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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks – Page 6 · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Procedures Prediction

MIMIC III Admission Notes v1.4 (test)

88.37Macro AUROC

14

Diagnoses Prediction

MIMIC III Admission Notes v1.4 (test)

0.835Macro AUROC

14

Length-of-stay prediction

MIMIC-III (test)

13.11RMSE

13

Readmission prediction

MIMIC-III (test)

75.7Accuracy

13

Multi-label Classification

MIMIC-IV full

0.73Foc

13

Treatment policy learning

MIMIC-III (test)

67.9FQE

13

Sepsis Early Warning

MIMIC 4-hour window IV (test)

90.3AUC

13

Sepsis Early Warning

MIMIC 6-hour window IV (test)

0.901AUC

13

Sepsis Early Warning

MIMIC 8-hour window IV (test)

89.9AUC

13

Sepsis Early Warning

MIMIC 12-hour window IV (test)

87.2AUC

13

Sepsis Early Warning

MIMIC 24-hour window IV (test)

86.1AUC

13

Open-ended Medical Visual Question Answering

MIMIC

58.1F1 Score

13

Yes/No Medical Visual Question Answering

MIMIC

75.2F1 Score

13

Next observation prediction

MIMIC-III Small

4.651MSE

13

Disease Prediction

MIMIC-IV Tasks @ 25

2.8ROC Score

13

Disease Prediction

MIMIC-IV Tasks @ 10

2.55ROC

13

MIMIC-III (test)

85.6AUROC

13

Patient state prediction

MIMIC-III (test)

85.31AUROC

13

Survival prediction

MIMIC-III

81.14C-index

13

LVEF < 40% prediction

MIMIC All (test)

78.9Balanced Accuracy

13

Rare Disease Diagnosis

MIMIC-IV Rare Out-of-Distribution (test)

53.05Top-1 Accuracy

12

Mortality Prediction

MIMIC-IV

0.363Silhouette Score

12

Joint Density Estimation

MIMIC-III

-0.835njNLL

12

Survival Analysis

MIMIC-III

0.159IBS

12

In-hospital mortality prediction

MIMIC Time-series IV (test)

0.298Beta

12

Page 6 of 22

Popular tasks

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

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