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Consistent associations between GV and AF were found in various subgroups of prospective and retrospective studies. In prospective studies, the risk ratio (RR) was 129 (95% CI 105-159, p = 0.001), while retrospective studies showed an RR of 118 (95% CI 108-129, p = 0.0002). This association remained consistent across diabetic (RR 124, 95% CI 103-150, p = 0.003) and non-diabetic groups (RR 113, 95% CI 100-128, p = 0.005). Further analyses indicated a simila