You can find the word embeddings used here:
The system uses a text version of the word embeddings. You can find a gzipped mirror of it here:
http://tttran.net/mirror/PubMed-w2v.txt.gz
Simply download and extract the file into this directory:
gunzip PubMed-w2v.txt.gz