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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks – Page 13 · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

ICU Imminent Discharge

MIMIC-IV

82Accuracy

7

ICU Imminent Mortality

MIMIC IV

83Accuracy

7

Patient Clustering

MIMIC-IV K=3 (patient cohort)

0.172ARI

7

Prolonged Length of Stay (PLOS) Prediction

MIMIC-IV

68.04F1 Score

7

Prolonged Length of Stay (PLOS) Prediction

MIMIC-III

76.37F1 Score

7

Medical Report Generation

L-MIMIC Longitudinal sentences

28.6BLEU-1

7

MIMIC 2

89Accuracy

7

Multi-label classification of SDoH ICD-9 V-codes

MIMIC-III SDoH Evaluation v1.4 (139 admissions subset)

0.722Exact Match Score

7

Categorical variable imputation

MIMIC-IV ICU (test)

83.6Accuracy

7

Continuous variable imputation

MIMIC-IV ICU MAR 30% missingness

0.042NRMSE

7

MIMIC MAR 30% missingness

0.042NRMSE

7

MIMIC MCAR, 30% missingness

0.043NRMSE

7

Medical history-taking

MIMIC

37.8Precision

7

Diagnosis Prediction

MIMIC-IV

0.425MAR@20

7

Mortality Prediction

MIMIC (δ ≥ 36) IV (test)

0.83AUROC

7

Mortality Prediction

MIMIC 24 ≤ δ < 36 IV (test)

0.776AUROC

7

Mortality Prediction

MIMIC (12 ≤ δ < 24) IV (test)

80AUROC

7

Mortality Prediction

MIMIC (δ < 12) IV (test)

0.867AUROC

7

Mortality Prediction

MIMIC Overall IV (test)

0.822AUROC

7

In-hospital mortality prediction

MIMIC (test)

0.523AUPRC

7

Phenotype classification

MIMIC (test)

0.47AUPRC

7

Irregularly Sampled Time Series Forecasting

MIMIC-IV 75%-3 task (test)

0.225MSE

7

Time-series Generation

MIMIC-III

0.002Predictive Score

7

Language Semantic Relatedness

MIMIC

0.423Pearson Correlation

7

Vision and Language Retrieval

MIMIC

84.82mAP

7

Page 13 of 22

Popular tasks

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

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