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Results showed that for the primary outcome, semaglutide significantly reduced MACE risk by 17%, consistent with effect sizes integrated from prior GLP-1 RAs meta-analyses ( GLP-1 RAs, exemplified by semaglutide, exert cardiovascular protection via multiple mechanisms ( Our findings hold significant clinical implications