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The impact of class label uncertainty on prediction performance evaluation. The ROC curve represent the median across 10000 simulation rounds. A) ROC curve for a model incorporating label uncertainty (blue) and ROC curve estimated from a data set with no mislabelling (black). B) ROC curve for a conventional model (red) and ROC curve estimated from a data set with no mislabelling (black).
