I think at most it's an exaggerated premise, not false. There's tons of evidence that it does exist, though there is much debate over what exactly the percentage of the gap is. It's hard to find "the gap doesn't exist at all" evidence outside of certain think tanks or opinion pieces.
http://www.forbes.com/sites/karinagness/2016/04/12/dont-buy-...