What Constitutes Supporting Evidence?

It is clear from the other thread Theory of Everything? that this is something that @Jim does not appreciate. While there could be multiple “explanations” for a single equation (“mathematical description”) that is obtained from experiments, not all explanations can be made to conform to that equation.