ArticleProceedings of the National Academy of Sciences of the United States of America2013
US studies may overestimate effect sizes in softer research.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 51 papers, 10 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
51 citing papers in PubMed, 10 syntheses or guidelines pooled it.
- The Role of Tumor Debulking Surgery in Improving Survival of Patients with Head and Neck Cancer: A Systematic Review.Current oncology (Toronto, Ont.) · 2026Pooled it
- Does Resilience Help in Reducing Burnout Symptoms Among Chinese Students? A Meta-Analysis.Frontiers in psychology · 2021Pooled it
- Pooled it
- Systematic reviews and meta-analyses in the health sciences: Best practice methods for research syntheses.Social science & medicine (1982) · 2019Pooled it
- Are Effect Sizes in Emotional Intelligence Field Declining? A Meta-Meta Analysis.Frontiers in psychology · 2019Pooled it
- Publication bias examined in meta-analyses from psychology and medicine: A meta-meta-analysis.PloS one · 2019Pooled it
- Meta-assessment of bias in science.Proceedings of the National Academy of Sciences of the United States of America · 2017Pooled it
- Scientists Admitting to Plagiarism: A Meta-analysis of Surveys.Science and engineering ethics · 2015Pooled it
- Industry sponsorship and publication bias among animal studies evaluating the effects of statins on atherosclerosis and bone outcomes: a meta-analysis.BMC medical research methodology · 2015Pooled it
- No Effect of Weight on Judgments of Importance in the Moral Domain and Evidence of Publication Bias from a Meta-Analysis.PloS one · 2015Pooled it
- Association of Early Life Risk Factors and APOE ε4 With Incident Dementia: Evidence From 14 Years of U.S. Data.Journal of the American Geriatrics Society · 2025Article
- Same data, different analysts: variation in effect sizes due to analytical decisions in ecology and evolutionary biology.BMC biology · 2025Article
- Application of GUHA data mining method in cohort data to explore paths associated with premature death: a 29-year follow-up study.BMC medical research methodology · 2025Article
- Visualization toolkits for enriching meta-analyses through evidence maps, bibliometrics, and alternative impact metrics.Research synthesis methods · 2025Review
- Tree-based analysis of longevity predictors and their ten-year changes: a 35-Year mortality follow-up.BMC geriatrics · 2024Article
- Fifty years of research on questionable research practises in science: quantitative analysis of co-citation patterns.Royal Society open science · 2023Article
- Identifying correlates of suicide ideation during the COVID-19 pandemic: A cross-sectional analysis of 148 sociodemographic and pandemic-specific factors.Journal of psychiatric research · 2022Article
- Dynamics of cross-platform attention to retracted papers.Proceedings of the National Academy of Sciences of the United States of America · 2022Article
- Alcohol use disorder: An analysis of the evidence underpinning clinical practice guidelines.Drug and alcohol dependence · 2022Article
- The presence of spin in systematic reviews focused on diabetic neuropathy: A cross-sectional analysis.PloS one · 2022Article
Corrections and comments
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Many biases affect scientific research, causing a waste of resources, posing a threat to human health, and hampering scientific progress. These problems are hypothesized to be worsened by lack of consensus on theories and methods, by selective publication processes, and by career systems too heavily oriented toward productivity, such as those adopted in the United States (US). Here, we extracted 1,174 primary outcomes appearing in 82 meta-analyses published in health-related biological and behavioral research sampled from the Web of Science categories Genetics & Heredity and Psychiatry and measured how individual results deviated from the overall summary effect size within their respective meta-analysis. We found that primary studies whose outcome included behavioral parameters were generally more likely to report extreme effects, and those with a corresponding author based in the US were more likely to deviate in the direction predicted by their experimental hypotheses, particularly when their outcome did not include additional biological parameters. Nonbehavioral studies showed no such "US effect" and were subject mainly to sampling variance and small-study effects, which were stronger for non-US countries. Although this latter finding could be interpreted as a publication bias against non-US authors, the US effect observed in behavioral research is unlikely to be generated by editorial biases. Behavioral studies have lower methodological consensus and higher noise, making US researchers potentially more likely to express an underlying propensity to report strong and significant findings.
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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.