Do deep embedding-derived imaging phenotypes reveal breast cancer risk heterogeneity beyond scalar risk stratification?
Date:
Sollis LJ, Shvetsov Y, Quon B, Wolfgruber TK, Bunnell A, Hernandez BY, Shepherd JA.
Accompanied by a peer-reviewed proceedings paper, pp. 423-432.
Tests whether deep representations from mammographic risk models carry risk structure that scalar risk scores discard, in a 26,573-woman HIPIMR cohort (79,317 screening examinations, 2010-2020).