Diagnostic Labels and Measurement Timing Drive Systematic Inconsistency in ADNI Neuroimaging Data
These findings indicated that ADNI does not provide the stable, internally consistent labels often required in machine learning applications, and proposed a practical framework for diagnostic validation, feature harmonization, and cohort accounting, offering guidance for building more robust and biologically meaningful...