Q. How can I be sure that the articles Academic Search Complete identifies as "Academic" are also scholarly/peer reviewed journals?

On the left side of the web page you'll see a check box for Scholarly (Peer Reviewed) Journals. Check that box and then click the "Update" button that will appear and the result list will be updated to include only scholarly/peer-reviewed journals.