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ResearchFormerly WizWand

MIMIC

Benchmarks

TaskDatasetSOTA resultTrendResults

Missing Imputation

MIMIC-III Laboratory Data subset (n=5000, p=24) under MAR

0.058RMSE

40

Clinical Prediction

MIMIC-IV

64.34Acc@1

40

Readmission Prediction (RA)

MIMIC-IV (test)

0.776ROC AUC

37

ECG Classification

MIMIC-IV-ECG (test)

0.809Macro AUROC

36

Multi-step-ahead prediction

MIMIC-III (African)

4.91RMSE

36

Phenotype prediction

MIMIC-IV

78.5AUROC

36

In-hospital mortality prediction

MIMIC-III

84.5AUPRC

36

Counterfactual Outcome Prediction

MIMIC-III semi-synthetic (N=2000) (test)

0.27RMSE

35

Irregularly Sampled Time Series Forecasting

MIMIC

0.391MSE

34

Sequence reconstruction

MIMIC-III

86.6ROUGE-1

32

Medication Recommendation

MIMIC-IV

54.3Jaccard Similarity

32

MIMIC-IV (test)

21.8F1 Score

31

MIMIC-IV (test)

13.7F1 Score

31

Clinical Diagnosis Identification

MIMIC Ext CDM IV

90.67Primary Accuracy

28

Clinical Decision-Making

MIMIC Common IV (test)

0.039Diagnoses Error

28

Length-of-Stay prediction

MIMIC-III

69.51Macro ROC AUC

28

Diagnostic Endpoint Prediction

MIMIC IV

0.827AUROC (Median)

27

MIMIC top-50 ICD-10 codes IV (test)

71.2Macro F1 Score

27

in-hospital mortality prediction

MIMIC-IV (test)

87.3AUROC

27

Brief Hospital Course (BHC) Generation

MIMIC-IV (test)

6.02Reasoning Score

26

MIMIC-IV (test)

91.31Macro F1

26

Length of Stay Prediction

MIMIC-IV

2.33MAD

26

Automated Medical Coding

MIMIC-III shielding 20 labels (test)

96.9Macro AUC

26

Multi-label phenotyping

MIMIC-III

0.738Macro AUROC

25

Irregularly Sampled Time Series Forecasting

MIMIC-IV (test)

0.225MSE

25