The Book of Why: The New Science of Cause and Effect (Penguin Science)

by Judea Pearl

Controlling for descendants (or proxies) of a variable is like “partially” controlling for the variable itself. Controlling for a descendant of a mediator partly closes the pipe; controlling for a descendant of a collider partly opens the pipe.