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The actual study (1) is observational and makes no causal claim, only that there exists a statistical association between caffeine consumption and dementia. Ne
by tmoertel 7mo ago
The actual study (1) is observational and makes no causal claim, only that there exists a statistical association between caffeine consumption and dementia. Nevertheless, people are apt to misinterpret the finding as “caffeine consumption prevents dementia”:
Caffeine -> Dementia
However, the two variables would be correlated if the causal arrow were reversed and dementia influenced the propensity to consume caffeine:
Caffeine <- Dementia
And we would also observe the correlation if a person's general health influenced both the propensity to consume caffeine and dementia risk:
Caffeine <- General Health -> Dementia
Since caffeine is a stressor, we would expect to see reduced consumption among people with reduced general health. But we would also expect increased dementia among that same group. So the relationships in the diagram immediately above are plausible and would give rise to a spurious correlation between caffeine consumption and dementia risk.
While studies can try to “control for confounding factors,” it’s easy to overlook or misunderstand the true causal relationships in play, causing spurious correlations. In other words, you can create false “causal” relationships through imperfect identification and control of confounding variables.
In short, take this article’s claims with a suitable dose of suspicion.
(1) https://jamanetwork.com/journals/jama/article-abstract/2844764 https://jamanetwork.com/journals/jama/article-abstract/28447...
- hallway_monitor 7mo agoThis is an amazing explanation and I am going to keep it on hand for future use. In the first sentence causal is typoed as casual
- tmoertel 7mo agoThanks for your kind words! And thanks for reporting the typo (now fixed).
- pepa65 7mo agoAnd "However, the two variables would be correlated if the causal arrow were reversed" is missing "also", almost suggesting that the article gets it wrong and the two variables are not correlated because of the placement of the causal arrow...
- Eddy_Viscosity2 7mo ago>we would expect to see reduced consumption among people with reduced general health. I would not expect this at all as it goes against my real world observations of people with poor general health consuming caffeine in as high doses. Some of the same causal factors for poor general health, like long work hours and long commutes can lead to increased caffeine consumption.