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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Bibliographic Details
Main Authors: Tyler J Loftus, Benjamin Shickel, Matthew M Ruppert, Jeremy A Balch, Tezcan Ozrazgat-Baslanti, Patrick J Tighe, Philip A Efron, William R Hogan, Parisa Rashidi, Gilbert R Upchurch, Azra Bihorac
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2022-01-01
Series:PLOS Digital Health
Online Access:https://journals.plos.org/digitalhealth/article/file?id=10.1371/journal.pdig.0000085&type=printable
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