In my case it didn't occur when I was flying the quadcopter but rather when I was bench testing the ESCs (yes, I knew abstractly I should remove the props before doing this but I got lazy after a while of testing and eventually it bit me).
Having said all of this I mostly agree with the grandparent post (though I do recognize that a 2 lbs drone could, theoretically, kill someone) in that the solution to this as a safety issue is primarily just don't fly a quadcopter over anything you wouldn't feel comfortable crashing it into (basically don't fly over people or valuable property it could potentially damage). As long as you stick by this rule of not flying over anything you're not afraid to crash it into you already have a good (if not inexpensive) failsafe, which is just cut the throttle completely.
The cool thing about sidewalks is that they are elevated and it takes some effort to hop on to one and run over pedestrians (especially when there is a protective lane of parked cars). Drones, on the other hand, are poised to fall on people, with no barriers.