Direct Uncertainty Prediction for Medical Second Opinions

Maithra Raghu
Maithra Raghu
Katy Blumer
Katy Blumer
Rory Sayres
Rory Sayres
Jon M. Kleinberg
Jon M. Kleinberg

arXiv: Learning, 2018.

Cited by: 1|Bibtex|Views3|

Abstract:

The issue of disagreements amongst human experts is a ubiquitous one in both machine learning and medicine. In this work, we show that machine learning models can be successfully trained to give uncertainty scores to data instances that result in high expert disagreements. In particular, they can identify patient cases that would benefit ...More

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