It's part of it, but the described effect is amplified by the fact that if there are n variables, there are (n^2-n)/2 potential interactions. This increases the

It's part of it, but the described effect is amplified by the fact that if there are n variables, there are (n^2-n)/2 potential interactions. This increases the risk of finding spurious correlations due to multiple testing.