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Mechanism analysis identifies three behavioral pathways: increased voluntary labor participation, greater digital inclusion, and more active social connections. These attitudes act as psychological assets that encourage proactive health behaviors. Subgroup analysis suggests that the health benefits of a relatively younger age identity are especially pronounced among younger seniors (aged 60\u201374), individuals with lower education levels, and those with stable housing. 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