Etiology Prediction on Retrospective multimodal cardiovascular clinical decision-making dataset (test)
0.801AUROCHetMedAgent
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HetMedAgentSystem Type=Multi-Agent Systems, oversight=w/o Clinician2026.05 | 0.801 | 75.7 | |
| MedAgentsSystem Type=Multi-Agent Systems2026.05 | 0.751 | 70.8 | |
| AgentClinicSystem Type=Multi-Agent Systems2026.05 | 0.738 | 69.5 | |
| MetaGPTSystem Type=Multi-Agent Systems2026.05 | 0.731 | 68.7 | |
| AutoGenSystem Type=Multi-Agent Systems2026.05 | 0.724 | 67.9 | |
| MeditronSystem Type=Medical LLMs2026.05 | 0.723 | 68.1 | |
| Llama-3-MeditronSystem Type=Medical LLMs2026.05 | 0.712 | 66.8 | |
| PMC-LLaMASystem Type=Medical LLMs2026.05 | 0.698 | 65.2 | |
| BioMistralSystem Type=Medical LLMs2026.05 | 0.685 | 63.8 | |
| DoctorGLMSystem Type=Medical LLMs2026.05 | 0.673 | 62.5 | |
| GatorTronSystem Type=Medical LLMs2026.05 | 0.657 | 60.9 |