What if Information Entropy is questionable physics.

What is the empirical evidence for proving that Shannon's ideas on information are justifiably linked to Boltzmann's thermodynamic entropy.

Is the link just assumed to be true because the math looks pretty to some physicists, or are there definitive predictions and experimental verification?