Based on the old Janitrol connections, you have a heat pump system. You need to verify that you do, in fact, have a heat pump system.
The RTH2310 thermostat is for a simple one heat, one cool system. That would be a furnace and an air conditioner, not a heat pump. If you find you have a heat pump, you need a different thermostat.