# Adaptive-test item exposure screening

Judges: one item text vs. forum posts. Questions: noul:item\_leaked. Action: Retire exposed items.

Grade: S — Top tier. Meets A, and the payoff is major with high confidence.. Score: 4.36.

Vertical: Education.

Function: Research & education.

Status: Idea.

Volume: routine.

Value: major.

Risk: moderate.

Evidence: null.

Flags: None.

- [Vertical](/verticals/education/)
- [Function](/functions/research_edu/)
- [Cheating chat-log alert in remote proctoring](/use-cases/cheating-chat-log-alert-in-remote-proctoring/)
- [Safeguarding signal screen](/use-cases/safeguarding-signal-screen/)
- [Frustration detector in tutoring chat](/use-cases/frustration-detector-in-tutoring-chat/)
- [Student answer misconception tagger](/use-cases/student-answer-misconception-tagger/)
- [Language-learner error type tagger](/use-cases/language-learner-error-type-tagger/)
- [Off-topic classroom bot gate](/use-cases/off-topic-classroom-bot-gate/)