This article argues that detection-first approaches fail on their own terms, and that institutions will protect academic integrity far more effectively by building a fair process, clear expectations, disclosure, evidence of student work, and human judgment. The goal is not to abandon technology. It is to stop treating a statistical score as proof of misconduct.
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