SynthesisEnvironmental health : a global access science source2021
Geospatial indicators of exposure, sensitivity, and adaptive capacity to assess neighbourhood variation in vulnerability to climate change-related health hazards.
Synthesis in Environmental health : a global access science source, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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Who cites it
15 citing papers in PubMed, 101 citations in OpenAlex.
- Epidemiologically validated spatial modelling reveals fine-scale heat health risks.Environmental science and ecotechnology · 2026Article
- A Comparative Case Study of Collaborative Governance for Intersectoral Extreme Heat Response in Vancouver, Toronto, and Montreal, Canada.International journal of environmental research and public health · 2026Article
- An updated modeling framework and sensitivity analysis of methodology for the climate health vulnerability index.Nature communications · 2026Article
- Beyond the Individual: A Data-Driven Approach to Protect Kidneys from Environmental Change.Health data science · 2026Article
- Vulnerability assessment to tropical cyclones in the North Caribbean Coast of Nicaragua (1988-2022).PloS one · 2026Article
- Community's perceptions on health and ecological impacts of climate change and adaptation strategies in rural areas of the central Ethiopian region.BMC public health · 2025Article
- Extreme Weather, Vulnerable Populations, and Mental Health: The Timely Role of AI Interventions.International journal of environmental research and public health · 2025Article
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- Geospatial Mapping and Meteorological Flood Risk Assessment: A Global Research Trend Analysis.Environmental management · 2025Article
- Including Health System Capacities into the Assessment Framework of a Temperature-Resilience Health System.Risk management and healthcare policy · 2024Article
- Snakebite epidemiology, outcomes and multi-cluster risk modelling in Eswatini.PLoS neglected tropical diseases · 2023Article
- A local perspective of the socio-environmental vulnerability to environmental pollution and economic crises: a case of locals around a coal power plant in Sri Lanka.Environment, development and sustainability · 2023Article
- Article
- Environmental health research needed to inform strategies, policies, and measures to manage the risks of anthropogenic climate change.Environmental health : a global access science source · 2021Article
- Towards climate-responsive cities: developing a heat vulnerability index for Jodhpur City, India.The journal of climate change and healthArticle
Corrections and comments
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Authors and funding
10 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundAlthough the frequency and magnitude of climate change-related health hazards (CCRHHs) are likely to increase, the population vulnerabilities and corresponding health impacts are dependent on a community's exposures, pre-existing sensitivities, and adaptive capacities in response to a hazard's impact. To evaluate spatial variability in relative vulnerability, we: 1) identified climate change-related risk factors at the dissemination area level; 2) created actionable health vulnerability index scores to map community risks to extreme heat, flooding, wildfire smoke, and ground-level ozone; and 3) spatially evaluated vulnerability patterns and priority areas of action to address inequity.
methodsA systematic literature review was conducted to identify the determinants of health hazards among populations impacted by CCRHHs. Identified determinants were then grouped into categories of exposure, sensitivity, and adaptive capacity and aligned with available data. Data were aggregated to 4188 Census dissemination areas within two health authorities in British Columbia, Canada. A two-step principal component analysis (PCA) was then used to select and weight variables for each relative vulnerability score. In addition to an overall vulnerability score, exposure, adaptive capacity, and sensitivity sub-scores were computed for each hazard. Scores were then categorised into quintiles and mapped.
resultsTwo hundred eighty-one epidemiological papers met the study criteria and were used to identify 36 determinant indicators that were operationalized across all hazards. For each hazard, 3 to 5 principal components explaining 72 to 94% of the total variance were retained. Sensitivity was weighted much higher for extreme heat, wildfire smoke and ground-level ozone, and adaptive capacity was highly weighted for flooding vulnerability. There was overall varied contribution of adaptive capacity (16-49%) across all hazards. Distinct spatial patterns were observed - for example, although patterns varied by hazard, vulnerability was generally higher in more deprived and more outlying neighbourhoods of the study region.
conclusionsThe creation of hazard and category-specific vulnerability indices (exposure, adaptive capacity and sensitivity sub-scores) supports evidence-based approaches to prioritize public health responses to climate-related hazards and to reduce inequity by assessing relative differences in vulnerability along with absolute impacts. Future studies can build upon this methodology to further understand the spatial variation in vulnerability and to identify and prioritise actionable areas for adaptation.
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Registered trials
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