Figure shows the RMG generated model on Rh(111), which consists of 38 gas reactions and 40 surface reactions, found in Table . The Rh(111) binding energies of C = -6.568 eV and O = -4.601 eV, as well as those of the other metals marked on the volcano surfaces, were taken from Abild-Pedersen et al.. A table of adsorption energies for surface species estimated using RMG compared to literature values is in the Supporting Information (Table ). Published adsorption energy values derived from DFT tend to have range comparable to the uncertainty from the LSR model, with standard deviation of each species being on average 0.41 eV. The estimates obtained by RMG largely fall within the uncertainty bounds of the published values, with the absolute deviation from the mean of the published values being on average 0.28 eV.