A Cautionary Tale of Self-Supervised Learning for Imaging Biomarkers: Alzheimer's Disease Case Study. - Maxwell Reynolds; Chaitanya Srinivasan; Vijay Cherupally; Michael Leone; Ke Yu; Li Sun 010; Tigmanshu Chaudhary; Andreas Pfenning; Kayhan Batmanghelich (CoRR, 2026)