If you are unsure what probability to state, state this with… another probability distribution.
Actually, this is probably always the more correct thing to do. What you’re calling a “probability distribution over probabilities” or a “metaprobability distribution” is a probability distribution.
Actually, this is probably always the more correct thing to do. What you’re calling a “probability distribution over probabilities” or a “metaprobability distribution” is a probability distribution.