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Models/BioBERT Base

BioBERT Base

Reported on 6 benchmarks across 6 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical4 results

Length-of-Stay predictiononClinical Admission Notes from MIMIC-III
AUROC· uses extra data· 2021-02-08
71.59
best: 72.53 (CORe)
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration arXiv:2102.04110
Medical DiagnosisonClinical Admission Notes from MIMIC-III
AUROC· uses extra data· 2021-02-08
82.81
best: 83.54 (CORe)
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration arXiv:2102.04110
Mortality PredictiononClinical Admission Notes from MIMIC-III
AUROC· uses extra data· 2021-02-08
82.55
best: 84.04 (CORe)
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration arXiv:2102.04110
Medical ProcedureonClinical Admission Notes from MIMIC-III
AUROC· uses extra data· 2021-02-08
86.36
best: 88.37 (CORe)
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration arXiv:2102.04110

Methodology2 results

Electrocardiography (ECG)onClinical Admission Notes from MIMIC-III
AUROC· uses extra data· 2021-02-08
82.55
best: 84.04 (CORe)
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration arXiv:2102.04110
Medical waveform analysisonClinical Admission Notes from MIMIC-III
AUROC· uses extra data· 2021-02-08
82.55
best: 84.04 (CORe)
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration arXiv:2102.04110