A CMPO model over platinum was made with Reaction Mechanism Generator (RMG), an open-source software for creating mean-field microkinetic models. A CMPO-BMA model was made by converting Arrhenius rate parameters in the CMPO model to BMA parameters while keeping the thermodynamic data fixed. The models with and without BMA parameters were then evaluated in a plug flow reactor (PFR) simulation with Cantera. Thermodynamic and kinetic sensitivity analyses were performed to compare the sensitivity of reactions and species before and after the Arrhenius parameters were converted to BMA parameters. LSRs were then used to scale the CMPO and CMPO-BMA models to 81 hypothetical metal surfaces from which heat maps were generated to compare the descriptor values, such as CH 4 conversion and full oxidation yield, and their first order sensitivities. The two sets of heat maps were then compared to discuss the impact of using BMAs. The screening method presented in this paper can serve as a starting point for further investigation, such as by performing DFT calculations on the identified metals.