Uncertainty-aware deep learning in healthcare: A scoping review

Mistrust is a major barrier to implementing deep learning in healthcare settings. Entrustment could be earned by conveying model certainty, or the probability that a given model output is accurate, but the use of uncertainty estimation for deep learning entrustment is largely unexplored, and there i...

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Detalles Bibliográficos
Autores principales: Loftus, Tyler J., Shickel, Benjamin, Ruppert, Matthew M., Balch, Jeremy A., Ozrazgat-Baslanti, Tezcan, Tighe, Patrick J., Efron, Philip A., Hogan, William R., Rashidi, Parisa, Upchurch, Gilbert R., Bihorac, Azra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Research Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9802673/
https://www.ncbi.nlm.nih.gov/pubmed/36590140
http://dx.doi.org/10.1371/journal.pdig.0000085

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9802673/
https://www.ncbi.nlm.nih.gov/pubmed/36590140
http://dx.doi.org/10.1371/journal.pdig.0000085

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