Deep learning for chest radiograph diagnosis: A retrospective comparison of the CheXNeXt algorithm to practicing radiologists

• Pranav Rajpurkar ,

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

  * E-mail: pranavsr@cs.stanford.edu

  ¶‡These authors share first authorship on, and contributed equally to, this work.

  Affiliation Department of Computer Science, Stanford University, Stanford, California, United States of America

  http://orcid.org/0000-0002-8030-3727

  ⨯
• Jeremy Irvin ,

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

  ¶‡These authors share first authorship on, and contributed equally to, this work.

  Affiliation Department of Computer Science, Stanford University, Stanford, California, United States of America

  http://orcid.org/0000-0002-0395-4403

  ⨯
• Robyn L. Ball,

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

  Affiliation Department of Medicine, Quantitative Sciences Unit, Stanford University, Stanford, California, United States of America

  ⨯
• Kaylie Zhu,

  Roles Data curation, Methodology, Software, Visualization, Writing – original draft

  Affiliation Department of Computer Science, Stanford University, Stanford, California, United States of America

  ⨯
• Brandon Yang,

  Roles Data curation, Methodology, Software, Visualization, Writing – original draft

  Affiliation Department of Computer Science, Stanford University, Stanford, California, United States of America

  ⨯
• Hershel Mehta,

  Roles Data curation, Methodology, Software, Visualization, Writing – original draft

  Affiliation Department of Computer Science, Stanford University, Stanford, California, United States of America

  ⨯
• Tony Duan,

  Roles Data curation, Methodology, Software, Visualization, Writing – original draft

  Affiliation Department of Computer Science, Stanford University, Stanford, California, United States of America

  ⨯
• Daisy Ding,

  Roles Data curation, Methodology, Software, Visualization, Writing – original draft

  Affiliation Department of Computer Science, Stanford University, Stanford, California, United States of America

  ⨯
• Aarti Bagul,

  Roles Data curation, Methodology, Software, Visualization, Writing – original draft

  Affiliation Department of Computer Science, Stanford University, Stanford, California, United States of America

  ⨯
• Curtis P. Langlotz,

  Roles Conceptualization, Supervision, Writing – review & editing

  Affiliation Department of Radiology, Stanford University, Stanford, California, United States of America

  http://orcid.org/0000-0002-8972-8051

  ⨯
• Bhavik N. Patel,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Radiology, Stanford University, Stanford, California, United States of America

  ⨯
• Kristen W. Yeom,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Radiology, Stanford University, Stanford, California, United States of America

  http://orcid.org/0000-0001-9860-3368

  ⨯
• Katie Shpanskaya,

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

  Affiliation Department of Radiology, Stanford University, Stanford, California, United States of America

  http://orcid.org/0000-0003-2741-4046

  ⨯
• Francis G. Blankenberg,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Radiology, Stanford University, Stanford, California, United States of America

  ⨯
• Jayne Seekins,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Radiology, Stanford University, Stanford, California, United States of America

  ⨯
• Timothy J. Amrhein,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Radiology, Duke University, Durham, North Carolina, United States of America

  http://orcid.org/0000-0002-9354-9486

  ⨯
• David A. Mong,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Radiology, University of Colorado, Denver, Colorado, United States of America

  ⨯
• Safwan S. Halabi,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Radiology, Stanford University, Stanford, California, United States of America

  http://orcid.org/0000-0003-1317-984X

  ⨯
• Evan J. Zucker,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Radiology, Stanford University, Stanford, California, United States of America

  ⨯
• Andrew Y. Ng ,

  Contributed equally to this work with: Andrew Y. Ng, Matthew P. Lungren

  Roles Conceptualization, Project administration, Supervision, Writing – review & editing

  Affiliation Department of Computer Science, Stanford University, Stanford, California, United States of America

  ⨯
•  [ ... ],
• Matthew P. Lungren

  Contributed equally to this work with: Andrew Y. Ng, Matthew P. Lungren

  Roles Conceptualization, Data curation, Supervision, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Radiology, Stanford University, Stanford, California, United States of America

  ⨯
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