They give their hypothesis in the paper, and each is shown with a p value < 0.05, so is statistically significant (and better than just returning false :)
http://schererstefan.net/assets/files/scherer_etal_FG2013.pd...
http://schererstefan.net/assets/files/scherer_etal_FG2013.pd...