On What Philosophical Atheism Is Suppose that there are scientific explanations about atoms, and atoms actually exist. Then, there is a reason to believe the existence of atoms.
Suppose that there are scientific explanations about unicorns, and unicorns actually don't exist. Then, there is a reason to believe the existence of unicorns, but the belief is false.