For FB I suspect that the ideal would be a network with lots of nodes but few connections; I want to be able to find my friends but I don't want them to be connected to so many that they have to sanitize their posts/thoughts.
I sanitize my posts (and I post very little), and I would no matter how few connections I had. Given their history of privacy flaws, it's not what my friends see that I worry about.