ArticleEcology and evolution2020
A contrast of meta and metafor packages for meta-analyses in R.
Article in Ecology and evolution, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 43 papers, 24 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
43 citing papers in PubMed, 24 syntheses or guidelines pooled it.
- Maternal diabetes as a prenatal risk factor for multiple sclerosis in offspring: a systematic review and meta-analysis.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2026Pooled it
- Therapeutic local hypothermia in the management of acute spinal cord injury: a systematic review and meta-analysis.Spinal cord · 2026Pooled it
- Efficacy and safety of varenicline nasal spray in dry eye disease: a systematic review and meta-analysis of randomized controlled trials.International ophthalmology · 2026Pooled it
- Pooled it
- Retrograde intrarenal surgery versus miniaturized percutaneous nephrolithotomy for renal calculi: a grade-assessed meta-analysis of randomized controlled trials with trial sequential analysis.World journal of urology · 2026Pooled it
- Stereotactic body radiation therapy for ultra-central lung malignancies: an updated systematic review and meta-analysis.Radiation oncology (London, England) · 2026Pooled it
- Medication Management Strategies at Hospital Admission: A Systematic Review and Meta-Analysis.Clinical and translational science · 2026Pooled it
- Global prevalence of adenomyosis and endometriosis: a systematic review and meta-analysis.Reproductive biology and endocrinology : RB&E · 2025Pooled it
- Endovascular and surgical treatment of superior cerebellar artery aneurysms: a systematic review and meta-analysis of outcomes and complications.Neurosurgical review · 2025Pooled it
- Utility Values of Health Status in Gastric Cancer: A Systematic Review.Value in health regional issues · 2025Pooled it
- Survival benefits of different immunotherapies for hepatocellular carcinoma: a meta-analysis highlighting age, gender, etiology, and tumor burden.Frontiers in immunology · 2025Pooled it
- Proton beam and carbon ion radiotherapy in skull base chordoma: a systematic review, meta-analysis and meta-regression with trial sequential analysis.Neurosurgical review · 2024Pooled it
- Risk factors for incisional hernia after open abdominal aortic aneurysm repair: a systematic review and meta-analysis.Hernia : the journal of hernias and abdominal wall surgery · 2024Pooled it
- The effects of nicotine withdrawal on exercise-related physical ability and sports performance in nicotine addicts: a systematic review and meta-analysis.Journal of the International Society of Sports Nutrition · 2024Pooled it
- Genetic association analysis of lipid-lowering drug target genes in chronic kidney disease.Frontiers in endocrinology · 2024Pooled it
- Safety and efficacy of East Asian herbal medicine for iron deficiency anemia in children and adolescents: a systematic review and meta-analysis.Frontiers in pharmacology · 2024Pooled it
- Pooled it
- 3D versus 2D laparoscopic distal gastrectomy in patients with gastric cancer: a systematic review and meta-analysis.Surgical endoscopy · 2023Pooled it
- Epidemiology of lean/non-obese nonalcoholic fatty liver disease in China: A systematic review and meta-analysis.Saudi medical journal · 2023Pooled it
- Efficacy of endoscopic over-the-scope clip fixation for preventing migration of self-expandable metal stents: a systematic review and meta-analysis.Surgical endoscopy · 2023Pooled it
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
There is extensive choice in R to support meta-analyses.Two packages in this ecosystem include meta and metafor and provide an excellent opportunity to apply a structured checklist previously developed for contrasts between R packages relevant to challenges in ecology and evolution.Meta is a direct, intuitive choice for rapid implementation of general meta-analytical statistics. Metafor is a comprehensive package best suited for relatively more complex models.Both packages provide estimates of heterogeneity, excellent visualization tools, and functions to explore publication bias.The package metafor has a steeper learning curve but greater rewards. Reference to the learning curve and capacities of the statistical software Stata provided a benchmark outside the R ecosystem and confirmed the consistency in statistics.The usefulness of meta-analyses is not just in the synthesis of the research but in the process of doing the scientific synthesis. Reporting of contrasts and checks for robust statistics is an important contribution to more transparent and reproducible scientific syntheses.
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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.