Thanks for the summary, Gael.
I think it takes everything into account.
I'd really like to move forward with this, so any opinions are welcome!

Your last suggestion also came to my mind after our discussion.
It would be possible to *only* support un-thresholded scores
as an interface. But that is somewhat cumbersome for the user,
and I think my first PR would be a better, albeit ugly, solution.

Cheers,
Andy

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