We also analyzed whether linear machine learning methods could be used instead of DNN and CatBoost. For this study we developed a consensus model based on 18 descriptor-based models using Partial Least Squares (PLS) and Multiple Linear Regression Analysis (MLR). Despite the 5CV RMSE of this model (#11, Table ) was similar to that of the winning model, QWK scores for test sets were lower.