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Papers Benchmarks Datasets Tasks

EHR dataset and benchmarks · SOTA2 Research

Research Datasets

EHR

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Agent Memory Attack Defense

EHR

0ASR

15

1-Year Mortality Prediction

EHR (Electronic Health Records) (test)

0.821AUROC

5

In-hospital Mortality Prediction

EHR (Electronic Health Records) (test)

0.94AUROC

5

Disease onset forecasting

EHR 5-year horizon (test)

0.756Macro AUROC

5

Mechanical Ventilation

EHR Dataset

0.84AUROC

5

In-ICU Mortality

EHR Dataset

94AUROC

5

Missing Data Recovery

EHR ICD-10 codes (sample)

950Number of Search Terms

4

Clinical prediction

EHR held-out hospital (test)

0.842AUROC

4

Clinical prediction

EHR In-distribution hospitals (train)

86.7AUROC

4

Multivariate Time Series Classification

EHR (test)

83.5Accuracy

1

Popular tasks

Clinical prediction Multivariate Time Series Classification In-hospital mortality prediction Missing data recovery In-ICU Mortality

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