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ROC and AUC with a Binary Predictor: a Potentially Misleading Metric

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In analysis of binary outcomes, the receiver operator characteristic (ROC) curve is heavily used to show the performance of a model or algorithm. The ROC curve is informative about the performance over a series of thresholds and can be summarized by the area u... ...