ALIGN, a compositional zero-shot LLM system with candidate generation, self-evaluation, and uncertainty-based human deferral, improves ATC and MedDRA coding accuracy on 22 historical immunology trials compared with prompting and RAG baselines.
Unlocking the potential of patient data through responsible sharing – has anyone seen my keys? Med Writ
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Unlocking Historical Clinical Trial Data with ALIGN: A Compositional Large Language Model System for Medical Coding
ALIGN, a compositional zero-shot LLM system with candidate generation, self-evaluation, and uncertainty-based human deferral, improves ATC and MedDRA coding accuracy on 22 historical immunology trials compared with prompting and RAG baselines.