In this section, we study the surrogate model predictions for a selected set of the measured lignin properties that are of key importance for lignin chemistry and valorization. To complement the already established surrogate models for lignin yield and β-O-4 content we fit additional surrogate models for the S/G ratio and the total carbohydrate content.