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Racial Equity in Healthcare Machine Learning: Illustrating Bias in Models With Minimal Bias Mitigation

Background and objective While the potential of machine learning (ML) in healthcare to positively impact human health continues to grow, the potential for inequity in these methods must be assessed. In this study, we aimed to evaluate the presence of racial bias when five of the most common ML algor...

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Detalles Bibliográficos
Autores principales: Barton, Michael, Hamza, Mahmoud, Guevel, Borna
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cureus 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10023594/
https://www.ncbi.nlm.nih.gov/pubmed/36942183
http://dx.doi.org/10.7759/cureus.35037