[KongchangAI]
Unverified50% confidenceOpinionExact time

The paper's core argument is: relying on probabilistic interfaces to drive deployment decisions is insufficient, and in scenarios lacking a human fallback mechanism, what truly needs to be controlled is the false omission risk on the subset of inputs for which the utility-maximizing action has been taken, rather than classification accuracy or AUC.

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10/15/2026
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