 The entry on  probabilistic causation  is written by the same author as this entry, and contains some overlap. Some of the material from  Section 4  of this entry is also presented in Section 3 of that entry. That entry contains in addition some discussion of the connection between probabilistic causal models and earlier probabilistic theories of causation.