"Oh baby" or in some cases as in English could be sarcastic if somebody is playing up an illness for example.
Could be. Or something's gone wrong, or you've tripped over or lost something or a parcel hasn't arrived.
So I understand it is usually affectionate, possibly between boy/girlfriend
Or just to someone you know, a friend, a colleague, a neighbour you chat with.