After creating data that is of wide interest, it is also important to be able to incorporate that knowledge in active machine learning tools. When pretraining an active machine learning model on literature data, an improved initial experimental selection is achieved which resolves the issue of the earlier mentioned suboptimal initial selection . The incorporation of literature data is trivial when the experimental uncertainty is similar to the newly gathered data.