The inverse square law can be derived from conservation of energy and symmetry concerns, the same way Gauss's law shows that electric fields fall of as $1/r^2$. A similar exercise with an infinite plane is what shows that surface brightness is invariant with distance.
Performing that same exercise on an infinite line shows that linear sources will have an apparent brightness that falls like $1/r$.
In more detail: place an imaginary cylinder coaxial with the linear light source that has radius $r$ and height $h$. By reflection symmetry, the circular ends will have an equal amount of light flowing in each direction through them, so the net energy flux is zero. All of the energy, therefore, flows out through the lateral side of the cylinder, which has area $A=2\pi r h$. The total amount of power enclosed in the cylindar is proportional to the length $P = \lambda h$, with $\lambda$ the linear brightness of the source (power per unit length).
Setting both powers equal gives:
\begin{align}
\lambda h &= A_{\mathrm{lateral}} F \\
&= 2\pi r h F.
\end{align}
Thus, the flux from the source is
\begin{align}
F & = \frac{\lambda}{2\pi r},
\end{align}
which falls like $r^{-1}$, as expected.