He deserted from his company, was picked up by the Yankees and sent to prison in Indiana.
Albert Sidney Johnston died during the Battle of Shiloh TN, April 6, 1862, and Parker did not enlist until August of that year. He must have meant General Joseph E Johnston.
If you don't have either of the files mentioned (service and pension), they can be ordered here --