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Papers Benchmarks Datasets Tasks

In-hospital mortality prediction research benchmarks · SOTA2 Research

In-hospital mortality prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.85HR

78

May 19, 2026

MIMIC-III (test)

0.891AUC

70

Jun 9, 2026

0.98AUROC

62

Apr 21, 2026

INSPIRE cohort Supplementary Table 26 (test)

0.846C-index (Concordance Index)

57

May 19, 2026

84.5AUPRC

36

Jun 9, 2026

MIMIC-IV (test)

87.3AUROC

27

May 14, 2026

MIMIC-IV MedMod protocol (test)

72.25AUROC

17

Jul 7, 2026

In-hospital Mortality

94AUROC

16

May 13, 2026

84.4AUC

13

Jun 2, 2026

87.8AUROC

12

Jun 9, 2026

MIMIC Time-series IV (test)

0.298Beta

12

May 11, 2026

Clinical Multimodal Dataset (test)

0.89AUROC

11

Mar 26, 2026

MIMIC-IV Outcome v2.0 (test)

0.653AUPRC

10

Jun 4, 2026

MIMIC-III Outcome v1.4 (test)

53.72AUPRC

10

Jun 4, 2026

In-hospital Mortality (test)

53.3AUPRC

10

Feb 26, 2026

MIMIC-III Diabetes

42.22AUPRC

10

Feb 26, 2026

MIMIC-III Hypertension

47.27AUPRC

10

Feb 26, 2026

MIMIC-III (Whole)

48.74AUPRC

10

Feb 26, 2026

MIMIC III Admission Notes v1.4 (test)

84.51Macro AUROC

10

Feb 26, 2026

4ECE

7

Jun 9, 2026

MIMIC-III continual protocol (B) demographic shift

Tree of Concepts

0.85AUROC (Full-data UB)

7

Apr 21, 2026

MIMIC-III continual protocol A (time-window shift by admission year)

Tree of Concepts

0.86Full-data UB Score

7

Apr 21, 2026

0.523AUPRC

7

Feb 26, 2026

EHR (Electronic Health Records) (test)

0.94AUROC

5

May 13, 2026

Federated XGBoost

22AUPRC

5

Mar 18, 2026

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

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