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D. Lee

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Open access Jul 2026

Comparative analysis of discriminative and generative natural language processing pipelines for automated prostate magnetic resonance imaging reports

Self-hosted discriminative and generative NLP pipelines were more efficient than generative models in annotating PIRADS from mpMRI report text, providing insights into configurations for optimal clinical deployment when volume is a limiting factor.

D. Lee, N. McCoy, C. Haroldsen et al. · 0 citations
Open access Aug 2026

A Human-in-the-Loop Large Language Model System Based on the Model Context Protocol for Differential Diagnosis from Electronic Medical Records and Literature

DDx-Finder is presented, an open-source framework that leverages Model Context Protocol (MCP) servers for direct EMR and literature access, enabling prompt-driven clinical state extraction and reliable case-report re- trieval via generating searching query by LLM, while addressing limitations related to resource demand...

H. Lim, H. Yi, J. Yoon et al. · 0 citations

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