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MIMIC-IV dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

MIMIC-IV

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

MIMIC-IV v3.1

74.1AUPRC

4

Sepsis Prediction

MIMIC-IV v3.1

75.3AUPRC

4

Membership Inference Attack

MIMIC-IV

50MIA Accuracy

4

FHIR Resource Assembly

MIMIC-IV Demo v2.2 (test)

0.91Semantic Completeness

3

Relation Extraction

MIMIC-IV Demo v2.2 (test)

81RE F1

3

Named Entity Recognition

MIMIC-IV Demo v2.2 (test)

89NER F1 Score

3

Clinical trajectory generation

MIMIC-IV (test)

95.4Jaccard Similarity (Type)

1

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Popular tasks

Mortality Prediction In-hospital mortality prediction Relation Extraction Named Entity Recognition ECG report generation

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