I download the Uber app, Uber finds me a ride, Uber sets the price, Uber charges me, and I pay Uber. Uber should be collecting GST/sales tax. I don't understand how else you could look at it!
Uber is essentially doing the same thing here in Australia and the courts are getting involved to make a ruling.