Barton has spent almost six months on the sidelines after breaking a bone in his foot in the 3-1 league victory over Plymouth on 19th September.
The 27-year-old played in the first half of a 4-1 victory over Hibernian at the Magpies' Darsley Park training headquarters on Monday.