[/nq] Both are used, with no particular criticism (US usage), though I think I hear "Feature" more often than "Featured". If you are asking for a title, rather than just a reference to a particular column, I suggest that you not use the word "story", which implies some kind of narrative, even fiction. Weekly Feature, Special Feature.
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