Understanding patient complaint characteristics using contextual clinical BERT embeddings
Table II: Performance evaluation of the proposed BERT+LDA model with METAMAP and Amazon medical comprehend
['Model', 'Accuracy', 'Precession', 'Recall', 'F1-score']
LDA model with the METAMAP and Amazon medical comprehend respectively. The BERT+LDA model is superior than the Amazon medical comprehend about 3.8 times on accuracy, 1.6 times on precession, 2.4 times on recall and 2 times on F1 score respectively. A similar superior result can be observed against the METAMAP as well.