MAPT and Mental deterioration: To address this gap, we developed a machine learning model to predict one-year cognitive decline in older adults with MCR by integrating neurodegenerative biomarkers (e.g., β-amyloid, tau), dual-task gait metrics, and neuropsychological assessments.