Introduction Digital health research increasingly relies on smartphone-based surveys to monitor health trajectories in real time. While this approach offers timely data with reduced recall bias, maintaining engagement over months or years remains a core challenge, especially among older adults with chronic conditions. Previous studies have highlighted survey fatigue and higher dropout rates in mobile…