A single confidence score can be convenient, but it can also hide the shape of uncertainty. Two targets may share a headline rating while depending on very different evidence.
Decision-ready analysis should expose those differences: which sources align, which assumptions carry the recommendation and what new observation would change the ranking most.
Confidence as an explanation
The best expression of confidence is not visual certainty. It is an explanation that remains open to review and changes when the evidence changes.
