Peer-reviewed articles (also know as refereed) go through a process where they are analyzed by experts in a field before publication.
Articles can be scholarly (written and published for an academic audience), yet not go through the peer-review process.
Step 1: Check the peer review status of the JOURNAL.
Step 2: If the JOURNAL is peer reviewed, then assess the ARTICLE.