ChatGPT's Limitations in Athlete ECG Interpretation: Evidence from a Multicenter Diagnostic Study.

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Title: ChatGPT's Limitations in Athlete ECG Interpretation: Evidence from a Multicenter Diagnostic Study.
Authors: Palermi S; Department of Medicine and Surgery, UniCamillus Saint Camillus International University of Health Sciences, 00131 Rome, Italy., Vecchiato M; Sports and Exercise Medicine Division, Department of Medicine, University of Padova, 35122 Padova, Italy., Iacovone TR; Department of Medicine and Surgery, UniCamillus Saint Camillus International University of Health Sciences, 00131 Rome, Italy., Anselmino M; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza di Torino Hospital, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, 10124 Turin, Italy., Adorisio R; Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy., Biffi A; Med-Ex, Medicine & Exercise, Medical Partner Scuderia Ferrari, 00187 Rome, Italy., Borrelli F; Sports Medicine Institute, 10143 Turin, Italy., Brugin E; Sports and Exercise Medicine Division, Department of Medical Specialties, ULSS 3 Serenissima, 30174 Venice, Italy., Cantarutti N; Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy., Cavarretta E; Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.; Department of Medical-Surgical Sciences and Biotechnologies, Sapienza University of Rome, 04100 Latina, Italy., Cominacini M; Department of Engineering for Innovation Medicine, University of Verona, 37100 Verona, Italy., Corsi M; Sports Medicine Center, University of Florence, 50100 Florence, Italy., D'Ascenzi F; Sports Cardiology and Rehab Unit, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy., De Feo V; M.d.S. srl, 65100 Pescara, Italy.; University Cardiology Division, SS Annunziata Polyclinic University Hospital, 66100 Chieti, Italy., Di Gioia G; Institute of Sport Medicine and Science, Italian National Olympic Committee, Largo Piero Gabrielli, 00197 Rome, Italy., Dorelli G; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, 37100 Verona, Italy., Foccardi G; Sports and Exercise Medicine Division, Department of Medical Specialties, ULSS 3 Serenissima, 30174 Venice, Italy., Gallina S; University Cardiology Division, SS Annunziata Polyclinic University Hospital, 66100 Chieti, Italy., Giangrandi S; Sports Cardiology and Rehab Unit, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy., Graziano F; Department of Cardiac, Thoracic and Vascular Sciences and Public Health, University of Padua, 35128 Padua, Italy., Lodi E; Centro PASCIA (Programma Assistenziale Scompenso Cardiaco, Cardiopatie dell'Infanzia e A rischio), AOU Policlinico di Modena, 41121 Modena, Italy., Livio A; Sports and Exercise Medicine Division, Department of Medicine, University of Padova, 35122 Padova, Italy., Maestrini V; Institute of Sport Medicine and Science, Italian National Olympic Committee, Largo Piero Gabrielli, 00197 Rome, Italy., Manfredi GL; Sports Cardiology and Rehab Unit, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy., Mansour D; University Cardiology Division, SS Annunziata Polyclinic University Hospital, 66100 Chieti, Italy., Modena MG; Centro PASCIA (Programma Assistenziale Scompenso Cardiaco, Cardiopatie dell'Infanzia e A rischio), AOU Policlinico di Modena, 41121 Modena, Italy., Neunhaeuserer D; Sports and Exercise Medicine Division, Department of Medicine, University of Padova, 35122 Padova, Italy., Nigro A; Villa Stuart Sport Clinic, FIFA Medical Center of Excellence, 00135 Rome, Italy., Palermi A; University Cardiology Division, SS Annunziata Polyclinic University Hospital, 66100 Chieti, Italy., Pellegrino A; Sports Medicine Center, University of Florence, 50100 Florence, Italy., Pelliccia A; Institute of Sport Medicine and Science, Italian National Olympic Committee, Largo Piero Gabrielli, 00197 Rome, Italy., Quattrini FM; Health Promotion, Prevention Plans and Sports Medicine Unit, Department of Prevention, ASL Roma 2, 00159 Rome, Italy., Ricci F; University Cardiology Division, SS Annunziata Polyclinic University Hospital, 66100 Chieti, Italy., Scarzella F; Sports Medicine Institute, 10143 Turin, Italy., Squeo MR; Institute of Sport Medicine and Science, Italian National Olympic Committee, Largo Piero Gabrielli, 00197 Rome, Italy., Tonelli R; Department of Cardiac, Thoracic and Vascular Sciences and Public Health, University of Padua, 35128 Padua, Italy., Zanardo E; Sports and Exercise Medicine Division, Department of Medicine, University of Padova, 35122 Padova, Italy., Zorzi A; Department of Cardiac, Thoracic and Vascular Sciences and Public Health, University of Padua, 35128 Padua, Italy., D'Ascenzo F; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza di Torino Hospital, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, 10124 Turin, Italy., De Ferrari GM; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza di Torino Hospital, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, 10124 Turin, Italy., Saglietto A; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza di Torino Hospital, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, 10124 Turin, Italy.
Source: Journal of cardiovascular development and disease [J Cardiovasc Dev Dis] 2026 Apr 29; Vol. 13 (5). Date of Electronic Publication: 2026 Apr 29.
Publication Type: Journal Article
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101651414 Publication Model: Electronic Cited Medium: Internet ISSN: 2308-3425 (Electronic) Linking ISSN: 23083425 NLM ISO Abbreviation: J Cardiovasc Dev Dis Subsets: PubMed not MEDLINE
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  Data: ChatGPT's Limitations in Athlete ECG Interpretation: Evidence from a Multicenter Diagnostic Study.
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  Data: <searchLink fieldCode="AU" term="%22Palermi+S%22">Palermi S</searchLink>; Department of Medicine and Surgery, UniCamillus Saint Camillus International University of Health Sciences, 00131 Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Vecchiato+M%22">Vecchiato M</searchLink>; Sports and Exercise Medicine Division, Department of Medicine, University of Padova, 35122 Padova, Italy.<br /><searchLink fieldCode="AU" term="%22Iacovone+TR%22">Iacovone TR</searchLink>; Department of Medicine and Surgery, UniCamillus Saint Camillus International University of Health Sciences, 00131 Rome, Italy.<br /><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, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, 10124 Turin, Italy.<br /><searchLink fieldCode="AU" term="%22Adorisio+R%22">Adorisio R</searchLink>; Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Biffi+A%22">Biffi A</searchLink>; Med-Ex, Medicine & Exercise, Medical Partner Scuderia Ferrari, 00187 Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Borrelli+F%22">Borrelli F</searchLink>; Sports Medicine Institute, 10143 Turin, Italy.<br /><searchLink fieldCode="AU" term="%22Brugin+E%22">Brugin E</searchLink>; Sports and Exercise Medicine Division, Department of Medical Specialties, ULSS 3 Serenissima, 30174 Venice, Italy.<br /><searchLink fieldCode="AU" term="%22Cantarutti+N%22">Cantarutti N</searchLink>; Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Cavarretta+E%22">Cavarretta E</searchLink>; Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.; Department of Medical-Surgical Sciences and Biotechnologies, Sapienza University of Rome, 04100 Latina, Italy.<br /><searchLink fieldCode="AU" term="%22Cominacini+M%22">Cominacini M</searchLink>; Department of Engineering for Innovation Medicine, University of Verona, 37100 Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Corsi+M%22">Corsi M</searchLink>; Sports Medicine Center, University of Florence, 50100 Florence, Italy.<br /><searchLink fieldCode="AU" term="%22D'Ascenzi+F%22">D'Ascenzi F</searchLink>; Sports Cardiology and Rehab Unit, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy.<br /><searchLink fieldCode="AU" term="%22De+Feo+V%22">De Feo V</searchLink>; M.d.S. srl, 65100 Pescara, Italy.; University Cardiology Division, SS Annunziata Polyclinic University Hospital, 66100 Chieti, Italy.<br /><searchLink fieldCode="AU" term="%22Di+Gioia+G%22">Di Gioia G</searchLink>; Institute of Sport Medicine and Science, Italian National Olympic Committee, Largo Piero Gabrielli, 00197 Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Dorelli+G%22">Dorelli G</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, 37100 Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Foccardi+G%22">Foccardi G</searchLink>; Sports and Exercise Medicine Division, Department of Medical Specialties, ULSS 3 Serenissima, 30174 Venice, Italy.<br /><searchLink fieldCode="AU" term="%22Gallina+S%22">Gallina S</searchLink>; University Cardiology Division, SS Annunziata Polyclinic University Hospital, 66100 Chieti, Italy.<br /><searchLink fieldCode="AU" term="%22Giangrandi+S%22">Giangrandi S</searchLink>; Sports Cardiology and Rehab Unit, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy.<br /><searchLink fieldCode="AU" term="%22Graziano+F%22">Graziano F</searchLink>; Department of Cardiac, Thoracic and Vascular Sciences and Public Health, University of Padua, 35128 Padua, Italy.<br /><searchLink fieldCode="AU" term="%22Lodi+E%22">Lodi E</searchLink>; Centro PASCIA (Programma Assistenziale Scompenso Cardiaco, Cardiopatie dell'Infanzia e A rischio), AOU Policlinico di Modena, 41121 Modena, Italy.<br /><searchLink fieldCode="AU" term="%22Livio+A%22">Livio A</searchLink>; Sports and Exercise Medicine Division, Department of Medicine, University of Padova, 35122 Padova, Italy.<br /><searchLink fieldCode="AU" term="%22Maestrini+V%22">Maestrini V</searchLink>; Institute of Sport Medicine and Science, Italian National Olympic Committee, Largo Piero Gabrielli, 00197 Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Manfredi+GL%22">Manfredi GL</searchLink>; Sports Cardiology and Rehab Unit, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy.<br /><searchLink fieldCode="AU" term="%22Mansour+D%22">Mansour D</searchLink>; University Cardiology Division, SS Annunziata Polyclinic University Hospital, 66100 Chieti, Italy.<br /><searchLink fieldCode="AU" term="%22Modena+MG%22">Modena MG</searchLink>; Centro PASCIA (Programma Assistenziale Scompenso Cardiaco, Cardiopatie dell'Infanzia e A rischio), AOU Policlinico di Modena, 41121 Modena, Italy.<br /><searchLink fieldCode="AU" term="%22Neunhaeuserer+D%22">Neunhaeuserer D</searchLink>; Sports and Exercise Medicine Division, Department of Medicine, University of Padova, 35122 Padova, Italy.<br /><searchLink fieldCode="AU" term="%22Nigro+A%22">Nigro A</searchLink>; Villa Stuart Sport Clinic, FIFA Medical Center of Excellence, 00135 Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Palermi+A%22">Palermi A</searchLink>; University Cardiology Division, SS Annunziata Polyclinic University Hospital, 66100 Chieti, Italy.<br /><searchLink fieldCode="AU" term="%22Pellegrino+A%22">Pellegrino A</searchLink>; Sports Medicine Center, University of Florence, 50100 Florence, Italy.<br /><searchLink fieldCode="AU" term="%22Pelliccia+A%22">Pelliccia A</searchLink>; Institute of Sport Medicine and Science, Italian National Olympic Committee, Largo Piero Gabrielli, 00197 Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Quattrini+FM%22">Quattrini FM</searchLink>; Health Promotion, Prevention Plans and Sports Medicine Unit, Department of Prevention, ASL Roma 2, 00159 Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Ricci+F%22">Ricci F</searchLink>; University Cardiology Division, SS Annunziata Polyclinic University Hospital, 66100 Chieti, Italy.<br /><searchLink fieldCode="AU" term="%22Scarzella+F%22">Scarzella F</searchLink>; Sports Medicine Institute, 10143 Turin, Italy.<br /><searchLink fieldCode="AU" term="%22Squeo+MR%22">Squeo MR</searchLink>; Institute of Sport Medicine and Science, Italian National Olympic Committee, Largo Piero Gabrielli, 00197 Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Tonelli+R%22">Tonelli R</searchLink>; Department of Cardiac, Thoracic and Vascular Sciences and Public Health, University of Padua, 35128 Padua, Italy.<br /><searchLink fieldCode="AU" term="%22Zanardo+E%22">Zanardo E</searchLink>; Sports and Exercise Medicine Division, Department of Medicine, University of Padova, 35122 Padova, Italy.<br /><searchLink fieldCode="AU" term="%22Zorzi+A%22">Zorzi A</searchLink>; Department of Cardiac, Thoracic and Vascular Sciences and Public Health, University of Padua, 35128 Padua, Italy.<br /><searchLink fieldCode="AU" term="%22D'Ascenzo+F%22">D'Ascenzo F</searchLink>; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza di Torino Hospital, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, 10124 Turin, 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, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, 10124 Turin, 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, 10126 Turin, Italy.; Department of Medical Sciences, University of Turin, 10124 Turin, Italy.
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