Moderate weekend catch-up sleep of 1-2 hours was associated with lower stroke prevalence, particularly among high-risk populations. Given the cross-sectional design, these findings should be interpreted as associations rather than evidence of causality, and further longitudinal and interventional studies are warranted to assess potential clinical implications.