ArticleCampbell systematic reviews2020
Evidence and gap map of studies assessing the effectiveness of interventions for people with disabilities in low-and middle-income countries.
Article in Campbell systematic reviews, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 59 papers, 4 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
59 citing papers in PubMed, 4 syntheses or guidelines pooled it, 122 citations in OpenAlex.
- A systematic overview and second-order meta-analysis of nature-based interventions for stress, anxiety and depression.Nature human behaviour · 2026Pooled it
- Mental health outcomes across the reproductive life course among women with disabilities: a systematic review.Archives of women's mental health · 2025Pooled it
- Prevalence and determinants of modern contraception use among persons with disabilities in low- and middle-income countries: A systematic review and meta-analysis.Tropical medicine & international health : TM & IH · 2025Pooled it
- Effectiveness of Social Inclusion Interventions for Anxiety and Depression among Adolescents: A Systematic Review.International journal of environmental research and public health · 2023Pooled it
- Cancer screening in people with intellectual disability: a scoping review of participation, barriers, facilitators, and improvement strategies within the EUCanScreen initiative.International journal for equity in health · 2026Article
- Access to sexual and reproductive health and rights services among women with disabilities: a cross-sectional study from Murang'a South, Central Kenya.BMC public health · 2026Article
- 'It was just a normal day!' Caregiver perspectives of the impact of the COVID-19 pandemic on children living with disabilities in South Africa.BMJ paediatrics open · 2026Article
- Social exchange theory tenets and the employment of persons with disabilities in the Western Cape, South Africa.African journal of disability · 2026Article
- Feasibility of implementing a community-based participatory group programme to improve access to healthcare for people with disabilities in Luuka district, Uganda: a mixed-methods pilot study.BMJ public health · 2026Article
- Wuli-Shili-Renli methodology as a service quality management tool among private older adults care institutions in Taizhou, China: an empirical study.Frontiers in public health · 2026Article
- Generational effects in Down syndrome: Enriched environment enhances functionality without reducing Alzheimer's disease risk.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Article
- Artificial Intelligence and Automation in Evidence Synthesis: An Investigation of Methods Employed in Cochrane, Campbell Collaboration, and Environmental Evidence Reviews.Cochrane evidence synthesis and methods · 2025Article
- Methodology for mapping reviews, evidence maps, and gap maps.Research synthesis methods · 2025Article
- Challenges and Opportunities of the Human-Centered Design Approach: Case Study Development of an Assistive Device for the Navigation of Persons With Visual Impairment.JMIR rehabilitation and assistive technologies · 2025Article
- Resistance and resilience to Alzheimer's disease in Down syndrome.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Review
- Effectiveness of interventions for improving educational outcomes for people with disabilities in low- and middle-income countries: A systematic review.Campbell systematic reviews · 2025Review
- Protocol: Prevention, Intervention, and Compensation Programs to Tackle School Dropout: An Evidence and Gap Map.Campbell systematic reviews · 2025Article
- Mapping the Gaps: A Scoping Review of Virtual Care Solutions for Caregivers of Children with Chronic Illnesses.Children (Basel, Switzerland) · 2025Review
- Sources of evidence, pathways, and processes to support disability-inclusive decision-making in low- and middle-income countries: A scoping review.PLOS global public health · 2025Article
- Article
Corrections and comments
- Erratum issuedCorrigendum.2020
Authors and funding
3 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: There are approximately 1 billion people in the world with some form of disability. This corresponds to approximately 15% of the world's population (World Report on Disability, 2011). The majority of people with disabilities (80%) live in low- and middle-income countries (LMICs), where disability has been shown to disproportionately affect the most disadvantaged sector of the population. Decision makers need to know what works, and what does not, to best invest limited resources aimed at improving the well-being of people with disabilities in LMICs. Systematic reviews and impact evaluations help answer this question. Improving the availability of existing evidence will help stakeholders to draw on current knowledge and to understand where new research investments can guide decision-making on appropriate use of resources. Evidence and gap maps (EGMs) contribute by showing what evidence there is, and supporting the prioritization of global evidence synthesis needs and primary data collection. Objectives: The aim of this EGM is to identify, map and describe existing evidence of effectiveness studies and highlight gaps in evidence base for people with disabilities in LMICs. The map helps identify priority evidence gaps for systematic reviews and impact evaluations. Methods: The EGM included impact evaluation and systematic reviews assessing the effect of interventions for people with disabilities and their families/carers. These interventions were categorized across the five components of community-based rehabilitation matrix; health, education, livelihood, social and empowerment. Included studies looked at outcomes such as, health, education, livelihoods, social inclusion and empowerment, and were published for LMICs from 2000 onwards until January 2018. The searches were conducted between February and March 2018. The EGM is presented as a matrix in which the rows are intervention categories (e.g., health) and subcategories (e.g., rehabilitation) and the column outcome domains (e.g., health) and subdomains (e.g., immunization). Each cell lists the studies for that intervention for those outcomes, with links to the available studies. Included studies were therefore mapped according to intervention and outcomes assessed and additional filters as region, population and study design were also coded. Critical appraisal of included systematic review was done using A Measurement Tool to Assess Systematic Reviews' rating scale. We also quality-rated the impact evaluation using a quality assessment tool based on various approaches to risk of bias assessment. Results: The map includes 166 studies, of which 59 are systematic reviews and 107 impact evaluation. The included impact evaluation are predominantly quasiexperimental studies (47%). The numbers of studies published each year have increased steadily from the year 2000, with the largest number published in 2017.The studies are unevenly distributed across intervention areas. Health is the most heavily populated area of the map. A total of 118 studies of the 166 studies concern health interventions. Education is next most heavily populated with 40 studies in the education intervention/outcome sector. There are relatively few studies for livelihoods and social, and virtually none for empowerment. The most frequent outcome measures are health-related, including mental health and cognitive development ( Conclusion: Investing in interventions to improve well-being of people with disabilities will be critical to achieving the 2030 agenda for sustainable development goals. The EGM summarized here provides a starting point for researchers, decision makers and programme managers to access the available research evidence on the effectiveness of interventions for people with disabilities in LMICs in order to guide policy and programme activity, and encourage a more strategic, policy-oriented approach to setting the future research agenda.
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.