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Jian-Shan Cheng

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Open access Aug 2026

Can Large Language Models Support University Counseling? Evidence from Perceived Counseling Alliance, Disclosure Willingness, and Risk Recognition

It is suggested that LLM-based agents are most effective as front-end support tools that facilitate engagement and emotional expression rather than as autonomous crisis detectors in Chinese university counseling settings.

Jian-Shan Cheng · 0 citations

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