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