  There are a number of measures of direct and indirect effects in the
literature. They are suitable in some cases and unsuitable in others. We
describe a case where the existing measures are unsuitable and propose new
suitable ones. We also show that the new measures can partially handle
unmeasured treatment-outcome confounding, and bound long-term effects by
combining experimental and observational data.

Methodology