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Deep learning analysis of single-lead electrocardiograms enables pragmatic heart failure risk assessment in the general population.

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Title: Deep learning analysis of single-lead electrocardiograms enables pragmatic heart failure risk assessment in the general population.
Authors: Neyazi M; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.; Department of Genetics, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA., Bremer JP; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany., Brederecke J; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany., Knorr MS; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany., Seum F; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany., Reinbold C; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany., Gross S; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.; Department of Internal Medicine B, University Medicine Greifswald, Fleischmann Str 10, 17489 Greifswald, Germany., Csengeri D; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany., Blankenberg S; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany., Dörr M; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.; Institute for Community Medicine - SHIP-KEF, University Medicine Greifswald, Ellernholz Str 1-2, 17475 Greifswald, Germany., Vollmer M; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.; Institute of Bioinformatics, University Medicine Greifswald, Walther-Rathenau-Str 47, 17489 Greifswald, Germany., Bonin-Schnabel R; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.
Source: European heart journal. Digital health [Eur Heart J Digit Health] 2026 Jun 23; Vol. 7 (6), pp. ztag099. Date of Electronic Publication: 2026 Jun 23 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 101778323 Publication Model: eCollection Cited Medium: Internet ISSN: 2634-3916 (Electronic) Linking ISSN: 26343916 NLM ISO Abbreviation: Eur Heart J Digit Health Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Deep learning analysis of single-lead electrocardiograms enables pragmatic heart failure risk assessment in the general population.
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  Data: <searchLink fieldCode="AU" term="%22Neyazi+M%22">Neyazi M</searchLink>; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.; Department of Genetics, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA.<br /><searchLink fieldCode="AU" term="%22Bremer+JP%22">Bremer JP</searchLink>; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Brederecke+J%22">Brederecke J</searchLink>; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Knorr+MS%22">Knorr MS</searchLink>; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Seum+F%22">Seum F</searchLink>; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Reinbold+C%22">Reinbold C</searchLink>; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Gross+S%22">Gross S</searchLink>; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.; Department of Internal Medicine B, University Medicine Greifswald, Fleischmann Str 10, 17489 Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22Csengeri+D%22">Csengeri D</searchLink>; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Blankenberg+S%22">Blankenberg S</searchLink>; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Dörr+M%22">Dörr M</searchLink>; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.; Institute for Community Medicine - SHIP-KEF, University Medicine Greifswald, Ellernholz Str 1-2, 17475 Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22Vollmer+M%22">Vollmer M</searchLink>; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.; Institute of Bioinformatics, University Medicine Greifswald, Walther-Rathenau-Str 47, 17489 Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22Bonin-Schnabel+R%22">Bonin-Schnabel R</searchLink>; Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martini Str 52, 20246 Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), Partner Site North, Potsdamer Str 58, 10785 Berlin, Germany.
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  Data: <searchLink fieldCode="JN" term="%22101778323%22">European heart journal. Digital health</searchLink> [Eur Heart J Digit Health] 2026 Jun 23; Vol. 7 (6), pp. ztag099. <i>Date of Electronic Publication: </i>2026 Jun 23 (<i>Print Publication: </i>2026).
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