To develop the polynomial response, we utilised Latin Hypercube Sampling (LHS) as a design of experiment (DOE) sampling method to systematically generate random 5,000 data combinations of [CO2], pH, and Vapp within the multidimensional parameter space as shown in Fig S2 . The ranges for these parameters were defined in the MKM.