The paper proposes a multi-source approach for measuring how students use AI tools during writing tasks. That can help schools move beyond simple detection and toward understanding different patterns of assistance.
The work matters because education policy is still catching up with everyday AI use. Reliable measurement is a prerequisite for fair rules, useful instruction and credible research on learning outcomes.