Calibrated and uncertain? Evaluating uncertainty estimates in binary classification models

Aurora Grefsrud, Nello Blaser, Trygve Buanes

Rigorous statistical methods, including parameter estimation with accompanying uncertainties, underpin the validity of scientific discovery, especially in the natural sciences. Wit…