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Articles tagged with “single-arm-trial”

Virtual Control Arms in Clinical Trials: Bias & Validation

How virtual and external control arms are built, validated, and regulated in 2026: FDA and EMA guidance, exchangeability, bias, sensitivity analysis, and documented case studies.

30 min read

9/5/2026

virtual control arms external control arm synthetic control arm single-arm trial clinical trials real world data FDA guidance regulatory science sensitivity analysis exchangeability