The propagator $K$ from ($x_a,t_a$) to ($x_b,t_b$), as defined by Gottfried, can be written as $$ K(b,a) = F(t_b-t_a)\exp\left(\frac{i}{\hbar}S_{c}(b,a)\right) $$ where $S_c$ is the classical action and $F(t_b-t_a)$ is the integral over all paths from the origin and back, during the interval $t_b-t_a$, and is known as the prefactor in some literatures.
I've noticed that the prefactor for both the "regular" harmonic oscillator and the driven oscillator (with any arbitrary forcing $f(t)$) is the same,
$$ F(t_b-t_a) = \sqrt{\frac{m\omega}{2\pi i\hbar \sin\omega(t_b-t_a)}} .$$
Is there any physical or mathematical reason for this? How can I justify this must be the case for the driven oscillator, without going through a 10 page calculation using Feynman's trick of exploiting the composition law and the fact that $F$ is the propagator from the origin to the origin?