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Predicting Atrial Fibrillation Relapse Using Bayesian Networks: Explainable AI Approach.

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Title: Predicting Atrial Fibrillation Relapse Using Bayesian Networks: Explainable AI Approach.
Authors: Alves JM; Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine, University of Porto, Rua Dr Plácido da Costa, Porto, 4200-450, Portugal, 351 22 551 3622.; CINTESIS @ RISE - Center for Health Technology and Services Research, Porto, Portugal., Matos D; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal., Martins T; Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine, University of Porto, Rua Dr Plácido da Costa, Porto, 4200-450, Portugal, 351 22 551 3622.; CINTESIS @ RISE - Center for Health Technology and Services Research, Porto, Portugal., Cavaco D; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal., Carmo P; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal., Galvão P; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal., Costa FM; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal., Morgado F; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal., Ferreira AM; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal., Freitas P; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal., Dias CC; Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine, University of Porto, Rua Dr Plácido da Costa, Porto, 4200-450, Portugal, 351 22 551 3622.; CINTESIS @ RISE - Center for Health Technology and Services Research, Porto, Portugal., Rodrigues PP; Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine, University of Porto, Rua Dr Plácido da Costa, Porto, 4200-450, Portugal, 351 22 551 3622.; CINTESIS @ RISE - Center for Health Technology and Services Research, Porto, Portugal., Adragão P; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal.
Source: JMIR cardio [JMIR Cardio] 2025 Feb 11; Vol. 9, pp. e59380. Date of Electronic Publication: 2025 Feb 11.
Publication Type: Journal Article
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101718325 Publication Model: Electronic Cited Medium: Internet ISSN: 2561-1011 (Electronic) Linking ISSN: 25611011 NLM ISO Abbreviation: JMIR Cardio Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Alves+JM%22">Alves JM</searchLink>; Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine, University of Porto, Rua Dr Plácido da Costa, Porto, 4200-450, Portugal, 351 22 551 3622.; CINTESIS @ RISE - Center for Health Technology and Services Research, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Matos+D%22">Matos D</searchLink>; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal.<br /><searchLink fieldCode="AU" term="%22Martins+T%22">Martins T</searchLink>; Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine, University of Porto, Rua Dr Plácido da Costa, Porto, 4200-450, Portugal, 351 22 551 3622.; CINTESIS @ RISE - Center for Health Technology and Services Research, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Cavaco+D%22">Cavaco D</searchLink>; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal.<br /><searchLink fieldCode="AU" term="%22Carmo+P%22">Carmo P</searchLink>; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal.<br /><searchLink fieldCode="AU" term="%22Galvão+P%22">Galvão P</searchLink>; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal.<br /><searchLink fieldCode="AU" term="%22Costa+FM%22">Costa FM</searchLink>; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal.<br /><searchLink fieldCode="AU" term="%22Morgado+F%22">Morgado F</searchLink>; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal.<br /><searchLink fieldCode="AU" term="%22Ferreira+AM%22">Ferreira AM</searchLink>; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal.<br /><searchLink fieldCode="AU" term="%22Freitas+P%22">Freitas P</searchLink>; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal.<br /><searchLink fieldCode="AU" term="%22Dias+CC%22">Dias CC</searchLink>; Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine, University of Porto, Rua Dr Plácido da Costa, Porto, 4200-450, Portugal, 351 22 551 3622.; CINTESIS @ RISE - Center for Health Technology and Services Research, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Rodrigues+PP%22">Rodrigues PP</searchLink>; Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine, University of Porto, Rua Dr Plácido da Costa, Porto, 4200-450, Portugal, 351 22 551 3622.; CINTESIS @ RISE - Center for Health Technology and Services Research, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Adragão+P%22">Adragão P</searchLink>; Cardiology and Electrophysiology Department, Hospital de Santa Cruz, Centro Hospitalar de Lisboa Ocidental, Carnaxide, Portugal.
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