Probability, Calibration, Machine Learning, Data Science, Model Tuning.
is expected but not necessarily linear. Since isotonic regression is a non-parametric curve, it does not assume anything about the shape of the calibration curve, except of course monotonicity, offering flexibility. However, this flexibility may lead to overfitting if the dataset is insufficient.