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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Binary Classification

MIMIC 2

0.869AUC

25

Structured text synthesis

Mimic

75.15RoBERTa ROC-AUC

24

48-hour In-Hospital Mortality (48-IHM)

MIMIC IV

85.24AUC

24

Causal outcome forecasting

MIMIC-IV sepsis (ALT)

0.06RMSE

24

Causal outcome forecasting

MIMIC sepsis BILIRUBIN-TOTAL IV

0.07RMSE

24

Causal outcome forecasting

MIMIC-IV sepsis (CREATININE)

0.09RMSE

24

Causal outcome forecasting

MIMIC-IV sepsis SOFA-SCORE

0.09RMSE

24

Outcome Forecasting

Semi-synthetic MIMIC-IV sepsis (test)

0.1RMSE

24

Cardiovascular Disease (CVD) Prediction

MIMIC-IV

93.2AUROC

24

Agent Verification

MIMIC-IV Cholecystitis

0.965AUROC

24

Agent Verification

MIMIC-IV Diverticulitis

0.998AUROC

24

Length of Stay (LOS)

MIMIC-IV

77.6F1 Score

21

Mortality Prediction

MIMIC IV

2.93AUPRC

21

Discharge summary generation

MIMIC-IV (test)

10.11ROUGE-1

21

Rare Disease Diagnosis

MIMIC-IV Rare

29.19R@1

21

MIMIC IV

0.016Mean Absolute Estimation Error

20

MIMIC Full IV

57Micro Recall

20

Data Imputation

MIMIC-IV-ED under MCAR

4.55MAE (Output)

20

CCI CHF prediction

MIMIC-IV-ED

48.08Macro F1 Score

20

Critical outcome prediction

MIMIC-IV-ED

90.11Macro F1

20

Hospitalization prediction

MIMIC ED IV

49.24Macro F1

20

Token-level Uncertainty Quantification

MIMIC-DI

89.11AUCROC

20

Report Generation

MIMIC

54.9Factual Consistency (FC)

20

Multiple-Choice Question Answering

MIMIC

80.96Task Utility

20

True/False Question Answering

MIMIC

77.78Task Utility

20

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Popular tasks

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