We adopt the existing metric, Causal Potential (CP), which has been applied to acquire causally related events (Beamer and Girju, 2009) and exactly measures the two aspects.
the CP score of an event pair is calculated using the following equation: where, the first part refers to the Pointwise Mutual Information (PMI) between two events and the second part measures the relative ordering or two events.