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Review Open access Oct 2026

A reproducible LLM-assisted grey-literature synthesis pipeline with human-in-the-loop validation

Abstract Background Public-health evidence in Europe is fragmented across 38 jurisdictions and 30+ official languages: regulations, ministerial circulars and clinical guidelines sit in national legal systems rather than in indexed peer-reviewed literature, making cross-country comparison slow and error-prone. Large lan...

F. Starace, C. Boni, G. Setti et al. · 0 citations

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