Ling-Yun Gao

Cognitive offloading and metacognitive calibration in generative AI-mediated doctoral learning: a grounded theory study of accountable reconstruction

Learner-controlled engagement was most evident in episodes where doctoral students transformed AI-generated outputs into owned understanding, calibrated judgment, and defensible research decisions, and episodes suggest that accountable reconstruction helps preserve learners' responsibility for verification, reasoning,...