A deep-learning classifier identifies patients with clinical heart failure using whole-slide images of H&E tissue

• Jeffrey J. Nirschl ,

  Contributed equally to this work with: Jeffrey J. Nirschl, Andrew Janowczyk

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

  Affiliation Department of Physiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America

  http://orcid.org/0000-0001-6857-341X

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• Andrew Janowczyk ,

  Contributed equally to this work with: Jeffrey J. Nirschl, Andrew Janowczyk

  Roles Formal analysis, Investigation, Methodology, Software, Supervision, Writing – review & editing

  Affiliation Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, United States of America

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• Eliot G. Peyster,

  Roles Data curation, Resources, Writing – review & editing

  Affiliation Cardiovascular Research Institute, University of Pennsylvania, Philadelphia, PA, United States of America

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• Renee Frank,

  Roles Data curation, Resources

  Affiliation Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, United States of America

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• Kenneth B. Margulies,

  Roles Conceptualization, Data curation, Resources, Supervision, Writing – review & editing

  Affiliation Cardiovascular Research Institute, University of Pennsylvania, Philadelphia, PA, United States of America

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• Michael D. Feldman,

  Roles Conceptualization, Data curation, Resources, Supervision, Writing – review & editing

  Affiliation Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, United States of America

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• Anant Madabhushi

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

  * E-mail: axm788@case.edu

  Affiliation Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, United States of America

  http://orcid.org/0000-0002-5741-0399

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