D. Pandey

Field-of-view confounding shapes genetic discovery from self-supervised cardiac-imaging phenotypes

Self-supervised models increasingly convert medical images into quantitative phenotypes for biological discovery, but statistical reproducibility does not establish that a learned phenotype represents the intended anatomy. We trained a video masked-autoencoder on 69,932 UK Biobank cardiac cine-MRI studies and performed...