Fun fact from a practicing mathematician — sometimes in Bayesian inference, “degrees of rational confidence” which are not probability distributions are sometimes used. They are called improper priors.
Sometimes improper priors produce paradoxical results though, so they can be modified to produce probability distributions.

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