ArticleBMC medical research methodology2024
Meta-analysis accelerator: a comprehensive tool for statistical data conversion in systematic reviews with meta-analysis.
Article in BMC medical research methodology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 162 papers, 90 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
162 citing papers in PubMed, 90 syntheses or guidelines pooled it.
- The effectiveness of protein supplements on athletic performance and post-exercise recovery - a Bayesian multilevel meta-analysis of randomized controlled trials.Journal of the International Society of Sports Nutrition · 2026Pooled it
- Exploring Proximal and Distal Ultrasound-Guided Greater Occipital Nerve Block Approaches in Migraine: A Systematic Review and Meta-Analysis.Pain practice : the official journal of World Institute of Pain · 2026Pooled it
- Endoscopic Sphincterotomy Plus Large Balloon Dilation Versus Endoscopic Sphincterotomy Alone for Patients with Common Bile Duct Stones: A GRADE Evaluation of Systematic Review and Meta-Analysis.Digestive diseases and sciences · 2026Pooled it
- Peripheral Nerve Stimulation for Essential Tremor: a Systematic Review and Meta-Analysis of Effectiveness and Safety.Current pain and headache reports · 2026Pooled it
- Outcomes of intraperitoneal compared to retromuscular mesh placement in ventral incisional hernia repair: a systematic review and meta-analysis.Surgical endoscopy · 2026Pooled it
- Comparative pain relief and functional outcomes following robotic-assisted versus conventional total knee arthroplasty: a GRADE-assessed meta-analysis with meta-regression of randomized controlled trials.Journal of robotic surgery · 2026Pooled it
- Integration of early palliative care in cancer treatment: a meta-analysis of 39 randomized controlled trials on clinical outcomes and management optimization.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Pooled it
- Diabetes-specific nutritional formulas for tube feeding in patients with hyperglycemia: a systematic review and meta-analysis.BMJ open diabetes research & care · 2026Pooled it
- The Effectiveness of Simulation-Based Versus Patient-Based Clinical Education in Nursing: A Systematic Review and Meta-Analysis.Nursing open · 2026Pooled it
- Metabolic Effects of Modified-Release Hydrocortisone Versus Short Acting Conventional Oral Glucocorticoids in Adrenal Insufficiency: A Systematic Review and Meta-Analysis.Clinical endocrinology · 2026Pooled it
- Open Versus Laparoscopic and Robotic Approach in Hilar Cholangiocarcinoma: A Network Meta-Analysis With Trial Sequential Analysis.Journal of hepato-biliary-pancreatic sciences · 2026Pooled it
- Pooled it
- Concomitant benign prostatic enlargement and bladder stone surgery versus bladder stone treatment alone: results from a systematic review and meta-analysis of comparative studies by the EAU endourology section.World journal of urology · 2026Pooled it
- Systematic review and meta-analysis of lung metastases incidence in cervical cancer patients.BMC cancer · 2026Pooled it
- Probiotics in pediatric functional abdominal pain disorders: a systematic review and meta-analysis.European journal of pediatrics · 2026Pooled it
- Incidental parathyroidectomy risk in thyroid carcinoma patients undergoing thyroidectomy: a systematic review and meta-analysis.Langenbeck's archives of surgery · 2026Pooled it
- Lipid profile changes through nurse-led cardiac rehabilitation: evidence from a systematic review and meta-analysis.BMC cardiovascular disorders · 2026Pooled it
- Safety and Efficacy of Perioperative Magnesium Sulfate Injection for Postoperative Pain Management and Opioid Sparing Effects in Surgeries of the Nervous System: A Systematic Review and Meta Analysis.Current pain and headache reports · 2026Pooled it
- Comparative Efficacy and Safety of Clevidipine Versus Nicardipine in Hypertensive Emergencies: A Systematic Review and Meta-Analysis.Clinical cardiology · 2026Pooled it
- Efficacy and Safety of Ongericimab in Chinese Patients with Hypercholesterolemia: A Meta-analysis of Randomized Controlled Trials.American journal of cardiovascular drugs : drugs, devices, and other interventions · 2026Pooled it
102 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
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundSystematic review with meta-analysis integrates findings from multiple studies, offering robust conclusions on treatment effects and guiding evidence-based medicine. However, the process is often hampered by challenges such as inconsistent data reporting, complex calculations, and time constraints. Researchers must convert various statistical measures into a common format, which can be error-prone and labor-intensive without the right tools. IMPLEMENTATION: Meta-Analysis Accelerator was developed to address these challenges. The tool offers 21 different statistical conversions, including median & interquartile range (IQR) to mean & standard deviation (SD), standard error of the mean (SEM) to SD, and confidence interval (CI) to SD for one and two groups, among others. It is designed with an intuitive interface, ensuring that users can navigate the tool easily and perform conversions accurately and efficiently. The website structure includes a home page, conversion page, request a conversion feature, about page, articles page, and privacy policy page. This comprehensive design supports the tool's primary goal of simplifying the meta-analysis process.
resultsSince its initial release in October 2023 as Meta Converter and subsequent renaming to Meta-Analysis Accelerator, the tool has gained widespread use globally. From March 2024 to May 2024, it received 12,236 visits from countries such as Egypt, France, Indonesia, and the USA, indicating its international appeal and utility. Approximately 46% of the visits were direct, reflecting its popularity and trust among users.
conclusionsMeta-Analysis Accelerator significantly enhances the efficiency and accuracy of meta-analysis of systematic reviews by providing a reliable platform for statistical data conversion. Its comprehensive variety of conversions, user-friendly interface, and continuous improvements make it an indispensable resource for researchers. The tool's ability to streamline data transformation ensures that researchers can focus more on data interpretation and less on manual calculations, thus advancing the quality and ease of conducting systematic reviews and 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.