Sure, it’s more appropriate to say that atheism is the logical conclusion you arrive to when applying the scientific method to religion.

Of course Atheism isn’t science, they are 2 different labels with different names to point to different things.

A hexagon also isn’t a square, yet they do have similarities and are connected.