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Author

Igor Belenichev

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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
Review Open access Jul 2026

Gene Signalling Pathways, Putative Biomarkers and Hypothetical Modulation in Autism Spectrum Disorders

Integrative pathogenetic mechanisms of ASD are explored, encompassing prenatal viral exposure, alterations in serotonin and oxytocin signaling pathways, regulation of N-methyl-D-aspartate receptors, SHANK proteins, and members of the Solute Carrier protein family.

Anrdrii Kamenshshyk, Igor Belenichev, Anna Prishutova et al. · 0 citations

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