Based on the values of metrics in cross validation (Figure ) the Light Gradient Boosting Machine(LGBM) algorithm was chosen as the best performing algorithm. The baseline was outperformed by all other algorithms. In the case of both RDKit generated molecular descriptors and the combination of FQDs and RDKit generated descriptors, the best performing algorithm was XGBoost. The cross validation results are demonstrated in the Suppmementary Material.