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Papers Benchmarks Datasets Tasks

HiRID dataset and benchmarks · SOTA2 Research

Research Datasets

HiRID

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

HiRiD

0.813AUROC

16

Mortality Prediction

HiRID to PPICU Transfer Learning

0.72AUROC

8

Circulatory Failure Prediction

HiRID (test)

40.6AUPRC

8

Blood Test Ordering (Lab)

HiRID (holdout)

93.1Recall

7

Treatment Indicators (Drug)

HiRID (holdout)

91.1Recall

7

In-hospital Mortality

HiRID (holdout)

0.93AUROC

7

Length of Stay Prediction

HiRID to PPICU Transfer Learning

0.69MAE

7

HiRID to PPICU (Transfer Learning)

0.183MSE

7

ICU mortality prediction

HiRID YAIB-aligned

92.7AUROC

7

Remaining Length of Stay

HiRID (holdout)

0.342MAE

6

Multivariate Forecasting

HiRID (holdout)

0.021MSE

6

Survival Analysis

HiRID (test)

0.862Ctd

5

Early prediction of ventilation onset

HiRID (val)

34.7AUPRC

3

Early prediction of respiratory failure

HiRID (val)

60.5AUPRC

3

Popular tasks

Multivariate Forecasting Forecasting Mortality Prediction Survival Analysis Length-of-Stay Prediction

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