In contrast, our paper does not need long-term outcome observations in the experimental **data** but only need them in observational data. Moreover, our paper does not view short-term outcomes as proxies for the long-term outcome, so we avoid these previous surrogate criteria. Instead, we view them as proxies for unmeasured confounders to correct for confounding bias. See also discussions in Section 2.3.