30-day Mortality Prediction (30M) on MIMIC-IV
0.0722Mutual Information (MI)MLCI
Evaluation Results
| Method | Links | |
|---|---|---|
| MLCI2026.06 | 0.0722 | |
| DeepSetsPooling=mean ⊕ max pool2026.06 | 0.0672 | |
| Set TransformerMode=single-logit2026.06 | 0.0658 | |
| Star-GAT2026.06 | 0.0653 | |
| Pure MIL Attention Pooling2026.06 | 0.0652 | |
| Deep MLP Bag-of-CodesImplementation=EmbeddingBag2026.06 | 0.0636 | |
| Gradient Boosted TreesEvaluation=Score/Logit2026.06 | 0.0633 | |
| kNN2026.06 | 0.0627 | |
| Deep and Cross NetworkAcronym=DCN2026.06 | 0.0617 | |
| Multinomial Naive Bayes2026.06 | 0.0577 | |
| Complement Naive Bayes2026.06 | 0.057 | |
| FusedLogits LR2026.06 | 0.0543 | |
| Factorization MachineMetric=FM score2026.06 | 0.0543 | |
| ElixhauserAcronym=ECI2026.06 | 0.0287 | |
| CCI+ECIMode=scalar2026.06 | 0.0287 | |
| CharlsonAcronym=CCI2026.06 | 0.019 |