Oncologist phenotypes and associations with response to a machine learning-based intervention to increase advance care planning: Secondary analysis of a randomized clinical trial

• Eric Li,

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

  Affiliation University of Pennsylvania, Philadelphia, PA, United States of America

  https://orcid.org/0000-0003-1385-1122

  ⨯
• Christopher Manz,

  Roles Conceptualization, Data curation, Methodology, Validation, Writing – review & editing

  Affiliation Dana–Farber Cancer Institute/Massachusetts General Hospital, Jamaica Plain, MA, United States of America

  ⨯
• Manqing Liu,

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

  Affiliation University of Pennsylvania, Philadelphia, PA, United States of America

  ⨯
• Jinbo Chen,

  Roles Conceptualization, Data curation, Formal analysis, Methodology, Supervision, Validation, Writing – review & editing

  Affiliation University of Pennsylvania, Philadelphia, PA, United States of America

  ⨯
• Corey Chivers,

  Roles Conceptualization, Data curation, Methodology, Software, Validation, Writing – review & editing

  Affiliation University of Pennsylvania, Philadelphia, PA, United States of America

  ⨯
• Jennifer Braun,

  Roles Conceptualization, Methodology, Validation, Writing – review & editing

  Affiliation University of Pennsylvania, Philadelphia, PA, United States of America

  ⨯
• Lynn Mara Schuchter,

  Roles Conceptualization, Methodology, Validation, Writing – review & editing

  Affiliation University of Pennsylvania, Philadelphia, PA, United States of America

  ⨯
• Pallavi Kumar,

  Roles Conceptualization, Methodology, Validation, Writing – review & editing

  Affiliation University of Pennsylvania, Philadelphia, PA, United States of America

  ⨯
• Mitesh S. Patel,

  Roles Conceptualization, Data curation, Methodology, Validation, Writing – review & editing

  Affiliation University of Pennsylvania, Philadelphia, PA, United States of America

  ⨯
• Lawrence N. Shulman,

  Roles Conceptualization, Methodology, Validation, Writing – review & editing

  Affiliation University of Pennsylvania, Philadelphia, PA, United States of America

  ⨯
• Ravi B. Parikh

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

  * E-mail: Ravi.Parikh@pennmedicine.upenn.edu

  Affiliation University of Pennsylvania, Philadelphia, PA, United States of America

  https://orcid.org/0000-0003-2692-6306

  ⨯