Identify mediators of HelpCoach’s knowledge-retention benefit
Determine whether metacognitive reflection during question formulation and students’ constructive use of chatbot responses mediate the relationship between HelpCoach and knowledge retention.
References
Future work should directly examine metacognitive reflection and response use as potential mediators of learning.
— HelpCoach: Scaffolding Targeted AI Help-Seeking During Problem-Solving
(2609.28918 - Jin et al., 24 Sep 2026) in Discussion, subsection “Connecting Question Specificity and Knowledge Retention”
Future work should investigate how help-seeking and response use jointly contribute to self-regulation development and whether in situ scaffolds can also promote constructive response-use behaviors.
— HelpCoach: Scaffolding Targeted AI Help-Seeking During Problem-Solving
(2609.28918 - Jin et al., 24 Sep 2026) in Section “Limitations and Future Work,” fourth paragraph