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Papers Benchmarks Datasets Tasks

In-hospital mortality research benchmarks · SOTA2 Research

In-hospital mortality

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

(EHR + CXR)PAIRED (test)

0.865AUROC

11

Feb 26, 2026

MIMIC-III 72-hour observation horizon

0.77AUROC

10

Apr 21, 2026

In-hospital Mortality (test)

85.61AUROC

10

Feb 26, 2026

PPICU (holdout)

89AUROC

7

Mar 26, 2026

MIMIC-IV (holdout)

91.5AUROC

7

Mar 26, 2026

HiRID (holdout)

0.93AUROC

7

Mar 26, 2026

eICU Northeast Region

Combined Method

0.877AUC-ROC

5

May 6, 2026

eICU West Region

Combined Method

86AUC-ROC

5

May 6, 2026

eICU Midwest Region

Combined Method

86.3AUC-ROC

5

May 6, 2026

eICU South Region

0.864AUC-ROC

5

May 6, 2026

(EHR + CXR) PARTIAL (test)

MedFuse (OPTIMAL)

87.4AUROC

4

Feb 26, 2026

MIMIC-III EHR_PAIRED

0.833AUROC

3

Feb 26, 2026

MIMIC-III (EHR + CXR)_PARTIAL

0.874AUROC

1

Feb 26, 2026

MIMIC-III (EHR_PARTIAL)

0.861AUROC

1

Feb 26, 2026

Popular datasets

MIMIC eICU MIMIC-III HiRID EHR + CXR

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