Uncertainty Needs Controls, Not a Badge

One confidence number collapses the very thing a user needs to inspect. Let people ask what evidence would change the answer, compare live hypotheses, reveal missing information, and switch between conservative and exploratory modes. Uncertainty becomes useful when it changes the interaction—not when it decorates a fluent conclusion.