Do stable performance metrics guarantee stable model predictions?: An empirical investigation using the GUSTO-1 dataset

Model validation is routinely used to quantify and correct for overfitting in performance estimates, but it does not fully address the stability of models developed from slightly different training samples. We investigated whether stable discrimination implies stable individual predictions and compa