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Essa H, Ortega-Martorell S, Olier I, Lip GY. Machine learning to identify phenotypic clusters of patients with atrial fibrillation. Heart Rhythm O2 2025; 6:139-141. [PMID: 40231095 PMCID: PMC11993801 DOI: 10.1016/j.hroo.2024.12.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/16/2025] Open
Affiliation(s)
- Hani Essa
- Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool Heart and Chest Hospital, Liverpool John Moores University, Liverpool, United Kingdom
| | - Sandra Ortega-Martorell
- Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool Heart and Chest Hospital, Liverpool John Moores University, Liverpool, United Kingdom
- Data Science Research Centre, Liverpool John Moores University, Liverpool, United Kingdom
| | - Ivan Olier
- Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool Heart and Chest Hospital, Liverpool John Moores University, Liverpool, United Kingdom
- Data Science Research Centre, Liverpool John Moores University, Liverpool, United Kingdom
| | - Gregory Y.H. Lip
- Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool Heart and Chest Hospital, Liverpool John Moores University, Liverpool, United Kingdom
- Danish Center for Health Services Research, Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
- Department of Cardiology, Lipidology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland
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