Yes to all... fungicides including baking soda will prevent it or at least keep it to a minimum. Around here it seems to always be raining when I need to spray. Throw in a hail storm to damage the leaves and an infection is a sure thing.
On the other hand some lilies are really resistant to it. For example, Scheherazade.