A combination oven for cooking with heat and steam provides a boiler system for creating steam and includes a smoker appliance for generating smoke flavor during the cooking process. An oven controller detecting the use of the smoke appliance institutes a flushing and filling of the boiler after such use to reduce the transfer of smoke flavors to food that is subsequently cooked in the oven.