About the Authors

Andrew T. Marshall

Roles Formal analysis, Visualization, Writing – original draft, Writing – review & editing

sostlund@uci.edu (SBO); marshaa1@uci.edu (ATM)

Affiliation Department of Anesthesiology and Perioperative Care, Center for Addiction Neuroscience, University of California, Irvine, Irvine, California, United States of America

Angela T. Liu

Roles Investigation

Affiliation Department of Anesthesiology and Perioperative Care, Center for Addiction Neuroscience, University of California, Irvine, Irvine, California, United States of America

Niall P. Murphy

Roles Conceptualization, Funding acquisition, Methodology, Writing – original draft, Writing – review & editing

Affiliation Hatos Center, Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, Los Angeles, California, United States of America

Nigel T. Maidment

Roles Conceptualization, Funding acquisition, Methodology, Writing – original draft, Writing – review & editing

Affiliation Hatos Center, Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, Los Angeles, California, United States of America

Sean B. Ostlund

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

sostlund@uci.edu (SBO); marshaa1@uci.edu (ATM)

Affiliation Department of Anesthesiology and Perioperative Care, Center for Addiction Neuroscience, University of California, Irvine, Irvine, California, United States of America

Competing Interests

The authors have declared that no competing interests exist.