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stat.AP2026
Adaptive Influence-Based Borrowing Framework for Improving Treatment Effect Estimation in RCTs Using External Controls
Peng Wu, Jile Chaoge, Shu Yang
Randomized controlled trials (RCTs) often suffer from limited sample sizes due to high costs and lengthy recruitment periods, compromising precision in treatment effect estimation.…
stat.AP2025
Estimating the Causal Effect of Redlining on Present-day Air Pollution
Xiaodan Zhou, Shu Yang, Brian J Reich
Recent studies have shown associations between redlining policies (1935-1974) and present-day fine particulate matter (PM) and nitrogen dioxide (NO) air pollution conce…
stat.AP2024
A Practical Analysis Procedure on Generalizing Comparative Effectiveness in the Randomized Clinical Trial to the Real-world Trialeligible Population
Kuan Jiang, Xin-xing Lai, Shu Yang +2
When evaluating the effectiveness of a drug, a Randomized Controlled Trial (RCT) is often considered the gold standard due to its perfect randomization. While RCT assures strong in…