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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks – Page 15 · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Sepsis Treatment Reinforcement Learning

MIMIC-III (Random (standard))

67.9FQE

6

Multivariate Forecasting

MIMIC-IV (holdout)

0.027MSE

6

ED Admission Prediction

MIMIC IV

74Accuracy

6

Counterfactual Outcome Prediction

MIMIC-III semi-synthetic (counterfactual random trajectories) (test)

40.8Score (τ=1)

6

Counterfactual Outcome Prediction

MIMIC-III (test)

6.69RMSE (tau=1)

6

Multi-turn Clinical Simulation

MIMIC-IV (test)

84.4Accuracy

6

Next Event Prediction

MIMIC-IV

48F1 Score (macro)

6

Out-of-Distribution Detection

MIMIC-III Newborn ICU Records

0.802AUC-OOD

6

ICU Mortality Prediction

MIMIC Adult ICU Records III

0.929AUROC

6

Disease classification

MIMIC-III (test)

0.767AUC

6

Patient classification

MIMIC-II ICU database (test)

79.05Accuracy

6

Medical Image Classification

MIMIC (100% labeled)

80.2AUC

6

Medical Image Classification

MIMIC (10% labeled)

74.8AUC

6

Medical Image Classification

MIMIC (1% labeled)

69.5AUC

6

Survival model ranking recovery

MIMIC IV

82.5Oracle Top-3 Recovery Frequency

5

length of stay prediction

MIMIC-IV

0.802AUROC

5

Privacy Evaluation

MIMIC

1NRS

5

Certainty Distortion Evaluation

MIMIC document-level

2Certainty Distortion (CD)

5

Paraphrasing and Simplification of radiological findings

MIMIC

38.3Para Score

5

Explanation Generation

MIMIC Readmission

17.8NLI Faithfulness

5

Text Classification

MIMIC Readmission

65.2F1 Score

5

Medical Policy Evaluation

MIMIC-IV (test)

9.48Expected Return (V^π)

5

Probabilistic forecasting

MIMIC-IV

0.217CRPS

5

Probabilistic forecasting

MIMIC-III

0.286CRPS

5

Automated ICD Coding

MIMIC-IV ICD-10 frequent codes (test)

99.3AUC-ROC (Micro)

5

Page 15 of 22

Popular tasks

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