Prediction of heart failure patients with distinct left ventricular ejection fraction levels using circadian ECG features and machine learning

• Sona M. Al Younis ,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: 100058882@ku.ac.ae

  Affiliation Department of Biomedical Engineering, Healthcare Engineering Innovation Centre (HEIC), Khalifa University, Abu Dhabi, United Arab Emirates

  https://orcid.org/0000-0002-0069-6488

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• Leontios J. Hadjileontiadis,

  Roles Conceptualization, Methodology, Project administration, Supervision, Writing – review & editing

  Affiliations Department of Biomedical Engineering, Healthcare Engineering Innovation Centre (HEIC), Khalifa University, Abu Dhabi, United Arab Emirates, Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece

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• Ahsan H. Khandoker,

  Roles Conceptualization, Methodology, Project administration, Supervision, Writing – review & editing

  Affiliation Department of Biomedical Engineering, Healthcare Engineering Innovation Centre (HEIC), Khalifa University, Abu Dhabi, United Arab Emirates

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• Cesare Stefanini,

  Roles Conceptualization, Project administration, Supervision, Writing – review & editing

  Affiliation Creative Engineering Design Lab at the BioRobotics Institute, Applied Experimental Sciences Scuola Superiore Sant’Anna, Pontedera (Pisa), Italy

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• Stergios Soulaidopoulos,

  Roles Resources

  Affiliation First Cardiology Department, School of Medicine, “Hippokration” General Hospital, National and Kapodistrian University of Athens, Athens, Greece

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• Petros Arsenos,

  Roles Resources

  Affiliation First Cardiology Department, School of Medicine, “Hippokration” General Hospital, National and Kapodistrian University of Athens, Athens, Greece

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• Ioannis Doundoulakis,

  Roles Resources

  Affiliation First Cardiology Department, School of Medicine, “Hippokration” General Hospital, National and Kapodistrian University of Athens, Athens, Greece

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• Konstantinos A. Gatzoulis,

  Roles Resources

  Affiliation First Cardiology Department, School of Medicine, “Hippokration” General Hospital, National and Kapodistrian University of Athens, Athens, Greece

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• Konstantinos Tsioufis

  Roles Resources

  Affiliation First Cardiology Department, School of Medicine, “Hippokration” General Hospital, National and Kapodistrian University of Athens, Athens, Greece

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