Understanding Sources of Demographic Predictability in Brain MRI via Disentangling Anatomy and Contrast

Researchers developed a framework to analyze how demographic attributes (age, sex, race) can be predicted from brain MRI scans by separating anatomical structure from acquisition-dependent contrast differences. The study found that demographic predictability primarily stems from anatomical variation rather than imaging artifacts, suggesting bias mitigation in medical AI must address both sources.