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Well, peer-review doesn't necessarily spot everything. Their R values were actually pretty good, it was really bad luck.

Ok. That was an unfortunate turn of event.

Peer review just means they make sure everything checks out at a somewhat superficial level. That is why Reproducibility is the gold standard of evidence.