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Rice served on the medical staff during the Civil War as assistant surgeon of the Tenth and then as surgeon of the Seventy-second regiments of the Ohio Volunteer Infantry. He was also surgeon in chief of a division in the Fifteenth Army Corps and of the District of Memphis.