No fact is theory neutral. What usually happens is that in majority of cases both parties agree to the same theory. When there is a dispute about facts, it is a dispute about how to describe a phenomenon; in other words, it is a dispute between competing theories(competing ways of describing).
"Yeah, well, you know, that's just, like, your opinion, man."
Competing ways of describing, indeed, and also to predict the outcomes.