Maybe it depends on the city but in Toronto and SF the rate is guaranteed unless you tell the driver to take a longer route or make stopovers or you change the destination mid trip.

(I'm a part time Uber driver and I'm familiar with the menu options for disputing a fare due to stopovers or strange route requests)