As far as I can tell, the preferred scientific term is "non-coding DNA," with "junk DNA" being a sensational term that gets more traction in the media.
> When there is much non-coding DNA, a large proportion appears to have no biological function, as predicted in the 1960s. Since that time, this non-functional portion has controversially been called "junk DNA".[1]
It’s not all non-coding DNA that is “junk”, just the stuff that “has no purpose”.
I’m arguing that it is much more likely that we don’t understand its purpose and should treat it as such rather than dismissing it as “junk”.