It seems the Journal of Applied Physics only officially supports REVTeX, but not BibTex. After looking around for a bit hoping to find a .bst file out there, I gave up and generated one using makebst. I had to drop in a few commands to Suppress the titles, but otherwise it was very easy. Installing it consisted of dropping it in ~/textmf/bibtex/bst/ and running sudo texhash. For the interested, and for my own sake later on, the file can be found here.