Best Wi-Fi Performance Doesn't Do Anything
Your phone settings cannot possibly affect the strength of the signal produced by a wireless router.

I would assume that this option just prevents Wi-Fi "sleep", seemingly confirmed by this discussion.  If that's the case it will consume more power when you're not using your phone.