Striker Baldock has missed the last three games with a knee injury while defender Doumbe has sat out five matches with a hamstring strain.
Both are close to full fitness but will be checked on Tuesday before Ince names his squad to face the Lions at stadium:mk.
Defenders David McCracken (calf) and Dan Woodards (groin) both returned in the 3-1 win over Southend on the weekend and while they were both replaced in the second half, they should be fine to continue.
Midfielder Stephen Gleeson sits out the second of his two-game ban so Mark Carrington will continue to deputise and will be full of confidence after capping a rare start against Southend with two goals.
Centre-backs Sean O'Hanlon and Darren Powell remain on the sidelines with knee injuries.