The cost of explainability in artificial intelligence-enhanced electrocardiogram models
Year: 2025
Type: article
Language: en
Topic: ECG Monitoring and Analysis
Authors and affiliations:
raw_author_name: Konstantinos Patlatzoglou
raw_affiliation_strings: National Heart and Lung Institute, Imperial College London, London, UK
raw_author_name: Libor Pastika
raw_affiliation_strings: National Heart and Lung Institute, Imperial College London, London, UK
raw_author_name: Joseph Barker
raw_affiliation_strings: National Heart and Lung Institute, Imperial College London, London, UK
raw_author_name: Ewa Sieliwonczyk
raw_affiliation_strings: MRC Laboratory of Medical Sciences, Imperial College London, London, UK
National Heart and Lung Institute, Imperial College London, London, UK
University of Antwerp and Antwerp University Hospital, Antwerp, Belgium
raw_author_name: Gul Rukh Khattak
raw_affiliation_strings: National Heart and Lung Institute, Imperial College London, London, UK
raw_author_name: Boroumand Zeidaabadi
raw_affiliation_strings: National Heart and Lung Institute, Imperial College London, London, UK
raw_author_name: Antônio H. Ribeiro
raw_affiliation_strings: Department of Information Technology, Uppsala University, Uppsala, Sweden
Department of Internal Medicine, Faculdade de Medicina, and Telehealth Center and Cardiology Service, Hospital das Clínicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
raw_author_name: James S. Ware
raw_affiliation_strings: 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
MRC Laboratory of Medical Sciences, Imperial College London, London, UK
National Heart and Lung Institute, Imperial College London, London, UK
raw_author_name: Nicholas S. Peters
raw_affiliation_strings: Department of Cardiology, Imperial College Healthcare NHS Trust, London, UK
National Heart and Lung Institute, Imperial College London, London, UK
raw_author_name: Antonio Luiz P. Ribeiro
raw_affiliation_strings: Department of Information Technology, Uppsala University, Uppsala, Sweden
Department of Internal Medicine, Faculdade de Medicina, and Telehealth Center and Cardiology Service, Hospital das Clínicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
raw_author_name: Daniel B. Kramer
raw_affiliation_strings: Richard A. and Susan F. Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
raw_author_name: Jonathan W. Waks
raw_affiliation_strings: Harvard-Thorndike Electrophysiology Institute, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
raw_author_name: Arunashis Sau
raw_affiliation_strings: Department of Cardiology, Imperial College Healthcare NHS Trust, London, UK
National Heart and Lung Institute, Imperial College London, London, UK
raw_author_name: Fu Siong Ng
raw_affiliation_strings: Department of Cardiology, Chelsea and Westminster Hospital NHS Foundation Trust, London, UK. f.ng@imperial.ac.uk
Department of Cardiology, Imperial College Healthcare NHS Trust, London, UK. f.ng@imperial.ac.uk
National Heart and Lung Institute, Imperial College London, London, UK. f.ng@imperial.ac.uk
Department of Cardiology, Chelsea and Westminster Hospital NHS Foundation Trust, London, UK