Doesn’t that just mean we don’t definitively know the vast majority of the causal factors? Which is not at all the same as saying we know it’s not genetically determined?

Depends on the weight you assign to "just". At the current level of knowledge it would mean that genetics is not an important contributor to the differences in "intelligence" between individuals in the general population.

What the important factors are is obviously an interesting question.