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Shi-Peng Liu

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Review Open access Oct 2026

Efficacy of artificial intelligence-driven conversational agents (chatbots) for mental health promotion among university students: a systematic review and meta-analysis

To evaluate the effects of AI-mediated conversational interventions on depressive and anxiety symptoms in university students, while distinguishing outcome domains, comparator intensity, intervention architecture, and the evidential requirements for standardized post-intervention effect estimation, the search date was...

Chen Shao, Xiao-Chen Chen, Sheng-Nan Qiao et al. · 0 citations

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