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Papers Benchmarks Datasets Tasks

eICU dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

eICU

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

eICU West Region

80.6AUC-ROC

5

eICU West Region

73.2Macro Score

5

In-Hospital Mortality

eICU West Region

86AUC-ROC

5

eICU Midwest Region

0.23Kappa

5

eICU Midwest Region

0.793AUC-ROC

5

eICU Midwest Region

73.1Macro Average Score

5

In-Hospital Mortality

eICU Midwest Region

86.3AUC-ROC

5

eICU South Region

0.2Kappa

5

eICU South Region

0.844AUC-ROC

5

eICU South Region

0.744Macro Score

5

In-Hospital Mortality

eICU South Region

0.864AUC-ROC

5

Next Event Prediction

eICU

30F1 Score

5

Single-table data generation fidelity

eICU

44.05ER

5

Binary Anomaly Detection

eICU (5-fold stratified cross-validation)

0.845AUC

4

Discriminability (C2ST)

eICU (test)

97.9Logistic C2ST AUC

4

EHR Generation Fidelity

eICU

0.046MMD

4

Membership Inference Attack

eICU

50.2Accuracy

4

Event Count Estimation

eICU

0.03Event Count

4

Time Gap Estimation

eICU

0.5Time Gap

4

eICU

72Subgroup Synthetic < Test Error (%)

3

eICU

76Subgroup Error Agreement Rate

3

Privacy Preservation in Synthetic Data Generation

eICU (Mortality-48H)

0.317MIR

3

Privacy Preservation in Synthetic Data Generation

eICU (ARF-4H)

0.214MIR

3

Generation Fidelity

eICU Mortality-48H

0.712R^2

3

Generation Fidelity

eICU ARF-4H

0.768R^2

3

Page 3 of 4

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