Actually, the article text is just playing it cool. Evidence of an oxidizing atmosphere is a whole other level of Earth-like than just having liquid water. Our oxygen atmosphere is created by life. So if these rocks were in fact formed by atmospheric oxygen, that's huge. I'm not sure it's a smoking gun, but it's at least a big bang and you can reasonably look for a gun nearby.