Predicting the future risk and outcomes of severe heart failure and coronary artery disease with machine learning in the UK Biobank Cohort

• Karim Taha,

  Roles Conceptualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Medicine, The Red Rogers Centre for Heart Research, Peter Munk Cardiac Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada

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• Heather J. Ross,

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

  Affiliation Department of Medicine, The Red Rogers Centre for Heart Research, Peter Munk Cardiac Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada

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• Mohammad Peikari,

  Roles Data curation, Formal analysis, Methodology, Software, Visualization, Writing – review & editing

  Affiliation Department of Medicine, The Red Rogers Centre for Heart Research, Peter Munk Cardiac Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada

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• Brigitte Mueller,

  Roles Data curation, Formal analysis, Methodology, Software, Visualization, Writing – review & editing

  Affiliation Department of Medicine, The Red Rogers Centre for Heart Research, Peter Munk Cardiac Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada

  https://orcid.org/0000-0003-1876-4722

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• Chun-Po S. Fan,

  Roles Data curation, Formal analysis, Methodology, Software, Visualization, Writing – review & editing

  Affiliation Department of Medicine, The Red Rogers Centre for Heart Research, Peter Munk Cardiac Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada

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• Edgar Crowdy,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Medicine, The Red Rogers Centre for Heart Research, Peter Munk Cardiac Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada

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• Yas Moayedi,

  Roles Conceptualization, Writing – review & editing

  Affiliation Department of Medicine, The Red Rogers Centre for Heart Research, Peter Munk Cardiac Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada

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• Filio Billia,

  Roles Conceptualization, Writing – review & editing

  Affiliation Department of Medicine, The Red Rogers Centre for Heart Research, Peter Munk Cardiac Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada

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• Cedric Manlhiot

  Roles Conceptualization, Data curation, Funding acquisition, Project administration, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: cmanlhi1@jhmi.edu; cedric.manlhiot@sickkids.ca

  Affiliations Department of Medicine, The Red Rogers Centre for Heart Research, Peter Munk Cardiac Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada, Department of Pediatrics, The Blalock-Taussig-Thomas Pediatric and Congenital Heart Center, Johns Hopkins School of Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America

  https://orcid.org/0000-0001-9419-7681

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