Using machine learning and surface reconstruction to accurately differentiate different trajectories of mood and energy dysregulation in youth

• Amelia Versace ,

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

  * E-mail: versacea@upmc.edu

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

  http://orcid.org/0000-0001-9925-5203

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• Vinod Sharma,

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

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Michele A. Bertocci,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Genna Bebko,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Satish Iyengar,

  Roles Conceptualization, Investigation, Writing – review & editing

  Affiliation Department of Statistics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Amanda Dwojak,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Lisa Bonar,

  Roles Data curation, Investigation, Project administration, Writing – review & editing

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Susan B. Perlman,

  Roles Investigation, Writing – review & editing

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Claudiu Schirda,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Michael Travis,

  Roles Investigation, Writing – review & editing

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Mary Kay Gill,

  Roles Data curation, Investigation, Project administration, Writing – review & editing

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Vaibhav A. Diwadkar,

  Roles Funding acquisition, Investigation, Writing – review & editing

  Affiliation Department of Psychiatry and Behavioral Neuroscience, Wayne State University, Detroit, Michigan, United States of America

  ⨯
• Jeffrey L. Sunshine,

  Roles Funding acquisition, Investigation, Writing – review & editing

  Affiliation University Hospitals Case Medical Center/Case Western Reserve University, Cleveland, Ohio, United States of America

  ⨯
• Scott K. Holland,

  Roles Funding acquisition, Investigation, Writing – review & editing

  Affiliation Department of Radiology, University Hospitals Case Medical Center/Case Western Reserve University, Cleveland, Ohio, United States of America

  ⨯
• Robert A. Kowatch,

  Roles Funding acquisition, Investigation, Writing – review & editing

  Affiliation Research Institute at Nationwide Children’s Hospital, Columbus, Ohio, United States of America

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• Boris Birmaher,

  Roles Funding acquisition, Investigation, Project administration, Resources, Writing – review & editing

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• David Axelson,

  Roles Funding acquisition, Investigation, Writing – review & editing

  Affiliation Department of Psychiatry, Ohio State University, Columbus, Ohio, United States of America

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• Thomas W. Frazier,

  Roles Funding acquisition, Investigation, Writing – review & editing

  Affiliation Pediatric Institute, Cleveland Clinic, Cleveland, Ohio, United States of America

  ⨯
• L. Eugene Arnold,

  Roles Funding acquisition, Investigation, Writing – review & editing

  Affiliation Department of Psychiatry, Ohio State University, Columbus, Ohio, United States of America

  ⨯
• Mary A. Fristad,

  Roles Funding acquisition, Investigation, Writing – review & editing

  Affiliation Department of Psychiatry, Ohio State University, Columbus, Ohio, United States of America

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• Eric A. Youngstrom,

  Roles Funding acquisition, Investigation, Writing – review & editing

  Affiliation Department of Psychology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America

  ⨯
• Sarah M. Horwitz,

  Roles Funding acquisition, Investigation, Writing – review & editing

  Affiliation Department of Child and Adolescent Psychiatry, New York University School of Medicine, New York City, New York, United States of America

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• Robert L. Findling,

  Roles Funding acquisition, Investigation, Project administration, Writing – review & editing

  Affiliation Department of Psychiatry, Johns Hopkins University, Baltimore, Maryland, United States of America

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•  [ ... ],
• Mary L. Phillips

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

  Affiliation Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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