For most of the cases, won’t need a human in the loop.
For most of the cases, won’t need a human in the loop.
I wonder if there's a phrase for that.
It doesn't especially matter where the burden of proof lies if the process for contesting requires any substantial amount of effort on the part of the victim of the false positive.
In other words, the burden of proof is still on the government to provide sufficient evidence. If they won’t or can’t, there is no case.
That should be codified into law because the state is doubly incentivized to do nothing about false positives. If you pay it, they get free money. If you don’t, they get free labor.
The only thing you can argue is that it shouldnt require a court case to dispute unless it fails a human review.
But what we should expect (and demand) is that the process have no higher an error rate than human reporting, and that the errors should be no harder to correct/appeal.
I would actually ask that the errors be easier to correct, not just no harder.
Even if the error rate is lower, automated systems will detect a larger number of errors and therefore are likely to create a larger number of false positives. If we're going to automate the creation of false positives we need to equivalently automate their correction.
There should be a phone number, a QR code, and a printed link on the ticket that all provide a one-step process to contest a ticket. As soon as a ticket is contested it should be put on hold with no payment due until a follow-up ticket is issued by a human.
If we don't do this then we've just automated the creation of false positives without giving the victims of those false positives any equivalent advantage.
Imagine if the system was flawed and assigned all tickets with an unrecognized license plate to NULL or 000000. THe owner of that specific plate would have to spend their entire life contesting tickets.
A less extreme case of this would be a badly-trained model that always detects certain kinds of cars as occupying bus lanes, even if they're parked legally. If you're in the tiny minority that has one of those, you can't park anywhere without getting a ticket which you must contest.
If those cars end up statistically more likely to be owned by the poor / black / homeless, now the local government has a scandal on their hands.