Prediction of opioid-related outcomes in a medicaid surgical population: Evidence to guide postoperative opiate therapy and monitoring

• Oualid El Hajouji ,

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

  ¶‡ These authors share first authorship on this work.

  Affiliations Department of Medicine, Stanford University, Stanford California, United States of America, Institute for Computational & Mathematical Engineering, Stanford University, Stanford California, United States of America

  ⨯
• Ran S. Sun ,

  Roles Conceptualization, Formal analysis, Methodology, Supervision, Writing – original draft, Writing – review & editing

  ¶‡ These authors share first authorship on this work.

  Affiliation Department of Medicine, Stanford University, Stanford California, United States of America

  ⨯
• Alban Zammit,

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

  Affiliations Department of Medicine, Stanford University, Stanford California, United States of America, Institute for Computational & Mathematical Engineering, Stanford University, Stanford California, United States of America

  https://orcid.org/0000-0002-2524-1113

  ⨯
• Keith Humphreys,

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

  Affiliations Center for Innovation to Implementation, Palo Alto Veterans Affairs Healthcare System, Palo Alto California, United States of America, Department of Psychiatry and the Behavioral Sciences, Stanford University, Stanford California, United States of America

  ⨯
• Steven M. Asch,

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

  Affiliations Department of Medicine, Stanford University, Stanford California, United States of America, Center for Innovation to Implementation, Palo Alto Veterans Affairs Healthcare System, Palo Alto California, United States of America

  ⨯
• Ian Carroll,

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

  Affiliation Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University, Stanford California, United States of America

  ⨯
• Catherine M. Curtin,

  Roles Conceptualization, Methodology, Writing – review & editing

  Affiliations Department of Surgery, VA Palo Alto Health Care System, Menlo Park California, United States of America, Department of Surgery, Stanford University, Stanford California, United States of America

  ⨯
• Tina Hernandez-Boussard

  Roles Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Validation, Writing – original draft, Writing – review & editing

  * E-mail: boussard@stanford.edu

  Affiliations Department of Medicine, Stanford University, Stanford California, United States of America, Department of Surgery, Stanford University, Stanford California, United States of America, Department of Biomedical Data Science, Stanford University, Stanford California, United States of America

  https://orcid.org/0000-0001-6553-3455

  ⨯