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Xin-Ran Chen

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Open access Aug 2026

Layer-sensitive cognitive offloading in generative AI-assisted writing: supported performance and independent no-AI outcomes

The findings distinguish performance achieved with GenAI from competence demonstrated independently after support is removed, which is interpreted as classroom-level, mechanism-consistent associations rather than definitive causal effects.

Xin-Ran Chen · 1 citation · ⚡1

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