Education research methodology

NC State's Socratic Challenger makes the AI cross-examine the student's research question

An eight-step workflow puts five AI checkpoints between a topic and an abstract, and a nine-week run with 45 ecology undergraduates found students rated every step useful, which measures perceived value rather than question quality.