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Using  ab initio  modelling, we demonstrate that a simple parameter – alloy formation energy – is a good descriptor of an interaction strength between metal substrates and oxide monolayers, which allows constructing structure–material–environment maps.

Thermodynamic insights into strong metal–support interaction of transition metal nanoparticles on titania: simple descriptors for complex chemistry