Improved detection of air trapping on expiratory computed tomography using deep learning

• Sundaresh Ram,

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

  Affiliations Department of Radiology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America, Department of Biomedical Engineering, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America

  https://orcid.org/0000-0003-1828-9722

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• Benjamin A. Hoff,

  Roles Methodology, Software, Writing – review & editing

  Affiliation Department of Radiology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America

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• Alexander J. Bell,

  Roles Validation, Writing – review & editing

  Affiliation Department of Radiology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America

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• Stefanie Galban,

  Roles Methodology, Project administration, Writing – review & editing

  Affiliation Department of Radiology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America

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• Aleksa B. Fortuna,

  Roles Data curation, Methodology

  Affiliation Department of Radiology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America

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• Oliver Weinheimer,

  Roles Software

  Affiliations Department of Diagnostic and Interventional Radiology, University Hospital of Heidelberg, Heidelberg, Germany, Translational Lung Research Center, Heidelberg (TLRC), German Lung Research Center (DZL), Heidelberg, Germany

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• Mark O. Wielpütz,

  Roles Project administration, Writing – review & editing

  Affiliations Department of Diagnostic and Interventional Radiology, University Hospital of Heidelberg, Heidelberg, Germany, Translational Lung Research Center, Heidelberg (TLRC), German Lung Research Center (DZL), Heidelberg, Germany

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• Terry E. Robinson,

  Roles Data curation, Funding acquisition, Project administration, Writing – review & editing

  Affiliation Department of Pediatrics, Center of Excellence in Pulmonary Biology, Stanford University School of Medicine, Stanford, California, United States of America

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• Beverley Newman,

  Roles Writing – review & editing

  Affiliation Department of Pediatric Radiology, Lucile Packard Children’s Hospital at Stanford, Stanford, California, United States of America

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• Dharshan Vummidi,

  Roles Resources

  Affiliation Department of Radiology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America

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• Aamer Chughtai,

  Roles Resources

  Affiliation Department of Radiology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America

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• Ella A. Kazerooni,

  Roles Resources, Writing – review & editing

  Affiliations Department of Radiology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America, Department of Internal Medicine, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America

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• Timothy D. Johnson,

  Roles Formal analysis, Writing – review & editing

  Affiliation Department of Biostatistics, University of Michigan, School of Public Health, Ann Arbor, Michigan, United States of America

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• MeiLan K. Han,

  Roles Project administration, Writing – review & editing

  Affiliation Department of Internal Medicine, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America

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• Charles R. Hatt,

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

  Affiliations Department of Radiology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America, Imbio LLC, Minneapolis, Minnesota, United States of America

  https://orcid.org/0000-0001-7097-5434

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•  [ ... ],
• Craig J. Galban

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

  * E-mail: cgalban@med.umich.edu

  Affiliations Department of Radiology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America, Department of Biomedical Engineering, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, United States of America

  https://orcid.org/0000-0001-5596-7487

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