SynthesisPloS one2016
Empirical Evidence of Study Design Biases in Randomized Trials: Systematic Review of Meta-Epidemiological Studies.
Synthesis in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 124 papers, 37 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
124 citing papers in PubMed, 37 syntheses or guidelines pooled it.
- Effects of Digital Health Interventions in Chronic Musculoskeletal Pain: Systematic Review and Bayesian Network Meta-Analysis of Randomized Controlled Trials.Journal of medical Internet research · 2026Pooled it
- Blinding and quality of life endpoints in randomised trials of stable angina: a meta-epidemiological study.Open heart · 2026Pooled it
- Study Design Complexity and Participant Completion in Dietary Trials for Inflammatory Bowel Disease: A Systematic Review and Metaresearch Study.Advances in nutrition (Bethesda, Md.) · 2026Pooled it
- Impact of Different Dosage Forms of Orally Administered Chinese Herbal Medicine on Treatment and Adverse Effect Estimates in Randomized Controlled Trials: A Meta-Epidemiological Study.Journal of evidence-based medicine · 2026Pooled it
- Stroke Neurorehabilitation and the Role of Motor Imagery Training: Do ARAT and Barthel Index Improvements Support Its Clinical Use? A Systematic Review and Meta-Analysis.Medicina (Kaunas, Lithuania) · 2026Pooled it
- Ultrasound-guided botulinum toxin type A for shoulder pain: a meta-analysis of randomized controlled trials.BMC musculoskeletal disorders · 2026Pooled it
- Methodological Quality of Systematic Reviews on Treatments for Gastric Cancer: A Cross-Sectional Study.Digestive surgery · 2026Pooled it
- Mindfulness-based interventions for children and adolescents with attention-deficit/hyperactivity disorder: a Bayesian meta-analysis of randomized controlled trials.Frontiers in psychology · 2026Pooled it
- Physical rehabilitation approaches for the recovery of function and mobility following stroke.The Cochrane database of systematic reviews · 2025Pooled it
- Bovine dairy products and flow mediated dilation (FMD): a systematic review of the published evidence.European journal of nutrition · 2025Pooled it
- A systematic review and meta-analysis of strategies to promote vaccination uptake.Nature human behaviour · 2024Pooled it
- Health-promotion interventions targeting multiple behaviors: A meta-analytic review of general and behavior-specific processes of change.Psychological bulletin · 2024Pooled it
- Single-leg disuse decreases skeletal muscle strength, size, and power in uninjured adults: A systematic review and meta-analysis.Journal of cachexia, sarcopenia and muscle · 2023Pooled it
- Impact of active placebo controls on estimated drug effects in randomised trials: a systematic review of trials with both active placebo and standard placebo.The Cochrane database of systematic reviews · 2023Pooled it
- A methodological review with meta-epidemiological analysis of preclinical systematic reviews with meta-analyses.Scientific reports · 2022Pooled it
- Biomarkers as point-of-care tests to guide prescription of antibiotics in people with acute respiratory infections in primary care.The Cochrane database of systematic reviews · 2022Pooled it
- Risk of bias and reporting practices in studies comparing VOJournal of sport and health science · 2022Pooled it
- Does vaginal progesterone prevent recurrent preterm birth in women with a singleton gestation and a history of spontaneous preterm birth? Evidence from a systematic review and meta-analysis.American journal of obstetrics and gynecology · 2022Pooled it
- Use of Placebo and Nonoperative Control Groups in Surgical Trials: A Systematic Review and Meta-analysis.JAMA network open · 2022Pooled it
- Trial-level characteristics associate with treatment effect estimates: a systematic review of meta-epidemiological studies.BMC medical research methodology · 2022Pooled it
64 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
objectiveTo synthesise evidence on the average bias and heterogeneity associated with reported methodological features of randomized trials.
designSystematic review of meta-epidemiological studies.
methodsWe retrieved eligible studies included in a recent AHRQ-EPC review on this topic (latest search September 2012), and searched Ovid MEDLINE and Ovid EMBASE for studies indexed from Jan 2012-May 2015. Data were extracted by one author and verified by another. We combined estimates of average bias (e.g. ratio of odds ratios (ROR) or difference in standardised mean differences (dSMD)) in meta-analyses using the random-effects model. Analyses were stratified by type of outcome ("mortality" versus "other objective" versus "subjective"). Direction of effect was standardised so that ROR < 1 and dSMD < 0 denotes a larger intervention effect estimate in trials with an inadequate or unclear (versus adequate) characteristic.
resultsWe included 24 studies. The available evidence suggests that intervention effect estimates may be exaggerated in trials with inadequate/unclear (versus adequate) sequence generation (ROR 0.93, 95% CI 0.86 to 0.99; 7 studies) and allocation concealment (ROR 0.90, 95% CI 0.84 to 0.97; 7 studies). For these characteristics, the average bias appeared to be larger in trials of subjective outcomes compared with other objective outcomes. Also, intervention effects for subjective outcomes appear to be exaggerated in trials with lack of/unclear blinding of participants (versus blinding) (dSMD -0.37, 95% CI -0.77 to 0.04; 2 studies), lack of/unclear blinding of outcome assessors (ROR 0.64, 95% CI 0.43 to 0.96; 1 study) and lack of/unclear double blinding (ROR 0.77, 95% CI 0.61 to 0.93; 1 study). The influence of other characteristics (e.g. unblinded trial personnel, attrition) is unclear.
conclusionsCertain characteristics of randomized trials may exaggerate intervention effect estimates. The average bias appears to be greatest in trials of subjective outcomes. More research on several characteristics, particularly attrition and selective reporting, is needed.
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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.