ArticleBMC medical research methodology2018
Development and validation of a search filter to identify equity-focused studies: reducing the number needed to screen.
Article in BMC medical research methodology, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 46 papers, 11 of them syntheses that pooled it.
What it found
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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.
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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.
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Who cites it
46 citing papers in PubMed, 11 syntheses or guidelines pooled it.
- Impact of Life-Context Factors on Chronic Rhinosinusitis 22-Item Sinonasal Outcomes Test: Systematic Review + Meta-Analysis.Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery · 2026Pooled it
- Social Determinants of Health and Suicide-Related Outcomes: A Review of Meta-Analyses.JAMA psychiatry · 2025Pooled it
- The impact of primary care funding on health inequalities: an umbrella review.Primary health care research & development · 2025Pooled it
- Pooled it
- Equity of Continuous Glucose Monitoring in Children and Young People With Type 1 Diabetes: A Systematic Review.Pediatric diabetes · 2025Pooled it
- Social Determinants of Health and Dysmenorrhea: A Systematic Review.The journal of pain · 2024Pooled it
- Racial and Ethnic Disparities in Hepatocellular Carcinoma Treatment Receipt in the United States: A Systematic Review and Meta-Analysis.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2024Pooled it
- Geographic and sociodemographic access to systemic anticancer therapies for secondary breast cancer: a systematic review.Systematic reviews · 2024Pooled it
- Systematic review of the effectiveness of the health inequalities strategy in England between 1999 and 2010.BMJ open · 2022Pooled it
- Impact of breastfeeding interventions among United States minority women on breastfeeding outcomes: a systematic review.International journal for equity in health · 2021Pooled it
- The association between socioeconomic disadvantage and children's working memory abilities: A systematic review and meta-analysis.PloS one · 2021Pooled it
- Improving the translation of search strategies using the Polyglot Search Translator: a randomized controlled trial.Journal of the Medical Library Association : JMLA · 2020Trial
- Empowering health care staff to address health inequalities: A policy-focused evidence brief.Public health in practice (Oxford, England) · 2026Article
- Upstream Interventions to Promote Oral Health and Reduce Oral Health Inequalities: A Scoping Review.Community dentistry and oral epidemiology · 2026Article
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- The inverse palliative care law in advanced lung disease: a mixed-methods systematic review and meta-analysis.EClinicalMedicine · 2026Article
- Improving the reporting on health equity in observational research (STROBE-Equity): extension checklist and elaboration.BMJ (Clinical research ed.) · 2025Article
- Acute mental health concerns in emergency settings: development and validation of an Ovid MEDLINE search filter.Journal of the Medical Library Association : JMLA · 2025Article
- Evidence of inequities experienced by the rare disease community with respect to receipt of a diagnosis and access to services: a scoping review of UK and international evidence.Orphanet journal of rare diseases · 2025Article
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
backgroundHealth inequalities, worse health associated with social and economic disadvantage, are reported by a minority of research articles. Locating these studies when conducting an equity-focused systematic review is challenging due to a deficit in standardised terminology, indexing, and lack of validated search filters. Current reporting guidelines recommend not applying filters, meaning that increased resources are needed at the screening stage.
methodsWe aimed to design and test search filters to locate studies that reported outcomes by a social determinant of health. We developed and expanded a 'specific terms strategy' using keywords and subject headings compiled from recent systematic reviews that applied an equity filter. A 'non-specific strategy' was compiled from phrases used to describe equity analyses that were reported in titles and abstracts, and related subject headings. Gold standard evaluation and validation sets were compiled. The filters were developed in MEDLINE, adapted for Embase and tested in both. We set a target of 0.90 sensitivity (95% CI; 0.84, 0.94) in retrieving 150 gold standard validation papers. We noted the reduction in the number needed to screen in a proposed equity-focused systematic review and the proportion of equity-focused reviews we assessed in the project that applied an equity filter to their search strategy.
resultsThe specific terms strategy filtered out 93-95% of all records, and retrieved a validation set of articles with a sensitivity of 0.84 in MEDLINE (0.77, 0.89), and 0.87 (0.81, 0.92) in Embase. When combined (Boolean 'OR') with the non-specific strategy sensitivity was 0.92 (0.86, 0.96) in MEDLINE (Embase 0.94; 0.89, 0.97). The number needed to screen was reduced by 77% by applying the specific terms strategy, and by 59.7% (MEDLINE) and 63.5% (Embase) by applying the combined strategy. Eighty-one per cent of systematic reviews filtered studies by equity.
conclusionsA combined approach of using specific and non-specific terms is recommended if systematic reviewers wish to filter studies for reporting outcomes by social determinants. Future research should concentrate on the indexing standardisation for equity studies and further development and testing of both specific and non-specific terms for accurate study retrieval.
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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.