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Papers Benchmarks Datasets Tasks

Mortality Prediction research benchmarks – Page 2 · SOTA2 Research

Mortality Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.162Brier Score

11

May 19, 2026

Mortality Prediction Task T3 C = 512 (test)

0.14Brier Score

11

Apr 28, 2026

Mortality Prediction Task T2 C = 512 (test)

0.144Brier Score

11

Apr 28, 2026

Mortality Prediction Task T1 C = 512 (test)

0.219Brier Score

11

Apr 28, 2026

MIMIC-IV v2.2 (target)

8.46AUPRC

10

Feb 26, 2026

MIMIC-III target v1.4

16.95AUPRC

10

Feb 26, 2026

MIMIC 30% III (test)

0.646AUROC

9

Apr 21, 2026

MIMIC to PPICU Transfer Learning

0.72AUROC

8

Mar 26, 2026

HiRID to PPICU Transfer Learning

Record2Vec Template

0.72AUROC

8

Mar 26, 2026

0.97Precision

8

Feb 26, 2026

Clinical Multi-modal Dataset δ ≥ 36h (test)

0.442AUPRC

7

Feb 26, 2026

Clinical Multi-modal Dataset 24 ≤ δ < 36h (test)

50.8AUPRC

7

Feb 26, 2026

Clinical Multi-modal Dataset 12 ≤ δ < 24h (test)

0.566AUPRC

7

Feb 26, 2026

Clinical Multi-modal Dataset δ < 12h (test)

61AUPRC

7

Feb 26, 2026

Clinical Multi-modal Dataset Overall (test)

52.3AUPRC

7

Feb 26, 2026

MIMIC (δ ≥ 36) IV (test)

0.83AUROC

7

Feb 26, 2026

MIMIC 24 ≤ δ < 36 IV (test)

0.776AUROC

7

Feb 26, 2026

MIMIC (12 ≤ δ < 24) IV (test)

80AUROC

7

Feb 26, 2026

MIMIC (δ < 12) IV (test)

0.867AUROC

7

Feb 26, 2026

MIMIC Overall IV (test)

0.822AUROC

7

Feb 26, 2026

M3-Mortality (M3M) (test)

79Accuracy

7

Feb 26, 2026

PhysioNet Challenge 2012 (test)

0.786AUROC

6

Feb 26, 2026

de-identified EHR corpus (test)

0.879AUROC

5

May 12, 2026

ICU Clinical Dataset

STAR Set Transformer

0.916AUC

5

Mar 10, 2026

MIMIC-III v1.4 (test)

78.1Accuracy

5

Feb 26, 2026

Page 2 of 3

Popular datasets

MIMIC Clinical Multi-modal Dataset Physionet MIMIC-III PhysioNet Challenge

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