PE mortality prediction on Internal (Institution A) cohort (test)
0.862AUCContrastive Multimodal Fusion
Evaluation results
| Method | Links | |
|---|---|---|
| Contrastive Multimodal FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Contrastive Learning2026.06 | 0.862 | |
| Contrastive Multimodal FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Contrastive Learning2026.06 | 0.847 | |
| Cross-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Cross-attention2026.06 | 0.846 | |
| ConcatenationModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Linear Concatenation2026.06 | 0.846 | |
| Cross-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Cross-attention2026.06 | 0.846 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Co-attention (image guide)2026.06 | 0.842 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Co-attention (image guide)2026.06 | 0.839 | |
| Image onlyModality=Unimodal, Data Source=Imaging2026.06 | 0.837 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Co-attention (EHR guide)2026.06 | 0.824 | |
| ConcatenationModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Linear Concatenation2026.06 | 0.819 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Co-attention (EHR guide)2026.06 | 0.784 | |
| EHR onlyModality=Unimodal, Representation=CLMBR2026.06 | 0.775 | |
| EHR onlyModality=Unimodal, Representation=One-hot2026.06 | 0.748 |