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

by Judea Pearl

we should condition on any factor that is “causally relevant” to the effect. By borrowing a concept from rung two of the Ladder of Causation, she essentially gave up on the idea of defining causes based on probability alone.