Cook the onion, celery, and potatoes in the water for 10 minutes. Mix a little milk with the flour to form a soupy paste and set aside. Add the remaining ingredients and bring to a boil. Add the flour mixture, stirring constantly. Simmer for 15 to 20 minutes.