About the Authors

Carlos Gallo

Contributed equally to this work with: Carlos Gallo, Karen Abram, Nanette Hannah, Lauren Caton, Barbara Cimaglio, Mark McGovern, C. Hendricks Brown

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

carlos.gallo@northwestern.edu

Affiliation Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States of America

Karen Abram

Contributed equally to this work with: Carlos Gallo, Karen Abram, Nanette Hannah, Lauren Caton, Barbara Cimaglio, Mark McGovern, C. Hendricks Brown

Roles Conceptualization, Data curation, Methodology, Project administration, Writing – review & editing

Affiliation Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States of America

Nanette Hannah

Contributed equally to this work with: Carlos Gallo, Karen Abram, Nanette Hannah, Lauren Caton, Barbara Cimaglio, Mark McGovern, C. Hendricks Brown

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

Affiliation Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States of America

Lauren Caton

Contributed equally to this work with: Carlos Gallo, Karen Abram, Nanette Hannah, Lauren Caton, Barbara Cimaglio, Mark McGovern, C. Hendricks Brown

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

Affiliation Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, California, United States of America

Barbara Cimaglio

Contributed equally to this work with: Carlos Gallo, Karen Abram, Nanette Hannah, Lauren Caton, Barbara Cimaglio, Mark McGovern, C. Hendricks Brown

Roles Methodology, Writing – review & editing

Affiliation Illinois Department of Human Services, Division of Substance Use Prevention and Recovery, Chicago, Illinois, United States of America

Mark McGovern

Contributed equally to this work with: Carlos Gallo, Karen Abram, Nanette Hannah, Lauren Caton, Barbara Cimaglio, Mark McGovern, C. Hendricks Brown

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

Affiliations Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, California, United States of America, Department of Medicine, Stanford University School of Medicine, Palo Alto, California, United States of America

C. Hendricks Brown

Contributed equally to this work with: Carlos Gallo, Karen Abram, Nanette Hannah, Lauren Caton, Barbara Cimaglio, Mark McGovern, C. Hendricks Brown

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

Affiliation Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States of America

Competing Interests

The authors have declared that no competing interests exist.