Background Problem-Based Learning (PBL) is extensively employed in medical education to promote advanced cognitive skills. At the foundational level of medical education, novice learners frequently encounter difficulties in forming cohesive knowledge structures due to an excessive cognitive load. Generative artificial intelligence (GenAI) offers new opportunities for learning support, yet its pedagogical role and integration mechanisms in medical education remain insufficiently explored.