Ugh, I'm a complete idiot. I always just run sources that I don't really know that much about through the first pass filter of who is the publisher of the article and how are they related to the journal and the authors. Then do a Wikipedia search to see if they at least have visibility there.

This failed the sniff test in my book, but clearly I was wrong.