  We show that the generalized Boltzmann distribution is the only distribution
for which the Gibbs-Shannon entropy equals the thermodynamic entropy. This
result means that the thermodynamic entropy and the Gibbs-Shannon entropy are
not generally equal, but rather than the equality holds only in the special
case where a system is in equilibrium with a reservoir.
