Nature Mental Health, Published online: 03 July 2026; doi:10.1038/s44220-026-00679-5
Advances in consumer wearables and machine learning enable the continuous detection of depression risk through behavioral and physiological data. In this Comment, we emphasize the crucial need to apply these technologies to adolescents, highlighting the potential for early detection and prevention of depression during this pivotal developmental stage.