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Judea Pearl's book on causality[1] was written precisely due to such type of issue, mainly to define a method to establish the causal relationship of a fact of perception with another (I think he says somewhere that people did not believe the causal link between vaccines and sickness, so he tried to formalize the process to establish causality with such book)...

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