ReviewFrontiers in psychology2015
From pre-registration to publication: a non-technical primer for conducting a meta-analysis to synthesize correlational data.
Review in Frontiers in psychology, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 72 papers, 42 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
72 citing papers in PubMed, 42 syntheses or guidelines pooled it.
- Dynamic SPECT Assessment of Hepatic Function in Patients With Liver Disease: A Systematic Review and Meta-Analysis.Journal of medical imaging and radiation oncology · 2026Pooled it
- Trust learning in the repeated trust game: A meta-analytic study.British journal of psychology (London, England : 1953) · 2026Pooled it
- Seminal plasma cytokines in fertile versus infertile men: a systematic review and meta-analysis.Human reproduction update · 2026Pooled it
- Prevalence and determinants of polypharmacy among cancer patients: a systematic review and meta-analysis.Systematic reviews · 2026Pooled it
- Exploiting Unsupervised Free-Living Data for Cardiorespiratory Fitness Estimation: Systematic Review and Meta-Analysis.JMIR mHealth and uHealth · 2026Pooled it
- Association between life satisfaction and health behaviours among older adults: a systematic review and meta-analysis.The international journal of behavioral nutrition and physical activity · 2026Pooled it
- Association between sociodemographic factors and mobility among older adults: a systematic review and meta-analysis.BMC geriatrics · 2026Pooled it
- Regular collagen peptide administration exerts anti-obesity effects in high-caloric diet-fed rodents-a systematic review with meta-analysis of animal trials.International journal of obesity (2005) · 2026Pooled it
- Do more birds mean more bird-aircraft collisions? A meta-analysis testing a key wildlife management tenet.PloS one · 2026Pooled it
- Pooled it
- Meta-Analytic Review of the Short-Term Effects of Media Exposure on Children's Attention and Executive Functions.Developmental science · 2025Pooled it
- Relationship Between Force Steadiness and Functionality in Older Adults: A Systematic Review With Meta-Analysis.Scandinavian journal of medicine & science in sports · 2025Pooled it
- Positive changes in daily life? A meta-analysis of positive psychological ecological momentary interventions.Applied psychology. Health and well-being · 2025Pooled it
- Self-compassion and psychological distress in chronic illness: A meta-analysis.British journal of health psychology · 2025Pooled it
- Exploring intergenerational links and genetic correlates of metacognitive beliefs: A systematic review and meta-analysis.Frontiers in psychiatry · 2025Pooled it
- Psychological "effects" of digital technology: a meta-analysis.Frontiers in psychology · 2025Pooled it
- The effect of alexithymia on depression: evidence from meta-analysis.Frontiers in psychology · 2025Pooled it
- Impact of Collagen Peptide Supplementation in Combination with Long-Term Physical Training on Strength, Musculotendinous Remodeling, Functional Recovery, and Body Composition in Healthy Adults: A Systematic Review with Meta-analysis.Sports medicine (Auckland, N.Z.) · 2024Pooled it
- The Effect of Sexual Counseling Based on PLISSIT and EX-PLISSIT Models on Sexual Function, Satisfaction, and Quality of Life: A Systematic Review and Meta-Analysis.Archives of sexual behavior · 2024Pooled it
- Global parental acceptance, attitudes, and knowledge regarding human papillomavirus vaccinations for their children: a systematic literature review and meta-analysis.BMC women's health · 2024Pooled it
12 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
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Meta-analysis synthesizes a body of research investigating a common research question. Outcomes from meta-analyses provide a more objective and transparent summary of a research area than traditional narrative reviews. Moreover, they are often used to support research grant applications, guide clinical practice, and direct health policy. The aim of this article is to provide a practical and non-technical guide for psychological scientists that outlines the steps involved in planning and performing a meta-analysis of correlational datasets. I provide a supplementary R script to demonstrate each analytical step described in the paper, which is readily adaptable for researchers to use for their analyses. While the worked example is the analysis of a correlational dataset, the general meta-analytic process described in this paper is applicable for all types of effect sizes. I also emphasize the importance of meta-analysis protocols and pre-registration to improve transparency and help avoid unintended duplication. An improved understanding this tool will not only help scientists to conduct their own meta-analyses but also improve their evaluation of published meta-analyses.
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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.