The scam is in the scaring of the people. This is primarily about keeping nuclear energy from taking market share from 'fossil fuel' based companies.
I do wish someone would do a documentary on the clean up and rebuild in Japan, but I figure they want Americans to just continue to assume that these places are still just blasted out wastelands.