Classify phrases as biomedical or non-biomedical
Yes. There has been work going on in the healthcare domain which involves NLP.

Resources like Pubmed have been put together for the exact same purpose. 

You can make use of the freely available Pubmed vectors for training your models like maybe a sentence tagging style model for identification. We(my team at work) use them for identification of medical terms like diseases, medicines, etc.