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30-day Mortality Prediction (30M) on MIMIC-IV

0.0722Mutual Information (MI)MLCI
0.0168620.0312260.045590.059954Jun 16, 2026

Evaluation results

MethodLinks
MLCI2026.060.0722
DeepSetsPooling=mean ⊕ max pool2026.060.0672
Set TransformerMode=single-logit2026.060.0658
Star-GAT2026.060.0653
Pure MIL Attention Pooling2026.060.0652
Deep MLP Bag-of-CodesImplementation=EmbeddingBag2026.060.0636
Gradient Boosted TreesEvaluation=Score/Logit2026.060.0633
kNN2026.060.0627
Deep and Cross NetworkAcronym=DCN2026.060.0617
Multinomial Naive Bayes2026.060.0577
Complement Naive Bayes2026.060.057
FusedLogits LR2026.060.0543
Factorization MachineMetric=FM score2026.060.0543
ElixhauserAcronym=ECI2026.060.0287
CCI+ECIMode=scalar2026.060.0287
CharlsonAcronym=CCI2026.060.019