ArticlePloS one2013
Developing a vulnerability mapping methodology: applying the water-associated disease index to dengue in Malaysia.
Article in PloS one, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
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Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The extent, nature, and pathogenic consequences of helminth polyparasitism in humans: A meta-analysis.PLoS neglected tropical diseases · 2019Pooled it
- Environmental Scan of Tools and Frameworks Assessing Climate-Related Health Vulnerabilities in Older Populations.Environmental health insights · 2026Review
- Spatial pattern assessment of Aedes mosquito bite risk in a subtropical metropolitan area: A case study in Shenzhen.PLoS neglected tropical diseases · 2025Article
- Spatiotemporal Characterization of Dengue Incidence and Its Correlation to Climate Parameters in Indonesia.Insects · 2024Article
- Spatial model of Dengue Hemorrhagic Fever (DHF) risk: scoping review.BMC public health · 2023Article
- The Potential of Surveillance Data for Dengue Risk Mapping: An Evaluation of Different Approaches in Cuba.Tropical medicine and infectious disease · 2023Article
- Uncovering COVID-19 infection determinants in Portugal: towards an evidence-based spatial susceptibility index to support epidemiological containment policies.International journal of health geographics · 2023Article
- Determining the spatial distribution of environmental and socio-economic suitability for human leptospirosis in the face of limited epidemiological data.Infectious diseases of poverty · 2022Article
- Constructing and validating a transferable epidemic risk index in data scarce environments using open data: A case study for dengue in the Philippines.PLoS neglected tropical diseases · 2022Article
- Integrating Spatial Modelling and Space-Time Pattern Mining Analytics for Vector Disease-Related Health Perspectives: A Case of Dengue Fever in Pakistan.International journal of environmental research and public health · 2021Article
- Development and Comparison of Dengue Vulnerability Indices Using GIS-Based Multi-Criteria Decision Analysis in Lao PDR and Thailand.International journal of environmental research and public health · 2021Article
- Spatial and temporal analysis of hospitalized dengue patients in Bandung: demographics and risk.Tropical medicine and health · 2021Article
- Dengue risk assessment using multicriteria decision analysis: A case study of Bhutan.PLoS neglected tropical diseases · 2021Article
- Land cover affects microclimate and temperature suitability for arbovirus transmission in an urban landscape.PLoS neglected tropical diseases · 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
- Past, Present, and Future Vulnerability to Dengue in Jamaica: A Spatial Analysis of Monthly Variations.International journal of environmental research and public health · 2020Article
- Beyond mapping: a case for geospatial analytics in humanitarian health.Conflict and health · 2019Article
- Neighborhood Violence Impacts Disease Control and Surveillance: Case Study of Cali, Colombia from 2014 to 2016.International journal of environmental research and public health · 2018Article
- Assessment of Vulnerability to Coccidioidomycosis in Arizona and California.International journal of environmental research and public health · 2017Article
- On the Science-Policy Bridge: Do Spatial Heat Vulnerability Assessment Studies Influence Policy?International journal of environmental research and public health · 2015Article
Corrections and comments
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The Water-associated Disease Index (WADI) was developed to identify and visualize vulnerability to different water-associated diseases by integrating a range of social and biophysical determinants in map format. In this study vulnerability is used to encompass conditions of exposure, susceptibility, and differential coping capacity to a water-associated health hazard. By assessing these conditions, the tool is designed to provide stakeholders with an integrated and long-term understanding of subnational vulnerabilities to water-associated disease and contribute to intervention strategies to reduce the burden of illness. The objective of this paper is to describe and validate the WADI tool by applying it to dengue. A systemic ecohealth framework that considers links between people, the environment and health was applied to identify secondary datasets, populating the index with components including climate conditions, land cover, education status and water use practices. Data were aggregated to create composite indicators of exposure and of susceptibility in a Geographic Information System (GIS). These indicators were weighted by their contribution to dengue vulnerability, and the output consisted of an overall index visualized in map format. The WADI was validated in this Malaysia case study, demonstrating a significant association with dengue rates at a sub-national level, and illustrating a range of factors that drive vulnerability to the disease within the country. The index output indicated high vulnerability to dengue in urban areas, especially in the capital Kuala Lumpur and surrounding region. However, in other regions, vulnerability to dengue varied throughout the year due to the influence of seasonal climate conditions, such as monsoon patterns. The WADI tool complements early warning models for water-associated disease by providing upstream information for planning prevention and control approaches, which increasingly require a comprehensive and geographically broad understanding of vulnerability for implementation.
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