A Detector Score Is a Classifier Output, Not a Verdict: Reading AI Detection Like an Engineer

Imagine a teacher sees a hypothetical "87% AI" on a student's essay. It reads like a measurement. It is not. It is the output of a classifier built on proxy features, with a threshold someone chose, e