Evaluation Under Constraints

Operate a classifier with asymmetric error costs, limited review capacity, and a protected subgroup with sparse observations. Select metrics, uncertainty reporting, threshold, abstention, and fallback. An injected traffic shift invalidates one assumption.

Deliver curves, slice table, capacity calculation, updated decision, and residual-risk statement.