VII-J: schedule, influence, and biological causality

For a specified exogenous training input $U$ and test/noise input $Z$, define a potential outcome

A within-model intervention contrast is

The expectation is defined only after the exogenous law has been supplied and the operations have been specified. Paired random streams implement a controlled comparison; the existence of a program arrow does not establish a nonzero contrast.