I'm quite skeptical of causal inferences in such designs. Not only are there many more possible confounders, there's also the difficulty of controlling for variables that are not extremely reliable. See https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0152719 …
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Though of course this particular research question is hard to answer any other way.
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