High-through computational thermodynamic approaches are becoming an increasingly popular tool to uncover novel compounds. However, traditional methods tend be limited stability predictions of stoichiometric phases at absolute zero. Such thus carry the risk identifying excess possible that do not survive temperatures practical relevance. We demonstrate how Calphad formalism, informed by simple f...