Coarse Race and Ethnicity Labels Mask Granular Underdiagnosis Disparities in Deep Learning Models for Chest Radiograph Diagnosis.

Journal: Radiology
Published Date:

Abstract

See also the editorial by Nikolic in this issue.

Authors

  • Preetham Bachina
    From the University of Maryland Medical Intelligent Imaging (UM2ii) Center, University of Maryland School of Medicine, 670 W Baltimore St, First Floor, Room 1172, Baltimore, MD 21201 (P.B., S.P.G., P.K., A.K., V.S.P., P.H.Y.); Johns Hopkins University School of Medicine, Baltimore, Md (P.B.); Uniformed Services University of the Health Sciences, Bethesda, Md (S.P.G.); and Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Md (J.S.).
  • Sean P Garin
    From the University of Maryland Medical Intelligent Imaging (UM2ii) Center, University of Maryland School of Medicine, 670 W Baltimore St, First Floor, Room 1172, Baltimore, MD 21201 (P.B., S.P.G., P.K., A.K., V.S.P., P.H.Y.); Johns Hopkins University School of Medicine, Baltimore, Md (P.B.); Uniformed Services University of the Health Sciences, Bethesda, Md (S.P.G.); and Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Md (J.S.).
  • Pranav Kulkarni
    Bioinformatics Facility, CECAD Research Center, University of Cologne, Cologne, Germany.
  • Adway Kanhere
    Department of Otorhinolaryngology-Head and Neck Surgery, University of Maryland School of Medicine, Baltimore, MD, USA; University of Maryland Institute for Health Computing, Bethesda, MD, USA.
  • Jeremias Sulam
    Johns Hopkins University.
  • Vishwa S Parekh
    The Russell H. Morgan Department of Radiology and Radiological Sciences, The Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA.
  • Paul H Yi
    The Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, Maryland. Electronic address: Pyi10@jhmi.edu.