In the past, many traditional NLP engines have used rule based dictionary lookup methods, with Unified Medical Language System (UMLS) (Lindberg et al., 1993) as a base dictionary, to detect clinical entities.
we used a semiautomatic way to find domain related information and were able to classify 236,850 documents from all the documents into 40 different domains.