ArticleMalaria journal2015
Assessing the social vulnerability to malaria in Rwanda.
Article in Malaria journal, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis 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
22 citing papers in PubMed, 1 synthesis or guideline pooled it, 64 citations in OpenAlex.
- Social determinants of malaria in low- and middle-income countries: a mixed-methods systematic review.Malaria journal · 2025Pooled it
- An updated modeling framework and sensitivity analysis of methodology for the climate health vulnerability index.Nature communications · 2026Article
- Epidemiology of selected communicable diseases in Rwanda: a comprehensive analysis of the prevalence of major infectious diseases in Rwanda.International journal of emergency medicine · 2025Review
- Impact of climate change on malaria transmission in Africa: A scoping review of literature.Journal of public health in Africa · 2025Review
- Malaria prevalence and associated population and ecological risk factors among women and children under 5 years in Rwanda.Heliyon · 2024Article
- Modeling the shared risks of malaria and anemia in Rwanda.PloS one · 2024Article
- A bibliometric and systematic review of the Methods for the Improvement of Vulnerability Assessment in Europe framework: A guide for the development of further multi-hazard holistic framework.Jamba (Potchefstroom, South Africa) · 2023Article
- Susceptibility to malaria during the prevention of re-establishment phase in Sri Lanka.Malaria journal · 2022Article
- Understanding the role of serological and clinical data on assessing the dynamic of malaria transmission: a case study of Bagamoyo district, Tanzania.The Pan African medical journal · 2022Article
- Prevalence and Risk Factors Associated with Malaria among Children Aged Six Months to 14 Years Old in Rwanda: Evidence from 2017 Rwanda Malaria Indicator Survey.International journal of environmental research and public health · 2020Article
- Measuring geographical disparities in England at the time of COVID-19: results using a composite indicator of population vulnerability.BMJ open · 2020Article
- Gender-based vulnerability: combining Pareto ranking and spatial statistics to model gender-based vulnerability in Rohingya refugee settlements in Bangladesh.International journal of health geographics · 2020Article
- Determinants of the persistence of malaria in Rwanda.Malaria journal · 2020Article
- Inequalities in the social determinants of health and Chagas disease transmission risk in indigenous and creole households in the Argentine Chaco.Parasites & vectors · 2019Article
- Article
- Measuring social vulnerability to natural hazards at the district level in Botswana.Jamba (Potchefstroom, South Africa) · 2019Article
- [Social determination and determinants of malaria: a systematic review, 1980-2018Determinação social e determinantes sociais da malária: revisão sistemática, 1980-2018].Revista panamericana de salud publica = Pan American journal of public health · 2019Review
- Addressing vulnerability, building resilience: community-based adaptation to vector-borne diseases in the context of global change.Infectious diseases of poverty · 2017Review
- Is maternal education a social vaccine for childhood malaria infection? A cross-sectional study from war-torn Democratic Republic of Congo.Pathogens and global health · 2017Observational
- Asymptomatic only at first sight: malaria infection among schoolchildren in highland Rwanda.Malaria journal · 2016Observational
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 at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundSince 2004, malaria interventions in Rwanda have resulted in substantial decline of malaria incidence. However, this achievement is fragile as potentials for local malaria transmissions remain. The risk of getting malaria infection is partially explained by social conditions of vulnerable populations. Since vulnerability to malaria is both influenced by social and environmental factors, its complexity cannot be measured by a single value. The aim of this paper is, therefore, to apply a composite indicator approach for assessing social vulnerability to malaria in Rwanda. This assessment informs the decision-makers in targeting malaria interventions and allocating limited resources to reduce malaria burden in Rwanda.
methodsA literature review was used to conceptualize the social vulnerability to malaria and to select the appropriate vulnerability indicators. Indicators used in the index creation were classified into susceptibility and lack of resilience vulnerability domains. The main steps followed include selection of indicators and datasets, imputation of missing values, descriptive statistics, normalization and weighting of indicators, local sensitivity analysis and indicators aggregation. Correlation analysis helped to empirically evidence the association between the indicators and malaria incidence.
resultsThe high values of social vulnerability to malaria are found in Gicumbi, Rusizi, Nyaruguru and Gisagara, and low values in Muhanga, Nyarugenge, Kicukiro and Nyanza. The most influential susceptibility indicators to increase malaria are population change (r = 0.729), average number of persons per bedroom (r = 0.531), number of households affected by droughts and famines (r = 0.591), and area used for irrigation (r = 0.611). The bed net ownership (r = -0.398) and poor housing wall materials (0.378) are the lack of resilience indicators that significantly correlate with malaria incidence.
conclusionsThe developed composite index social vulnerability to malaria indicates which indicators need to be addressed and in which districts. The results from this study are salient for public health policy- and decision makers in malaria control in Rwanda and timely support the national integrated malaria initiative. Future research development should focus on spatial explicit vulnerability assessment by combining environmental and social drivers to achieve an integrated and complete assessment of vulnerability to malaria.
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.