I saved the game at the point where I had no weapon, so I was able to reload and test your theory.

Yes, that is exactly what happened. Hitting F1 brought the weapon back to my hand. I could even see it in the Inventory Screen when I looked at the 3 weapon slots on the left hand side. Live and learn.

Thank-you, Raze, for your quick and accurate answer!