A new evaluation metric, the DCA log score, averages cost-weighted accuracy over a bounded, logit-uniform range of class prevalences, linking calibration, label shift, and error costs in one closed-form score.
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Aligning Evaluation with Clinical Priorities: Calibration, Label Shift, and Error Costs
A new evaluation metric, the DCA log score, averages cost-weighted accuracy over a bounded, logit-uniform range of class prevalences, linking calibration, label shift, and error costs in one closed-form score.