From "Law and Order" to "CSI," not to mention real life, investigators have used fingerprints as the gold standard for linking criminals to a crime. But if a perpetrator leaves prints from different fingers in two different crime scenes, these scenes are very difficult to link, and the trace can go cold.
Imaging explaining to a jury:
A statistical model says that there is a 99% chance these two finger prints belong to the same person. We don’t know how this model works and it was not programmed by a human. We will be taking no further questions.
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If we rig the jury to all be Silicon Valley investors and CEOs, you just have to say “AI” and you’ll win the case.
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Imagine finding a suspect with this method, and not taking their actual finger prints to check if the match is correct.
They do know how it works: it detected a pattern in the difference between fingers and checks that.
Also this would usually not be needed explained to a jury. If they have the suspect in custody they can just check their fingerprints directly.
You could hypothetically show the jury literally ALL of the math!