Apart from the populistic BS that the magazines blow all things neuroscience up to, the machine learning technique behind these kinds of studies are actually very clever (and a lot more robust than most "traditional" fMRI findings that produce headlines like "scientists discovered brain area causing teenage angst". If you want a former neuroscientist ranting about bad fMRI research for a page or so, let me know :)