Journals as AI‑provenance Gatekeepers

Academic publishers will need to adopt explicit provenance and verification roles: mandating machine‑readable declarations of AI assistance, standardized provenance metadata for datasets and code, and independent replication checks before publication. This would reframe journals from novelty gatekeepers to certifiers of trustworthy scientific record in an era of widespread AI generation. — If journals become the primary institutions for verifying AI‑tainted research, that will reshape incentives across science, affecting funding, policy decisions, and public trust in research.