Deriving novel atrial fibrillation phenotypes using a tree-based artificial intelligence-enhanced electrocardiography approach.

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Title: Deriving novel atrial fibrillation phenotypes using a tree-based artificial intelligence-enhanced electrocardiography approach.
Authors: Gurnani M; National Heart and Lung Institute, Imperial College London, London, UK., Patlatzoglou K; National Heart and Lung Institute, Imperial College London, London, UK., Barker J; National Heart and Lung Institute, Imperial College London, London, UK.; Department of Cardiology, Imperial College Healthcare NHS Trust, London, UK., Pastika L; National Heart and Lung Institute, Imperial College London, London, UK., Zeidaabadi B; National Heart and Lung Institute, Imperial College London, London, UK., Antoun I; Department of Cardiovascular Sciences, Leicester British Heart Foundation Centre of Research Excellence, Leicester National Institute for Health and Care Research Biomedical Research Centre, University of Leicester, Leicester, UK., Somani R; Department of Cardiovascular Sciences, Leicester British Heart Foundation Centre of Research Excellence, Leicester National Institute for Health and Care Research Biomedical Research Centre, University of Leicester, Leicester, UK.; Department of Cardiology, Glenfield Hospital, University Hospitals of Leicester NHS Trust, Leicester, UK., Andre Ng G; Department of Cardiovascular Sciences, Leicester British Heart Foundation Centre of Research Excellence, Leicester National Institute for Health and Care Research Biomedical Research Centre, University of Leicester, Leicester, UK.; Department of Cardiology, Glenfield Hospital, University Hospitals of Leicester NHS Trust, Leicester, UK., Inglese P; MRC Laboratory of Medical Sciences, Imperial College London, London, UK., Curran L; MRC Laboratory of Medical Sciences, Imperial College London, London, UK., O'Regan D; MRC Laboratory of Medical Sciences, Imperial College London, London, UK., Peters NS; National Heart and Lung Institute, Imperial College London, London, UK.; Department of Cardiology, Imperial College Healthcare NHS Trust, London, UK., Kramer DB; Richard A. and Susan F. Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA., Waks JW; Harvard-Thorndike Electrophysiology Institute, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA., Sau A; National Heart and Lung Institute, Imperial College London, London, UK. arunashis.sau09@imperial.ac.uk.; Department of Cardiology, Imperial College Healthcare NHS Trust, London, UK. arunashis.sau09@imperial.ac.uk., Ng FS; National Heart and Lung Institute, Imperial College London, London, UK. f.ng@imperial.ac.uk.; Department of Cardiology, Imperial College Healthcare NHS Trust, London, UK. f.ng@imperial.ac.uk.; Department of Cardiology, Chelsea and Westminster Hospital NHS Foundation Trust, London, UK. f.ng@imperial.ac.uk.
Source: NPJ digital medicine [NPJ Digit Med] 2025 Dec 04; Vol. 8 (1), pp. 779. Date of Electronic Publication: 2025 Dec 04.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:2398-6352
DOI:10.1038/s41746-025-02159-z