Github user MLnick commented on the issue:
    It does introduce a slight inconsistency because setting `thresholds` to 
[0, 1] for binary is now not allowed, but setting `threshold` to 0 is fine. 
Still, I think it's valid to set `threshold` to 0. As Sean says, it's also 
technically valid to allow one 0 in `thresholds`... but really that seems to 
just complicate things for no particularly good reason.
    Also, anyone doing binary classification will be using `threshold` - and if 
they're changing that they probably know what they're doing anyway.

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