Risk Prediction on M3TAVR (test)
89.6AUROCR-CGA + InternVL3.5-8B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| R-CGA + InternVL3.5-8BFramework=TAVR-VLM, Backbone=InternVL3.5-8B2026.06 | 89.6 | 87.4 | |
| R-CGA + Qwen3-VL-8BFramework=TAVR-VLM, Backbone=Qwen3-VL-8B2026.06 | 89.2 | 86.9 | |
| Gemini-3 ProParadigm=Closed-Source Frontier Models2026.06 | 88.3 | 86 | |
| Claude-4 OpusParadigm=Closed-Source Frontier Models2026.06 | 87.5 | 85.2 | |
| GPT-4oParadigm=Closed-Source Frontier Models2026.06 | 86.8 | 84.4 | |
| InternVL3.5-8BParadigm=Open-Source Multimodal Models2026.06 | 86.1 | 83.6 | |
| Qwen3-VL-8BParadigm=Open-Source Multimodal Models2026.06 | 84.9 | 82.3 | |
| Late-FusionParadigm=Risk-Only Baselines, Inputs=CT+Echo+Tab2026.06 | 83.2 | 79.6 | |
| LLaVA-Med-1.5Paradigm=Open-Source Multimodal Models2026.06 | 80.4 | 77.3 | |
| TabNetParadigm=Risk-Only Baselines2026.06 | 79.1 | 75 | |
| XGBoostParadigm=Risk-Only Baselines2026.06 | 78.5 | 74.2 |