Yes, when shooting 45 LC; you should remove the choke.
It's sometimes called a "shredder". It's purpose is to stop the spin that was imparted on the shot shell wad by the rifling.
If the shot shell wad is spinning when it exits the barrel, it dramatically alters the pattern. This is one of the drawbacks of the Taurus Judge.