Review
Jul 2026
Computer-generated QIS tutorial feedback is valued by students, but does not replicate in-class collaboration
While the computer-generated feedback was broadly considered useful by students, student engagement patterns were markedly different in the solo setting, with students demonstrating reluctance to use the interface's built-in help features and tending to internalize failure in unproductive ways counter to the intention of a formative learning environment.
J. C. Meyer, S. Pollock, Bethany R. Wilcox et al.
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