Why You Shouldn't Trust a Single Model's Confidence: Lessons from a Consilium Expert Panel

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Which questions about single-model confidence will we answer and why do they matter? Many teams accept a model's self-reported confidence as ground truth. That habit hides a set of avoidable failures