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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks – Page 21 · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Next Time-Step Prediction

MIMIC-IV Restricted to data supported by ETHOS

12F1 Score (macro)

2

Attribute Inference Attack (AIA)

MIMIC-IV

0F1 Score

2

Membership Inference Attack (MIA)

MIMIC-IV

0Accuracy

2

Readmission Prediction (Binary)

MIMIC-IV

0AUROC

2

Length-of-Stay Prediction (10-class)

MIMIC-IV

0AUROC

2

Mortality Prediction (Binary)

MIMIC-IV

0AUROC

2

Offline Reinforcement Learning

MIMIC-III Sepsis (test)

68.68P-C Agreement

2

Offline Reinforcement Learning

MIMIC-III Sepsis

0.496Vaso Dev.

2

Multi-label Disease Classification

MIMIC

75.73F1 Score

2

Embedding Inversion

MIMIC-III v1.4 (test)

0.988Age Accuracy

2

Patient-level acute kidney injury prediction

MIMIC-AKI III

0.847AUROC

2

Lung Segmentation

MIMIC ΔV+ (test)

88.52Dice (Right Lung)

2

Embedding-to-Text Reconstruction

MIMIC EHR III

0.5ROUGE-L

1

ICD-10-GM endpoint prediction

MIMIC-IV external (val)

63.5AUROC

1

MIMIC-III

0.867AUC ROC

1

MIMIC III

76.3Macro Average Score

1

Multi-label classification

MIMIC-IV-Notes (source)

66.83Precision

1

ECG Verification

MIMIC-GC

0.819TAR @ FAR=1e-3

1

ECG Identification

MIMIC-GC

82.91Rank@1

1

Electronic Health Record Analysis

MIMIC-III

95.6ISR

1

MIMIC-III 3,786-proposition (test)

89.04Precision

1

In-hospital mortality

MIMIC-III (EHR + CXR)_PARTIAL

0.874AUROC

1

MIMIC-III (EHR + CXR)_PARTIAL

76.8AUROC

1

MIMIC-III (EHR_PARTIAL)

0.765AUROC

1

Model Selection

MIMIC (unseen)

99.78Performance

1

Page 21 of 22

Popular tasks

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

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