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Interesting preliminary investigation but there’s no mathematics that can remove confounding factors for such small effects.

It’s 500k people for over a decade. If any study has the data to do it, it’s this one.

It's an observational study. You can't make conclusions based on it. But it can be a basis for more detailed study.

Sample size is useless at removing confounders.