Brian Cajes

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The do-operator erases all the arrows that come into X, and in this way it prevents any information about X from flowing in the noncausal direction. Randomization has the same effect. So does statistical adjustment, if we pick the right variables to adjust.
The Book of Why: The New Science of Cause and Effect
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