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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks – Page 5 · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

MIMIC-IV

78.3AUROC

16

Emotional valence classification

MIMIC-IV

67.04Precision

16

Emotional valence classification

MIMIC-IV (External val)

67.65F1 Score

16

MIMIC-IV (held-out set)

0.765AUC

16

24-hour ICU Mortality

MIMIC-IV (held-out set)

0.861AUC

16

Named Entity Recognition

MIMIC-III

0TP Drop (%)

16

Document Classification

MIMIC

63.89Macro F1

16

Lung Segmentation

MIMIC (test)

91.05Dice Coefficient (Both Lungs)

16

Clinical Diagnosis

MIMIC-IV

89.3Accuracy

15

Length-of-stay prediction

MIMIC-IV-LOS (test)

0.788AUROC

15

Multivariate time series classification

MIMIC-IV

85.3AUROC

15

XAI Attribution Faithfulness and Sufficiency

MIMIC-III decompensation

2.26CPD

15

Image-text Retrieval

MIMIC 5x200

56.31Precision@1

15

MIMIC-5 × 200

80Accuracy

15

Event Prediction

MIMIC

84.7Accuracy

15

HbA1c Imputation

MIMIC-IV (test)

0.972MAE

14

Pathology Classification

MIMIC CheXpert (test)

80.2Atelectasis

14

Survival Analysis

MIMIC-IV (5-fold CV)

0.856C-index

14

Disease Diagnosis

MIMIC-IV-Ext Cardiac Disease (test)

75.04Primary Diagnosis Accuracy

14

Clinical Diagnosis Identification

MIMIC-IV-Ext Cardiac Disease

84.98Primary Accuracy

14

Length of Stay (LOS) Prediction

MIMIC-III (test)

67.4Macro ROC AUC

14

Mortality Prediction

MIMIC-III (test)

85.88AUROC

14

Medication Recommendation

MIMIC-IV 4.0 (test)

51.05Jaccard Similarity

14

ICU length-of-stay prediction

MIMIC-III

65.7F1 Score

14

MIMIC-III

82.8AUC

14

Page 5 of 22

Popular tasks

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

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