Machine learning for stroke in heart failure with reduced ejection fraction but without atrial fibrillation: A post-hoc analysis of the WARCEF trial.

Journal: European journal of clinical investigation
PMID: 39552607

Abstract

BACKGROUND: The prediction of ischaemic stroke in patients with heart failure with reduced ejection fraction (HFrEF) but without atrial fibrillation (AF) remains challenging. Our aim was to evaluate the performance of machine learning (ML) in identifying the development of ischaemic stroke in this population.

Authors

  • Hironori Ishiguchi
    Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, UK.
  • Yang Chen
    Orthopedics Department of the First Affiliated Hospital of Tsinghua University, Beijing, China.
  • Bi Huang
    School of Big Data and Intelligent Engineering, Southwest Forestry University, Kunming, China.
  • Ying Gue
    Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, United Kingdom; The Department of Cardiovascular and Metabolic Medicine, University of Liverpool, United Kingdom.
  • Elon Correa
    Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, United Kingdom; School of Computer Science and Mathematics, Liverpool John Moores University, United Kingdom.
  • Shunichi Homma
    Department of Medicine, Columbia University, New York, NY, USA.
  • John L P Thompson
    Columbia University Medical Center, New York, NY.
  • Min Qian
    Columbia University Medical Center, New York, NY.
  • Gregory Y H Lip
    Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, L69 3BX Liverpool, UK.
  • Azmil H Abdul-Rahim
    Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, UK.

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