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What would be the Chinese incentive to lie about this? How hard is it to check the validity of their claims?

"Their claims"? I'm not saying ya didn't read the article, but you might have missed this:

"Dabo Guan, a professor of climate change economics at the University of East Anglia in Britain. Guan and his colleagues estimate..."