Comparing machine and deep learning models for pediatric anxiety classification using structured EHRs and area-based measures of health data

• Eric W. Lee ,

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

  ¶☯ Co-first authors. These authors contributed equally to this work.

  Affiliation Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America

  https://orcid.org/0000-0002-3839-2826

  ⨯
• Sanghyun Choo ,

  Roles Conceptualization, Investigation, Methodology, Software, Visualization, Writing – original draft

  ¶☯ Co-first authors. These authors contributed equally to this work.

  Affiliations Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America, Department of Industrial Engineering, Kumoh National Institute of Technology, Gumi-si, Gyeongsangbuk-do, Republic of Korea

  ⨯
• Dakotah Maguire,

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

  Affiliation Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America

  ⨯
• Abhishek Shivanna,

  Roles Formal analysis, Data curation

  Affiliations Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America, Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America

  ⨯
• Daniel Santel,

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

  Affiliation Information Technology Services Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America

  ⨯
• Surbhi Bhatnagar,

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

  Affiliation Information Technology Services Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America

  ⨯
• Ian Goethert,

  Roles Data curation, Formal analysis

  Affiliation Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America

  https://orcid.org/0000-0002-6978-1939

  ⨯
• Kelly Patterson,

  Roles Data curation, Formal analysis

  Affiliation Information Technology Services Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America

  ⨯
• Jay Gholap,

  Roles Data curation, Formal analysis

  Affiliation Information Technology Services Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America

  ⨯
• Heidi A. Hanson,

  Roles Conceptualization, Methodology, Supervision, Writing – review & editing

  Affiliation Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America

  ⨯
• Mayanka Chandrashekar,

  Roles Conceptualization, Methodology, Writing – review & editing

  Affiliation Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America

  https://orcid.org/0000-0002-3697-5972

  ⨯
• Robert T. Ammerman,

  Roles Writing – review & editing

  Affiliations Division of Behavioral Medicine and Clinical Psychology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America, Department of Pediatrics, University of Cincinnati, Cincinnati, Ohio, United States of America

  ⨯
• John P. Pestian,

  Roles Funding acquisition, Supervision

  Affiliations Information Technology Services Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America, Department of Pediatrics, University of Cincinnati, Cincinnati, Ohio, United States of America

  ⨯
• Tracy Glauser,

  Roles Funding acquisition, Supervision

  Affiliations Department of Pediatrics, University of Cincinnati, Cincinnati, Ohio, United States of America, Division of Neurology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America

  ⨯
• Cole Brokamp,

  Roles Data curation, Writing – review & editing

  Affiliations Department of Pediatrics, University of Cincinnati, Cincinnati, Ohio, United States of America, Division of Biostatistics and Epidemiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America

  ⨯
• Jeffrey R. Strawn,

  Roles Writing – review & editing

  Affiliation Department of Psychiatry & Behavioral Neuroscience, University of Cincinnati, Cincinnati, Ohio, United States of America

  ⨯
• Anuj J. Kapadia ,

  Roles Supervision, Writing – review & editing

  * E-mail: kapadiaaj@ornl.gov

  Affiliation Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America

  https://orcid.org/0000-0003-2755-4495

  ⨯
•  [ ... ],
• Greeshma Agasthya

  Roles Conceptualization, Funding acquisition, Methodology, Project administration, Supervision, Writing – review & editing

  Affiliations Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America, Nuclear & Radiological Engineering and Medical Physics Program, Georgia Institute of Technology, Atlanta, Georgia, United States of America

  https://orcid.org/0000-0002-2301-5964

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