Calibrated Uncertainty Gets Punished: The Confidence Weighting Inversion
A measurement design anti-pattern: weighting schemes that favor high-confidence scores systematically disadvantage calibrated models, allowing confidently wrong assessments to outweigh honestly uncertain ones.