Per-Pixel Uncertainty and Physical Understanding as the Basis for Trust
When multiple instruments estimate the same quantity and disagree, users fall back on judgment. Trust requires two things no product yet delivers together: a quantified uncertainty for every pixel, and the physics that says where it comes from.