Can't access the paper, but I'm curious how they measured statistical significance. I wonder how much to interpret the result as "we didn't measure any effect" (which is a largely meaningless conclusion) versus "no effect exists." The latter wouldn't be a rigorous statement, but it seems to be the conclusion we are being led towards.