Clinical Outcome Prediction on MIMIC-III
39.06Mortality (dCorr)MLCI
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MLCI2026.06 | 39.06 | 37.39 | 49.84 | 18.55 | |
| Gradient Boosted TreesInput=Score/Logit2026.06 | 32.28 | 31.88 | 48.16 | 20.17 | |
| Factorization MachineScore type=FM score2026.06 | 31.96 | 31.28 | 45.38 | 20.51 | |
| FusedLogits LR2026.06 | 31.19 | 31.2 | 46.05 | 18.96 | |
| Pure MIL Attention Pooling2026.06 | 31.11 | 30.4 | 48.11 | 20.41 | |
| Set TransformerMode=single-logit2026.06 | 30.29 | 29.92 | 48.08 | 20.51 | |
| Deep MLP Bag-of-CodesBackbone=EmbeddingBag2026.06 | 30.17 | 29.4 | 47.67 | 20.18 | |
| Deep and Cross Network (DCN)2026.06 | 30.06 | 29.24 | 47.12 | 19.7 | |
| Star-GAT2026.06 | 29.44 | 29.01 | 48.25 | 20.06 | |
| DeepSetsPooling=mean ⊕ max pool2026.06 | 29.29 | 29.11 | 48.88 | 21.52 | |
| Multinomial Naive Bayes2026.06 | 24.89 | 25.21 | 25.04 | 16.73 | |
| Complement Naive Bayes2026.06 | 24.69 | 25.02 | 23.89 | 16.76 | |
| kNN2026.06 | 22.56 | 23.22 | 23.55 | 11.15 | |
| Elixhauser (ECI)2026.06 | 21.38 | 24.7 | 23.1 | 13.38 | |
| CCI+ECIFormat=scalar2026.06 | 19.79 | 24.06 | 20.82 | 14.15 | |
| Charlson (CCI)2026.06 | 15.54 | 20.26 | 15.28 | 13.07 |