Machine learning approach to predict postoperative opioid requirements in ambulatory surgery patients

• Akira A. Nair ,

  Contributed equally to this work with: Akira A. Nair, Mihir A. Velagapudi, Lakshmana Behara, Mayumi Horibe

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

  Affiliation Lakeside High School, Seattle, WA, United States of America

  ⨯
• Mihir A. Velagapudi ,

  Contributed equally to this work with: Akira A. Nair, Mihir A. Velagapudi, Lakshmana Behara, Mayumi Horibe

  Roles Data curation, Formal analysis, Software, Writing – review & editing

  Affiliation Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, CA, United States of America

  ⨯
• Jonathan A. Lang ,

  Roles Data curation, Validation, Writing – original draft

  ¶‡ These authors also contributed equally to this work.

  Affiliation Haverford College, Haverford, PA, United States of America

  ⨯
• Lakshmana Behara ,

  Contributed equally to this work with: Akira A. Nair, Mihir A. Velagapudi, Lakshmana Behara, Mayumi Horibe

  Roles Formal analysis, Investigation, Methodology, Visualization

  Affiliation Perimatics LLC, Bellevue, WA, United States of America

  ⨯
• Ravitheja Venigandla ,

  Roles Data curation, Methodology, Visualization

  ¶‡ These authors also contributed equally to this work.

  Affiliation Perimatics LLC, Bellevue, WA, United States of America

  ⨯
• Nishant Velagapudi ,

  Roles Methodology, Validation, Writing – review & editing

  ¶‡ These authors also contributed equally to this work.

  Affiliation Perimatics LLC, Bellevue, WA, United States of America

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• Christine T. Fong ,

  Roles Data curation, Resources, Writing – review & editing

  ¶‡ These authors also contributed equally to this work.

  Affiliation Department of Anesthesiology and Pain Medicine, University of Washington, Seattle, WA, United States of America

  ⨯
• Mayumi Horibe ,

  Contributed equally to this work with: Akira A. Nair, Mihir A. Velagapudi, Lakshmana Behara, Mayumi Horibe

  Roles Conceptualization, Investigation, Supervision, Validation, Writing – review & editing

  Affiliation Department of Anesthesiology, VA Puget Sound Hospital, Seattle, WA, United States of America

  ⨯
• John D. Lang ,

  Roles Conceptualization, Methodology, Writing – review & editing

  ¶‡ These authors also contributed equally to this work.

  Affiliation Department of Anesthesiology and Pain Medicine, University of Washington, Seattle, WA, United States of America

  http://orcid.org/0000-0001-9220-565X

  ⨯
• Bala G. Nair

  Roles Conceptualization, Project administration, Supervision, Validation, Writing – original draft

  * E-mail: nairbg@uw.edu

  Affiliation Department of Anesthesiology and Pain Medicine, University of Washington, Seattle, WA, United States of America

  http://orcid.org/0000-0002-0027-3979

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