I still don't see the point in refitting all best estimators -- presumably an expensive task -- if only one will be used for prediction in a grid search. This _forces_ the user to fit additional models when they only want one, while refitting only one does not stop the user from fitting additional models for each other objective.

If all *must* be fit, at least use `Parallel`?