Who evaluates them:

Find information about the Periodical the article was published in. Determine the title of the journal or magazine that published the article (also called the Source in databases). See if the database has information about the periodical, or try finding information about the periodical on the Internet. Look for the words "peer-reviewed," "academic journal," or "scholarly journal" in the descriptions of the periodical.

("Peer Reviewed screenshot" picture)