Wait a minute...........if the idle mixture screw has fallen out, then that's not likely to be the cause of your over-idling.
For that, the next possibility that comes to mind is your carburetor throttle slide. You'll get a racing engine if that's not installed properly.
The slide has a slot running along one side. This slot must be lined up with a little 'nub' on the inside of the barrel.