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MedAgent-X: A Multi-Agent Explainable Clinical Decision Support System via Knowledge Graph-Guided Hierarchical Reasoning and Uncertainty-Aware Transformer Networks

2026-06-08

Abstract excerpt

<title>Abstract</title> <p>Clinical decision support systems (CDSS)face afundamentaltensionbetweenpredictive performance and interpretability, a challenge compounded by the heterogeneous, temporally structured nature of electronic health record (EHR) data. Existing approaches either sacrifice transparency for accuracy or deliver interpretability without adequate uncertainty quantification, rendering them unsuitab...

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Literature Corpus work
03dd32e7-006a-58b3-8e7a-62040c8c24fc
DOI
10.21203/rs.3.rs-9941816/v1
Open publication

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MedAgent-X: A Multi-Agent Explainable Clinical Decision Support System via Knowledge Graph-Guided Hierarchical Reasoning and Uncertainty-Aware Transformer NetworksDOI 10.21203/rs.3.rs-9941816/v1
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