I have an idea that I want to throw out there. I haven't fully thought it out, so I'm sure it would have drawbacks.

But what if one were able to earn karma points by interacting with the "new" page. The details could be worked out to make it un-"gamable", but the basic premise is to reward users that put more effort into discovering posts in the waterfall of the "new" page.