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Benchmarks
In-Hospital Mortality on MIMIC-III 72-hour observation horizon
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0.77
AUROC
OC-Distill
0.71176
0.72688
0.742
0.75712
Apr 18, 2026
AUROC
AUPRC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
AUPRC
OC-Distill
Labels=100%
2026.04
0.77
0.372
OC-Distill
Labels=50%
2026.04
0.751
0.35
Cross-Modal Contrastive
Labels=100%
2026.04
0.737
0.32
Synthetic Notes Augmentation
Labels=100%
2026.04
0.737
0.326
CKLE
Labels=100%
2026.04
0.733
0.32
Transformer
Labels=100%
2026.04
0.725
0.293
Cross-Modal Contrastive
Labels=50%
2026.04
0.725
0.312
Synthetic Notes Augmentation
Labels=50%
2026.04
0.72
0.281
Transformer
Labels=50%
2026.04
0.719
0.285
CKLE
Labels=50%
2026.04
0.714
0.279
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