Can detector scores verify reporting quality?

No. Reporting quality needs separate editorial checks.

Where is tool use most useful?

At intake and pre-publication risk review.

A newsroom-oriented look at AI detectability in journalism and how editors should interpret tool signals.

In journalism, detection signals are useful for triage but never a replacement for source verification.

Editorial trust depends on fact-checking discipline, not only writing style signals.