In this work, BMAs were implemented in Cantera, and demonstrated on a study of catalytic methane partial oxidation (CMPO). Mazeau et al. investigated the best catalyst for CMPO by using LSRs to build micro-kinetic models on 81 hypothetical metals. In their work, the enthalpy of species on other metallic surfaces were scaled from a platinum surface using LSRs, but activation energies or reaction barriers were not changed. This work extends and builds on that study. To elucidate the use of BMAs in MKM, catalyst screening was conducted by applying LSRs to estimate species' enthalpies on 81 hypothetical metals for the CMPO model both with and without BMAs to see the e↵ect of scaling the activation energy.