Li, X., Park, J. M. and Mitchell, J. (2026) “Perception in the Loop: Understanding AI Chatbot Efficiency Through the Lens of Role, Support, and Technology Use in Higher Education”, Student Success, 17(1), pp. 32–48. doi: 10.63608/ssj.3877.