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Evaluation and Mitigation of Racial Bias in Clinical Machine Learning Models: Scoping Review

BACKGROUND: Racial bias is a key concern regarding the development, validation, and implementation of machine learning (ML) models in clinical settings. Despite the potential of bias to propagate health disparities, racial bias in clinical ML has yet to be thoroughly examined and best practices for...

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Detalles Bibliográficos
Autores principales: Huang, Jonathan, Galal, Galal, Etemadi, Mozziyar, Vaidyanathan, Mahesh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9198828/
https://www.ncbi.nlm.nih.gov/pubmed/35639450
http://dx.doi.org/10.2196/36388