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In-hospital mortality prediction research benchmarks – Page 2 · SOTA2 Research

In-hospital mortality prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Federated XGBoost

14AUPRC

5

Mar 18, 2026

3AUPRC

5

Mar 18, 2026

Federated XGBoost

20AUPRC

5

Mar 18, 2026

88AUROC

5

Mar 18, 2026

96AUROC

5

Mar 18, 2026

89AUROC

5

Mar 18, 2026

76.04AUC-ROC

4

May 13, 2026

Multimodal Clinical Dataset In-hospital Mortality

83.5AUROC

4

Mar 10, 2026

PhysioNet/CinC Challenge Event 2 2012 1.0.0 (Set C)

Random predictor

10,137.7Event 2 Score

3

Jun 19, 2026

PhysioNet CinC Challenge 2012 Event 1 1.0.0 (Set B)

Best published participant

0.535Event 1 Score

3

Jun 19, 2026

Page 2 of 2

Popular datasets

MIMIC Partner MIMIC-III In-hospital Mortality MIMIC-IV

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