Future standardisation of holistic performance metrics will enhance comparability and focus research on meaningful system performance rather than a subjective individual metric that often relies on impractical conditions. Exploiting developments in machine learning and data science will concurrently reveal system limitations and guide the understanding that underpins progress across research in catalysis. stock from the monobasic and dibasic sodium salts (H2PO4 -:HPO4 2-as 0.615:0.385 molar ratio to reach pH 7.0 in final solution). Reaction solutions were prepared by diluting these stock solutions into water to reach the desired concentrations, with the minimal volume of organic solvent (MeCN) excluded from final volume as it is removed during CO2 purging. TreeSHAP algorithm was used to identify feature rankings over the corresponding models' outputs as it is suitable for tree-based models like Random Forest. .