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ResearchFormerly WizWand

Length of Stay Prediction (LOS) on MIMIC-IV (Mutual Information)

0.1542Mutual Information (MI)MLCI
0.0292960.0617230.094150.126577Jun 16, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MLCI2026.060.1542
DeepSetsPooling=mean ⊕ max pool2026.060.1536
Set TransformerMode=single-logit2026.060.1516
Pure MIL Attention Pooling2026.060.1493
Star-GAT2026.060.1489
Gradient Boosted TreesEvaluation=Score/Logit2026.060.1486
Deep MLP Bag-of-CodesImplementation=EmbeddingBag2026.060.1473
Deep and Cross NetworkAcronym=DCN2026.060.1448
Factorization MachineMetric=FM score2026.060.1388
FusedLogits LR2026.060.1375
kNN2026.060.0843
Multinomial Naive Bayes2026.060.079
Complement Naive Bayes2026.060.0775
CCI+ECIMode=scalar2026.060.0639
ElixhauserAcronym=ECI2026.060.0626
CharlsonAcronym=CCI2026.060.0341