Nefrima Sartika Putri

Human-AI collaborative problem solving in middle school mathematics: an orchestration and learning review

This systematic literature review synthesizes evidence on human-AI collaborative problem solving in mathematics, with particular attention to AI roles, collaboration patterns, learning outcomes, and pedagogical orchestration, and recommends preregistered, longitudinal, middle-school studies with process-level measures,...