Thus, while predicted reactions are likely to occur, some could be low-yielding because of unfavourable thermodynamics. Although we use the enzymatic promiscuity prediction to calibrate the predicted reaction in the following step, since no reaction direction information was learned by the transformer model, this still would not remove the unfavourable reactions.