Evaluating the Effectiveness of Reference Solvent Solubility Calculations for Binary Mixtures Based on Pure Solvent Solubility: The Case of Phenolic Acids.

The color of the points along the front corresponds to the nu hyperparameter, revealing a clear trend: simpler models with a low SV ratio are achieved with lower nu values, while more complex models with a high SV ratio correspond to higher nu values.

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This is a highly significant finding: it suggests that the complex behavior of solubility in binary mixtures can be captured by a relatively small, core set of physical descriptors, provided that this exact set is identified.

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