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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Mortality prediction

MIMIC-IV

90.8Accuracy

178

Mortality Prediction

MIMIC IV

64.5F1-score

154

Factual outcome prediction

MIMIC-III extract

9.05RMSE

105

One-year mortality prediction

MIMIC-IV

0.915AUC-ROC

90

Readmission Prediction

MIMIC-IV

0.798AUC-ROC

90

Sepsis treatment

MIMIC-IV (test)

0.045WIS

81

Multi-Objective Offline Policy Evaluation

MIMIC-IV (test)

0.643FQE

78

Multimodal Classification

MIMIC

0.427PR AUC

72

In-hospital mortality prediction

MIMIC-III (test)

0.891AUC

70

in-hospital mortality prediction

MIMIC-IV

0.98AUROC

62

Medical Jargon Extraction

MIMIC medical jargon extraction IV

36.6Top-3 F1 Score

60

Mortality Prediction

MIMIC-III

84.19AUROC

59

Readmission Prediction

MIMIC-III (target)

74.42AUPRC

59

Clinical prediction

MIMIC-III

94.1AUROC

59

Counterfactual outcome prediction

MIMIC III semi-synthetic (800/200/200)

0.2RMSE

57

final diagnosis prediction

MIMIC

93.6Accuracy

56

MIMIC-III (test)

0.396MSE

51

Diabetes Detection

MIMIC-III

82.56AUC

48

Synthetic Text Generation

MIMIC IV (test)

75MAUVE

43

Irregular Multivariate Time Series Forecasting

MIMIC (test)

0.448Mean Squared Error (MSE)

42

Cardiac diagnosis

MIMIC-IV-Ext

54.9F1@3

42

Medication Recommendation

MIMIC-III

53.73Jaccard Similarity

42

Length of Stay Prediction (LOS)

MIMIC-IV (test)

81.88ROC AUC

42

Medical Visual Question Answering (Multiple-Choice)

MIMIC (test)

82.56Accuracy

40

Medical Visual Question Answering (True/False)

MIMIC (test)

73.2Accuracy

40

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

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