21 , , PUNCT bracis-33580 172 22 a. a. NOUN bracis-33580 172 23 , , PUNCT bracis-33580 172 24 ishola ishola PROPN bracis-33580 172 25 , , PUNCT bracis-33580 172 26 a. a. PROPN bracis-33580 172 27 , , PUNCT bracis-33580 172 28 tyler tyler PROPN bracis-33580 172 29 , , PUNCT bracis-33580 172 30 j. j. PROPN bracis-33580 172 31 , , PUNCT bracis-33580 172 32 houmsse houmsse PROPN bracis-33580 172 33 , , PUNCT bracis-33580 172 34 m. m. NOUN bracis-33580 172 35 : : PUNCT bracis-33580 172 36 the the DET bracis-33580 172 37 current current ADJ bracis-33580 172 38 approach approach NOUN bracis-33580 172 39 of of ADP bracis-33580 172 40 atrial atrial ADJ bracis-33580 172 41 fibrillation fibrillation NOUN bracis-33580 172 42 management management NOUN bracis-33580 172 43 . . PUNCT bracis-33580 173 1 avicenna avicenna PROPN bracis-33580 173 2 j. j. PROPN bracis-33580 173 3 med med PROPN bracis-33580 173 4 . . PUNCT bracis-33580 174 1 6(01 6(01 NUM bracis-33580 174 2 ) ) PUNCT bracis-33580 174 3 , , PUNCT bracis-33580 174 4 8–16 8–16 PROPN bracis-33580 174 5 ( ( PUNCT bracis-33580 174 6 2016 2016 NUM bracis-33580 174 7 ) ) PUNCT bracis-33580 174 8 article article NOUN bracis-33580 174 9     SPACE bracis-33580 174 10 google google PROPN bracis-33580 174 11 scholar scholar NOUN bracis-33580 174 12     SPACE bracis-33580 174 13 araújo araújo PROPN bracis-33580 174 14 , , PUNCT bracis-33580 174 15 d.c d.c PROPN bracis-33580 174 16 . . PROPN bracis-33580 174 17 , , PUNCT bracis-33580 174 18 veloso veloso PROPN bracis-33580 174 19 , , PUNCT bracis-33580 174 20 a.a a.a PROPN bracis-33580 174 21 . . PROPN bracis-33580 174 22 , , PUNCT bracis-33580 174 23 borges borges PROPN bracis-33580 174 24 , , PUNCT bracis-33580 174 25 k.b.g k.b.g PROPN bracis-33580 174 26 . . PROPN bracis-33580 174 27 , , PUNCT bracis-33580 174 28 das das PROPN bracis-33580 174 29 graças graças PROPN bracis-33580 174 30     SPACE bracis-33580 174 31 carvalho carvalho PROPN bracis-33580 174 32 , , PUNCT bracis-33580 174 33 m. m. NOUN bracis-33580 174 34 : : PUNCT bracis-33580 174 35 prognosing prognose VERB bracis-33580 174 36 the the DET bracis-33580 174 37 risk risk NOUN bracis-33580 174 38 of of ADP bracis-33580 174 39 covid-19 covid-19 PROPN bracis-33580 174 40 death death NOUN bracis-33580 174 41 through through ADP bracis-33580 174 42 a a DET bracis-33580 174 43 machine machine NOUN bracis-33580 174 44 learning learning NOUN bracis-33580 174 45 - - PUNCT bracis-33580 174 46 based base VERB bracis-33580 174 47 routine routine ADJ bracis-33580 174 48 blood blood NOUN bracis-33580 174 49 panel panel NOUN bracis-33580 174 50 : : PUNCT bracis-33580 174 51 a a DET bracis-33580 174 52 retrospective retrospective ADJ bracis-33580 174 53 study study NOUN bracis-33580 174 54 in in ADP bracis-33580 174 55 brazil brazil PROPN bracis-33580 174 56 . . PUNCT bracis-33580 175 1 int int NOUN bracis-33580 175 2 . . PUNCT bracis-33580 176 1 j. j. PROPN bracis-33580 176 2 med med PROPN bracis-33580 176 3 . . PUNCT bracis-33580 176 4 inf inf PROPN bracis-33580 176 5 . . PROPN bracis-33580 176 6 165 165 NUM bracis-33580 176 7 , , PUNCT bracis-33580 176 8 104835 104835 NUM bracis-33580 176 9 ( ( PUNCT bracis-33580 176 10 2022 2022 NUM bracis-33580 176 11 ) ) PUNCT bracis-33580 176 12 google google PROPN bracis-33580 176 13 scholar scholar NOUN bracis-33580 176 14     SPACE bracis-33580 176 15 araújo araújo PROPN bracis-33580 176 16 , , PUNCT bracis-33580 176 17 d.c d.c PROPN bracis-33580 176 18 . . PROPN bracis-33580 176 19 , , PUNCT bracis-33580 176 20 et et PROPN bracis-33580 176 21 al al PROPN bracis-33580 176 22 . . PROPN bracis-33580 176 23 : : PUNCT bracis-33580 176 24 finding find VERB bracis-33580 176 25 reduced reduced ADJ bracis-33580 176 26 raman raman NOUN bracis-33580 176 27 spectroscopy spectroscopy NOUN bracis-33580 176 28 fingerprint fingerprint NOUN bracis-33580 176 29 of of ADP bracis-33580 176 30 skin skin NOUN bracis-33580 176 31 samples sample NOUN bracis-33580 176 32 for for ADP bracis-33580 176 33 melanoma melanoma ADJ bracis-33580 176 34 diagnosis diagnosis NOUN bracis-33580 176 35 through through ADP bracis-33580 176 36 machine machine NOUN bracis-33580 176 37 learning learning NOUN bracis-33580 176 38 . . PUNCT bracis-33580 177 1 artif artif INTJ bracis-33580 177 2 . . PUNCT bracis-33580 178 1 intell intell PROPN bracis-33580 178 2 . . PUNCT bracis-33580 179 1 med med PROPN bracis-33580 179 2 . . PROPN bracis-33580 180 1 120 120 NUM bracis-33580 180 2 , , PUNCT bracis-33580 180 3 102161 102161 NUM bracis-33580 180 4 ( ( PUNCT bracis-33580 180 5 2021 2021 NUM bracis-33580 180 6 ) ) PUNCT bracis-33580 180 7 google google NOUN bracis-33580 180 8 scholar scholar NOUN bracis-33580 180 9     SPACE bracis-33580 180 10 bayer bayer NOUN bracis-33580 180 11 , , PUNCT bracis-33580 180 12 s. s. PROPN bracis-33580 180 13 , , PUNCT bracis-33580 180 14 gimpel gimpel PROPN bracis-33580 180 15 , , PUNCT bracis-33580 180 16 h. h. PROPN bracis-33580 180 17 , , PUNCT bracis-33580 180 18 markgraf markgraf PROPN bracis-33580 180 19 , , PUNCT bracis-33580 180 20 m. m. NOUN bracis-33580 180 21 : : PUNCT bracis-33580 180 22 the the DET bracis-33580 180 23 role role NOUN bracis-33580 180 24 of of ADP bracis-33580 180 25 domain domain NOUN bracis-33580 180 26 expertise expertise NOUN bracis-33580 180 27 in in ADP bracis-33580 180 28 trusting trust VERB bracis-33580 180 29 and and CCONJ bracis-33580 180 30 following follow VERB bracis-33580 180 31 explainable explainable ADJ bracis-33580 180 32 ai ai ADJ bracis-33580 180 33 decision decision NOUN bracis-33580 180 34 support support NOUN bracis-33580 180 35 systems system NOUN bracis-33580 180 36 . . PUNCT bracis-33580 181 1 j. j. PROPN bracis-33580 181 2 decis decis PROPN bracis-33580 181 3 . . PROPN bracis-33580 182 1 syst syst PROPN bracis-33580 182 2 . . PUNCT bracis-33580 183 1 32(1 32(1 NUM bracis-33580 183 2 ) ) PUNCT bracis-33580 183 3 , , PUNCT bracis-33580 183 4 110–138 110–138 NUM bracis-33580 183 5 ( ( PUNCT bracis-33580 183 6 2022 2022 NUM bracis-33580 183 7 ) ) PUNCT bracis-33580 183 8 article article NOUN bracis-33580 183 9     SPACE bracis-33580 183 10 math math NOUN bracis-33580 183 11     SPACE bracis-33580 183 12 google google PROPN bracis-33580 183 13 scholar scholar NOUN bracis-33580 183 14     SPACE bracis-33580 183 15 costa costa PROPN bracis-33580 183 16 , , PUNCT bracis-33580 183 17 a.b.d a.b.d PROPN bracis-33580 183 18 . . PROPN bracis-33580 183 19 , , PUNCT bracis-33580 183 20 moreira moreira PROPN bracis-33580 183 21 , , PUNCT bracis-33580 183 22 l. l. PROPN bracis-33580 183 23 , , PUNCT bracis-33580 183 24 andrade andrade PROPN bracis-33580 183 25 , , PUNCT bracis-33580 183 26 d.c.d d.c.d PROPN bracis-33580 183 27 . . PROPN bracis-33580 183 28 , , PUNCT bracis-33580 183 29 veloso veloso PROPN bracis-33580 183 30 , , PUNCT bracis-33580 183 31 a. a. NOUN bracis-33580 183 32 , , PUNCT bracis-33580 183 33 ziviani ziviani NOUN bracis-33580 183 34 , , PUNCT bracis-33580 183 35 n. n. NOUN bracis-33580 183 36 : : PUNCT bracis-33580 183 37 predicting predict VERB bracis-33580 183 38 the the DET bracis-33580 183 39 evolution evolution NOUN bracis-33580 183 40 of of ADP bracis-33580 183 41 pain pain NOUN bracis-33580 183 42 relief relief NOUN bracis-33580 183 43 : : PUNCT bracis-33580 183 44 ensemble ensemble ADJ bracis-33580 183 45 learning learning NOUN bracis-33580 183 46 by by ADP bracis-33580 183 47 diversifying diversify VERB bracis-33580 183 48 model model NOUN bracis-33580 183 49 explanations explanation NOUN bracis-33580 183 50 . . PUNCT bracis-33580 184 1 acm acm PROPN bracis-33580 184 2 trans trans PROPN bracis-33580 184 3 . . PUNCT bracis-33580 185 1 comput comput PROPN bracis-33580 185 2 . . PUNCT bracis-33580 186 1 heal heal NOUN bracis-33580 186 2 . . PUNCT bracis-33580 187 1 2(4 2(4 NUM bracis-33580 187 2 ) ) PUNCT bracis-33580 187 3 , , PUNCT bracis-33580 187 4 36:1–36:28 36:1–36:28 NUM bracis-33580 187 5 ( ( PUNCT bracis-33580 187 6 2021 2021 NUM bracis-33580 187 7 ) ) PUNCT bracis-33580 187 8 google google PROPN bracis-33580 187 9 scholar scholar NOUN bracis-33580 187 10     SPACE bracis-33580 187 11 costa costa PROPN bracis-33580 187 12 , , PUNCT bracis-33580 187 13 l.b.x l.b.x NOUN bracis-33580 187 14 . . PUNCT bracis-33580 187 15 , , PUNCT bracis-33580 187 16 et et PROPN bracis-33580 187 17 al al PROPN bracis-33580 187 18 . . PUNCT bracis-33580 187 19 : : PUNCT bracis-33580 188 1 evaluation evaluation NOUN bracis-33580 188 2 of of ADP bracis-33580 188 3 serum serum NOUN bracis-33580 188 4 haptoglobin haptoglobin NOUN bracis-33580 188 5 levels level NOUN bracis-33580 188 6 and and CCONJ bracis-33580 188 7 hp1 hp1 PROPN bracis-33580 188 8 - - PUNCT bracis-33580 188 9 hp2 hp2 PROPN bracis-33580 188 10 polymorphism polymorphism NOUN bracis-33580 188 11 in in ADP bracis-33580 188 12 the the DET bracis-33580 188 13 haptoglobin haptoglobin NOUN bracis-33580 188 14 gene gene NOUN bracis-33580 188 15 in in ADP bracis-33580 188 16 patients patient NOUN bracis-33580 188 17 with with ADP bracis-33580 188 18 atrial atrial ADJ bracis-33580 188 19 fibrillation fibrillation NOUN bracis-33580 188 20 . . PUNCT bracis-33580 189 1 molec molec PROPN bracis-33580 189 2 . . PUNCT bracis-33580 190 1 biol biol PROPN bracis-33580 190 2 . . PUNCT bracis-33580 191 1 rep rep PROPN bracis-33580 191 2 . . PROPN bracis-33580 191 3 49 49 NUM bracis-33580 191 4 , , PUNCT bracis-33580 191 5 7359–7365 7359–7365 NUM bracis-33580 191 6 ( ( PUNCT bracis-33580 191 7 2022 2022 NUM bracis-33580 191 8 ) ) PUNCT bracis-33580 191 9 google google NOUN bracis-33580 191 10 scholar scholar NOUN bracis-33580 191 11     SPACE bracis-33580 191 12 deo deo NOUN bracis-33580 191 13 , , PUNCT bracis-33580 191 14 r.c r.c PROPN bracis-33580 191 15 . . PROPN bracis-33580 191 16 : : PUNCT bracis-33580 191 17 machine machine NOUN bracis-33580 191 18 learning learn VERB bracis-33580 191 19 in in ADP bracis-33580 191 20 medicine medicine NOUN bracis-33580 191 21 . . PUNCT bracis-33580 192 1 circulation circulation NOUN bracis-33580 192 2 132(20 132(20 NUM bracis-33580 192 3 ) ) PUNCT bracis-33580 192 4 , , PUNCT bracis-33580 192 5 1920–1930 1920–1930 NUM bracis-33580 192 6 ( ( PUNCT bracis-33580 192 7 2015 2015 NUM bracis-33580 192 8 ) ) PUNCT bracis-33580 192 9 article article NOUN bracis-33580 192 10     SPACE bracis-33580 192 11 math math NOUN bracis-33580 192 12     SPACE bracis-33580 192 13 google google PROPN bracis-33580 192 14 scholar scholar NOUN bracis-33580 192 15     SPACE bracis-33580 192 16 dimatteo dimatteo NOUN bracis-33580 192 17 , , PUNCT bracis-33580 192 18 m.r m.r PROPN bracis-33580 192 19 . . PROPN bracis-33580 192 20 , , PUNCT bracis-33580 192 21 et et PROPN bracis-33580 192 22 al al PROPN bracis-33580 192 23 . . PUNCT bracis-33580 192 24 : : PUNCT bracis-33580 193 1 physicians physician NOUN bracis-33580 193 2 ’ ' PUNCT bracis-33580 193 3 characteristics characteristic NOUN bracis-33580 193 4 influence influence NOUN bracis-33580 193 5 patients patient NOUN bracis-33580 193 6 ’ ' PUNCT bracis-33580 193 7 adherence adherence NOUN bracis-33580 193 8 to to ADP bracis-33580 193 9 medical medical ADJ bracis-33580 193 10 treatment treatment NOUN bracis-33580 193 11 : : PUNCT bracis-33580 193 12 results result NOUN bracis-33580 193 13 from from ADP bracis-33580 193 14 the the DET bracis-33580 193 15 medical medical ADJ bracis-33580 193 16 outcomes outcome NOUN bracis-33580 193 17 study study VERB bracis-33580 193 18 . . PUNCT bracis-33580 194 1 health health NOUN bracis-33580 194 2 psychol psychol PROPN bracis-33580 194 3 . . PUNCT bracis-33580 195 1 12(2 12(2 NUM bracis-33580 195 2 ) ) PUNCT bracis-33580 195 3 , , PUNCT bracis-33580 195 4 93 93 NUM bracis-33580 195 5 ( ( PUNCT bracis-33580 195 6 1993 1993 NUM bracis-33580 195 7 ) ) PUNCT bracis-33580 195 8 article article NOUN bracis-33580 195 9     SPACE bracis-33580 195 10 google google PROPN bracis-33580 195 11 scholar scholar NOUN bracis-33580 195 12     SPACE bracis-33580 195 13 duarte duarte PROPN bracis-33580 195 14 , , PUNCT bracis-33580 195 15 r.c.f r.c.f PROPN bracis-33580 195 16 . . PROPN bracis-33580 195 17 , , PUNCT bracis-33580 195 18 et et PROPN bracis-33580 195 19 al al PROPN bracis-33580 195 20 . . PUNCT bracis-33580 195 21 : : PUNCT bracis-33580 196 1 thrombin thrombin NOUN bracis-33580 196 2 generation generation NOUN bracis-33580 196 3 and and CCONJ bracis-33580 196 4 other other ADJ bracis-33580 196 5 hemostatic hemostatic ADJ bracis-33580 196 6 parameters parameter NOUN bracis-33580 196 7 in in ADP bracis-33580 196 8 patients patient NOUN bracis-33580 196 9 with with ADP bracis-33580 196 10 atrial atrial ADJ bracis-33580 196 11 fbrillation fbrillation NOUN bracis-33580 196 12 in in ADP bracis-33580 196 13 use use NOUN bracis-33580 196 14 of of ADP bracis-33580 196 15 warfarin warfarin NOUN bracis-33580 196 16 or or CCONJ bracis-33580 196 17 rivaroxaban rivaroxaban NOUN bracis-33580 196 18 . . PUNCT bracis-33580 197 1 j. j. PROPN bracis-33580 197 2 thrombosis thrombosis PROPN bracis-33580 197 3 thrombolysis thrombolysis VERB bracis-33580 197 4 51 51 NUM bracis-33580 197 5 , , PUNCT bracis-33580 197 6 47–57 47–57 NUM bracis-33580 197 7 ( ( PUNCT bracis-33580 197 8 2021 2021 NUM bracis-33580 197 9 ) ) PUNCT bracis-33580 197 10 google google PROPN bracis-33580 197 11 scholar scholar NOUN bracis-33580 197 12     SPACE bracis-33580 197 13 fang fang X bracis-33580 197 14 , , PUNCT bracis-33580 197 15 m.c m.c PROPN bracis-33580 197 16 . . PROPN bracis-33580 197 17 , , PUNCT bracis-33580 197 18 chen chen PROPN bracis-33580 197 19 , , PUNCT bracis-33580 197 20 j. j. PROPN bracis-33580 197 21 , , PUNCT bracis-33580 197 22 rich rich ADJ bracis-33580 197 23 , , PUNCT bracis-33580 197 24 m.w m.w PROPN bracis-33580 197 25 . . PROPN bracis-33580 197 26 : : PUNCT bracis-33580 197 27 atrial atrial ADJ bracis-33580 197 28 fibrillation fibrillation NOUN bracis-33580 197 29 in in ADP bracis-33580 197 30 the the DET bracis-33580 197 31 elderly elderly ADJ bracis-33580 197 32 . . PUNCT bracis-33580 198 1 am be AUX bracis-33580 198 2 . . PUNCT bracis-33580 199 1 j. j. PROPN bracis-33580 199 2 med med PROPN bracis-33580 199 3 . . PUNCT bracis-33580 199 4 120(6 120(6 NUM bracis-33580 199 5 ) ) PUNCT bracis-33580 199 6 , , PUNCT bracis-33580 199 7 481–487 481–487 NUM bracis-33580 199 8 ( ( PUNCT bracis-33580 199 9 2007 2007 NUM bracis-33580 199 10 ) ) PUNCT bracis-33580 199 11 article article NOUN bracis-33580 199 12     SPACE bracis-33580 199 13 math math NOUN bracis-33580 199 14     SPACE bracis-33580 199 15 google google PROPN bracis-33580 199 16 scholar scholar NOUN bracis-33580 199 17     SPACE bracis-33580 199 18 freund freund NOUN bracis-33580 199 19 , , PUNCT bracis-33580 199 20 y. y. NOUN bracis-33580 199 21 , , PUNCT bracis-33580 199 22 schapire schapire NOUN bracis-33580 199 23 , , PUNCT bracis-33580 199 24 r.e r.e PROPN bracis-33580 199 25 . . PROPN bracis-33580 199 26 : : PUNCT bracis-33580 199 27 a a DET bracis-33580 199 28 decision decision NOUN bracis-33580 199 29 - - PUNCT bracis-33580 199 30 theoretic theoretic NOUN bracis-33580 199 31 generalization generalization NOUN bracis-33580 199 32 of of ADP bracis-33580 199 33 on on ADP bracis-33580 199 34 - - PUNCT bracis-33580 199 35 line line NOUN bracis-33580 199 36 learning learning NOUN bracis-33580 199 37 and and CCONJ bracis-33580 199 38 an an DET bracis-33580 199 39 application application NOUN bracis-33580 199 40 to to ADP bracis-33580 199 41 boosting boost VERB bracis-33580 199 42 . . PUNCT bracis-33580 200 1 j. j. PROPN bracis-33580 200 2 comput comput PROPN bracis-33580 200 3 . . PUNCT bracis-33580 201 1 syst syst PROPN bracis-33580 201 2 . . PUNCT bracis-33580 202 1 sci sci PROPN bracis-33580 202 2 . . PUNCT bracis-33580 202 3 55(1 55(1 NUM bracis-33580 202 4 ) ) PUNCT bracis-33580 202 5 , , PUNCT bracis-33580 202 6 119–139 119–139 NUM bracis-33580 202 7 ( ( PUNCT bracis-33580 202 8 1997 1997 NUM bracis-33580 202 9 ) ) PUNCT bracis-33580 202 10 article article NOUN bracis-33580 202 11     SPACE bracis-33580 202 12 mathscinet mathscinet NOUN bracis-33580 202 13     SPACE bracis-33580 202 14 math math NOUN bracis-33580 202 15     SPACE bracis-33580 202 16 google google PROPN bracis-33580 202 17 scholar scholar NOUN bracis-33580 202 18     SPACE bracis-33580 202 19 gerlings gerling NOUN bracis-33580 202 20 , , PUNCT bracis-33580 202 21 j. j. PROPN bracis-33580 202 22 , , PUNCT bracis-33580 202 23 jensen jensen PROPN bracis-33580 202 24 , , PUNCT bracis-33580 202 25 m.s m.s PROPN bracis-33580 202 26 . . PROPN bracis-33580 202 27 , , PUNCT bracis-33580 202 28 shollo shollo PROPN bracis-33580 202 29 , , PUNCT bracis-33580 202 30 a. a. NOUN bracis-33580 202 31 : : PUNCT bracis-33580 202 32 explainable explainable ADJ bracis-33580 202 33 ai ai NOUN bracis-33580 202 34 , , PUNCT bracis-33580 202 35 but but CCONJ bracis-33580 202 36 explainable explainable ADJ bracis-33580 202 37 to to ADP bracis-33580 202 38 whom whom PRON bracis-33580 202 39 ? ? PUNCT bracis-33580 203 1 an an DET bracis-33580 203 2 exploratory exploratory ADJ bracis-33580 203 3 case case NOUN bracis-33580 203 4 study study NOUN bracis-33580 203 5 of of ADP bracis-33580 203 6 xai xai PROPN bracis-33580 203 7 in in ADP bracis-33580 203 8 healthcare healthcare PROPN bracis-33580 203 9 . . PUNCT bracis-33580 204 1 in in ADP bracis-33580 204 2 : : PUNCT bracis-33580 204 3 handbook handbook NOUN bracis-33580 204 4 of of ADP bracis-33580 204 5 artificial artificial ADJ bracis-33580 204 6 intelligence intelligence NOUN bracis-33580 204 7 in in ADP bracis-33580 204 8 healthcare healthcare PROPN bracis-33580 204 9 : : PUNCT bracis-33580 204 10 practicalities practicality NOUN bracis-33580 204 11 and and CCONJ bracis-33580 204 12 prospects prospect NOUN bracis-33580 204 13 , , PUNCT bracis-33580 204 14 vol vol NOUN bracis-33580 204 15 . . PROPN bracis-33580 204 16 2 2 NUM bracis-33580 204 17 pp pp NOUN bracis-33580 204 18 . . PUNCT bracis-33580 205 1 169–198 169–198 NUM bracis-33580 205 2 ( ( PUNCT bracis-33580 205 3 2022 2022 NUM bracis-33580 205 4 ) ) PUNCT bracis-33580 205 5 google google NOUN bracis-33580 205 6 scholar scholar NOUN bracis-33580 205 7     SPACE bracis-33580 205 8 giuffrè giuffrè NOUN bracis-33580 205 9 , , PUNCT bracis-33580 205 10 m. m. NOUN bracis-33580 205 11 , , PUNCT bracis-33580 205 12 shung shung NOUN bracis-33580 205 13 , , PUNCT bracis-33580 205 14 d.l d.l PROPN bracis-33580 205 15 . . PROPN bracis-33580 205 16 : : PUNCT bracis-33580 206 1 harnessing harness VERB bracis-33580 206 2 the the DET bracis-33580 206 3 power power NOUN bracis-33580 206 4 of of ADP bracis-33580 206 5 synthetic synthetic ADJ bracis-33580 206 6 data datum NOUN bracis-33580 206 7 in in ADP bracis-33580 206 8 healthcare healthcare PROPN bracis-33580 206 9 : : PUNCT bracis-33580 206 10 innovation innovation NOUN bracis-33580 206 11 , , PUNCT bracis-33580 206 12 application application NOUN bracis-33580 206 13 , , PUNCT bracis-33580 206 14 and and CCONJ bracis-33580 206 15 privacy privacy NOUN bracis-33580 206 16 . . PUNCT bracis-33580 207 1 npj npj PROPN bracis-33580 207 2 dig dig PROPN bracis-33580 207 3 . . PUNCT bracis-33580 208 1 med med PROPN bracis-33580 208 2 . . PUNCT bracis-33580 209 1 6(1 6(1 NUM bracis-33580 209 2 ) ) PUNCT bracis-33580 209 3 , , PUNCT bracis-33580 209 4 186 186 NUM bracis-33580 209 5 ( ( PUNCT bracis-33580 209 6 2023 2023 NUM bracis-33580 209 7 ) ) PUNCT bracis-33580 209 8 google google NOUN bracis-33580 209 9 scholar scholar NOUN bracis-33580 209 10     SPACE bracis-33580 209 11 hindricks hindrick NOUN bracis-33580 209 12 , , PUNCT bracis-33580 209 13 g. g. PROPN bracis-33580 209 14 , , PUNCT bracis-33580 209 15 et et PROPN bracis-33580 209 16 al al PROPN bracis-33580 209 17 . . PUNCT bracis-33580 209 18 : : PUNCT bracis-33580 210 1 esc esc NOUN bracis-33580 210 2 scientific scientific ADJ bracis-33580 210 3 document document NOUN bracis-33580 210 4 group group NOUN bracis-33580 210 5 : : PUNCT bracis-33580 210 6 2020 2020 NUM bracis-33580 210 7 esc esc NOUN bracis-33580 210 8 guidelines guideline NOUN bracis-33580 210 9 for for ADP bracis-33580 210 10 the the DET bracis-33580 210 11 diagnosis diagnosis NOUN bracis-33580 210 12 and and CCONJ bracis-33580 210 13 management management NOUN bracis-33580 210 14 of of ADP bracis-33580 210 15 atrial atrial ADJ bracis-33580 210 16 fibrillation fibrillation NOUN bracis-33580 210 17 developed develop VERB bracis-33580 210 18 in in ADP bracis-33580 210 19 collaboration collaboration NOUN bracis-33580 210 20 with with ADP bracis-33580 210 21 the the DET bracis-33580 210 22 european european PROPN bracis-33580 210 23 association association PROPN bracis-33580 210 24 for for ADP bracis-33580 210 25 cardio cardio NOUN bracis-33580 210 26 - - PUNCT bracis-33580 210 27 thoracic thoracic NOUN bracis-33580 210 28 surgery surgery NOUN bracis-33580 210 29 ( ( PUNCT bracis-33580 210 30 eacts eact NOUN bracis-33580 210 31 ): ): PUNCT bracis-33580 210 32 the the DET bracis-33580 210 33 task task NOUN bracis-33580 210 34 force force NOUN bracis-33580 210 35 for for ADP bracis-33580 210 36 the the DET bracis-33580 210 37 diagnosis diagnosis NOUN bracis-33580 210 38 and and CCONJ bracis-33580 210 39 management management NOUN bracis-33580 210 40 of of ADP bracis-33580 210 41 atrial atrial ADJ bracis-33580 210 42 fibrillation fibrillation NOUN bracis-33580 210 43 of of ADP bracis-33580 210 44 the the DET bracis-33580 210 45 european european ADJ bracis-33580 210 46 society society PROPN bracis-33580 210 47 of of ADP bracis-33580 210 48 cardiology cardiology NOUN bracis-33580 210 49 ( ( PUNCT bracis-33580 210 50 esc esc NOUN bracis-33580 210 51 ) ) PUNCT bracis-33580 210 52 developed develop VERB bracis-33580 210 53 with with ADP bracis-33580 210 54 the the DET bracis-33580 210 55 special special ADJ bracis-33580 210 56 contribution contribution NOUN bracis-33580 210 57 of of ADP bracis-33580 210 58 the the DET bracis-33580 210 59 european european ADJ bracis-33580 210 60 heart heart PROPN bracis-33580 210 61 rhythm rhythm PROPN bracis-33580 210 62 association association PROPN bracis-33580 210 63 ( ( PUNCT bracis-33580 210 64 ehra ehra NOUN bracis-33580 210 65 ) ) PUNCT bracis-33580 210 66 of of ADP bracis-33580 210 67 the the DET bracis-33580 210 68 esc esc NOUN bracis-33580 210 69 . . PUNCT bracis-33580 211 1 eur eur PROPN bracis-33580 211 2 . . PUNCT bracis-33580 212 1 heart heart NOUN bracis-33580 212 2 j. j. PROPN bracis-33580 212 3 42(5 42(5 PROPN bracis-33580 212 4 ) ) PUNCT bracis-33580 212 5 , , PUNCT bracis-33580 212 6 373–498 373–498 NUM bracis-33580 212 7 ( ( PUNCT bracis-33580 212 8 2021 2021 NUM bracis-33580 212 9 ) ) PUNCT bracis-33580 212 10 article article NOUN bracis-33580 212 11     SPACE bracis-33580 212 12 google google PROPN bracis-33580 212 13 scholar scholar NOUN bracis-33580 212 14     SPACE bracis-33580 212 15 joglar joglar PROPN bracis-33580 212 16 , , PUNCT bracis-33580 212 17 j.a j.a PROPN bracis-33580 212 18 . . PROPN bracis-33580 212 19 , , PUNCT bracis-33580 212 20 et et PROPN bracis-33580 212 21 al al PROPN bracis-33580 212 22 . . PROPN bracis-33580 212 23 : : PUNCT bracis-33580 213 1 2023 2023 NUM bracis-33580 213 2 acc acc PROPN bracis-33580 213 3 / / SYM bracis-33580 213 4 aha aha PROPN bracis-33580 213 5 / / SYM bracis-33580 213 6 accp accp PROPN bracis-33580 213 7 / / SYM bracis-33580 213 8 hrs hrs NOUN bracis-33580 213 9 guideline guideline NOUN bracis-33580 213 10 for for ADP bracis-33580 213 11 the the DET bracis-33580 213 12 diagnosis diagnosis NOUN bracis-33580 213 13 and and CCONJ bracis-33580 213 14 management management NOUN bracis-33580 213 15 of of ADP bracis-33580 213 16 atrial atrial ADJ bracis-33580 213 17 fibrillation fibrillation NOUN bracis-33580 213 18 : : PUNCT bracis-33580 213 19 a a DET bracis-33580 213 20 report report NOUN bracis-33580 213 21 of of ADP bracis-33580 213 22 the the DET bracis-33580 213 23 american american PROPN bracis-33580 213 24 college college PROPN bracis-33580 213 25 of of ADP bracis-33580 213 26 cardiology cardiology NOUN bracis-33580 213 27 / / SYM bracis-33580 213 28 american american PROPN bracis-33580 213 29 heart heart PROPN bracis-33580 213 30 association association PROPN bracis-33580 213 31 joint joint PROPN bracis-33580 213 32 committee committee PROPN bracis-33580 213 33 on on ADP bracis-33580 213 34 clinical clinical ADJ bracis-33580 213 35 practice practice NOUN bracis-33580 213 36 guidelines guideline NOUN bracis-33580 213 37 . . PUNCT bracis-33580 214 1 circulation circulation NOUN bracis-33580 214 2 149(1 149(1 NUM bracis-33580 214 3 ) ) PUNCT bracis-33580 214 4 , , PUNCT bracis-33580 214 5 e1 e1 PROPN bracis-33580 214 6 – – PUNCT bracis-33580 214 7 e156 e156 PROPN bracis-33580 214 8 ( ( PUNCT bracis-33580 214 9 2024 2024 NUM bracis-33580 214 10 ) ) PUNCT bracis-33580 214 11 article article NOUN bracis-33580 214 12     SPACE bracis-33580 214 13 mathscinet mathscinet NOUN bracis-33580 214 14     SPACE bracis-33580 214 15 math math NOUN bracis-33580 214 16     SPACE bracis-33580 214 17 google google PROPN bracis-33580 214 18 scholar scholar NOUN bracis-33580 214 19     SPACE bracis-33580 214 20 ke ke PROPN bracis-33580 214 21 , , PUNCT bracis-33580 214 22 g. g. PROPN bracis-33580 214 23 , , PUNCT bracis-33580 214 24 et et PROPN bracis-33580 214 25 al al PROPN bracis-33580 214 26 . . PROPN bracis-33580 214 27 : : PUNCT bracis-33580 215 1 lightgbm lightgbm VERB bracis-33580 215 2 : : PUNCT bracis-33580 215 3 a a DET bracis-33580 215 4 highly highly ADV bracis-33580 215 5 efficient efficient ADJ bracis-33580 215 6 gradient gradient NOUN bracis-33580 215 7 boosting boost VERB bracis-33580 215 8 decision decision NOUN bracis-33580 215 9 tree tree NOUN bracis-33580 215 10 . . PUNCT bracis-33580 216 1 in in ADP bracis-33580 216 2 : : PUNCT bracis-33580 216 3 guyon guyon NOUN bracis-33580 216 4 , , PUNCT bracis-33580 216 5 i. i. PROPN bracis-33580 216 6 , , PUNCT bracis-33580 216 7 luxburg luxburg PROPN bracis-33580 216 8 , , PUNCT bracis-33580 216 9 u.v u.v PROPN bracis-33580 216 10 . . PROPN bracis-33580 216 11 , , PUNCT bracis-33580 216 12 bengio bengio PROPN bracis-33580 216 13 , , PUNCT bracis-33580 216 14 s. s. PROPN bracis-33580 216 15 , , PUNCT bracis-33580 216 16 wallach wallach PROPN bracis-33580 216 17 , , PUNCT bracis-33580 216 18 h. h. PROPN bracis-33580 216 19 , , PUNCT bracis-33580 216 20 fergus fergus PROPN bracis-33580 216 21 , , PUNCT bracis-33580 216 22 r. r. PROPN bracis-33580 216 23 , , PUNCT bracis-33580 216 24 vishwanathan vishwanathan PROPN bracis-33580 216 25 , , PUNCT bracis-33580 216 26 s. s. PROPN bracis-33580 216 27 , , PUNCT bracis-33580 216 28 garnett garnett PROPN bracis-33580 216 29 , , PUNCT bracis-33580 216 30 r. r. PROPN bracis-33580 216 31 ( ( PUNCT bracis-33580 216 32 eds eds PROPN bracis-33580 216 33 . . PUNCT bracis-33580 216 34 ) ) PUNCT bracis-33580 216 35 advances advance NOUN bracis-33580 216 36 in in ADP bracis-33580 216 37 neural neural ADJ bracis-33580 216 38 information information NOUN bracis-33580 216 39 processing processing NOUN bracis-33580 216 40 systems system NOUN bracis-33580 216 41 , , PUNCT bracis-33580 216 42 vol vol NOUN bracis-33580 216 43 . . PUNCT bracis-33580 216 44     SPACE bracis-33580 216 45 30 30 NUM bracis-33580 216 46 . . PUNCT bracis-33580 217 1 curran curran PROPN bracis-33580 217 2 associates associates PROPN bracis-33580 217 3 , , PUNCT bracis-33580 217 4 inc inc PROPN bracis-33580 217 5 . . PROPN bracis-33580 217 6 ( ( PUNCT bracis-33580 217 7 2017 2017 NUM bracis-33580 217 8 ) ) PUNCT bracis-33580 217 9 google google PROPN bracis-33580 217 10 scholar scholar NOUN bracis-33580 217 11     SPACE bracis-33580 217 12 lee lee PROPN bracis-33580 217 13 , , PUNCT bracis-33580 217 14 e. e. PROPN bracis-33580 217 15 , , PUNCT bracis-33580 217 16 et et PROPN bracis-33580 217 17 al al PROPN bracis-33580 217 18 . . PUNCT bracis-33580 217 19 : : PUNCT bracis-33580 218 1 mortality mortality NOUN bracis-33580 218 2 and and CCONJ bracis-33580 218 3 causes cause NOUN bracis-33580 218 4 of of ADP bracis-33580 218 5 death death NOUN bracis-33580 218 6 in in ADP bracis-33580 218 7 patients patient NOUN bracis-33580 218 8 with with ADP bracis-33580 218 9 atrial atrial ADJ bracis-33580 218 10 fibrillation fibrillation NOUN bracis-33580 218 11 : : PUNCT bracis-33580 218 12 a a DET bracis-33580 218 13 nationwide nationwide ADJ bracis-33580 218 14 population population NOUN bracis-33580 218 15 - - PUNCT bracis-33580 218 16 based base VERB bracis-33580 218 17 study study NOUN bracis-33580 218 18 . . PUNCT bracis-33580 219 1 plos plos PROPN bracis-33580 219 2 one one NUM bracis-33580 219 3 13(12 13(12 NUM bracis-33580 219 4 ) ) PUNCT bracis-33580 219 5 , , PUNCT bracis-33580 219 6 e0209687 e0209687 PROPN bracis-33580 219 7 ( ( PUNCT bracis-33580 219 8 2018 2018 NUM bracis-33580 219 9 ) ) PUNCT bracis-33580 219 10 google google PROPN bracis-33580 219 11 scholar scholar NOUN bracis-33580 219 12     SPACE bracis-33580 219 13 lip lip NOUN bracis-33580 219 14 , , PUNCT bracis-33580 219 15 g.y g.y PROPN bracis-33580 219 16 . . PROPN bracis-33580 219 17 , , PUNCT bracis-33580 219 18 tse tse PROPN bracis-33580 219 19 , , PUNCT bracis-33580 219 20 h.f h.f PROPN bracis-33580 219 21 . . PROPN bracis-33580 219 22 : : PUNCT bracis-33580 219 23 management management NOUN bracis-33580 219 24 of of ADP bracis-33580 219 25 atrial atrial ADJ bracis-33580 219 26 fibrillation fibrillation NOUN bracis-33580 219 27 . . PUNCT bracis-33580 220 1 lancet lancet PROPN bracis-33580 220 2 370(9587 370(9587 NUM bracis-33580 220 3 ) ) PUNCT bracis-33580 220 4 , , PUNCT bracis-33580 220 5 604–618 604–618 NUM bracis-33580 220 6 ( ( PUNCT bracis-33580 220 7 2007 2007 NUM bracis-33580 220 8 ) ) PUNCT bracis-33580 220 9 article article NOUN bracis-33580 220 10     SPACE bracis-33580 220 11 math math NOUN bracis-33580 220 12     SPACE bracis-33580 220 13 google google PROPN bracis-33580 220 14 scholar scholar NOUN bracis-33580 220 15     SPACE bracis-33580 220 16 lötsch lötsch PROPN bracis-33580 220 17 , , PUNCT bracis-33580 220 18 j. j. PROPN bracis-33580 220 19 , , PUNCT bracis-33580 220 20 kringel kringel PROPN bracis-33580 220 21 , , PUNCT bracis-33580 220 22 d. d. PROPN bracis-33580 220 23 , , PUNCT bracis-33580 220 24 ultsch ultsch PROPN bracis-33580 220 25 , , PUNCT bracis-33580 220 26 a. a. NOUN bracis-33580 220 27 : : PUNCT bracis-33580 220 28 explainable explainable ADJ bracis-33580 220 29 artificial artificial ADJ bracis-33580 220 30 intelligence intelligence NOUN bracis-33580 220 31 ( ( PUNCT bracis-33580 220 32 xai xai PROPN bracis-33580 220 33 ) ) PUNCT bracis-33580 220 34 in in ADP bracis-33580 220 35 biomedicine biomedicine NOUN bracis-33580 220 36 : : PUNCT bracis-33580 220 37 making make VERB bracis-33580 220 38 ai ai VERB bracis-33580 220 39 decisions decision NOUN bracis-33580 220 40 trustworthy trustworthy ADJ bracis-33580 220 41 for for ADP bracis-33580 220 42 physicians physician NOUN bracis-33580 220 43 and and CCONJ bracis-33580 220 44 patients patient NOUN bracis-33580 220 45 . . PUNCT bracis-33580 221 1 biomed biome VERB bracis-33580 221 2 . . PUNCT bracis-33580 222 1 inf inf PROPN bracis-33580 222 2 . . PUNCT bracis-33580 223 1 2(1 2(1 NUM bracis-33580 223 2 ) ) PUNCT bracis-33580 224 1 , , PUNCT bracis-33580 224 2 1–17 1–17 PROPN bracis-33580 224 3 ( ( PUNCT bracis-33580 224 4 2021 2021 NUM bracis-33580 224 5 ) ) PUNCT bracis-33580 224 6 math math NOUN bracis-33580 224 7     SPACE bracis-33580 224 8 google google PROPN bracis-33580 224 9 scholar scholar NOUN bracis-33580 224 10     SPACE bracis-33580 224 11 lundberg lundberg PROPN bracis-33580 224 12 , , PUNCT bracis-33580 224 13 s.m s.m PROPN bracis-33580 224 14 . . PROPN bracis-33580 224 15 , , PUNCT bracis-33580 224 16 lee lee PROPN bracis-33580 224 17 , , PUNCT bracis-33580 224 18 s.i s.i PROPN bracis-33580 224 19 . . PROPN bracis-33580 224 20 : : PUNCT bracis-33580 225 1 a a DET bracis-33580 225 2 unified unified ADJ bracis-33580 225 3 approach approach NOUN bracis-33580 225 4 to to ADP bracis-33580 225 5 interpreting interpret VERB bracis-33580 225 6 model model NOUN bracis-33580 225 7 predictions prediction NOUN bracis-33580 225 8 . . PUNCT bracis-33580 226 1 in in ADP bracis-33580 226 2 : : PUNCT bracis-33580 226 3 guyon guyon NOUN bracis-33580 226 4 , , PUNCT bracis-33580 226 5 i. i. PROPN bracis-33580 226 6 , , PUNCT bracis-33580 226 7 luxburg luxburg PROPN bracis-33580 226 8 , , PUNCT bracis-33580 226 9 u.v u.v PROPN bracis-33580 226 10 . . PROPN bracis-33580 226 11 , , PUNCT bracis-33580 226 12 bengio bengio PROPN bracis-33580 226 13 , , PUNCT bracis-33580 226 14 s. s. PROPN bracis-33580 226 15 , , PUNCT bracis-33580 226 16 wallach wallach PROPN bracis-33580 226 17 , , PUNCT bracis-33580 226 18 h. h. PROPN bracis-33580 226 19 , , PUNCT bracis-33580 226 20 fergus fergus PROPN bracis-33580 226 21 , , PUNCT bracis-33580 226 22 r. r. PROPN bracis-33580 226 23 , , PUNCT bracis-33580 226 24 vishwanathan vishwanathan PROPN bracis-33580 226 25 , , PUNCT bracis-33580 226 26 s. s. PROPN bracis-33580 226 27 , , PUNCT bracis-33580 226 28 garnett garnett PROPN bracis-33580 226 29 , , PUNCT bracis-33580 226 30 r. r. PROPN bracis-33580 226 31 ( ( PUNCT bracis-33580 226 32 eds eds PROPN bracis-33580 226 33 . . PUNCT bracis-33580 226 34 ) ) PUNCT bracis-33580 226 35 advances advance NOUN bracis-33580 226 36 in in ADP bracis-33580 226 37 neural neural ADJ bracis-33580 226 38 information information NOUN bracis-33580 226 39 processing processing NOUN bracis-33580 226 40 systems system NOUN bracis-33580 226 41 , , PUNCT bracis-33580 226 42 vol vol NOUN bracis-33580 226 43 . . PUNCT bracis-33580 226 44     SPACE bracis-33580 226 45 30 30 NUM bracis-33580 226 46 . . PUNCT bracis-33580 227 1 curran curran PROPN bracis-33580 227 2 associates associates PROPN bracis-33580 227 3 , , PUNCT bracis-33580 227 4 inc inc PROPN bracis-33580 227 5 . . PROPN bracis-33580 227 6 ( ( PUNCT bracis-33580 227 7 2017 2017 NUM bracis-33580 227 8 ) ) PUNCT bracis-33580 227 9 google google PROPN bracis-33580 227 10 scholar scholar NOUN bracis-33580 227 11     SPACE bracis-33580 227 12 martins martin NOUN bracis-33580 227 13 , , PUNCT bracis-33580 227 14 g.l g.l PROPN bracis-33580 227 15 . . PROPN bracis-33580 227 16 , , PUNCT bracis-33580 227 17 et et PROPN bracis-33580 227 18 al al PROPN bracis-33580 227 19 . . PUNCT bracis-33580 227 20 : : PUNCT bracis-33580 228 1 comparison comparison NOUN bracis-33580 228 2 of of ADP bracis-33580 228 3 inflammatory inflammatory ADJ bracis-33580 228 4 mediators mediator NOUN bracis-33580 228 5 in in ADP bracis-33580 228 6 patients patient NOUN bracis-33580 228 7 with with ADP bracis-33580 228 8 atrial atrial ADJ bracis-33580 228 9 fibrillation fibrillation NOUN bracis-33580 228 10 using use VERB bracis-33580 228 11 warfarin warfarin NOUN bracis-33580 228 12 or or CCONJ bracis-33580 228 13 rivaroxaban rivaroxaban NOUN bracis-33580 228 14 . . PUNCT bracis-33580 229 1 front front NOUN bracis-33580 229 2 . . PUNCT bracis-33580 230 1 cardiovasc cardiovasc PROPN bracis-33580 230 2 . . PROPN bracis-33580 230 3 med med PROPN bracis-33580 230 4 . . PROPN bracis-33580 231 1 7 7 NUM bracis-33580 231 2 , , PUNCT bracis-33580 231 3 47–57 47–57 NUM bracis-33580 231 4 ( ( PUNCT bracis-33580 231 5 2020 2020 NUM bracis-33580 231 6 ) ) PUNCT bracis-33580 231 7 google google PROPN bracis-33580 231 8 scholar scholar NOUN bracis-33580 231 9     SPACE bracis-33580 231 10 martins martin NOUN bracis-33580 231 11 , , PUNCT bracis-33580 231 12 g.l g.l PROPN bracis-33580 231 13 . . PROPN bracis-33580 231 14 , , PUNCT bracis-33580 231 15 et et PROPN bracis-33580 231 16 al al PROPN bracis-33580 231 17 . . PUNCT bracis-33580 231 18 : : PUNCT bracis-33580 232 1 evaluation evaluation NOUN bracis-33580 232 2 of of ADP bracis-33580 232 3 new new ADJ bracis-33580 232 4 potential potential ADJ bracis-33580 232 5 inflammatory inflammatory ADJ bracis-33580 232 6 markers marker NOUN bracis-33580 232 7 in in ADP bracis-33580 232 8 patients patient NOUN bracis-33580 232 9 with with ADP bracis-33580 232 10 nonvalvular nonvalvular ADJ bracis-33580 232 11 atrial atrial ADJ bracis-33580 232 12 fibrillation fibrillation NOUN bracis-33580 232 13 . . PUNCT bracis-33580 233 1 int int NOUN bracis-33580 233 2 . . PUNCT bracis-33580 234 1 j. j. PROPN bracis-33580 234 2 molec molec PROPN bracis-33580 234 3 . . PUNCT bracis-33580 235 1 sci sci PROPN bracis-33580 235 2 . . PROPN bracis-33580 235 3 24 24 NUM bracis-33580 235 4 , , PUNCT bracis-33580 235 5 3326 3326 NUM bracis-33580 235 6 ( ( PUNCT bracis-33580 235 7 2023 2023 NUM bracis-33580 235 8 ) ) PUNCT bracis-33580 235 9 google google NOUN bracis-33580 235 10 scholar scholar NOUN bracis-33580 235 11     SPACE bracis-33580 235 12 nigri nigri NOUN bracis-33580 235 13 , , PUNCT bracis-33580 235 14 e. e. PROPN bracis-33580 235 15 , , PUNCT bracis-33580 235 16 ziviani ziviani PROPN bracis-33580 235 17 , , PUNCT bracis-33580 235 18 n. n. NOUN bracis-33580 235 19 , , PUNCT bracis-33580 235 20 cappabianco cappabianco NOUN bracis-33580 235 21 , , PUNCT bracis-33580 235 22 f.a.m f.a.m PROPN bracis-33580 235 23 . . PROPN bracis-33580 235 24 , , PUNCT bracis-33580 235 25 antunes antunes PROPN bracis-33580 235 26 , , PUNCT bracis-33580 235 27 a. a. PROPN bracis-33580 235 28 , , PUNCT bracis-33580 235 29 veloso veloso PROPN bracis-33580 235 30 , , PUNCT bracis-33580 235 31 a. a. NOUN bracis-33580 235 32 : : PUNCT bracis-33580 235 33 explainable explainable ADJ bracis-33580 235 34 deep deep ADJ bracis-33580 235 35 cnns cnn NOUN bracis-33580 235 36 for for ADP bracis-33580 235 37 mri mri NOUN bracis-33580 235 38 - - PUNCT bracis-33580 235 39 based base VERB bracis-33580 235 40 diagnosis diagnosis NOUN bracis-33580 235 41 of of ADP bracis-33580 235 42 alzheimer alzheimer PROPN bracis-33580 235 43 ’s ’s PART bracis-33580 235 44 disease disease NOUN bracis-33580 235 45 . . PUNCT bracis-33580 236 1 in in ADP bracis-33580 236 2 : : PUNCT bracis-33580 236 3 2020 2020 NUM bracis-33580 236 4 international international ADJ bracis-33580 236 5 joint joint ADJ bracis-33580 236 6 conference conference NOUN bracis-33580 236 7 on on ADP bracis-33580 236 8 neural neural ADJ bracis-33580 236 9 networks network NOUN bracis-33580 236 10 , , PUNCT bracis-33580 236 11 ijcnn ijcnn PROPN bracis-33580 236 12 2020 2020 NUM bracis-33580 236 13 , , PUNCT bracis-33580 236 14 pp pp ADV bracis-33580 236 15 . . PUNCT bracis-33580 236 16     SPACE bracis-33580 237 1 1–8 1–8 X bracis-33580 237 2 . . PUNCT bracis-33580 237 3 ieee ieee PROPN bracis-33580 237 4 ( ( PUNCT bracis-33580 237 5 2020 2020 NUM bracis-33580 237 6 ) ) PUNCT bracis-33580 237 7 google google PROPN bracis-33580 237 8 scholar scholar NOUN bracis-33580 237 9     SPACE bracis-33580 237 10 patel patel PROPN bracis-33580 237 11 , , PUNCT bracis-33580 237 12 m.r m.r PROPN bracis-33580 237 13 . . PROPN bracis-33580 237 14 , , PUNCT bracis-33580 237 15 et et PROPN bracis-33580 237 16 al al PROPN bracis-33580 237 17 . . PROPN bracis-33580 237 18 : : PUNCT bracis-33580 237 19 rivaroxaban rivaroxaban NOUN bracis-33580 237 20 versus versus ADP bracis-33580 237 21 warfarin warfarin NOUN bracis-33580 237 22 in in ADP bracis-33580 237 23 nonvalvular nonvalvular ADJ bracis-33580 237 24 atrial atrial ADJ bracis-33580 237 25 fibrillation fibrillation NOUN bracis-33580 237 26 . . PUNCT bracis-33580 238 1 new new ADJ bracis-33580 238 2 engl engl PROPN bracis-33580 238 3 . . PUNCT bracis-33580 239 1 j. j. PROPN bracis-33580 239 2 med med PROPN bracis-33580 239 3 . . PUNCT bracis-33580 240 1 365(10 365(10 NUM bracis-33580 240 2 ) ) PUNCT bracis-33580 240 3 , , PUNCT bracis-33580 240 4 883–891 883–891 NUM bracis-33580 240 5 ( ( PUNCT bracis-33580 240 6 2011 2011 NUM bracis-33580 240 7 ) ) PUNCT bracis-33580 240 8 google google PROPN bracis-33580 240 9 scholar scholar NOUN bracis-33580 240 10     SPACE bracis-33580 240 11 patki patki NOUN bracis-33580 240 12 , , PUNCT bracis-33580 240 13 n. n. NOUN bracis-33580 240 14 , , PUNCT bracis-33580 240 15 wedge wedge NOUN bracis-33580 240 16 , , PUNCT bracis-33580 240 17 r. r. PROPN bracis-33580 240 18 , , PUNCT bracis-33580 240 19 veeramachaneni veeramachaneni PROPN bracis-33580 240 20 , , PUNCT bracis-33580 240 21 k. k. PROPN bracis-33580 240 22 : : PUNCT bracis-33580 240 23 the the DET bracis-33580 240 24 synthetic synthetic ADJ bracis-33580 240 25 data datum NOUN bracis-33580 240 26 vault vault NOUN bracis-33580 240 27 . . PUNCT bracis-33580 241 1 in in ADP bracis-33580 241 2 : : PUNCT bracis-33580 241 3 2016 2016 NUM bracis-33580 241 4 ieee ieee NOUN bracis-33580 241 5 international international ADJ bracis-33580 241 6 conference conference NOUN bracis-33580 241 7 on on ADP bracis-33580 241 8 data datum NOUN bracis-33580 241 9 science science NOUN bracis-33580 241 10 and and CCONJ bracis-33580 241 11 advanced advanced ADJ bracis-33580 241 12 analytics analytic NOUN bracis-33580 241 13 ( ( PUNCT bracis-33580 241 14 dsaa dsaa PROPN bracis-33580 241 15 ) ) PUNCT bracis-33580 241 16 , , PUNCT bracis-33580 241 17 pp pp ADP bracis-33580 241 18 . . PUNCT bracis-33580 242 1 399–410 399–410 NUM bracis-33580 242 2 ( ( PUNCT bracis-33580 242 3 2016 2016 NUM bracis-33580 242 4 ) ) PUNCT bracis-33580 242 5 google google PROPN bracis-33580 242 6 scholar scholar NOUN bracis-33580 242 7     SPACE bracis-33580 242 8 phillips phillip NOUN bracis-33580 242 9 , , PUNCT bracis-33580 242 10 p.j p.j PROPN bracis-33580 242 11 . . PROPN bracis-33580 242 12 , , PUNCT bracis-33580 242 13 et et PROPN bracis-33580 242 14 al al PROPN bracis-33580 242 15 . . PUNCT bracis-33580 242 16 : : PUNCT bracis-33580 242 17 four four NUM bracis-33580 242 18 principles principle NOUN bracis-33580 242 19 of of ADP bracis-33580 242 20 explainable explainable ADJ bracis-33580 242 21 artificial artificial ADJ bracis-33580 242 22 intelligence intelligence NOUN bracis-33580 242 23 ( ( PUNCT bracis-33580 242 24 2021 2021 NUM bracis-33580 242 25 ) ) PUNCT bracis-33580 242 26 google google NOUN bracis-33580 242 27 scholar scholar NOUN bracis-33580 242 28     SPACE bracis-33580 242 29 silcox silcox PROPN bracis-33580 242 30 , , PUNCT bracis-33580 242 31 c. c. PROPN bracis-33580 242 32 , , PUNCT bracis-33580 242 33 et et PROPN bracis-33580 242 34 al al PROPN bracis-33580 242 35 . . PUNCT bracis-33580 242 36 : : PUNCT bracis-33580 243 1 the the DET bracis-33580 243 2 potential potential NOUN bracis-33580 243 3 for for ADP bracis-33580 243 4 artificial artificial ADJ bracis-33580 243 5 intelligence intelligence NOUN bracis-33580 243 6 to to PART bracis-33580 243 7 transform transform VERB bracis-33580 243 8 healthcare healthcare NOUN bracis-33580 243 9 : : PUNCT bracis-33580 243 10 perspectives perspective NOUN bracis-33580 243 11 from from ADP bracis-33580 243 12 international international ADJ bracis-33580 243 13 health health NOUN bracis-33580 243 14 leaders leader NOUN bracis-33580 243 15 . . PUNCT bracis-33580 244 1 npj npj PROPN bracis-33580 244 2 dig dig PROPN bracis-33580 244 3 . . PUNCT bracis-33580 245 1 med med PROPN bracis-33580 245 2 . . PUNCT bracis-33580 246 1 7(1 7(1 NUM bracis-33580 246 2 ) ) PUNCT bracis-33580 246 3 ( ( PUNCT bracis-33580 246 4 2024 2024 NUM bracis-33580 246 5 ) ) PUNCT bracis-33580 246 6 google google NOUN bracis-33580 246 7 scholar scholar NOUN bracis-33580 246 8     SPACE bracis-33580 246 9 sun sun NOUN bracis-33580 246 10 , , PUNCT bracis-33580 246 11 y. y. PROPN bracis-33580 246 12 , , PUNCT bracis-33580 246 13 cuesta cuesta PROPN bracis-33580 246 14 - - PUNCT bracis-33580 246 15 infante infante NOUN bracis-33580 246 16 , , PUNCT bracis-33580 246 17 a. a. NOUN bracis-33580 246 18 , , PUNCT bracis-33580 246 19 veeramachaneni veeramachaneni PROPN bracis-33580 246 20 , , PUNCT bracis-33580 246 21 k. k. PROPN bracis-33580 246 22 : : PUNCT bracis-33580 247 1 learning learn VERB bracis-33580 247 2 vine vine NOUN bracis-33580 247 3 copula copula NOUN bracis-33580 247 4 models model NOUN bracis-33580 247 5 for for ADP bracis-33580 247 6 synthetic synthetic ADJ bracis-33580 247 7 data data NOUN bracis-33580 247 8 generation generation NOUN bracis-33580 247 9 ( ( PUNCT bracis-33580 247 10 2018 2018 NUM bracis-33580 247 11 ) ) PUNCT bracis-33580 247 12 google google PROPN bracis-33580 247 13 scholar scholar NOUN bracis-33580 247 14     SPACE bracis-33580 247 15 wyndham wyndham PROPN bracis-33580 247 16 , , PUNCT bracis-33580 247 17 c.r c.r PROPN bracis-33580 247 18 . . PROPN bracis-33580 247 19 : : PUNCT bracis-33580 247 20 atrial atrial ADJ bracis-33580 247 21 fibrillation fibrillation NOUN bracis-33580 247 22 : : PUNCT bracis-33580 247 23 the the DET bracis-33580 247 24 most most ADV bracis-33580 247 25 common common ADJ bracis-33580 247 26 arrhythmia arrhythmia NOUN bracis-33580 247 27 . . PUNCT bracis-33580 248 1 tex tex PROPN bracis-33580 248 2 . . PROPN bracis-33580 248 3 heart heart PROPN bracis-33580 248 4 inst inst PROPN bracis-33580 248 5 . . PUNCT bracis-33580 249 1 j. j. PROPN bracis-33580 249 2 27(3 27(3 PROPN bracis-33580 249 3 ) ) PUNCT bracis-33580 249 4 , , PUNCT bracis-33580 249 5 257 257 NUM bracis-33580 249 6 ( ( PUNCT bracis-33580 249 7 2000 2000 NUM bracis-33580 249 8 ) ) PUNCT bracis-33580 249 9 google google PROPN bracis-33580 249 10 scholar scholar NOUN bracis-33580 249 11     SPACE bracis-33580 249 12 xu xu PROPN bracis-33580 249 13 , , PUNCT bracis-33580 249 14 l. l. PROPN bracis-33580 249 15 , , PUNCT bracis-33580 249 16 skoularidou skoularidou NOUN bracis-33580 249 17 , , PUNCT bracis-33580 249 18 m. m. NOUN bracis-33580 249 19 , , PUNCT bracis-33580 249 20 cuesta cuesta PROPN bracis-33580 249 21 - - PUNCT bracis-33580 249 22 infante infante PROPN bracis-33580 249 23 , , PUNCT bracis-33580 249 24 a. a. NOUN bracis-33580 249 25 , , PUNCT bracis-33580 249 26 veeramachaneni veeramachaneni PROPN bracis-33580 249 27 , , PUNCT bracis-33580 249 28 k. k. PROPN bracis-33580 249 29 : : PUNCT bracis-33580 249 30 modeling model VERB bracis-33580 249 31 tabular tabular PROPN bracis-33580 249 32 data datum NOUN bracis-33580 249 33 using use VERB bracis-33580 249 34 conditional conditional ADJ bracis-33580 249 35 gan gan NOUN bracis-33580 249 36 . . PUNCT bracis-33580 250 1 in in ADP bracis-33580 250 2 : : PUNCT bracis-33580 250 3 wallach wallach PROPN bracis-33580 250 4 , , PUNCT bracis-33580 250 5 h. h. PROPN bracis-33580 250 6 , , PUNCT bracis-33580 250 7 larochelle larochelle PROPN bracis-33580 250 8 , , PUNCT bracis-33580 250 9 h. h. PROPN bracis-33580 250 10 , , PUNCT bracis-33580 250 11 beygelzimer beygelzimer NOUN bracis-33580 250 12 , , PUNCT bracis-33580 250 13 a. a. NOUN bracis-33580 250 14 , , PUNCT bracis-33580 250 15 d’alché d’alché NOUN bracis-33580 250 16 - - PUNCT bracis-33580 250 17 buc buc PROPN bracis-33580 250 18 , , PUNCT bracis-33580 250 19 f. f. PROPN bracis-33580 250 20 , , PUNCT bracis-33580 250 21 fox fox PROPN bracis-33580 250 22 , , PUNCT bracis-33580 250 23 e. e. PROPN bracis-33580 250 24 , , PUNCT bracis-33580 250 25 garnett garnett PROPN bracis-33580 250 26 , , PUNCT bracis-33580 250 27 r. r. PROPN bracis-33580 250 28 ( ( PUNCT bracis-33580 250 29 eds eds PROPN bracis-33580 250 30 . . PUNCT bracis-33580 250 31 ) ) PUNCT bracis-33580 250 32 advances advance NOUN bracis-33580 250 33 in in ADP bracis-33580 250 34 neural neural ADJ bracis-33580 250 35 information information NOUN bracis-33580 250 36 processing processing NOUN bracis-33580 250 37 systems system NOUN bracis-33580 250 38 , , PUNCT bracis-33580 250 39 vol vol NOUN bracis-33580 250 40 . . PUNCT bracis-33580 250 41     SPACE bracis-33580 250 42 32 32 NUM bracis-33580 250 43 . . PUNCT bracis-33580 251 1 curran curran PROPN bracis-33580 251 2 associates associates PROPN bracis-33580 251 3 , , PUNCT bracis-33580 251 4 inc inc PROPN bracis-33580 251 5 . . PROPN bracis-33580 251 6 ( ( PUNCT bracis-33580 251 7 2019 2019 NUM bracis-33580 251 8 ) ) PUNCT bracis-33580 251 9 google google NOUN bracis-33580 251 10 scholar scholar NOUN bracis-33580 251 11     SPACE bracis-33580 251 12 zuin zuin NOUN bracis-33580 251 13 , , PUNCT bracis-33580 251 14 g. g. PROPN bracis-33580 251 15 , , PUNCT bracis-33580 251 16 et et PROPN bracis-33580 251 17 al al PROPN bracis-33580 251 18 . . PUNCT bracis-33580 251 19 : : PUNCT bracis-33580 251 20 prediction prediction NOUN bracis-33580 251 21 of of ADP bracis-33580 251 22 sars sar NOUN bracis-33580 251 23 - - PUNCT bracis-33580 251 24 cov-2 cov-2 NOUN bracis-33580 251 25 - - NOUN bracis-33580 251 26 positivity positivity NOUN bracis-33580 251 27 from from ADP bracis-33580 251 28 million million NUM bracis-33580 251 29 - - PUNCT bracis-33580 251 30 scale scale NOUN bracis-33580 251 31 complete complete ADJ bracis-33580 251 32 blood blood NOUN bracis-33580 251 33 counts count NOUN bracis-33580 251 34 using use VERB bracis-33580 251 35 machine machine NOUN bracis-33580 251 36 learning learning NOUN bracis-33580 251 37 . . PUNCT bracis-33580 252 1 commun commun PROPN bracis-33580 252 2 . . PUNCT bracis-33580 253 1 med med PROPN bracis-33580 253 2 . . PUNCT bracis-33580 254 1 2(1 2(1 NUM bracis-33580 254 2 ) ) PUNCT bracis-33580 254 3 , , PUNCT bracis-33580 254 4 72 72 NUM bracis-33580 254 5 ( ( PUNCT bracis-33580 254 6 2022 2022 NUM bracis-33580 254 7 ) ) PUNCT bracis-33580 254 8 article article NOUN bracis-33580 254 9     SPACE bracis-33580 254 10 google google PROPN bracis-33580 254 11 scholar scholar NOUN bracis-33580 254 12     SPACE bracis-33580 254 13 zuin zuin NOUN bracis-33580 254 14 , , PUNCT bracis-33580 254 15 g. g. PROPN bracis-33580 254 16 , , PUNCT bracis-33580 254 17 et et PROPN bracis-33580 254 18 al al PROPN bracis-33580 254 19 . . PUNCT bracis-33580 254 20 : : PUNCT bracis-33580 255 1 a a DET bracis-33580 255 2 modified modify VERB bracis-33580 255 3 louvain louvain NOUN bracis-33580 255 4 approach approach NOUN bracis-33580 255 5 for for ADP bracis-33580 255 6 medical medical ADJ bracis-33580 255 7 community community NOUN bracis-33580 255 8 detection detection NOUN bracis-33580 255 9 using use VERB bracis-33580 255 10 geographic geographic ADJ bracis-33580 255 11 data datum NOUN bracis-33580 255 12 . . PUNCT bracis-33580 256 1 in in ADP bracis-33580 256 2 : : PUNCT bracis-33580 256 3 2023 2023 NUM bracis-33580 256 4 ieee ieee NOUN bracis-33580 256 5 36th 36th ADJ bracis-33580 256 6 international international ADJ bracis-33580 256 7 symposium symposium NOUN bracis-33580 256 8 on on ADP bracis-33580 256 9 computer computer NOUN bracis-33580 256 10 - - PUNCT bracis-33580 256 11 based base VERB bracis-33580 256 12 medical medical ADJ bracis-33580 256 13 systems system NOUN bracis-33580 256 14 ( ( PUNCT bracis-33580 256 15 cbms cbms PROPN bracis-33580 256 16 ) ) PUNCT bracis-33580 256 17 , , PUNCT bracis-33580 256 18 pp pp ADJ bracis-33580 256 19 . . PUNCT bracis-33580 257 1 143–148 143–148 NUM bracis-33580 257 2 . . PUNCT bracis-33580 257 3 ieee ieee NOUN bracis-33580 257 4 ( ( PUNCT bracis-33580 257 5 2023 2023 NUM bracis-33580 257 6 ) ) PUNCT bracis-33580 257 7 google google NOUN bracis-33580 257 8 scholar scholar NOUN bracis-33580 257 9     SPACE bracis-33580 257 10 download download NOUN bracis-33580 257 11 references reference NOUN bracis-33580 257 12 author author NOUN bracis-33580 257 13 information information NOUN bracis-33580 257 14 authors author NOUN bracis-33580 257 15 and and CCONJ bracis-33580 257 16 affiliations affiliation NOUN bracis-33580 257 17 computer computer NOUN bracis-33580 257 18 science science PROPN bracis-33580 257 19 department department PROPN bracis-33580 257 20 , , PUNCT bracis-33580 257 21 universidade universidade PROPN bracis-33580 257 22 federal federal PROPN bracis-33580 257 23 de de PROPN bracis-33580 257 24 minas minas PROPN bracis-33580 257 25 gerais gerais PROPN bracis-33580 257 26 , , PUNCT bracis-33580 257 27 belo belo PROPN bracis-33580 257 28 horizonte horizonte PROPN bracis-33580 257 29 , , PUNCT bracis-33580 257 30 brazil brazil PROPN bracis-33580 257 31 adriano adriano PROPN bracis-33580 257 32 veloso veloso PROPN bracis-33580 257 33     SPACE bracis-33580 257 34 & & CCONJ bracis-33580 257 35     SPACE bracis-33580 257 36 gianlucca gianlucca NOUN bracis-33580 257 37 zuin zuin PROPN bracis-33580 257 38 kunumi kunumi PROPN bracis-33580 257 39 , , PUNCT bracis-33580 257 40 belo belo PROPN bracis-33580 257 41 horizonte horizonte PROPN bracis-33580 257 42 , , PUNCT bracis-33580 257 43 brazil brazil PROPN bracis-33580 257 44 adriano adriano PROPN bracis-33580 257 45 veloso veloso PROPN bracis-33580 257 46     SPACE bracis-33580 257 47 & & CCONJ bracis-33580 257 48     SPACE bracis-33580 257 49 gianlucca gianlucca NOUN bracis-33580 257 50 zuin zuin PROPN bracis-33580 257 51 electrical electrical ADJ bracis-33580 257 52 engineering engineering NOUN bracis-33580 257 53 department department PROPN bracis-33580 257 54 , , PUNCT bracis-33580 257 55 universidade universidade PROPN bracis-33580 257 56 federal federal PROPN bracis-33580 257 57 de de PROPN bracis-33580 257 58 minas minas PROPN bracis-33580 257 59 gerais gerais PROPN bracis-33580 257 60 , , PUNCT bracis-33580 257 61 belo belo PROPN bracis-33580 257 62 horizonte horizonte PROPN bracis-33580 257 63 , , PUNCT bracis-33580 257 64 brazil brazil PROPN bracis-33580 257 65 luan luan PROPN bracis-33580 257 66 sena sena PROPN bracis-33580 257 67 authors author NOUN bracis-33580 257 68 adriano adriano PROPN bracis-33580 257 69 velosoview velosoview VERB bracis-33580 257 70 author author NOUN bracis-33580 257 71 publications publication NOUN bracis-33580 257 72 search search NOUN bracis-33580 257 73 author author NOUN bracis-33580 257 74 on on ADP bracis-33580 257 75 : : PUNCT bracis-33580 257 76 pubmed pubmed PROPN bracis-33580 257 77     SPACE bracis-33580 257 78 google google PROPN bracis-33580 257 79 scholar scholar NOUN bracis-33580 257 80 gianlucca gianlucca NOUN bracis-33580 257 81 zuinview zuinview NOUN bracis-33580 257 82 author author NOUN bracis-33580 257 83 publications publication NOUN bracis-33580 257 84 search search NOUN bracis-33580 257 85 author author NOUN bracis-33580 257 86 on on ADP bracis-33580 257 87 : : PUNCT bracis-33580 257 88 pubmed pubmed PROPN bracis-33580 257 89     SPACE bracis-33580 257 90 google google PROPN bracis-33580 257 91 scholar scholar PROPN bracis-33580 257 92 luan luan PROPN bracis-33580 257 93 senaview senaview PROPN bracis-33580 257 94 author author NOUN bracis-33580 257 95 publications publication NOUN bracis-33580 257 96 search search NOUN bracis-33580 257 97 author author NOUN bracis-33580 257 98 on on ADP bracis-33580 257 99 : : PUNCT bracis-33580 257 100 pubmed pubmed PROPN bracis-33580 257 101     SPACE bracis-33580 257 102 google google PROPN bracis-33580 257 103 scholar scholar NOUN bracis-33580 257 104 corresponding correspond VERB bracis-33580 257 105 author author NOUN bracis-33580 257 106 correspondence correspondence NOUN bracis-33580 257 107 to to PART bracis-33580 257 108 gianlucca gianlucca NOUN bracis-33580 257 109 zuin zuin PROPN bracis-33580 257 110 . . PUNCT bracis-33580 258 1 editor editor NOUN bracis-33580 258 2 information information NOUN bracis-33580 258 3 editors editor NOUN bracis-33580 258 4 and and CCONJ bracis-33580 258 5 affiliations affiliation NOUN bracis-33580 258 6 universidade universidade VERB bracis-33580 258 7 federal federal PROPN bracis-33580 258 8 fluminense fluminense PROPN bracis-33580 258 9 , , PUNCT bracis-33580 258 10 niterói niterói PROPN bracis-33580 258 11 , , PUNCT bracis-33580 258 12 brazil brazil PROPN bracis-33580 258 13 aline aline PROPN bracis-33580 258 14 paes paes PROPN bracis-33580 258 15 instituto instituto PROPN bracis-33580 258 16 tecnológico tecnológico PROPN bracis-33580 258 17 de de PROPN bracis-33580 258 18 aeronáutica aeronáutica PROPN bracis-33580 258 19 , , PUNCT bracis-33580 258 20 são são PROPN bracis-33580 258 21 josé josé PROPN bracis-33580 258 22 dos dos PROPN bracis-33580 258 23 campos campos PROPN bracis-33580 258 24 , , PUNCT bracis-33580 258 25 brazil brazil PROPN bracis-33580 258 26 filipe filipe PROPN bracis-33580 258 27 a. a. PROPN bracis-33580 258 28 n. n. PROPN bracis-33580 258 29 verri verri PROPN bracis-33580 258 30 ethics ethic NOUN bracis-33580 258 31 declarations declaration VERB bracis-33580 258 32 disclosure disclosure NOUN bracis-33580 258 33 of of ADP bracis-33580 258 34 interests interest NOUN bracis-33580 258 35 the the DET bracis-33580 258 36 authors author NOUN bracis-33580 258 37 have have VERB bracis-33580 258 38 no no DET bracis-33580 258 39 competing compete VERB bracis-33580 258 40 interests interest NOUN bracis-33580 258 41 to to PART bracis-33580 258 42 declare declare VERB bracis-33580 258 43 that that PRON bracis-33580 258 44 are be AUX bracis-33580 258 45 relevant relevant ADJ bracis-33580 258 46 to to ADP bracis-33580 258 47 the the DET bracis-33580 258 48 content content NOUN bracis-33580 258 49 of of ADP bracis-33580 258 50 this this DET bracis-33580 258 51 article article NOUN bracis-33580 258 52 . . PUNCT bracis-33580 259 1 rights right NOUN bracis-33580 259 2 and and CCONJ bracis-33580 259 3 permissions permission NOUN bracis-33580 259 4 reprints reprint NOUN bracis-33580 259 5 and and CCONJ bracis-33580 259 6 permissions permission VERB bracis-33580 259 7 copyright copyright NOUN bracis-33580 259 8 information information NOUN bracis-33580 259 9 © © ADP bracis-33580 259 10 2025 2025 NUM bracis-33580 259 11 the the DET bracis-33580 259 12 author(s author(s NOUN bracis-33580 259 13 ) ) PUNCT bracis-33580 259 14 , , PUNCT bracis-33580 259 15 under under ADP bracis-33580 259 16 exclusive exclusive ADJ bracis-33580 259 17 license license NOUN bracis-33580 259 18 to to ADP bracis-33580 259 19 springer springer NOUN bracis-33580 259 20 nature nature PROPN bracis-33580 259 21 switzerland switzerland PROPN bracis-33580 259 22 ag ag PROPN bracis-33580 259 23 about about ADP bracis-33580 259 24 this this DET bracis-33580 259 25 paper paper NOUN bracis-33580 259 26 cite cite VERB bracis-33580 259 27 this this DET bracis-33580 259 28 paper paper NOUN bracis-33580 259 29 veloso veloso NOUN bracis-33580 259 30 , , PUNCT bracis-33580 259 31 a. a. NOUN bracis-33580 259 32 , , PUNCT bracis-33580 259 33 zuin zuin NOUN bracis-33580 259 34 , , PUNCT bracis-33580 259 35 g. g. PROPN bracis-33580 259 36 , , PUNCT bracis-33580 259 37 sena sena PROPN bracis-33580 259 38 , , PUNCT bracis-33580 259 39 l. l. PROPN bracis-33580 259 40 ( ( PUNCT bracis-33580 259 41 2025 2025 NUM bracis-33580 259 42 ) ) PUNCT bracis-33580 259 43 . . PUNCT bracis-33580 260 1 explaining explain VERB bracis-33580 260 2 biomarker biomarker NOUN bracis-33580 260 3 response response NOUN bracis-33580 260 4 to to ADP bracis-33580 260 5     SPACE bracis-33580 260 6 anticoagulant anticoagulant VERB bracis-33580 260 7 therapy therapy NOUN bracis-33580 260 8 in in ADP bracis-33580 260 9     SPACE bracis-33580 260 10 atrial atrial ADJ bracis-33580 260 11 fibrillation fibrillation NOUN bracis-33580 260 12 : : PUNCT bracis-33580 260 13 a a DET bracis-33580 260 14 study study NOUN bracis-33580 260 15 of of ADP bracis-33580 260 16     SPACE bracis-33580 260 17 warfarin warfarin NOUN bracis-33580 260 18 and and CCONJ bracis-33580 260 19     SPACE bracis-33580 260 20 rivaroxaban rivaroxaban NOUN bracis-33580 260 21 with with ADP bracis-33580 260 22     SPACE bracis-33580 260 23 machine machine NOUN bracis-33580 260 24 learning learning NOUN bracis-33580 260 25 models model NOUN bracis-33580 260 26 . . PUNCT bracis-33580 261 1 in in ADP bracis-33580 261 2 : : PUNCT bracis-33580 261 3 paes paes PROPN bracis-33580 261 4 , , PUNCT bracis-33580 261 5 a. a. PROPN bracis-33580 261 6 , , PUNCT bracis-33580 261 7 verri verri NOUN bracis-33580 261 8 , , PUNCT bracis-33580 261 9 f.a.n f.a.n ADJ bracis-33580 261 10 . . PUNCT bracis-33580 261 11 ( ( PUNCT bracis-33580 261 12 eds ed NOUN bracis-33580 261 13 ) ) PUNCT bracis-33580 261 14 intelligent intelligent ADJ bracis-33580 261 15 systems system NOUN bracis-33580 261 16 . . PUNCT bracis-33580 261 17 bracis bracis PROPN bracis-33580 261 18 2024 2024 NUM bracis-33580 261 19 . . PUNCT bracis-33580 262 1 lecture lecture NOUN bracis-33580 262 2 notes note NOUN bracis-33580 262 3 in in ADP bracis-33580 262 4 computer computer NOUN bracis-33580 262 5 science science NOUN bracis-33580 262 6 ( ( PUNCT bracis-33580 262 7 ) ) PUNCT bracis-33580 262 8 , , PUNCT bracis-33580 262 9 vol vol NOUN bracis-33580 262 10 15412 15412 NUM bracis-33580 262 11 . . PUNCT bracis-33580 263 1 springer springer NOUN bracis-33580 263 2 , , PUNCT bracis-33580 263 3 cham cham PROPN bracis-33580 263 4 . . PUNCT bracis-33580 264 1 https://doi.org/10.1007/978-3-031-79029-4_33 https://doi.org/10.1007/978-3-031-79029-4_33 PROPN bracis-33580 264 2 download download NOUN bracis-33580 264 3 citation citation NOUN bracis-33580 264 4 .ris .ris PUNCT bracis-33580 264 5 .enw .enw PROPN bracis-33580 264 6 .bib .bib PUNCT bracis-33580 265 1 doi doi PROPN bracis-33580 265 2 : : PUNCT bracis-33580 265 3 https://doi.org/10.1007/978-3-031-79029-4_33 https://doi.org/10.1007/978-3-031-79029-4_33 PROPN bracis-33580 265 4 published publish VERB bracis-33580 265 5 : : PUNCT bracis-33580 265 6 30 30 NUM bracis-33580 265 7 january january PROPN bracis-33580 265 8 2025 2025 NUM bracis-33580 265 9 publisher publisher NOUN bracis-33580 265 10 name name NOUN bracis-33580 265 11 : : PUNCT bracis-33580 265 12 springer springer NOUN bracis-33580 265 13 , , PUNCT bracis-33580 265 14 cham cham PROPN bracis-33580 265 15 print print PROPN bracis-33580 265 16 isbn isbn PROPN bracis-33580 265 17 : : PUNCT bracis-33580 265 18 978 978 NUM bracis-33580 265 19 - - SYM bracis-33580 265 20 3 3 NUM bracis-33580 265 21 - - PUNCT bracis-33580 265 22 031 031 NUM bracis-33580 265 23 - - PUNCT bracis-33580 265 24 79028 79028 NUM bracis-33580 265 25 - - SYM bracis-33580 265 26 7 7 NUM bracis-33580 265 27 online online ADJ bracis-33580 265 28 isbn isbn NOUN bracis-33580 265 29 : : PUNCT bracis-33580 265 30 978 978 NUM bracis-33580 265 31 - - SYM bracis-33580 265 32 3 3 NUM bracis-33580 265 33 - - PUNCT bracis-33580 265 34 031 031 NUM bracis-33580 265 35 - - PUNCT bracis-33580 265 36 79029 79029 NUM bracis-33580 265 37 - - SYM bracis-33580 265 38 4 4 NUM bracis-33580 265 39 ebook ebook NOUN bracis-33580 265 40 packages package NOUN bracis-33580 265 41 : : PUNCT bracis-33580 265 42 computer computer NOUN bracis-33580 265 43 sciencecomputer sciencecomputer NOUN bracis-33580 265 44 science science NOUN bracis-33580 265 45 ( ( PUNCT bracis-33580 265 46 r0 r0 NOUN bracis-33580 265 47 ) ) PUNCT bracis-33580 265 48 share share VERB bracis-33580 265 49 this this DET bracis-33580 265 50 paper paper NOUN bracis-33580 265 51 anyone anyone PRON bracis-33580 265 52 you you PRON bracis-33580 265 53 share share VERB bracis-33580 265 54 the the DET bracis-33580 265 55 following follow VERB bracis-33580 265 56 link link NOUN bracis-33580 265 57 with with ADP bracis-33580 265 58 will will AUX bracis-33580 265 59 be be AUX bracis-33580 265 60 able able ADJ bracis-33580 265 61 to to PART bracis-33580 265 62 read read VERB bracis-33580 265 63 this this DET bracis-33580 265 64 content content NOUN bracis-33580 265 65 : : PUNCT bracis-33580 265 66 get get VERB bracis-33580 265 67 shareable shareable ADJ bracis-33580 265 68 linksorry linksorry NOUN bracis-33580 265 69 , , PUNCT bracis-33580 265 70 a a DET bracis-33580 265 71 shareable shareable ADJ bracis-33580 265 72 link link NOUN bracis-33580 265 73 is be AUX bracis-33580 265 74 not not PART bracis-33580 265 75 currently currently ADV bracis-33580 265 76 available available ADJ bracis-33580 265 77 for for ADP bracis-33580 265 78 this this DET bracis-33580 265 79 article article NOUN bracis-33580 265 80 . . PUNCT bracis-33580 266 1 copy copy VERB bracis-33580 266 2 shareable shareable ADJ bracis-33580 266 3 link link NOUN bracis-33580 266 4 to to PART bracis-33580 266 5 clipboard clipboard NOUN bracis-33580 266 6 provided provide VERB bracis-33580 266 7 by by ADP bracis-33580 266 8 the the DET bracis-33580 266 9 springer springer NOUN bracis-33580 266 10 nature nature PROPN bracis-33580 266 11 sharedit sharedit PROPN bracis-33580 266 12 content content NOUN bracis-33580 266 13 - - PUNCT bracis-33580 266 14 sharing share VERB bracis-33580 266 15 initiative initiative NOUN bracis-33580 266 16 keywords keyword NOUN bracis-33580 266 17 atrial atrial ADJ bracis-33580 266 18 fibrillation fibrillation NOUN bracis-33580 266 19 explainable explainable ADJ bracis-33580 266 20 machine machine NOUN bracis-33580 266 21 learning learn VERB bracis-33580 266 22 medical medical ADJ bracis-33580 266 23 data datum NOUN bracis-33580 266 24 analysis analysis NOUN bracis-33580 266 25 publish publish VERB bracis-33580 266 26 with with ADP bracis-33580 266 27 us us PROPN bracis-33580 266 28 policies policy NOUN bracis-33580 266 29 and and CCONJ bracis-33580 266 30 ethics ethic NOUN bracis-33580 266 31 profiles profile NOUN bracis-33580 266 32 gianlucca gianlucca NOUN bracis-33580 266 33 zuin zuin PROPN bracis-33580 266 34 view view NOUN bracis-33580 266 35 author author NOUN bracis-33580 266 36 profile profile NOUN bracis-33580 266 37 search search NOUN bracis-33580 266 38 search search NOUN bracis-33580 266 39 by by ADP bracis-33580 266 40 keyword keyword NOUN bracis-33580 266 41 or or CCONJ bracis-33580 266 42 author author NOUN bracis-33580 266 43 search search NOUN bracis-33580 266 44 navigation navigation NOUN bracis-33580 266 45 find find VERB bracis-33580 266 46 a a DET bracis-33580 266 47 journal journal NOUN bracis-33580 266 48 publish publish VERB bracis-33580 266 49 with with ADP bracis-33580 266 50 us we PRON bracis-33580 266 51 track track VERB bracis-33580 266 52 your your PRON bracis-33580 266 53 research research NOUN bracis-33580 266 54 discover discover VERB bracis-33580 266 55 content content NOUN bracis-33580 266 56 journals journal NOUN bracis-33580 266 57 a a DET bracis-33580 266 58 - - PUNCT bracis-33580 266 59 z z NOUN bracis-33580 266 60 books book NOUN bracis-33580 266 61 a a DET bracis-33580 266 62 - - PUNCT bracis-33580 266 63 z z NOUN bracis-33580 266 64 publish publish NOUN bracis-33580 266 65 with with ADP bracis-33580 266 66 us us PROPN bracis-33580 266 67 journal journal PROPN bracis-33580 266 68 finder finder PROPN bracis-33580 266 69 publish publish VERB bracis-33580 266 70 your your PRON bracis-33580 266 71 research research NOUN bracis-33580 266 72 language language NOUN bracis-33580 266 73 editing edit VERB bracis-33580 266 74 open open ADJ bracis-33580 266 75 access access NOUN bracis-33580 266 76 publishing publishing NOUN bracis-33580 266 77 products product NOUN bracis-33580 266 78 and and CCONJ bracis-33580 266 79 services service NOUN bracis-33580 266 80 our our PRON bracis-33580 266 81 products product NOUN bracis-33580 266 82 librarians librarian VERB bracis-33580 266 83 societies society NOUN bracis-33580 266 84 partners partner NOUN bracis-33580 266 85 and and CCONJ bracis-33580 266 86 advertisers advertiser NOUN bracis-33580 266 87 our our PRON bracis-33580 266 88 brands brand NOUN bracis-33580 266 89 springer springer NOUN bracis-33580 266 90 nature nature PROPN bracis-33580 266 91 portfolio portfolio PROPN bracis-33580 266 92 bmc bmc PROPN bracis-33580 266 93 palgrave palgrave PROPN bracis-33580 266 94 macmillan macmillan PROPN bracis-33580 266 95 apress apress PROPN bracis-33580 266 96 discover discover VERB bracis-33580 266 97 your your PRON bracis-33580 266 98 privacy privacy NOUN bracis-33580 266 99 choices choice NOUN bracis-33580 266 100 / / SYM bracis-33580 266 101 manage manage NOUN bracis-33580 266 102 cookies cookie NOUN bracis-33580 266 103 your your PRON bracis-33580 266 104 us us PROPN bracis-33580 267 1 state state NOUN bracis-33580 267 2 privacy privacy NOUN bracis-33580 267 3 rights right NOUN bracis-33580 267 4 accessibility accessibility NOUN bracis-33580 267 5 statement statement NOUN bracis-33580 267 6 terms term NOUN bracis-33580 267 7 and and CCONJ bracis-33580 267 8 conditions condition NOUN bracis-33580 267 9 privacy privacy NOUN bracis-33580 267 10 policy policy NOUN bracis-33580 267 11 help help NOUN bracis-33580 267 12 and and CCONJ bracis-33580 267 13 support support VERB bracis-33580 267 14 legal legal ADJ bracis-33580 267 15 notice notice NOUN bracis-33580 267 16 cancel cancel VERB bracis-33580 267 17 contracts contract NOUN bracis-33580 267 18 here here ADV bracis-33580 267 19 129.74.145.123 129.74.145.123 NUM bracis-33580 267 20 hesburgh hesburgh PROPN bracis-33580 267 21 library library PROPN bracis-33580 267 22 er er INTJ bracis-33580 267 23 unit unit NOUN bracis-33580 267 24 ( ( PUNCT bracis-33580 267 25 3005732405 3005732405 NUM bracis-33580 267 26 ) ) PUNCT bracis-33580 267 27 northeast northeast ADJ bracis-33580 267 28 research research NOUN bracis-33580 267 29 libraries library NOUN bracis-33580 267 30 ( ( PUNCT bracis-33580 267 31 nerl nerl PROPN bracis-33580 267 32 ) ) PUNCT bracis-33580 267 33 ( ( PUNCT bracis-33580 267 34 8200828607 8200828607 NUM bracis-33580 267 35 ) ) PUNCT bracis-33580 267 36 nerl nerl VERB bracis-33580 267 37 ta ta X bracis-33580 267 38 account account NOUN bracis-33580 267 39 ( ( PUNCT bracis-33580 267 40 3006206169 3006206169 NUM bracis-33580 267 41 ) ) PUNCT bracis-33580 267 42 university university NOUN bracis-33580 267 43 of of ADP bracis-33580 267 44 notre notre PROPN bracis-33580 267 45 dame dame PROPN bracis-33580 267 46 hesburgh hesburgh PROPN bracis-33580 267 47 library library NOUN bracis-33580 267 48 ( ( PUNCT bracis-33580 267 49 3000184373 3000184373 NUM bracis-33580 267 50 ) ) PUNCT bracis-33580 268 1 © © ADP bracis-33580 268 2 2025 2025 NUM bracis-33580 268 3 springer springer NOUN bracis-33580 268 4 nature nature NOUN