ArticleContemporary clinical trials communications2016
Random Guess and Wishful Thinking are the Best Blinding Scenarios.
Article in Contemporary clinical trials communications, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers, 2 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
27 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Blinding, sham, and treatment effects in randomized controlled trials for back pain in 2000-2019: A review and meta-analytic approach.Clinical trials (London, England) · 2021Pooled it
- Guidelines of the International Headache Society for controlled trials of acute treatment of migraine attacks in adults: Fourth edition.Cephalalgia : an international journal of headache · 2019Guideline
- Successful Blinding or Wishful Thinking? A Secondary Analysis of a Randomised Controlled Trial of Manual Therapy.European journal of pain (London, England) · 2026Trial
- Effects of lower limb joint manipulation on squat strength and ankle range of motion: a sham-controlled double-blind randomised cross-over trial.Chiropractic & manual therapies · 2026Trial
- Shuci method of electroacupuncture improves self-perception and quality of life in patients with knee osteoarthritis: a multicenter randomized controlled trial.Frontiers in medicine · 2026Trial
- Acupuncture for chemotherapy-associated insomnia in breast cancer patients: an assessor-participant blinded, randomized, sham-controlled trial.Breast cancer research : BCR · 2023Trial
- Group cognitive rehabilitation to reduce the psychological impact of multiple sclerosis on quality of life: the CRAMMS RCT.Health technology assessment (Winchester, England) · 2020Trial
- Smartphone Cognitive Behavioral Therapy as an Adjunct to Pharmacotherapy for Refractory Depression: Randomized Controlled Trial.Journal of medical Internet research · 2017Trial
- Spinal Manipulative Therapy on a Healthy Population: Protocol for a Randomized Blinding Feasibility Trial.JMIR research protocols · 2026Article
- Evaluating the Effect of Electroacupuncture in Knee Osteoarthritis: Protocol for a Multicenter Randomized Controlled Trial.Journal of pain research · 2026Article
- Unmasking three blinding indices for randomized controlled trials: comparison and application.Contemporary clinical trials communications · 2025Article
- Acupuncture for preventing chemotherapy-induced peripheral neuropathy: study protocol for a randomised controlled trial.BMJ open · 2025Article
- A Randomized, Sham-Controlled Trial on the Efficacy and Safety of Electroacupuncture for Lumbar Disc Herniation with Radiculopathy: Rationale and Study Protocol.Journal of pain research · 2025Article
- Article
- SAS macro programme for Bang's Blinding Index to assess and visualise the success of blinding in randomised controlled trials.General psychiatry · 2024Review
- Acupuncture versus sham acupuncture and usual care for Antiandrogen-Induced hot fLashes in prostate cancer (AVAIL): study protocol for a randomized clinical trial.BMC complementary medicine and therapies · 2023Article
- Article
- Article
- Reply to "The discussion on the validity of sham controls and patient blinding in a sham-controlled acupuncture trial" [Integr Med Res 2022; 11: 100795].Integrative medicine research · 2022Article
- Rationale and protocol for a cluster randomized, cross-over trial of recruitment methods of rural children in primary care clinics: A feasibility study of a pediatric weight control trial in the IDeA States Pediatric Clinical Trials Network.Contemporary clinical trials · 2021Article
Corrections and comments
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Authors and funding
1 author.
Funding
Abstract
Blinding is a methodologic safeguard of treatment evaluation, yet severely understudied empirically. Mathieu et al.'s theoretical analysis (2014) provided an important message that blinding cannot eliminate potential for bias associated with belief about allocation in randomized controlled trial; just like the intent-to-treat principle does not guarantee unbiased estimation under noncompliance, the blinded randomized trial as a golden standard may produce bias. They showed possible biases but did not assess how large the bias could be in different scenarios. In this paper, we examined their findings, and numerically assessed and compared the bias in treatment effect parameters by simulation under frequently encountered blinding scenarios, aiming to identify the most ideal blinding scenarios in practice. We conclude that Random Guess and Wishful Thinking (e.g., participants tend to believe they received treatment) are the most ideal blinding scenarios, incurring minimal bias. We also find some evidence that imperfect or partial blinding can be better than no blinding.
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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.