That’s fair, so long as you’re willing to conflate the principles of logic with how we actually come to understand what is true of the world.
I have no idea what that means.
We derive the presence or absence of causes from results all the time.
There are indeed occasions where a result leads to only one possible cause. But that is generally not true of social sciences or issues, where causality is not so easily determined.