Pharma & Biotechmulti-agent extraction with adjudicationproposed and experimentally validated on a small held-out dataset; promising but not yet production-proven at scale.

Collaborative LLM workflow for automated data extraction in living systematic reviews

Two AI reviewers read clinical trial papers, compare answers, and challenge each other when they disagree so researchers can update evidence reviews faster.

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