I understand that there are various methods for calibration, including using logistic regression.
In the paper “On Calibration of Modern Neural Networks” available here: https://proceedings.mlr.press/v70/guo17a/guo17a.pdf
It is suggested that logistic calibration should be applied to the logit scores before converting them to the [0,1] range.