Author

Nadia G. Wood

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Review Open access Sep 2026

Development and Clinical Validation of an Automated LLM Judge for Evaluating Perioperative Patient Questions

Background: Large language models (LLMs) are increasingly used in patient-facing clinical applications, creating a need for scalable methods to evaluate the accuracy, safety, and appropriateness of their responses. Although physician review remains the reference standard, it is resource-intensive and difficult to scale...

B. Collaço, Nadia G. Wood, Yun-Guo Yu et al. · Bioengineering · 0 citations

#large language models Review Open access Sep 2026

Graph-Enhanced Retrieval-Augmented Generation for Postoperative Patient Question Answering: A Comparative Evaluation of Knowledge Graph, Retrieval-Augmented Generation, and Hybrid GraphRAG Approaches

Background: Reliable access to postoperative guidance between clinic visits remains inconsistent, and the usefulness of large language models depends on how clinical knowledge is structured and retrieved. Knowledge graph-only (KG-only), vector retrieval-augmented generation (RAG-only), and hybrid graph-retrieval (Graph...

Srinivagasam Prabha, B. Collaço, Carina Rosa Malena et al. · Bioengineering · 0 citations