Predicting physician departure with machine learning on EHR use patterns: A longitudinal cohort from a large multi-specialty ambulatory practice

• Kevin Lopez,

  Roles Data curation, Formal analysis, Investigation, Methodology, Software, Supervision, Validation, Visualization, Writing – original draft

  Affiliation Department of Emergency Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America

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• Huan Li,

  Roles Data curation, Formal analysis, Visualization, Writing – original draft

  Affiliations Department of Emergency Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America, Computational Biology and Bioinformatics, Yale School of Medicine, New Haven, Connecticut, United States of America

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• Hyung Paek,

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

  Affiliations Information Technology Services, Yale New Haven Health, Stratford, Connecticut, United States of America, Northeast Medical Group, Yale New Haven Health, New London, Connecticut, United States of America

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• Brian Williams,

  Roles Data curation, Investigation, Project administration, Resources, Supervision, Writing – review & editing

  Affiliation Northeast Medical Group, Yale New Haven Health, New London, Connecticut, United States of America

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• Bidisha Nath,

  Roles Investigation, Project administration, Supervision, Writing – original draft

  Affiliation Department of Emergency Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America

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• Edward R. Melnick ,

  Contributed equally to this work with: Edward R. Melnick, Andrew J. Loza

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Visualization, Writing – review & editing

  * E-mail: edward.melnick@yale.edu

  ¶‡ ERM and AJL are joint senior authors.

  Affiliations Department of Emergency Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America, Department of Biostatistics (Health Informatics), Yale School of Public Health, New Haven, Connecticut, United States of America

  https://orcid.org/0000-0002-6509-9537

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• Andrew J. Loza

  Contributed equally to this work with: Edward R. Melnick, Andrew J. Loza

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

  ¶‡ ERM and AJL are joint senior authors.

  Affiliation Department of Emergency Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America

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