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Engagement assessed through passive and app-based metrics: estimated time spent asleep, time spent with phone screen on, and time spent at home
App-based metrics: completion of mindfulness and nonmindfulness activities and how many days a week activities were completed
Regression analysis showed engagement seemed best assessed from estimated sleep duration (P
Engagement highly individualized on heat map–k-means clustering showed poor predictive performance for passive metrics–engagement patterns not easily grouped
J Med Internet Res 2025;27:e68544
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