When writing science fiction, how important is it to provide scientific details for the (fictitious) things you are presenting in the story?

I know there is a difference between 'hard' and 'soft' science fiction. But even then, it can be hard to know what sort of categorization in which to place and treat your story, and it is not really clear how little science 'soft science fiction' is allowed to have.