I don't think that's a reasonable summation, there is a correlation between mobile phone use while there are other studies showing teens assigned to use less of Facebook are more happy. The author could not find movement in other variables that could account for this change, although of course that does not prove that they don't exist (she only mentions homework and economic growth). It's obviously not definitive and she acknowledges this, but it is striking nonetheless.