If I were the one asking you to predict these things, I would want your best subjective probability... especially if other agents might come to different conclusions.


<< modeling the loss (which is minus the loglikelihood) >>

I'm not aware of this loss function. But surely you can define other loss functions, no?


What is curious for me is that the proper scoring rule is not unique.