Anything past the OED's definition - "The world of enthusiasts for some amusement or some artist; also in extended use" - falls apart. I like to shorten it to "the world of enthusiasts" because fandom wouldn't exist without people who were enthusiastic making their own world. But beyond that, because fandom is such a weird thing, it's very hard to find the precise words.