Author

Adrian Groza

2 papers indexed here

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#artificial intelligence Preprint Oct 2026

Ontology-guided multi-agent reasoning for explainable differential diagnosis

This work proposes an ontology-guided, multiagent differential diagnosis framework that replicates the iterative reasoning process of physicians, and grounds diagnostic inference in a structured, expert-curated medical knowledge base, enabling interpretation of symptoms, clinical findings, or disease relationships.

R. Szomiu, George Ursu, Adrian Groza · 0 citations

#artificial intelligence Review Aug 2026

Review Before Trust: Source-Grounded Integrity Gates for AI-Assisted Personal Health Records

An evidence-gated trust-promotion model that keeps generated data provisional until a deterministic monitor verifies it against the source document, demonstrating the technical feasibility of an enforceable boundary that prevents generated claims from authorizing their own reuse in a longitudinal health record.

Nora Girda, Adrian Groza · 0 citations