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Epidemiology relies on the accurate evaluation of external validity, yet the dissemination of clinical evidence remains structurally skewed by geography. We identify a ‘Large-N Paradox’, where non-Western clinical registries with massive sample sizes and high representativeness are systematically filtered into specialty journals, while smaller Western cohorts frequently appear in top-tier general medical journals.