This study presents a cognitive scaffolding framework that combines PFC and TCSA strategies to enhance critical thinking in GenAI-supported learning. Findings show that high-performing students demonstrated stronger Analysis, Evaluation, and Self-Regulation skills, highlighting the value of structured human–AI collaboration in higher education.
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