 Thanks to Frederick Eberhardt, Luke Fenton-Glynn, Clark Glymour, Judea Pearl, Richard Scheines, Elliott Sober, Jim Woodward and the editors of the Stanford Encyclopedia of Philosophy for detailed comments, corrections, and discussion.