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We study Calderón-Zygmund operators acting on generalized Carleson measure spaces $CM{O}_r^{\alpha ,q}$ and show a necessary and sufficient condition for their boundedness. The spaces $CM{O}_r^{\alpha ,q}$ are a generalization of BMO, and can be regarded as the duals of homogeneous Triebel-Lizorkin spaces as well.