By "time-based" do you mean how long they spent on the page?
In Kaushik's book, Web Analytics an Hour a Day, he defines bounce rate as "The percent of traffic that stayed on your website for fewer than 10 seconds." So that's probably why he's so keen on bounce rate, using his definition you avoid some of the issues listed in that article.
I don't think the 10 second rule minimizes all other points in the article.