In our case study, an excellent recall was achieved when using the default parameters of the ML engine Chemprop. It is however possible that both speed and recall could be further improved by performing hyperparameter optimization. While Chemprop provided excellent results in our case study, we acknowledge that it may not always be the ML engine of choice for every screening scenario.