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Papers Benchmarks Datasets Tasks

MIMIC-III dataset and benchmarks · SOTA2 Research

Research Datasets

MIMIC-III

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

MIMIC-III 50 labels (test)

64.1F1 Micro

90

Counterfactual Outcome Prediction

MIMIC-III semi-synthetic (N=3000) (test)

0.24RMSE

35

Counterfactual Outcome Prediction

MIMIC-III semi-synthetic (N=1000) (test)

0.3RMSE

35

MIMIC-III full (test)

62.3F1 Micro

30

Relation Extraction

MIMIC-III (test)

86.7Strict F1

26

Named Entity Recognition

MIMIC-III (test)

85.6Strict F1

26

MIMIC-III (full)

58.4Micro Recall

20

Irregular Time Series Forecasting

MIMIC-III (h) 36 → 12 horizon

1.44MSE

18

Irregular Time Series Forecasting

MIMIC-III 24 → 24 horizon

1.63MSE

18

Irregular Time Series Forecasting

MIMIC-III 12 → 36 horizon

1.8MSE

18

Clinical time-series prediction

MIMIC-III (test)

85.79AUROC

18

ICD-9 code prediction

MIMIC-III 8922 labels (full)

0.91AUC Macro

17

Disease Diagnosis

MIMIC-III 1.0 (test)

69.04Micro Precision

17

HbA1c Imputation

MIMIC-III (test)

0.966MAE

14

De-identification

MIMIC-III 100 discharge notes 1.4 (test)

99Precision

14

Medical Code Prediction

MIMIC-III full-label 1.4 (test)

0.586F1 Micro

14

Missing data estimation

MIMIC-III v1.4 (test)

0.014Mean RMSE

13

Overall Diagnosis Prediction

MIMIC-III 5% (train)

51.73Precision@10 (Visit-Level)

11

In-hospital mortality prediction

MIMIC-III Outcome v1.4 (test)

53.72AUPRC

10

Medication Recommendation

MIMIC-III (test)

55.77Jaccard Similarity

10

Phenotype Classification

MIMIC-III v1.4 (test)

40.13F1 Score

10

MIMIC-III v1.4 (test)

66.39F1 Score

10

48-hour In-Hospital Mortality

MIMIC-III v1.4 (test)

53.44F1 Score

10

MIMIC-III

68.2AUROC

10

MIMIC-III 72-hour observation horizon

0.661AUROC

10

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