The study says causal.... But couldn't it easily be correlational?

For example: The more active I am and able to get outside, the more vitamin d I get. If I'm lying in a bed sick I'm not getting much vitamin d if at all.

So something like exercise/being healthy initially could explain the results rather than being specific to vitamin d....?