In-hospital mortality on (EHR + CXR)PAIRED (test)
0.865AUROCMedFuse
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MedFuseFine-tuning strategy=OPTIMAL2022.07 | 0.865 | 0.594 | |
| MedFuseTraining set=(EHR + CXR)_PARTIAL2022.07 | 0.865 | 0.594 | |
| MedFuseEncoder Initialization=Pre-trained (PT)2022.07 | 0.841 | 0.544 | |
| Unified2022.07 | 0.835 | 0.495 | |
| DAFT2022.07 | 0.828 | 0.492 | |
| Early FusionTraining Data=(EHR + CXR)PAIRED2022.07 | 0.827 | 0.485 | |
| Joint FusionTraining Data=(EHR + CXR)PAIRED2022.07 | 0.825 | 0.506 | |
| Joint FusionTraining Data=(EHR + CXR)PARTIAL2022.07 | 0.819 | 0.479 | |
| MMTM2022.07 | 0.819 | 0.474 | |
| Early FusionTraining Data=(EHR + CXR)PARTIAL2022.07 | 0.818 | 0.467 | |
| MedFuseEncoder Initialization=Randomly Initialized (RI)2022.07 | 0.817 | 0.471 |