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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks – Page 4 · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Phenotyping (25-label)

MIMIC-IV

75AUROC

20

Mortality prediction

MIMIC-III

0.77AUC

20

Irregular Time Series Classification

MIMIC-III

0.852AUC-ROC

20

Rare disease mention extraction

MIMIC3-RD Entity n=117 docs (test)

59.2Micro-F1

19

Urinary tract infection (UTI) prediction

MIMIC-IV

66.6AUROC

19

Ventilator-associated pneumonia (VAP) prediction

MIMIC-IV

0.799AUROC

19

Sepsis prediction

MIMIC-IV

0.918AUROC

19

Medical Image Generation

MIMIC-CXR

0.48FID

19

Epilepsy detection

MIMIC-IV

89.1AUC

18

Drug Recommendation

MIMIC-IV (target)

61.28F1 Score

18

Irregular Multivariate Time Series Forecasting

MIMIC-III

-0.158mNLL

17

Medical Report Classification

MIMIC

88.2Micro Precision

17

ICU Treatment Recommendation

MIMIC-III v1.4 (test)

97.68Survival Return (DR)

17

Disease Diagnosis

MIMIC-IV 1.0 (test)

72.82Micro Precision

17

ICU transfer prediction (ICU)

MIMIC-III

32.42MI (x10^3)

16

Length of stay prediction (LOS)

MIMIC-III

0.165Mutual Information (MI)

16

30-day mortality prediction (30M)

MIMIC-III

77.77Mutual Information (MI) (x10^3)

16

In-hospital mortality prediction (MORT)

MIMIC-III

0.085Mutual Information (MI)

16

ICU transfer prediction (ICU)

MIMIC-IV

19.24MI (x10^2)

16

Length of stay prediction (LOS)

MIMIC-IV

0.154Mutual Information (MI)

16

30-day mortality prediction (30M)

MIMIC-IV

0.072Mutual Information (MI)

16

Clinical Outcome Prediction

MIMIC-III

39.06Mortality (dCorr)

16

Clinical Outcome Prediction

MIMIC-IV

54.8Mortality (dCorr)

16

MIMIC (test)

28.2ROUGE-1

16

48-hour in-hospital mortality (48-IHM) prediction

MIMIC IV (test)

74.37AUROC

16

Page 4 of 22

Popular tasks

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

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