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O. Kamyshnyi

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Open access Aug 2026

A multi-agent GraphRAG framework for pharmacotherapy safety verification in clinical decision support systems

The evaluation revealed that the integration of LLM-based extraction with a pharmacotherapy knowledge graph enhanced safety-oriented clinical decision support and provided more accurate and traceable answers than traditional RAG.

V. Ryzhenko, Bogdan Burlaka, Igor Belenichev et al. · 0 citations

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