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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks – Page 12 · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Mortality Prediction

MIMIC-III CCU

0.97Precision

8

Medication Prediction

MIMIC-IV epilepsy (test)

34EM@1

7

Patient Subtyping

MIMIC-IV

0.896AUROC

7

Clinical Prediction

MIMIC

81.8AUROC

7

Untargeted attack

MIMIC

0.055GED

7

ECG Interpretation

MIMIC-IV-ECG Tier 1 (test)

27.3PRAUC

7

Probabilistic forecasting of irregular multivariate time series

MIMIC-III (test)

1.305Energy Score (multivariate)

7

Signal ECG Prediction

MIMIC-IV-ECG (test)

0.053MSE

7

Latent ECG Prediction

MIMIC-IV-ECG (test)

0.045MSE

7

Rare Disease Mining

MIMIC RD Code 3

46Precision

7

Rare Disease Mining

MIMIC RD Entity 3

51.6Precision

7

Irregular Multivariate Time Series Forecasting

MIMIC-IV 36-3* task (test)

0.285MSE

7

Irregular Multivariate Time Series Forecasting

MIMIC-IV

-2.113njNLL

7

Multi-label classification

MIMIC Notes IV (target)

73.63Precision

7

Post-72-hour mortality prediction

MIMIC-III (test)

88.6AUROC

7

Clinical Patient State Learning

MIMIC-III Appendix benchmark

67.9FQE

7

Question Answering

MIMIC-IV-Ext-Instr (test)

77.53Accuracy

7

In-hospital mortality prediction

MIMIC-III continual protocol (B) demographic shift

0.85AUROC (Full-data UB)

7

Point-process prediction

MIMIC-II

0.72RMSE

7

Time Series Reasoning

MIMIC-IV Waveform

43.9Accuracy

7

Blood Test Ordering (Lab)

MIMIC-IV (holdout)

94.7Recall

7

Treatment Indicators (Drug)

MIMIC-IV (holdout)

90.3Recall

7

In-hospital Mortality

MIMIC-IV (holdout)

91.5AUROC

7

Length of Stay Prediction

MIMIC to PPICU (Transfer Learning)

0.49MAE

7

ED Vital Sign Development

MIMIC-IV

61Event F1

7

Page 12 of 22

Popular tasks

Irregular Multivariate Time Series Forecasting Mortality Prediction Classification In-hospital mortality prediction Length-of-Stay Prediction

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