Introduction: We are grateful to the discussants&emdash;Levis and Kennedy (2025), Luo and Geng (2025), Wang and van der Laan (2025), and Yang and Kim (2025)—for their thoughtful comments on our paper (Nabi et al., 2025). Below we summarize our main contributions before responding to each discussion in turn…