In the baseline model, which combines the CatBoost method with filtered CDK descriptors, additional features providing specific information about the phase transition process and fluid density were incorporated. A stepwise analysis was conducted to evaluate the impact of each added feature on the solubility prediction performance. Changes in the AARD of these models, evaluated on randomly split test sets during cross-validation, are shown in Figure . All other metrics are presented in Table .