Cardiovascular Disease (CVD) Prediction on MIMIC-IV
93.2AUROCMedM2T
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MedM2TModality=Multimodal, Subset=extended2025.10 | 93.2 | 67 | |
| HAIMModality=Multimodal, Subset=extended2025.10 | 92.3 | 68 | |
| MultiBenchModality=Multimodal, Subset=extended2025.10 | 91.6 | 64.9 | |
| MedM2TModality=Multimodal, Subset=core2025.10 | 91.5 | 63.2 | |
| HAIMModality=Multimodal, Subset=core2025.10 | 89.9 | 63.3 | |
| MultiBenchModality=Multimodal, Subset=core2025.10 | 89.7 | 62.1 | |
| MultiModNModality=Multimodal, Subset=extended2025.10 | 88.9 | 59.3 | |
| MultiModNModality=Multimodal, Subset=core2025.10 | 87.1 | 57.3 | |
| MedM2TModality=Labs2025.10 | 87 | 56.8 | |
| HAIMModality=Labs2025.10 | 86.4 | 57.4 | |
| HAIMModality=Static, Subset=extended2025.10 | 85.3 | 55.7 | |
| MultiBenchModality=Labs2025.10 | 85.2 | 54.2 | |
| MultiBenchModality=Static, Subset=extended2025.10 | 84.7 | 55.2 | |
| MedM2TModality=Static, Subset=extended2025.10 | 84.6 | 54.6 | |
| MedM2TModality=ECG2025.10 | 84.4 | 52.7 | |
| MultiModNModality=Static, Subset=extended2025.10 | 84 | 53.3 | |
| MultiModNModality=Labs2025.10 | 82.9 | 51.1 | |
| MultiBenchModality=ECG2025.10 | 81.9 | 51.1 | |
| HAIMModality=ECG2025.10 | 78.3 | 45.2 | |
| MultiModNModality=ECG2025.10 | 77 | 43.3 | |
| HAIMModality=Static, Subset=core2025.10 | 71.8 | 36.4 | |
| MedM2TModality=Static, Subset=core2025.10 | 71.7 | 36.2 | |
| MultiModNModality=Static, Subset=core2025.10 | 71.3 | 35.9 | |
| MultiBenchModality=Static, Subset=core2025.10 | 71.1 | 35.8 |