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Papers Benchmarks Datasets Tasks

eICU dataset and benchmarks · SOTA2 Research

Research Datasets

eICU

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Survival Analysis

eICU (test)

0.64C-index

81

In-hospital mortality prediction

eICU (test)

0.85HR

78

Mortality Prediction

eICU

0.886AUC-PRC

53

Medication Recommendation

eICU

73.54PR AUC

43

Optimal Subgroup Identification

eICU ventilation-free days within 7 days (test)

0.05Subgroup ATE

24

Subgroup Identification

eICU ventilation-free-days outcome

531.92ESS

24

eICU

0.785AUROC

22

Diagnosis Prediction

eICU spatial domain shift, Midwest as target (test)

69.72Weighted F1

21

Urinary tract infection (UTI) prediction

eICU

0.945AUROC

19

Sepsis Prediction

eICU

98.2AUROC

19

eICU

9,089.2MSE

16

Multivariate time series classification

eICU

85.2AUROC

15

Disease Diagnosis

eICU

41.2AUPRC

15

Heart Failure Prediction

eICU spatial domain shift 2014-2015 (test)

92.54AUROC

15

Readmission Prediction

eICU

0.788AUC-ROC

15

Survival Analysis

eICU (5-fold CV)

0.797C-index

14

Sepsis Classification

eICU 4h lead time

90.1AUC

13

Sepsis Classification

eICU 6h lead time

0.894AUC

13

Sepsis Classification

eICU 8h lead time

88.7AUC

13

Sepsis Classification

eICU 12h lead time

87.4AUC

13

Sepsis Classification

eICU 24h lead time

85.2AUC

13

Vasopressor (Vaso) use prediction

eICU

0.77AUROC

12

Length of Stay (LOS) prediction

eICU

70AUROC

12

Irregular clinical time-series prediction

eICU (test)

79.3AUROC

11

mortality prediction

eICU

0.162Brier Score

11

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