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Artificial Intelligence-Enhanced Electrocardiogram Models for Detection of Left Ventricular Dysfunction: A Comparison Study.

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Title: Artificial Intelligence-Enhanced Electrocardiogram Models for Detection of Left Ventricular Dysfunction: A Comparison Study.
Authors: Croon PM; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, USA., Boonstra MJ; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Amsterdam, Netherlands., Allaart CP; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands., Arends BKO; Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands., Dhingra LS; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, USA., Huang YC; Division of Cardiology, Chang Gung Memorial Hospital, Taoyuan, Taiwan., Mast T; Department of Cardiology, Catharina Hospital Eindhoven, Eindhoven, The Netherlands., Khera R; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, USA; Center for Outcomes Research and Evaluation, Yale New Haven Hospital, New Haven, Connecticut, USA; Section of Health Informatics, Department of Biostatistics, Yale School of Public Health, New Haven, Connecticut, USA., Kuo CF; School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Division of Rheumatology, Allergy and Immunology, Chang Gung Memorial Hospital, Taoyuan, Taiwan., Kwon JM; Digital Healthcare Institute, Sejong Medical Research Institute, Bucheon, Republic of Korea; Medical AI Co., Ltd., Seoul, Republic of Korea., Lee HS; Digital Healthcare Institute, Sejong Medical Research Institute, Bucheon, Republic of Korea; Medical AI Co., Ltd., Seoul, Republic of Korea., Lee MS; Digital Healthcare Institute, Sejong Medical Research Institute, Bucheon, Republic of Korea; Medical AI Co., Ltd., Seoul, Republic of Korea., van de Leur RR; Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands., Liu ZY; Center for Artificial Intelligence in Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan., Oikonomou EK; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, USA., Selder JL; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands., Winter MM; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands., Asselbergs FW; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Institute of Health Informatics, University College London, London, United Kingdom; The National Institute for Health Research UCL Hospitals Biomedical Research Centre, University College London, London, United Kingdom. Electronic address: f.w.asselbergs@amsterdamumc.nl.
Source: JACC. Advances [JACC Adv] 2026 Feb; Vol. 5 (2), pp. 102572. Date of Electronic Publication: 2026 Jan 20.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Inc Country of Publication: United States NLM ID: 9918419284106676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2772-963X (Electronic) Linking ISSN: 2772963X NLM ISO Abbreviation: JACC Adv Subsets: PubMed not MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Croon+PM%22">Croon PM</searchLink>; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, USA.<br /><searchLink fieldCode="AU" term="%22Boonstra+MJ%22">Boonstra MJ</searchLink>; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Amsterdam, Netherlands.<br /><searchLink fieldCode="AU" term="%22Allaart+CP%22">Allaart CP</searchLink>; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Arends+BKO%22">Arends BKO</searchLink>; Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Dhingra+LS%22">Dhingra LS</searchLink>; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, USA.<br /><searchLink fieldCode="AU" term="%22Huang+YC%22">Huang YC</searchLink>; Division of Cardiology, Chang Gung Memorial Hospital, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Mast+T%22">Mast T</searchLink>; Department of Cardiology, Catharina Hospital Eindhoven, Eindhoven, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Khera+R%22">Khera R</searchLink>; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, USA; Center for Outcomes Research and Evaluation, Yale New Haven Hospital, New Haven, Connecticut, USA; Section of Health Informatics, Department of Biostatistics, Yale School of Public Health, New Haven, Connecticut, USA.<br /><searchLink fieldCode="AU" term="%22Kuo+CF%22">Kuo CF</searchLink>; School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Division of Rheumatology, Allergy and Immunology, Chang Gung Memorial Hospital, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Kwon+JM%22">Kwon JM</searchLink>; Digital Healthcare Institute, Sejong Medical Research Institute, Bucheon, Republic of Korea; Medical AI Co., Ltd., Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Lee+HS%22">Lee HS</searchLink>; Digital Healthcare Institute, Sejong Medical Research Institute, Bucheon, Republic of Korea; Medical AI Co., Ltd., Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Lee+MS%22">Lee MS</searchLink>; Digital Healthcare Institute, Sejong Medical Research Institute, Bucheon, Republic of Korea; Medical AI Co., Ltd., Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22van+de+Leur+RR%22">van de Leur RR</searchLink>; Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Liu+ZY%22">Liu ZY</searchLink>; Center for Artificial Intelligence in Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Oikonomou+EK%22">Oikonomou EK</searchLink>; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, USA.<br /><searchLink fieldCode="AU" term="%22Selder+JL%22">Selder JL</searchLink>; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Winter+MM%22">Winter MM</searchLink>; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Asselbergs+FW%22">Asselbergs FW</searchLink>; Department of Cardiology, Amsterdam Cardiovascular Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Institute of Health Informatics, University College London, London, United Kingdom; The National Institute for Health Research UCL Hospitals Biomedical Research Centre, University College London, London, United Kingdom. Electronic address: f.w.asselbergs@amsterdamumc.nl.
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