SynthesisBMJ (Clinical research ed.)2020
Impact of blinding on estimated treatment effects in randomised clinical trials: meta-epidemiological study.
Synthesis in BMJ (Clinical research ed.), 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 140 papers, 35 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
140 citing papers in PubMed, 35 syntheses or guidelines pooled it, 266 citations in OpenAlex.
- Efficacy of Various Virtual Reality Exposure Therapies for Chronic Low Back Pain: Systematic Review and Network Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- The effectiveness of aerobic exercise on pain and disability in individuals with neck pain: A systematic review and meta-analysis.Experimental physiology · 2026Pooled it
- Colchicine for the Secondary Prevention of Cardiovascular Diseases: A Cumulative-Dose Meta-analysis of Randomized Controlled Trials including 31,397 Subjects Worldwide.American journal of cardiovascular drugs : drugs, devices, and other interventions · 2026Pooled it
- Clinical trial characteristics and intervention profiles for mild cognitive impairment: a systematic analysis of WHO ICTRP registry.Frontiers in pharmacology · 2026Pooled it
- Drug treatments for fibromyalgia: systematic review and network meta-analysis of randomised trials.BMJ medicine · 2026Pooled it
- Resorbable Bio-Inductive Collagen Implant for Rotator Cuff Repair: What We Know, What We Need to Know, and the Path Forward.Orthopaedic surgery · 2025Pooled it
- Digital health, technology-driven or technology-assisted interventions for the management of obesity in children and adolescents.The Cochrane database of systematic reviews · 2025Pooled it
- Tacrolimus versus cyclosporine immunosuppression in lung transplantation: a systematic review and meta-analysis.BMJ open respiratory research · 2025Pooled it
- Self-reports vs clinician ratings of efficacies of psychotherapies for depression: a meta-analysis of randomized trials.Epidemiology and psychiatric sciences · 2025Pooled it
- Relative efficacy of prehabilitation interventions and their components: systematic review with network and component network meta-analyses of randomised controlled trials.BMJ (Clinical research ed.) · 2025Pooled it
- The blinding status and characteristics in acupuncture clinical trials: a systematic reviews and meta-analysis.Systematic reviews · 2024Pooled it
- Efficacy and Acceptance of Cognitive Behavioral Therapy in Adults with Chronic Fatigue Syndrome: A Meta-analysis.International journal of behavioral medicine · 2024Pooled it
- Treatment Effects in Randomized and Nonrandomized Studies of Pharmacological Interventions: A Meta-Analysis.JAMA network open · 2024Pooled it
- Acupuncture-related interventions improve chemotherapy-induced peripheral neuropathy: A systematic review and network meta-analysis.BMC complementary medicine and therapies · 2024Pooled it
- Blinding Assessments in Neonatal Ventilation Meta-Analyses: A Systematic Meta-Epidemiological Review.Neonatology · 2024Pooled it
- Pooled it
- Detection bias in open-label trials of anticancer drugs: a meta-epidemiological study.BMJ evidence-based medicine · 2023Pooled it
- Home-based versus centre-based cardiac rehabilitation.The Cochrane database of systematic reviews · 2023Pooled it
- Calreticulin Expression in Human Carcinomas: A Systematic Review and Meta-Analysis.Asian Pacific journal of cancer prevention : APJCP · 2023Pooled it
- Methodology and design of platform trials: a meta-epidemiological study.Journal of clinical epidemiology · 2023Pooled it
80 more citing papers are in PubMed but not listed here.
Corrections and comments
- Commented on by
- Erratum issued
Authors and funding
13 authors at 6 institutions in 3 countries.
Funding
Abstract
objectivesTo study the impact of blinding on estimated treatment effects, and their variation between trials; differentiating between blinding of patients, healthcare providers, and observers; detection bias and performance bias; and types of outcome (the MetaBLIND study).
designMeta-epidemiological study. DATA SOURCE: Cochrane Database of Systematic Reviews (2013-14). ELIGIBILITY CRITERIA FOR SELECTING STUDIES: Meta-analyses with both blinded and non-blinded trials on any topic. REVIEW
methodsBlinding status was retrieved from trial publications and authors, and results retrieved automatically from the Cochrane Database of Systematic Reviews. Bayesian hierarchical models estimated the average ratio of odds ratios (ROR), and estimated the increases in heterogeneity between trials, for non-blinded trials (or of unclear status) versus blinded trials. Secondary analyses adjusted for adequacy of concealment of allocation, attrition, and trial size, and explored the association between outcome subjectivity (high, moderate, low) and average bias. An ROR lower than 1 indicated exaggerated effect estimates in trials without blinding.
resultsThe study included 142 meta-analyses (1153 trials). The ROR for lack of blinding of patients was 0.91 (95% credible interval 0.61 to 1.34) in 18 meta-analyses with patient reported outcomes, and 0.98 (0.69 to 1.39) in 14 meta-analyses with outcomes reported by blinded observers. The ROR for lack of blinding of healthcare providers was 1.01 (0.84 to 1.19) in 29 meta-analyses with healthcare provider decision outcomes (eg, readmissions), and 0.97 (0.64 to 1.45) in 13 meta-analyses with outcomes reported by blinded patients or observers. The ROR for lack of blinding of observers was 1.01 (0.86 to 1.18) in 46 meta-analyses with subjective observer reported outcomes, with no clear impact of degree of subjectivity. Information was insufficient to determine whether lack of blinding was associated with increased heterogeneity between trials. The ROR for trials not reported as double blind versus those that were double blind was 1.02 (0.90 to 1.13) in 74 meta-analyses.
conclusionNo evidence was found for an average difference in estimated treatment effect between trials with and without blinded patients, healthcare providers, or outcome assessors. These results could reflect that blinding is less important than often believed or meta-epidemiological study limitations, such as residual confounding or imprecision. At this stage, replication of this study is suggested and blinding should remain a methodological safeguard in trials.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.