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Machine learning prediction of outcome following pulsed-field atrial fibrillation ablation: patient selection and risk factors.

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Title: Machine learning prediction of outcome following pulsed-field atrial fibrillation ablation: patient selection and risk factors.
Authors: Anselmino M; Division of Cardiology, Cardiovascular and Thoracic Department, 'Città della Salute e della Scienza di Torino' Hospital, Corso Dogliotti 14, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, Turin, Italy., Bianchi S; Center of Excellence in Cardiovascular Sciences, Ospedale Isola Tiberina-Gemelli Isola, Rome, Italy., De Lucia R; Second Division of Cardiology, Cardio-Thoracic and Vascular Department, Pisa University Hospital, Pisa, Italy., Tondo C; Department of Clinical Electrophysiology & Cardiac Pacing, Monzino Cardiological Center, IRCCS, Milan, Italy.; Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy., Iacopino S; Department of Arrhythmology and Electrophysiology, Maria Cecilia Hospital, GVM Care & Research, Cotignola, Italy., Solimene F; Department of Cardiac Electrophysiology, Montevergine Clinic, Mercogliano, AV, Italy.; Department of Biomedical Sciences and Public Health, Marche Polytechnic University, Ancona, Italy., Rossillo A; Department of Electrophysiology and Cardiac Pacing, San Bortolo Hospital, Vicenza, Italy., Bertini M; Cardiology Unit, University of Ferrara, Sant'Anna University Hospital, Ferrara, Italy., Themistoclakis S; Cardiology Department, Dell' Angelo Hospital, Mestre, VE, Italy., Meynet I; Department of Electrophysiology and Cardiac Pacing, Degli Infermi Hospital, Rivoli, TO, Italy., Russo M; Department of Electrophysiology and Cardiac Pacing, San Filippo Neri Hospital, Rome, Italy., Dello Russo A; Department of Biomedical Sciences and Public Health, Marche Polytechnic University, Ancona, Italy.; Cardiology and Arrhythmology Clinic, Marche University Hospital, Ancona, Italy., Zingarini G; Cardiology Department, S. Maria della Misericordia Hospital, Perugia, Italy., Bandino S; Clinical and Experimental Cardiology, Clinical and Interventional Cardiology, University Hospital, Sassari, Italy., Volpicelli M; Cardiovascular Diseases and Electrophysiology Unit, S. Maria della Pietà Hospital, Nola, Naples, Italy., Rossi P; Center of Excellence in Cardiovascular Sciences, Ospedale Isola Tiberina-Gemelli Isola, Rome, Italy., Bianchini L; Department of Clinical Electrophysiology & Cardiac Pacing, Monzino Cardiological Center, IRCCS, Milan, Italy., Schillaci V; Department of Cardiac Electrophysiology, Montevergine Clinic, Mercogliano, AV, Italy., De Simone A; Department of Electrophysiology and Cardiac Pacing, S. Michele Clinic, Maddaloni, CE, Italy., Scaglione M; Cardiology Department, Cardinal Massaia Hospital, Asti, Italy., Rovaris G; Department of Interventional Electrophysiology and Cardiac Pacing, Fondazione IRCCS San Gerardo dei Tintori, Monza, Italy., De Ferrari GM; Division of Cardiology, Cardiovascular and Thoracic Department, 'Città della Salute e della Scienza di Torino' Hospital, Corso Dogliotti 14, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, Turin, Italy., Malacrida M; Clinical Affairs, Scientific Communication, Boston Scientific, Milan, Italy., Saglietto A; Division of Cardiology, Cardiovascular and Thoracic Department, 'Città della Salute e della Scienza di Torino' Hospital, Corso Dogliotti 14, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, Turin, Italy., Zucchelli G; Second Division of Cardiology, Cardio-Thoracic and Vascular Department, Pisa University Hospital, Pisa, Italy.
Source: Europace : European pacing, arrhythmias, and cardiac electrophysiology : journal of the working groups on cardiac pacing, arrhythmias, and cardiac cellular electrophysiology of the European Society of Cardiology [Europace] 2026 May 06; Vol. 28 (5).
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 100883649 Publication Model: Print Cited Medium: Internet ISSN: 1532-2092 (Electronic) Linking ISSN: 10995129 NLM ISO Abbreviation: Europace Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Machine learning prediction of outcome following pulsed-field atrial fibrillation ablation: patient selection and risk factors.
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  Data: <searchLink fieldCode="AU" term="%22Anselmino+M%22">Anselmino M</searchLink>; Division of Cardiology, Cardiovascular and Thoracic Department, 'Città della Salute e della Scienza di Torino' Hospital, Corso Dogliotti 14, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, Turin, Italy.<br /><searchLink fieldCode="AU" term="%22Bianchi+S%22">Bianchi S</searchLink>; Center of Excellence in Cardiovascular Sciences, Ospedale Isola Tiberina-Gemelli Isola, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22De+Lucia+R%22">De Lucia R</searchLink>; Second Division of Cardiology, Cardio-Thoracic and Vascular Department, Pisa University Hospital, Pisa, Italy.<br /><searchLink fieldCode="AU" term="%22Tondo+C%22">Tondo C</searchLink>; Department of Clinical Electrophysiology & Cardiac Pacing, Monzino Cardiological Center, IRCCS, Milan, Italy.; Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Iacopino+S%22">Iacopino S</searchLink>; Department of Arrhythmology and Electrophysiology, Maria Cecilia Hospital, GVM Care & Research, Cotignola, Italy.<br /><searchLink fieldCode="AU" term="%22Solimene+F%22">Solimene F</searchLink>; Department of Cardiac Electrophysiology, Montevergine Clinic, Mercogliano, AV, Italy.; Department of Biomedical Sciences and Public Health, Marche Polytechnic University, Ancona, Italy.<br /><searchLink fieldCode="AU" term="%22Rossillo+A%22">Rossillo A</searchLink>; Department of Electrophysiology and Cardiac Pacing, San Bortolo Hospital, Vicenza, Italy.<br /><searchLink fieldCode="AU" term="%22Bertini+M%22">Bertini M</searchLink>; Cardiology Unit, University of Ferrara, Sant'Anna University Hospital, Ferrara, Italy.<br /><searchLink fieldCode="AU" term="%22Themistoclakis+S%22">Themistoclakis S</searchLink>; Cardiology Department, Dell' Angelo Hospital, Mestre, VE, Italy.<br /><searchLink fieldCode="AU" term="%22Meynet+I%22">Meynet I</searchLink>; Department of Electrophysiology and Cardiac Pacing, Degli Infermi Hospital, Rivoli, TO, Italy.<br /><searchLink fieldCode="AU" term="%22Russo+M%22">Russo M</searchLink>; Department of Electrophysiology and Cardiac Pacing, San Filippo Neri Hospital, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Dello+Russo+A%22">Dello Russo A</searchLink>; Department of Biomedical Sciences and Public Health, Marche Polytechnic University, Ancona, Italy.; Cardiology and Arrhythmology Clinic, Marche University Hospital, Ancona, Italy.<br /><searchLink fieldCode="AU" term="%22Zingarini+G%22">Zingarini G</searchLink>; Cardiology Department, S. Maria della Misericordia Hospital, Perugia, Italy.<br /><searchLink fieldCode="AU" term="%22Bandino+S%22">Bandino S</searchLink>; Clinical and Experimental Cardiology, Clinical and Interventional Cardiology, University Hospital, Sassari, Italy.<br /><searchLink fieldCode="AU" term="%22Volpicelli+M%22">Volpicelli M</searchLink>; Cardiovascular Diseases and Electrophysiology Unit, S. Maria della Pietà Hospital, Nola, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Rossi+P%22">Rossi P</searchLink>; Center of Excellence in Cardiovascular Sciences, Ospedale Isola Tiberina-Gemelli Isola, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Bianchini+L%22">Bianchini L</searchLink>; Department of Clinical Electrophysiology & Cardiac Pacing, Monzino Cardiological Center, IRCCS, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Schillaci+V%22">Schillaci V</searchLink>; Department of Cardiac Electrophysiology, Montevergine Clinic, Mercogliano, AV, Italy.<br /><searchLink fieldCode="AU" term="%22De+Simone+A%22">De Simone A</searchLink>; Department of Electrophysiology and Cardiac Pacing, S. Michele Clinic, Maddaloni, CE, Italy.<br /><searchLink fieldCode="AU" term="%22Scaglione+M%22">Scaglione M</searchLink>; Cardiology Department, Cardinal Massaia Hospital, Asti, Italy.<br /><searchLink fieldCode="AU" term="%22Rovaris+G%22">Rovaris G</searchLink>; Department of Interventional Electrophysiology and Cardiac Pacing, Fondazione IRCCS San Gerardo dei Tintori, Monza, Italy.<br /><searchLink fieldCode="AU" term="%22De+Ferrari+GM%22">De Ferrari GM</searchLink>; Division of Cardiology, Cardiovascular and Thoracic Department, 'Città della Salute e della Scienza di Torino' Hospital, Corso Dogliotti 14, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, Turin, Italy.<br /><searchLink fieldCode="AU" term="%22Malacrida+M%22">Malacrida M</searchLink>; Clinical Affairs, Scientific Communication, Boston Scientific, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Saglietto+A%22">Saglietto A</searchLink>; Division of Cardiology, Cardiovascular and Thoracic Department, 'Città della Salute e della Scienza di Torino' Hospital, Corso Dogliotti 14, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, Turin, Italy.<br /><searchLink fieldCode="AU" term="%22Zucchelli+G%22">Zucchelli G</searchLink>; Second Division of Cardiology, Cardio-Thoracic and Vascular Department, Pisa University Hospital, Pisa, Italy.
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