AINeutralarXiv – CS AI · 15h ago6/10
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Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories
Researchers present Vital Trace, a protocol-constrained multi-agent AI framework designed to improve clinical risk prediction in intensive care units by tracking patient trajectories over extended periods. The system uses compact patient-state memory and structured reasoning agents rather than unbounded text histories, demonstrating better temporal consistency and interpretability on MIMIC-IV and eICU datasets.