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

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Heart rhythm - ISSN 1547-5271-23:2 (2026) p. e183-e191
Auteur(s)
    Arunashis Sau, Ewa Sieliwonczyk, Joseph Barker, Boroumand Zeidaabadi, Libor Pastika, Konstantinos Patlatzoglou, Gul Rukh Khattak, Kathryn A. Mcgurk, Nicholas S. Peters, Daniel B. Kramer, Jonathan W. Waks, James S. Ware, Fu Siong Ng

The cost of explainability in artificial intelligence-enhanced electrocardiogram models

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npj Digital Medicine - ISSN 2398-6352-8:1 (2025) p. 1-13
Auteur(s)
    Konstantinos Patlatzoglou, Libor Pastika, Joseph Barker, Ewa Sieliwonczyk, Gul Rukh Khattak, Boroumand Zeidaabadi, Antonio H. Ribeiro, James S. Ware, Nicholas S. Peters, Antonio Luiz P. Ribeiro, Daniel B. Kramer, Jonathan W. Waks, Arunashis Sau, Fu Siong Ng

Unsupervised feature extraction using deep learning empowers discovery of genetic determinants of the electrocardiogram

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Genome medicine - ISSN 1756-994X-17:1 (2025) p. 1-17
Auteur(s)
    Ewa Sieliwonczyk, Arunashis Sau, Konstantinos Patlatzoglou, Kathryn A. McGurk, Libor Pastika, Prisca K. Thami, Massimo Mangino, Sean L. Zheng, George Powell, Lara Curran, Rachel J. Buchan, Pantazis Theotokis, Nicholas S. Peters, Bart Loeys, Daniel B. Kramer, Jonathan W. Waks, Fu Siong Ng, James S. Ware

Artificial intelligence-enhanced electrocardiography for complete heart block risk stratification

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JAMA cardiology - ISSN 2380-6583-10:11 (2025) p. 1092-1099
Auteur(s)
    Arunashis Sau, Henry Zhang, Joseph Barker, Libor Pastika, Konstantinos Patlatzoglou, Boroumand Zeidaabadi, Ahmed El-Medany, Gul Rukh Khattak, Kathryn A. Mcgurk, Ewa Sieliwonczyk, James S. Ware, Nicholas S. Peters, Daniel B. Kramer, Jonathan W. Waks, Fu Siong Ng

Revisiting abnormalities of ventricular depolarization : redefining phenotypes and associated outcomes using tree-based dimensionality reduction

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Journal of the American Heart Association : Cardiovascular and cerebrovascular disease - ISSN 2047-9980-14:13 (2025) p. 1-25
Auteur(s)
    Mehak Gurnani, Konstantinos Patlatzoglou, Joseph Barker, Derek Bivona, Libor Pastika, Ewa Sieliwonczyk, Boroumand Zeidaabadi, Paolo Inglese, Lara Curran, Ahran D. Arnold, Declan O'Regan, Zachary Whinnett, Kenneth C. Bilchick, Nicholas S. Peters, Daniel B. Kramer, Jonathan W. Waks, Arunashis Sau, Fu Siong Ng