  In this paper, we revisit a well-known formulation of temperature structure
parameter ($C_T^2$), originally proposed by V.~I.~Tatarskii. We point out its
limitations and propose a revised formulation based on turbulence variance and
flux budget equations. Our formulation includes a novel physically-based outer
length scale which can be estimated from routine meteorological data.
