Subtypes in patients with opioid misuse: A prognostic enrichment strategy using electronic health record data in hospitalized patients

• Majid Afshar ,

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

  * E-mail: mafshar@luc.edu

  Affiliations Department of Public Health Sciences, Loyola University, Maywood, Illinois, United States of America, Center for Health Outcomes and Informatics Research, Loyola University, Maywood, Illinois, United States of America, Stritch School of Medicine, Loyola University, Maywood, Illinois, United States of America

  http://orcid.org/0000-0002-6368-4652

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• Cara Joyce,

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

  Affiliations Department of Public Health Sciences, Loyola University, Maywood, Illinois, United States of America, Center for Health Outcomes and Informatics Research, Loyola University, Maywood, Illinois, United States of America, Stritch School of Medicine, Loyola University, Maywood, Illinois, United States of America

  http://orcid.org/0000-0003-0468-8271

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• Dmitriy Dligach,

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

  Affiliations Department of Public Health Sciences, Loyola University, Maywood, Illinois, United States of America, Center for Health Outcomes and Informatics Research, Loyola University, Maywood, Illinois, United States of America, Department of Computer Science, Loyola University Medical Center, Maywood, Illinois, United States of America

  http://orcid.org/0000-0002-2585-2707

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• Brihat Sharma,

  Roles Data curation, Formal analysis, Software, Visualization

  Affiliation Department of Computer Science, Loyola University Medical Center, Maywood, Illinois, United States of America

  http://orcid.org/0000-0003-0417-4553

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• Robert Kania,

  Roles Data curation, Formal analysis, Software, Visualization

  Affiliation Department of Computer Science, Loyola University Medical Center, Maywood, Illinois, United States of America

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• Meng Xie,

  Roles Data curation, Formal analysis, Validation, Visualization

  Affiliation Department of Mathematics and Statistics, Loyola University, Chicago, Illinois, United States of America

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• Kristin Swope,

  Roles Conceptualization, Data curation, Validation

  Affiliations Department of Public Health Sciences, Loyola University, Maywood, Illinois, United States of America, Stritch School of Medicine, Loyola University, Maywood, Illinois, United States of America

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• Elizabeth Salisbury-Afshar,

  Roles Supervision, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Center for Multi-System Solutions to the Opioid Epidemic, American Institute for Research, Chicago, Illinois, United States of America

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• Niranjan S. Karnik

  Roles Conceptualization, Funding acquisition, Resources, Supervision, Writing – review & editing

  Affiliation Department of Psychiatry & Behavioral Sciences, Rush University Medical Center, Chicago, Illinois, United States of America

  http://orcid.org/0000-0001-7650-3008

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