So far it is not clear to me whether their question rather is: will peak oil save us from Climate change? Their title is

Implications of "peak oil" for atmospheric CO2 and climate

Regarding this reverse question, I think that putting into atmosphere most of the carbon that was naturally sequenced in millions of years so fast should result in dramatic climate changes.