Researchers reanalyzed a retracted HCQ study that claimed over 16,000 COVID-19 deaths and exposed serious methodological flaws, including inappropriate use of effect sizes and lack of dose-specific analysis. The study calls for urgent reform in peer review and greater transparency in scientific publishing.