AINeutralarXiv – CS AI · 18h ago6/10
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Deterministic Integrity Gates for LLM-Assisted Clinical Manuscript Preparation: An Auditable Biomedical Informatics Architecture
Researchers present MedSci Skills, an open-source toolkit that pairs LLM-assisted clinical manuscript generation with deterministic verification gates to detect fabricated citations, numerical errors, and missing reporting guidelines. The system demonstrates 100% detection of seeded defects versus 41% for generic LLM reviewers, providing an auditable trail for biomedical publishing.