Stir beef broth, ground sirloin, corn, green beans, peas, tomato sauce, carrots, potatoes, onion, celery, garlic, parsley, celery seed, and bay leaves together in a slow cooker.
Cook on Low for 4 hours. Check for moisture and add broth as needed. Continue cooking another 4 hours. Season with salt and black pepper.