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...
Saved in:
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 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
-
Community-engaged artificial intelligence research: A scoping review.
by: Tyler J Loftus, et al.
Published: (2024-08-01) -
Association of Sociodemographic Factors With Overtriage, Undertriage, and Value of Care After Major Surgery
by: Tyler J. Loftus, MD, et al.
Published: (2024-06-01) -
Uncertainty-Aware Semi-Supervised Method for Pectoral Muscle Segmentation
by: Yutao Tang, et al.
Published: (2025-01-01) -
Awareness and Uptake of Family Screening in Patients Diagnosed with Colorectal Cancer at a Young Age
by: Niamh M. Hogan, et al.
Published: (2015-01-01) -
Uncertainty-Aware Sensor Deployment Strategy in Mixed Wireless Sensor Networks
by: Yan Chang, et al.
Published: (2013-11-01)