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Hai-Bo Liu

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Review Open access Aug 2026

Computer self-efficacy and perceived knowledge application in generative AI-supported learning: a cross-sectional parallel mediation analysis

Background This study examined whether human–AI synergy (HAS) and autonomous learning technology use (ALT) mediated the association between computer self-efficacy (CSE) and perceived knowledge application ability (KAA). Methods A cross-sectional survey of 801 undergraduates from five higher education institutions in Sh...

Yan Cheng, Hai-Bo Liu · 0 citations

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