Moving from disclosure to substance in AI transparency.
Where this comes from
- Record sourced from PubMed, PMID 42328196.
- Also identified by DOI 10.1016/j.patter.2026.101585 and PMC identifier 13280675.
- Licence recorded as CC BY.
- The licence permits redistribution, so the abstract is shown in full and the full text is available from the publisher.
Abstract
AI disclosure mandates have rapidly become standard in scientific publishing, a genuine success of scholarly self-governance. Yet across 10,000 bioRxiv preprints, disclosure tracks only modestly with code and data sharing. The next phase of policy should pair "whether" with "how," alongside independent transparency requirements.