I've been taking Ubers from and to JFK, EWR, and LGA from Williamsburg and Chinatown for years never had a cancel on any of them.

I thought the driver couldn't see the destination until they started the ride after you get in. Although I've encountered drivers starting a ride as soon as they see me on the street (which I contested and got money back for).