Is a peer-reviewed article the same as a peer-reviewed journal?
A peer-reviewed article is published in a journal. There is a type of scholarly journals that only publish peer-reviewed articles; this is what is most likely meant by "peer-reviewed journal".
For more information on what a scholarly article is, you can watch this brief video.
For a quick tutorial on the peer-review process, click here.