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What is the difference between implication and causality?

Implication is said to be more general than causality since, for example, being a dog implies being a mammal, but it doesn't cause it. … Is there a formalization of the difference between implication and causality (in the field of metaphysics or philosophy of logic)? What criteria could one use to examine these concepts? …
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