Modeling decision dynamics disentangles working memory, cognitive control and reinforcement learning and reveals clinical differences

• Krishn Bera ,

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

  * E-mail: krishn_bera@brown.edu

  Affiliation Department of Cognitive & Psychological Sciences, Carney Institute for Brain Science, Brown University, Providence, Rhode Island, United States of America

  https://orcid.org/0000-0002-0356-4659

  ⨯
• Alexander Fengler,

  Roles Methodology, Software, Validation, Writing – original draft, Writing – review & editing

  Affiliation Department of Cognitive & Psychological Sciences, Carney Institute for Brain Science, Brown University, Providence, Rhode Island, United States of America

  ⨯
• Megan A. Boudewyn,

  Roles Funding acquisition, Writing – review & editing

  Affiliation Department of Psychology, University of California, Santa Cruz, California, United States of America

  ⨯
• Cameron S. Carter,

  Roles Funding acquisition, Writing – review & editing

  Affiliation Department of Psychology, University of California, Irvine, California, United States of America

  ⨯
• Molly A. Erickson,

  Roles Funding acquisition, Writing – review & editing

  Affiliation Department of Psychiatry & Behavioral Neuroscience, University of Chicago, Chicago, Illinois, United States of America

  ⨯
• James M. Gold,

  Roles Funding acquisition, Writing – review & editing

  Affiliation Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland, United States of America

  ⨯
• Steven J. Luck,

  Roles Funding acquisition, Writing – review & editing

  Affiliation Department of Psychology, University of California, Davis, California, United States of America

  ⨯
• J. Daniel Ragland,

  Roles Funding acquisition, Writing – review & editing

  Affiliation Department of Psychology, University of California, Davis, California, United States of America

  ⨯
• Andrew P. Yonelinas,

  Roles Funding acquisition, Writing – review & editing

  Affiliation Department of Psychology, University of California, Davis, California, United States of America

  ⨯
• Angus W. MacDonald III,

  Roles Funding acquisition, Writing – review & editing

  Affiliation Department of Psychology, University of Minnesota, Minneapolis, Minnesota, United States of America

  ⨯
• Deanna M. Barch,

  Roles Funding acquisition, Resources, Writing – review & editing

  Affiliation Department of Psychology, Washington University in St. Louis, St. Louis, Missouri, United States of America

  ⨯
• Michael J. Frank

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

  Affiliation Department of Cognitive & Psychological Sciences, Carney Institute for Brain Science, Brown University, Providence, Rhode Island, United States of America

  ⨯