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Receiver operating characteristic curves for a binarized version of this classification problem (no-hit versus soft-hit or hard-hit). ROC-AUC scores range between 0.5 and 1.0, with 0.5 indicating performance at chance and 1.0 indicating perfect classification (a standard which the best custom convolutional neural network we tried achieves on this binarized problem).
