Artificial Intelligence #llm#artificial intelligence
Deterministic Integrity Gates Verify LLM-Assisted Clinical Manuscripts Without False Positives
A new architecture from arXiv introduces deterministic integrity gates for verifying LLM-assisted clinical manuscripts. The MedSci Skills toolkit uses 43 skills with a 21-detector deterministic tier, catching all 27 injected defects with zero false positives, compared to an LLM reviewer's 11 detections.
Jun 16, 2026 1 source