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Prediction of incident atrial fibrillation: A comprehensive evaluation of conventional and artificial intelligence-enhanced approaches.

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Title: Prediction of incident atrial fibrillation: A comprehensive evaluation of conventional and artificial intelligence-enhanced approaches.
Authors: Sau A; National Heart and Lung Institute, Imperial College London, London, United Kingdom; Department of Cardiology, Imperial College Healthcare NHS Trust, London, United Kingdom., Sieliwonczyk E; National Heart and Lung Institute, Imperial College London, London, United Kingdom; MRC Laboratory of Medical Sciences, Imperial College London, London, United Kingdom; University of Antwerp and Antwerp University Hospital, Antwerp, Belgium., Barker J; National Heart and Lung Institute, Imperial College London, London, United Kingdom., Zeidaabadi B; National Heart and Lung Institute, Imperial College London, London, United Kingdom., Pastika L; National Heart and Lung Institute, Imperial College London, London, United Kingdom., Patlatzoglou K; National Heart and Lung Institute, Imperial College London, London, United Kingdom., Khattak GR; National Heart and Lung Institute, Imperial College London, London, United Kingdom., McGurk KA; National Heart and Lung Institute, Imperial College London, London, United Kingdom; MRC Laboratory of Medical Sciences, Imperial College London, London, United Kingdom., Peters NS; National Heart and Lung Institute, Imperial College London, London, United Kingdom; Department of Cardiology, Imperial College Healthcare NHS Trust, London, United Kingdom., Kramer DB; National Heart and Lung Institute, Imperial College London, London, United Kingdom; Richard A. and Susan F. Smith Center for Outcomes Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts., Waks JW; Harvard-Thorndike Electrophysiology Institute, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts., Ware JS; National Heart and Lung Institute, Imperial College London, London, United Kingdom; Department of Cardiology, Imperial College Healthcare NHS Trust, London, United Kingdom; MRC Laboratory of Medical Sciences, Imperial College London, London, United Kingdom; Department of Cardiology, Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, United Kingdom., Ng FS; National Heart and Lung Institute, Imperial College London, London, United Kingdom; Department of Cardiology, Imperial College Healthcare NHS Trust, London, United Kingdom; Department of Cardiology, Chelsea and Westminster Hospital NHS Foundation Trust, London, United Kingdom. Electronic address: f.ng@imperial.ac.uk.
Source: Heart rhythm [Heart Rhythm] 2026 Feb; Vol. 23 (2), pp. e183-e191. Date of Electronic Publication: 2025 Aug 22.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 101200317 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1556-3871 (Electronic) Linking ISSN: 15475271 NLM ISO Abbreviation: Heart Rhythm Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Sau+A%22">Sau A</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom; Department of Cardiology, Imperial College Healthcare NHS Trust, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Sieliwonczyk+E%22">Sieliwonczyk E</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom; MRC Laboratory of Medical Sciences, Imperial College London, London, United Kingdom; University of Antwerp and Antwerp University Hospital, Antwerp, Belgium.<br /><searchLink fieldCode="AU" term="%22Barker+J%22">Barker J</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Zeidaabadi+B%22">Zeidaabadi B</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Pastika+L%22">Pastika L</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Patlatzoglou+K%22">Patlatzoglou K</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Khattak+GR%22">Khattak GR</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22McGurk+KA%22">McGurk KA</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom; MRC Laboratory of Medical Sciences, Imperial College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Peters+NS%22">Peters NS</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom; Department of Cardiology, Imperial College Healthcare NHS Trust, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Kramer+DB%22">Kramer DB</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom; Richard A. and Susan F. Smith Center for Outcomes Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts.<br /><searchLink fieldCode="AU" term="%22Waks+JW%22">Waks JW</searchLink>; Harvard-Thorndike Electrophysiology Institute, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts.<br /><searchLink fieldCode="AU" term="%22Ware+JS%22">Ware JS</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom; Department of Cardiology, Imperial College Healthcare NHS Trust, London, United Kingdom; MRC Laboratory of Medical Sciences, Imperial College London, London, United Kingdom; Department of Cardiology, Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Ng+FS%22">Ng FS</searchLink>; National Heart and Lung Institute, Imperial College London, London, United Kingdom; Department of Cardiology, Imperial College Healthcare NHS Trust, London, United Kingdom; Department of Cardiology, Chelsea and Westminster Hospital NHS Foundation Trust, London, United Kingdom. Electronic address: f.ng@imperial.ac.uk.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101200317 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1556-3871 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215475271%22">15475271 </searchLink><i>NLM ISO Abbreviation: </i>Heart Rhythm <i>Subsets: </i>MEDLINE
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              Text: 2026 Feb
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