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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks – Page 17 · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Antibiotic Selection (4-class)

MIMIC-IV

72AUC

5

Counterfactual Prediction

semi-synthetic MIMIC III sequence length 100 (test)

0.27RMSE (T=1)

5

30-day hospital readmission prediction

MIMIC-IV (test)

65Accuracy

5

Medication dosing prediction

MIMIC-IV Vancomycin Dosing (test)

70.71MSE

5

Medication dosing prediction

MIMIC-IV UH Dosing (test)

411.2MSE

5

Event Type Prediction

MIMIC (test)

0.452Macro F1

5

ICD Code Prediction

MIMIC-III

22.4Micro Recall

4

Faithfulness Evaluation

MIMIC (test)

3.31AOPC Completeness Gap

4

Point Anomaly Detection

MIMIC-IV (5-fold stratified cross-validation)

95.24AUC

4

NSR Classification

MIMIC-IV-ECG (external cohort)

36.7PRAUC

4

STEMI Classification

MIMIC ECG IV (external cohort)

59.6PRAUC

4

OMI Classification

MIMIC-IV-ECG (external cohort)

15.2PR AUC

4

ICD code prediction

MIMIC-IV 26K ICD-10 (test)

99.7AUC-ROC Micro

4

Generative Modeling

MIMIC-LT

0.045FID

4

Clinical event prediction

MIMIC-III (held-out test)

-0.459Reward

4

Next token prediction

MIMIC Discharge Summaries IV (test)

0.362Beta Score

4

Irregular Multivariate Time Series Forecasting

MIMIC-IV 12-36

5.851Energy Score

4

Irregular Multivariate Time Series Forecasting

MIMIC-III 12-36

5.73Energy

4

Irregular Multivariate Time Series Forecasting

MIMIC-IV 24-24

4.268Energy

4

Irregular Multivariate Time Series Forecasting

MIMIC-III 24-24

3.543Energy

4

Irregular Multivariate Time Series Forecasting

MIMIC-IV 36-12

2.835Energy

4

Irregular Multivariate Time Series Forecasting

MIMIC-III 36-12

2.279Energy

4

Irregular Multivariate Time Series Forecasting

MIMIC-IV (36-3*)

0.808Energy Score

4

Irregular Multivariate Time Series Forecasting

MIMIC-III 36-3*

1.353Energy

4

Irregular Multivariate Time Series Forecasting

MIMIC-IV 24-24 horizon

-0.851njNLL

4

Page 17 of 22

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