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Papers Benchmarks Datasets Tasks

MIMIC-IV dataset and benchmarks · SOTA2 Research

Research Datasets

MIMIC-IV

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Clinical Event Prediction

MIMIC-IV (test)

0.985AUROC

78

Mortality prediction

MIMIC-IV (test)

86AUC

64

Medical Diagnosis

MIMIC-IV diagnostic evaluation set (test)

78.33Accuracy

54

Mortality Prediction

MIMIC-IV

0.91AUROC

53

Agent Verification

MIMIC-IV Pancreatitis

94.71AUROC

24

Note completion

MIMIC-IV (test)

8.11ROUGE-1

21

In-hospital mortality prediction

MIMIC-IV MedMod protocol (test)

72.25AUROC

17

In-hospital mortality prediction (MORT)

MIMIC-IV

74.22MI (x10^3)

16

Predictive Modeling

MIMIC-IV (train)

4.306Mean Negative Log-Likelihood (NLL)

14

Disease Prediction

MIMIC-IV Tasks @ 5

1.95ROC Change

13

Next-visit Procedure (Proc) Prediction

MIMIC-IV

59.4Recall@5

12

Respiratory failure prediction

MIMIC-IV downsampled v2.0 (test)

77.17AUC

12

Copula Modeling

MIMIC-IV (held-out)

4.307Negative Log-Likelihood (Test)

11

In-hospital mortality prediction

MIMIC-IV Outcome v2.0 (test)

0.653AUPRC

10

Clinical risk prediction

MIMIC-IV ICareFM Track 2 (admission cohort)

88.3Hospital Mortality (AUROC)

10

Chronic disease progression prediction

MIMIC-IV Cardiovascular disease (test)

80.4Accuracy

9

ECG Report Generation

MIMIC-IV ECG

0.18HR

8

Probabilistic forecasting of irregular multivariate time series

MIMIC-IV (test)

0.808Energy Score (Multivariate)

7

Point Forecasting

MIMIC-IV (test)

0.278MSE

7

Patient Clustering

MIMIC-IV K=2 (patient cohort)

0.29ARI

7

Multimodal Clinical Prediction

MIMIC-IV

83.6AUROC (48h IHM)

6

Remaining Length of Stay

MIMIC-IV (holdout)

0.328MAE

6

Contextual Anomaly Detection

MIMIC-IV 5-fold stratified (val)

1AUC

4

Irregular Multivariate Time Series Forecasting

MIMIC-IV 12-36 horizon

-0.859NJNLL

4

Mortality Prediction

MIMIC-IV v3.1

52.3AUPRC

4

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