readme: ---
  
  language: 
    - py
  metrics:
  - f1
  
  ---
  
  To use our fine-tuned BioBERT model to remove references to priors from radiology reports, run the following:
  
  ```python
  from transformers import AutoTokenizer, AutoModelForTokenClassification
  
  modelname = "rajpurkarlab/gilbert"
  tokenizer = AutoTokenizer.from_pretrained(modelname)
  model = AutoModelForTokenClassification.from_pretrained(modelname)
  ```