Background Low magnesium status has been linked to cerebrovascular conditions that overlap with pathways implicated in dementia, yet prior studies have relied on single magnesium measurements obtained in earlier population-based cohorts. Whether repeatedly documented low magnesium status is associated with incident dementia in real-world clinical populations is unclear. Methods This retrospective propensity score-matched cohort study used data from the TriNetX Global Collaborative Network (2016–