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Updated: Jul 12, 2026

Methods for Presenting Real-world Objects Under Controlled Laboratory Conditions
Published on: June 21, 2019
Randomized, controlled, and real
Ali Al-Kassab-Córdova1, Stephen Burgess2, Nasir Bashir3
1Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom; Centro de Excelencia en Investigaciones Económicas y Sociales en Salud, Universidad San Ignacio de Loyola, Lima 150114, Peru.
The term "real-world evidence" (RWE) misleadingly contrasts with randomized controlled trials (RCTs). Both study types observe reality; differences lie in methodology, not "realness," impacting causal inference and generalizability.
Area of Science:
- Clinical research methodology
- Epidemiological study design
Background:
- The term 'real-world evidence' (RWE) categorizes research by practice proximity, not methodology.
- RWE is often derived from routine clinical data, implying greater 'real-life' relevance than randomized controlled trials (RCTs).
Purpose of the Study:
- To critique the conceptual distinction between RWE and RCTs.
- To argue that methodological structures, not perceived 'realness,' differentiate study types.
- To clarify the concepts of external validity, representativeness, and generalizability in clinical research.
Main Methods:
- Conceptual analysis of research terminology and classification.
- Examination of methodological trade-offs in epidemiological study designs.
- Critique of the 'real-world evidence' versus 'randomized controlled trial' dichotomy.
Main Results:
- The distinction between RWE and RCTs is conceptually misleading; both are empirical.
- Methodological structures, such as randomization, reduce error to isolate causal effects.
- Representativeness does not equate to scientific validity; contextual applicability is key for inference.
Conclusions:
- Randomized trials, observational studies, and quasi-experimental designs differ in methodological dimensions, not epistemic categories.
- RWE and RCTs should be evaluated based on explicit methodological principles, not rhetorical labels.
- Abandoning terms like RWE may foster greater conceptual clarity in evaluating clinical evidence.
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