We discussed with the expert and used the answers to our precise questions to further determine the break points of the piecewise linear functions and the parameters: the slopes of the linear parts and the coefficient trade offs for each part of the space. Precise questions also permitted to observe that small increases around low Tanimoto values do not seem to matter much to the expert, whence our choice of treating all Tanimoto values lower than 0.5 equally.