MACE risk estimation on Internal (Institution A) cohort (test)
0.796Concordance IndexCross-attention Fusion
Evaluation results
| Method | Links | |
|---|---|---|
| Cross-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Cross-attention2026.06 | 0.796 | |
| Contrastive Multimodal FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Contrastive Learning2026.06 | 0.794 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Co-attention (image guide)2026.06 | 0.791 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Co-attention (EHR guide)2026.06 | 0.791 | |
| ConcatenationModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Linear Concatenation2026.06 | 0.79 | |
| Cross-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Cross-attention2026.06 | 0.762 | |
| Contrastive Multimodal FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Contrastive Learning2026.06 | 0.759 | |
| ConcatenationModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Linear Concatenation2026.06 | 0.757 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Co-attention (EHR guide)2026.06 | 0.754 | |
| Image onlyModality=Unimodal, Data Source=Imaging2026.06 | 0.742 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Co-attention (image guide)2026.06 | 0.741 | |
| EHR onlyModality=Unimodal, Representation=One-hot2026.06 | 0.732 | |
| EHR onlyModality=Unimodal, Representation=CLMBR2026.06 | 0.502 |