Probably the type of smoke detectors you have. If you own the house, they can always be changed. Or, as you note, just put a shower cap over it.
Ionization-type detectors respond to flaming fires the best.
Photoelectric-type detectors respond to smoldering, smoky fires the best as they use a light beam.