The abstract mentions controls, but unfortunately I can't access the actual paper to see what they are. This seems really hard to isolate. Loneliness, inactivity, and depression are huge risk factors for dementia. Drinking caffeine in the morning seems like a really good proxy for whether an individual has somewhere to be that day. Definitely not 100% of course, but highly correlated.