A knowledge-graph-guided, multi-agent LLM pipeline improves zero-shot next-visit diagnosis prediction across four EHR datasets without any labeled training data.
Machine learning model to predict mental health crises from electronic health records
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KERAP: A Knowledge-Enhanced Reasoning Approach for Accurate Zero-shot Diagnosis Prediction Using Multi-agent LLMs
A knowledge-graph-guided, multi-agent LLM pipeline improves zero-shot next-visit diagnosis prediction across four EHR datasets without any labeled training data.