I can't help but disagree with your 99.999% assessment.
I feel like at best it might be 50%. At which point, it's horrible for society to be rolling the dice on every person in prison, if they should be there or not.
I would refer you to the Innocence Project [0] for a useful exposition of wrongful convictions, and error rates therein.