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Fairness in Cardiac Magnetic Resonance Imaging: Assessing Sex and Racial Bias in Deep Learning-Based Segmentation

BACKGROUND: Artificial intelligence (AI) techniques have been proposed for automation of cine CMR segmentation for functional quantification. However, in other applications AI models have been shown to have potential for sex and/or racial bias. The objective of this paper is to perform the first ana...

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Detalles Bibliográficos
Autores principales: Puyol-Antón, Esther, Ruijsink, Bram, Mariscal Harana, Jorge, Piechnik, Stefan K., Neubauer, Stefan, Petersen, Steffen E., Razavi, Reza, Chowienczyk, Phil, King, Andrew P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9021445/
https://www.ncbi.nlm.nih.gov/pubmed/35463778
http://dx.doi.org/10.3389/fcvm.2022.859310