yea it'll work, prob not the best. Thats a reg for a big supply tank similar to the ones we use on the ambulance, we get our supply tanks from places like airgas. But medical O2 comes in an aluminum tank and has to be filtered. Welding gas doesn't.
That being said Thats a pretty big tank...