AINeutralarXiv – CS AI · Mar 54/10
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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.