The disparity is also evident in Figure , where the sensitivity of CH 4 conversion, synthesis gas, and full oxidation yield to the enthalpy of adsorbed hydroxide (OH⇤) exhibits pronounced negative values. While this e↵ect is limited to metals in the lower right portion of the heat maps for CMPO models, a wider range of metals displays negative sensitivity values for CMPO-BMA models. It's noteworthy to highlight that for the CMPO-BMA models, on metals located in the active area (upper central portion) of the heat maps, the descriptors Despite the outliers caused by the solver imprecision at the bottom right corner of the thermodynamic sensitivity screening for synthesis yield for CMPO-BMA models in Figure , the screening results of thermodynamic sensitivity of adsorbed hydroxide show that using BMA rates make the species influential to methane oxidation on more metals compared to models with Arrhenius rates. The thermodynamic sensitivity heat map analysis validates that BMA rates exert considerable impact on the thermodynamic sensitivities of some species engaged in the chemical process. The introduction of BMA rates results in a shift in the dominant surface species governing the progression of methane oxidation across 81 metals. This influence stems from alterations in species enthalpy, which in turn a↵ect the enthalpies and equilibrium constants of reactions involving those species. Consequently, the calculations of reverse reaction rates, relying on equilibrium constants and forward rate constants, are perturbed. Unlike Arrhenius rates, which remain unchanged, BMA rates adjust the forward rate constants, thereby impacting the overall rates of the associated reactions. This adjustment results in distinctive variations in CH 4 conversion, synthesis gas production, and full oxidation yields. In summary, applying BMA rates yields an alternative perspective on which species demand greater consideration during the optimization or catalyst design of the oxidation.