A scholarly journal publishes authoritative articles by academics or experts in a discipline. The articles usually undergo peer-review, that is they are evaluated by other experts before publication.
For more on the different types of periodicals:
Distinguishing Scholarly from Non-Scholarly Periodicals: A Checklist of Criteria from Cornell University Library
Scholarly Journals vs. Popular Magazines Chart from Duke University Libraries