Hygieia: AI Agent for Rare Disease Diagnosis
Researchers introduced Hygieia, a multi-modal AI agent system designed to improve rare disease diagnosis by integrating phenotypic, genetic, and clinical data. The system uses a router-based, knowledge-enhanced framework to reduce hallucination and tailor diagnostic strategies. It prioritizes risk-related genomic factors and provides confidence scores. Evaluations show state-of-the-art performance across benchmarks, with collaboration from Yale School of Medicine.
Key facts
- Hygieia is a multi-modal AI agent for rare disease diagnosis.
- It integrates phenotypic, genetic, and clinical data.
- Features a router-based, knowledge-enhanced framework.
- Mitigates hallucination and tailors diagnostic strategies.
- Prioritizes risk-related genomic factors for rare diseases.
- Provides confidence scores for clinical decision-making.
- Achieves state-of-the-art performance on diagnostic benchmarks.
- Developed in collaboration with Yale School of Medicine.
Entities
Institutions
- Yale School of Medicine