One Panel Does Not Fit All: Case-Adaptive Multi-Agent Deliberation for Clinical Prediction

By: Yuxing Lu, Yushuhong Lin, Jason Zhang

Published: 2026-04-01

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Abstract

This paper introduces a multi-agent deliberation framework that adapts to individual clinical cases for improved prediction, addressing the challenge of personalized medicine by allowing AI agents to collaboratively analyze and predict outcomes more accurately.

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One Panel Does Not Fit All: Case-Adaptive Multi-Agent Deliberation for Clinical Prediction | ArXiv Intelligence