A comparison of approaches to improve worst-case predictive model performance over patient subpopulations

Predictive models for clinical outcomes that are accurate on average in a patient population may underperform drastically for some subpopulations, potentially introducing or reinforcing inequities in care access and quality. Model training approaches that aim to maximize worst-case model performance...

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Detalles Bibliográficos
Autores principales: Pfohl, Stephen R., Zhang, Haoran, Xu, Yizhe, Foryciarz, Agata, Ghassemi, Marzyeh, Shah, Nigam H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8885701/
https://www.ncbi.nlm.nih.gov/pubmed/35228563
http://dx.doi.org/10.1038/s41598-022-07167-7

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8885701/
https://www.ncbi.nlm.nih.gov/pubmed/35228563
http://dx.doi.org/10.1038/s41598-022-07167-7

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