Digital twins for synthetic control arms in ALS clinical trials

All treatment effect estimation methods demonstrate low bias, including data-only propensity methods and digital twin methods (outcome model plug-in and AIPW). Digital twin methods demonstrated efficiency gains, with ~30–60% variance reduction relative to PSM across endpoints.