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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks – Page 19 · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Rule extraction

MIMIC-II

0.06Rule Extraction Time (s)

4

Text-to-UMLS linking

MIMIC-III discharge summaries (test seen in WS)

87.7Precision

4

Text-to-UMLS linking

MIMIC-III discharge summaries (test)

88.4Precision

4

Text-to-UMLS linking

MIMIC-III n=673 (test)

80.4Precision

4

Vasopressor Prediction

MIMIC-III 1.4 (test)

0.719Onset AUROC

4

mimic

76Subgroup Error Comparison (%)

3

mimic

84Subgroup Error Advantage

3

Group-conditional Online Conformal Prediction

MIMIC-IV

89.8Lowest Coverage

3

SBrad Classification

MIMIC-IV-ECG (external cohort)

89.1PR AUC

3

Predictive Modeling

MIMIC-IV (test)

84,366.4Negative Log-Likelihood

3

Abstractive Summarization

MIMIC (test)

28.2ROUGE-1

3

ICU Input Development

MIMIC-IV

85Event F1

3

ICU Vital Sign Development

MIMIC-IV

75Event F1

3

Phenotyping Prediction

MIMIC-IV Patients with ≥ 3 visits

48.81Acute and Unspecified Renal Failure Performance

3

Phenotyping Prediction

MIMIC-IV All patients

42.79Acute Renal Failure (Unspecified)

3

Phenotyping Prediction

MIMIC-III Patients with ≥ 3 visits

54.26Renal Failure (Acute)

3

Conversational triage classification (ESI)

MIMIC ED and ESI Handbook cases IV

0.27Weighted Cohen’s Kappa

3

Report Generation

MIMIC

62.59LLM Score

3

ICU Admission prediction

MIMIC-IV ICU Admission

0.924ROC AUC

3

Diagnosis Classification

MIMIC-IV-ECG Emergency Department

82.6Macro AUROC

3

Fidelity Evaluation

MIMIC-IV (test)

11.852CWC

3

Stroke Prediction

MIMIC-III (val)

88.8Accuracy

3

Text-to-UMLS linking

MIMIC-III discharge summaries (val)

0.92Precision

3

In-hospital mortality

MIMIC-III EHR_PAIRED

0.833AUROC

3

MIMIC-III EHR_PAIRED

0.746AUROC

3

Page 19 of 22

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