One of my favorite additions to this phrase is Merlin Mann's use of "double turns out". This is useful for stuff like

"X is bad for you."

"Turns out X is actually great for you and it was Big Y spreading misinformation."

"Actually, turns out X is only terrible for dogs but nobody remembers that part of the story."