Available data makes causality hard to get right. This paper is trying to get around known constraints with observational data (e.g., some people stop drinking when they start having noticeable problems). Mendelian randomization tries to infer how much a person drinks from their genetic variants. However, the genetic tendency to drink might be associated with the same variants related to dementia. The summary doesn't make it clear if this was addressed.
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