To use the model, add the following from the transformers package:

(1) ClinicalBERT tokenizer:

tokenizer = AutoTokenizer.from_pretrained("emilyalsentzer/Bio_ClinicalBERT")

(2) Model type:

model = BertForSequenceClassification.from_pretrained(checkpoint_directory, num_labels=3)