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    Identifying risk factors for depression and positive/negative mood changes in college students using machine learning by Qi Qiang, Jinsheng Hu, Xianke Chen, Weihua Guo, Qingshuo Yang, Zhijun Wang, Zhihong Liu, Ya Zhang, Qi Li

    Published 2025-07-01
    “…The baseline level of depression, father’s emotional expression, and mother’s emotional expression were all important predictors for predicting the negative and positive changes in depression among college students.ConclusionMachine learning models can predict the extent of depression changes in college students. …”
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