Some studies have shown that consensus ranking does not outperform the best individual scoring function [70, 71] . They argued that if one knew in advance which scoring functions worked best for a given target, the better performance could be achieved using this scoring function alone and by concentrating on only the highest ranking compounds. Given the contradiction between their arguments and our results, we explained as followed: