You are focusing on the symptom. Whatever the first or last hour of the screen around bedtime, it's an addiction. And in order to prove their hypothesis scientists use statistics. So, in the end it is about correlation as a material proof, a scientific proof.

My point is that it is not because it is a correlation that it is a causation. Thus my comment :)