Not disagreeing with your statements, but the key question in the research is why did depression spike in children worldwide _after 2012_.
At various points in my lifetime there have been reasons to be sad about the world - but what changed in 2012 that predominantly appears to affect teenage girls, and has been observed in several countries globally?