The secondary goal was to validate that BPE used in conjunction with tools like the OCP calculator could be useful for catalyst screening. The finding that OH and O likely have stronger binding energies than the values reported on Rh(111) shows how informed optimization can improve a microkinetic model that was initially constructed from chemical intuition or automated construction methods. Coupling uncertainties calculated using BPE with rapid screening methods would allow for a more informed exploration of complex chemical spaces, as opposed to using the baseline values from surrogate models like linear scaling relations and machine learning models.