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Findings support Brain-PACE as a complementary longitudinal imaging phenotype with sensitivity to relevant clinical and biological changes in early neurodegeneration and extend the LILAC framework by combining spatial attention with soft label distribution learning and a Cram\'er distance objective.
Frozen image features can still achieve state-of-the-art weakly supervised classification and localization performance in ovarian cancer histopathology, thanks to contrastive and prototype learning.