ArticleResearch synthesis methods2020
Which academic search systems are suitable for systematic reviews or meta-analyses? Evaluating retrieval qualities of Google Scholar, PubMed, and 26 other resources.
Article in Research synthesis methods, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 364 papers, 55 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
364 citing papers in PubMed, 55 syntheses or guidelines pooled it.
- The efficacy of surgical interventions for trigeminal neuralgia in multiple sclerosis: A systematic review.Neurosurgical review · 2026Pooled it
- Pooled it
- The Antecedents of Refugees' Quality of Life: A Systematic Literature Review and Bibliometric Analysis.Journal of immigrant and minority health · 2026Pooled it
- Antileishmanial Activity of Bioactive Compounds Obtained fromMolecules (Basel, Switzerland) · 2026Pooled it
- Diagnostic Accuracy of p16 Immunohistochemistry as a Marker of High-Risk HPV in Invasive Laryngeal Squamous Cell Carcinoma: A Systematic Review.Medicina (Kaunas, Lithuania) · 2026Pooled it
- The science of child and adolescent mental health in Brazil: a nationwide systematic review and compendium of evidence-based resources.BMJ global health · 2026Pooled it
- Parastomal hernia after robot-assisted cystectomy and ileum conduit: incidence, risk or protective factors and outcomes of minimal-invasive hernia repair-systematic review.Journal of robotic surgery · 2026Pooled it
- Mapping the neural patterns of verbal repetition: an activation likelihood estimation meta-analysis.Brain structure & function · 2026Pooled it
- The Dark Tetrad and academic dishonesty: a systematic review and narrative synthesis of personality predictors of cheating, plagiarism, and deception in education.BMC psychology · 2026Pooled it
- Health literacy training for older adults: a systematic review with meta-analysis.BMC geriatrics · 2026Pooled it
- Spirituality and Religiosity as Sources of Resilience in Older Adults With Chronic Illness: A Mixed Methods Systematic Review.Journal of the American Geriatrics Society · 2026Pooled it
- Machine learning-based risk predictive model for postoperative refractures in patients with osteoporotic vertebral compression fractures: a systematic review and critical appraisal.BMC musculoskeletal disorders · 2026Pooled it
- Sleep disorders and structural alterations in brain regions linked with motivation: a neuroimaging meta-analysis.Scientific reports · 2026Pooled it
- The roles and experiences of informal caregivers in non-malignant respiratory disease at the end of life: A thematic synthesis of qualitative studies.Palliative & supportive care · 2026Pooled it
- Predator-prey temporal niche partitioning under human disturbance: a meta-analysis.Nature communications · 2026Pooled it
- The Genetic Diversity of African Common Bean Germplasm: A Systematic Review of Reported Molecular Studies.Genes · 2026Pooled it
- Systematic review on the laboratory methodology for conducting wastewater and environmental surveillance forFrontiers in public health · 2026Pooled it
- Crossing effects in the tactile temporal order judgment task: a meta-analysis.Frontiers in neuroscience · 2026Pooled it
- Extracurricular activities and refugee students in Turkish educational settings: a systematic review.Frontiers in psychology · 2026Pooled it
- Barriers and enablers to leadership advancement for women with disabilities: a systematic literature review.Frontiers in rehabilitation sciences · 2026Pooled it
304 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
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Rigorous evidence identification is essential for systematic reviews and meta-analyses (evidence syntheses) because the sample selection of relevant studies determines a review's outcome, validity, and explanatory power. Yet, the search systems allowing access to this evidence provide varying levels of precision, recall, and reproducibility and also demand different levels of effort. To date, it remains unclear which search systems are most appropriate for evidence synthesis and why. Advice on which search engines and bibliographic databases to choose for systematic searches is limited and lacking systematic, empirical performance assessments. This study investigates and compares the systematic search qualities of 28 widely used academic search systems, including Google Scholar, PubMed, and Web of Science. A novel, query-based method tests how well users are able to interact and retrieve records with each system. The study is the first to show the extent to which search systems can effectively and efficiently perform (Boolean) searches with regards to precision, recall, and reproducibility. We found substantial differences in the performance of search systems, meaning that their usability in systematic searches varies. Indeed, only half of the search systems analyzed and only a few Open Access databases can be recommended for evidence syntheses without adding substantial caveats. Particularly, our findings demonstrate why Google Scholar is inappropriate as principal search system. We call for database owners to recognize the requirements of evidence synthesis and for academic journals to reassess quality requirements for systematic reviews. Our findings aim to support researchers in conducting better searches for better evidence synthesis.
Indexed as
Identifiers
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.