Mediation causal structure with outcome Y, exposure A, mediator M, baseline confounder(s) Z, and exposure-induced mediator-outcome confounder(s) W. The controlled direct effect captures the A → Y effect when M is fixed to some m. Natural direct and indirect effects are not identified under this structure due to the A → W arrow, but randomized interventional analogs are identified