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A Deep Learning Model to Identify Mitral Valve Prolapse From the Echocardiogram.

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Title: A Deep Learning Model to Identify Mitral Valve Prolapse From the Echocardiogram.
Authors: Al-Alusi MA; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA; Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, Massachusetts, USA., Lau ES; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA., Small AM; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA; Cardiology Division, Brigham and Women's Hospital, Boston, Massachusetts, USA., Reeder C; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA., Shnitzer T; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA., Andrews CT; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA., Kany S; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Department of Cardiology, University Heart and Vascular Center Hamburg-Eppendorf, Hamburg, Germany; German Center for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany., Rämö JT; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Institute for Molecular Medicine Finland, Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland., Haimovich JS; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA., Khurshid S; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA; Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, Massachusetts, USA., Sanborn DY; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA., Picard MH; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA., Ho JE; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA; Cardiovascular Institute and Division of Cardiology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA., Maddah M; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA., Ellinor PT; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA; Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, Massachusetts, USA. Electronic address: ellinor@mgh.harvard.edu.
Source: JACC. Cardiovascular imaging [JACC Cardiovasc Imaging] 2026 Jan; Vol. 19 (1), pp. 18-29. Date of Electronic Publication: 2025 Sep 30.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 101467978 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1876-7591 (Electronic) Linking ISSN: 18767591 NLM ISO Abbreviation: JACC Cardiovasc Imaging Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: A Deep Learning Model to Identify Mitral Valve Prolapse From the Echocardiogram.
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  Data: <searchLink fieldCode="AU" term="%22Al-Alusi+MA%22">Al-Alusi MA</searchLink>; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA; Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Lau+ES%22">Lau ES</searchLink>; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Small+AM%22">Small AM</searchLink>; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA; Cardiology Division, Brigham and Women's Hospital, Boston, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Reeder+C%22">Reeder C</searchLink>; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Shnitzer+T%22">Shnitzer T</searchLink>; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Andrews+CT%22">Andrews CT</searchLink>; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Kany+S%22">Kany S</searchLink>; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Department of Cardiology, University Heart and Vascular Center Hamburg-Eppendorf, Hamburg, Germany; German Center for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany.<br /><searchLink fieldCode="AU" term="%22Rämö+JT%22">Rämö JT</searchLink>; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Institute for Molecular Medicine Finland, Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland.<br /><searchLink fieldCode="AU" term="%22Haimovich+JS%22">Haimovich JS</searchLink>; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Khurshid+S%22">Khurshid S</searchLink>; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA; Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Sanborn+DY%22">Sanborn DY</searchLink>; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Picard+MH%22">Picard MH</searchLink>; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Ho+JE%22">Ho JE</searchLink>; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA; Cardiovascular Institute and Division of Cardiology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Maddah+M%22">Maddah M</searchLink>; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Ellinor+PT%22">Ellinor PT</searchLink>; Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA; Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, Massachusetts, USA. Electronic address: ellinor@mgh.harvard.edu.
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  Data: <searchLink fieldCode="JN" term="%22101467978%22">JACC. Cardiovascular imaging</searchLink> [JACC Cardiovasc Imaging] 2026 Jan; Vol. 19 (1), pp. 18-29. <i>Date of Electronic Publication: </i>2025 Sep 30.
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        Value: 10.1016/j.jcmg.2025.08.011
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