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


Journal

Radiology
ISSN: 1527-1315
Titre abrégé: Radiology
Pays: United States
ID NLM: 0401260

Informations de publication

Date de publication:
11 2023
Historique:
pmc-release: 01 11 2024
medline: 8 11 2023
pubmed: 7 11 2023
entrez: 7 11 2023
Statut: ppublish

Résumé

See also the editorial by Nikolic in this issue.

Identifiants

pubmed: 37934094
doi: 10.1148/radiol.231693
pmc: PMC10698499
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e231693

Commentaires et corrections

Type : CommentIn

Références

Nat Genet. 2004 Nov;36(11 Suppl):S28-33
pubmed: 15508000
Sci Data. 2019 Dec 12;6(1):317
pubmed: 31831740
Nat Med. 2021 Dec;27(12):2176-2182
pubmed: 34893776

Auteurs

Preetham Bachina (P)

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 (SP)

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 (P)

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.).

Adway Kanhere (A)

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.).

Jeremias Sulam (J)

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.).

Vishwa S Parekh (VS)

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.).

Paul H Yi (PH)

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.).

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