I'd be lying if I said review scores didn't grab my attention when it comes down to selecting games, but I also rely on peoples opinions, recommendations or just if I see something that I think looks extremely cool/funny/interesting/fun.
Thats the healthiest way to do it. I think the majority of gamers are the same