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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Yu-Han Zeng

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Open access Aug 2026

Boundary Conditions of "More Use, Better Outcome": The Role of Self-Regulation in AI-Assisted Oral Proficiency

Findings reframe the more use, better outcome logic by revealing a dual-path mechanism: usage frequency ensures the floor of language exposure, while AI learning engagement willingness determines the ceiling of deep processing.

Shijie Hu, Yu-Yang Zhao, Yu-Han Zeng et al. · 0 citations

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