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Xin Nie

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Review Open access Jul 2026

Collaborative Medical Intelligence: A State-Machine-Based Multi-Agent Architecture for Multimodal Diagnostic Reasoning

This study develops a collaborative framework in which several agents analyze a medical question from different professional perspectives, discuss the evidence, vote on the proposed answer, and revise unresolved questions up to three times, showing that structured collaboration can make medical artificial intelligence workflows more transparent.

Xueyan Zhang, Xin Nie, Yuankun Liu et al. · 0 citations