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Algorithmic encoding of protected characteristics in chest X-ray disease detection models

BACKGROUND: It has been rightfully emphasized that the use of AI for clinical decision making could amplify health disparities. An algorithm may encode protected characteristics, and then use this information for making predictions due to undesirable correlations in the (historical) training data. I...

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Detalles Bibliográficos
Autores principales: Glocker, Ben, Jones, Charles, Bernhardt, Mélanie, Winzeck, Stefan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10025760/
https://www.ncbi.nlm.nih.gov/pubmed/36791660
http://dx.doi.org/10.1016/j.ebiom.2023.104467