It's typically the bulb, not the fixture. Poor quality, off-brand bulbs are prone to failing in a spectacular fashion. It has something to do with the way they handle the surge of power that occurs at the moment of filament failure.
Though having overly high voltage in your home can cause premature burnouts in bulbs, if the problem is localized to a specific type of bulb in a specific fixture it's even more likely to be the bulb.
Wafting steam from a hot dinner can supply enough moisture to pop the bulb!
Sorry, I didn't find any inference it was poltergeists