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Sigmoid is very close and better than the Uncalibrated model. Source: Author | Fig 3: ROC curve for each of the models The Brier score As we observe the Sigmoid and Isotonic models are almost giving the same results. Let’s see how similar they are using the Brier score. The Brier score is a metric