Recently it has been shown that for the validation of PCM models, it is important to control the chemical series bias through clustering techniques in order to get more reliable performance estimates. This adds a complexity layer to the imbalance handling, since clustering can affect the data balance in PCM. Since Korkmaz and Zakharov et al did not consider the potential similarity between different compounds when validating their results, its impact on data balancing is yet to be tested.