Background and Rationale Smartphone-based surveys offer a promising approach for real-time health data collection, especially in longitudinal studies. They enable frequent self-reports on mood, cognitive function, physical activity, and clinical experiences while reducing recall bias. Yet, maintaining engagement over months poses a major challenge, particularly for older adults who may face barriers to digital health…