When I play it, I throw in a bottom "G" on the opening "C" chord.
I think you're right about the blues scale idea. Here's a thot, in an attempt to prove my point...play the opening progression, while singing the lyrics to "Bo Jangles". Spooky isn't it?
Just my thots...