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The cost of explainability in artificial intelligence-enhanced electrocardiogram models.

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Title: The cost of explainability in artificial intelligence-enhanced electrocardiogram models.
Authors: Patlatzoglou K; National Heart and Lung Institute, Imperial College London, London, UK., Pastika L; National Heart and Lung Institute, Imperial College London, London, UK., Barker J; National Heart and Lung Institute, Imperial College London, London, UK., Sieliwonczyk E; National Heart and Lung Institute, Imperial College London, London, UK.; MRC Laboratory of Medical Sciences, Imperial College London, London, UK.; University of Antwerp and Antwerp University Hospital, Antwerp, Belgium., Khattak GR; National Heart and Lung Institute, Imperial College London, London, UK., Zeidaabadi B; National Heart and Lung Institute, Imperial College London, London, UK., Ribeiro AH; Department of Information Technology, Uppsala University, Uppsala, Sweden., Ware JS; National Heart and Lung Institute, Imperial College London, London, UK.; MRC Laboratory of Medical Sciences, Imperial College London, London, UK.; Department of Cardiology, Imperial College Healthcare NHS Trust, London, UK.; Department of Cardiology, Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK., Peters NS; National Heart and Lung Institute, Imperial College London, London, UK.; Department of Cardiology, Imperial College Healthcare NHS Trust, London, UK., Ribeiro ALP; Department of Internal Medicine, Faculdade de Medicina, and Telehealth Center and Cardiology Service, Hospital das Clínicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil., 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.; Department of Cardiology, Imperial College Healthcare NHS Trust, London, 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 05; Vol. 8 (1), pp. 747. Date of Electronic Publication: 2025 Dec 05.
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
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