Classification model performance in ML models with an abridged (known a priori) and expanded sets of features, each optimized to include only relevant features.

Both models employed ordinal regression and were trained with Gradient Boosting for peanut allergy classification into reaction severity classes. Class Tol is not present in the input dataset.