Page Curation Tools should automatically remove 'Template:New unreviewed article' when the article is marked as reviewed, this is an obvious oversight.
See link below for consensus:
https://en.wikipedia.org/wiki/Wikipedia:Page_Curation/Suggested_improvements#33._Template:New_unreviewed_article