With most pumps you can switch barrels. Unfortunately, the older Ithaca Model 37s had their barrels fit to the receiver. Given that the gun is readily available on the used market and not of particularly high dollar value I would be inclined to open up the choke and continuing enjoying it.

Just my $.02....