Even if we assume normal barometric pressure at the surface, if we truly are a mile underwater as the others say, stepping outside of this controlled environment is suicide.
Not to mention, the tiniest crack in the dome itself will instantly shatter it and the water pressure will crush us all. Though that may be a preferable way to go to freezing to death. Not that I like having a choice at all.