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Leveraging Swipe Gesture Interactions From Mobile Games as Indicators of Anxiety and Depression: Exploratory Study

Leveraging Swipe Gesture Interactions From Mobile Games as Indicators of Anxiety and Depression: Exploratory Study

Therefore, future work should consider sampling data more frequently based on smaller time intervals to capture more detailed and fine-grained insights into swipe and gameplay behaviors. Finally, the findings from this study also set a precedent for future work involving machine learning algorithms to develop predictive models using mobile gameplay data that could potentially predict anxiety and depression scores.

Vibhav Chitale, Julie D Henry, Ben Matthews, Vanessa Cobham, Nilufar Baghaei

JMIR Ment Health 2025;12:e70577