Caldwell again broke his left arm at the Battle of Chickamauga. Because of this, the Board of Army Surgeons offered him a medical retirement, but he declined, rejoining his regiment in Dalton, Georgia two weeks later. At the end of the war, he surrendered his forces at Washington, Georgia and was paroled as a prisoner of war on May 6, 1865.
