This is a logarithmic variation on the Young-Fenchel transform, which has an extensive literature,:
On the Young-Fenchel transform for convex functions
Variational Principles of Continuum Mechanics (chapter 5 on Young-Fenchel transformations)
Carlo Beenakker
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