Before revision:  This early-warning signal begins in 2005 , and is preceded by an even earlier period of "risk autocatalysis" characterized by anomalous debt loops .
After revision:  This early-warning signal begins in 2005 and preceded by an even earlier period of "risk autocatalysis" characterized by anomalous debt loops .