SynthesisBMC public health2023
Do health education initiatives assist socioeconomically disadvantaged populations? A systematic review and meta-analyses.
Synthesis in BMC public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 2 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.
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.
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Who cites it
17 citing papers in PubMed, 2 syntheses or guidelines pooled it, 32 citations in OpenAlex.
- Contextual factors in systematic reviews: understanding public health interventions in low socioeconomic status and disadvantaged populations.Archives of public health = Archives belges de sante publique · 2025Pooled it
- Barriers to cancer screening uptake and approaches to overcome them: a systematic literature review.Frontiers in oncology · 2025Pooled it
- Community Paramedicine Program in Social Housing and Health Service Utilization: A Cluster Randomized Clinical Trial.JAMA network open · 2024Trial
- Article
- Improving Inclusion of Ethnically Diverse and Socioeconomically Disadvantaged Populations in Pain Research: A Comprehensive Review and Evidence-Based Recommendations.International journal of environmental research and public health · 2026Review
- Co-Designing a Consumer-Centred Educational Resource to Assist Australian Farmers with the Management of Persistent Pain.International journal of environmental research and public health · 2026Article
- Laying the Foundations for Co-Design: A Micro-Community Engagement Approach to Patient and Public Involvement in Rural Health Research.Health expectations : an international journal of public participation in health care and health policy · 2026Article
- Article
- Impacts of community health education on the blood pressure levels and self-management abilities of elderly patients with hypertension.Frontiers in medicine · 2026Article
- Interrogating Theories and Mechanisms Underlying Educational Inequities in Diet Quality.The Journal of nutrition · 2025Review
- Association of physical activity levels with frailty index in elderly Chinese: evidence from the China health and retirement longitudinal study (CHARLS).BMC geriatrics · 2025Observational
- Insights for dementia risk reduction among lower SES adults in OECD countries: scoping review of interventions targeting multiple common health risk factors.International journal for equity in health · 2025Article
- From didactic explanations to co-design, sequential art and embodied learning: challenges, criticisms and future directions of patient pain education.Frontiers in pain research (Lausanne, Switzerland) · 2025Review
- Multiple chronic diseases and psychological distress among adults in the United States: the intersectionality of chronic diseases, race/ethnicity, immigration, sex, and insurance coverage.Social psychiatry and psychiatric epidemiology · 2025Article
- [Educational strategy for prevention of cervical cancer in Indigenous peoples: a participatory action research experience].Cadernos de saude publica · 2025Article
- Effects of non-pharmacological interventions for adults with subjective cognitive decline: a network meta-analysis and component network meta-analysis.BMC medicine · 2024Article
- Multidomain Dementia Risk Reduction in Primary Care is Feasible: A Proof-of-concept study.Journal of Alzheimer's disease : JAD · 2024Article
Corrections and comments
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Authors and funding
10 authors at 8 institutions in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundHealth education interventions are considered critical for the prevention and management of conditions of public health concern. Although the burden of these conditions is often greatest in socio-economically disadvantaged populations, the effectiveness of interventions that target these groups is unknown. We aimed to identify and synthesize evidence of the effectiveness of health-related educational interventions in adult disadvantaged populations.
methodsWe pre-registered the study on Open Science Framework https://osf.io/ek5yg/ . We searched Medline, Embase, Emcare, and the Cochrane Register from inception to 5/04/2022 to identify studies evaluating the effectiveness of health-related educational interventions delivered to adults in socio-economically disadvantaged populations. Our primary outcome was health related behaviour and our secondary outcome was a relevant biomarker. Two reviewers screened studies, extracted data and evaluated risk of bias. Our synthesis strategy involved random-effects meta-analyses and vote-counting.
resultsWe identified 8618 unique records, 96 met our criteria for inclusion - involving more than 57,000 participants from 22 countries. All studies had high or unclear risk of bias. For our primary outcome of behaviour, meta-analyses found a standardised mean effect of education on physical activity of 0.05 (95% confidence interval (CI) = -0.09-0.19), (5 studies, n = 1330) and on cancer screening of 0.29 (95% CI = 0.05-0.52), (5 studies, n = 2388). Considerable statistical heterogeneity was present. Sixty-seven of 81 studies with behavioural outcomes had point estimates favouring the intervention (83% (95% CI = 73%-90%), p < 0.001); 21 of 28 studies with biomarker outcomes showed benefit (75% (95%CI = 56%-88%), p = 0.002). When effectiveness was determined based on conclusions in the included studies, 47% of interventions were effective on behavioural outcomes, and 27% on biomarkers.
conclusionsEvidence does not demonstrate consistent, positive impacts of educational interventions on health behaviours or biomarkers in socio-economically disadvantaged populations. Continued investment in targeted approaches, coinciding with development of greater understanding of factors determining successful implementation and evaluation, are important to reduce inequalities in health.
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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.