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Uncertainty in Breast Cancer Risk Prediction: A Conformal Prediction Study of Race Stratification.

Authors :
Millar, Alexander S.
Arnn, John
Himes, Sam
Facelli, Julio C.
Source :
Medinfo; 2023, Vol. 310, p991-995, 5p
Publication Year :
2023

Abstract

The use of Artificial Intelligence (AI) in medicine has attracted a great deal of attention in the medical literature, but less is known about how to assess the uncertainty of individual predictions in clinical applications. This paper demonstrates the use of Conformal Prediction (CP) to provide insight on racial stratification of uncertainty quantification for breast cancer risk prediction. The results presented here show that CP methods provide important information about the diminished quality of predictions for individuals of minority racial backgrounds. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15696332
Volume :
310
Database :
Complementary Index
Journal :
Medinfo
Publication Type :
Conference
Accession number :
175124606
Full Text :
https://doi.org/10.3233/SHTI231113