Leveraging Naturalistic Driving Digital Biomarkers for Early Mild Cognitive Impairment Detection: Deep Learning Strategies

Naturalistic driving behavior offers a scalable and noninvasive approach for early cognitive screening. Deep learning models using full-trip naturalistic driving data show promise for detecting MCI, with fusion strategies providing supplementary insights. This framework supports proactive, real-world monitoring of cognitive decline, laying the foundation for digital health interventions in dementia prevention.