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In most instances, to establish causality we use indirect evidence ... note sometimes there's a threshold effect when it comes to causation. That is, an exposure doesn't cause disease until ...
If any causal explanation is correct ... but it demonstrates how scientists approach establishing causation for a phenomenon, especially one predicated on the observation of initial correlations.