But they aren't really new "fans" if they don't stay around, are they? They're just people who checked it out thanks to the hot blonde in the advertising.
If you have a 60% jump in one episode, some always stay around. Take a look at Tabachnick's Using Multivariate Statistics
, and Tracking the Audience: The Ratings Industry