Doesn't Youtube Android app has a list of supported links to open? When I click the link it opens the Youtube app directly. But your website will not be in the supported links, so it will open your link in the browser and when you redirect to Youtube won't it also be in the browser?
And what does your website do? does it only redirect? how do you earn?