This study presents the first nationwide spatial assessment of flood risk to identify social vulnerability and flood exposure hotspots that support policies aimed at protecting high-risk populations and geographical regions of Canada. The study used a national-scale flood hazard dataset (pluvial, fluvial, and coastal) to estimate a 1-in-100-year flood exposure of all residential properties across 5721 census tracts. Residential flood exposure data were spatially integrated with a census-based multidimensional social vulnerability index (SoVI) that included demographic, racial/ethnic, and socioeconomic indicators influencing vulnerability. Using Bivariate Local Indicators of Spatial Association (BiLISA) cluster maps, the study identified geographic concentration of flood risk hotspots where high vulnerability coincided with high flood exposure. The results revealed considerable spatial variations in tract-level social vulnerability and flood exposure. Flood risk hotspots belonged to 410 census tracts, 21 census metropolitan areas, and eight provinces comprising about 1.7 million of the total population and 51% of half-a-million residential properties in Canada. Results identify populations and the geographic regions near the core and dense urban areas predominantly occupying those hotspots. Recognizing priority locations is critically important for government interventions and risk mitigation initiatives considering socio-physical aspects of vulnerability to flooding. Findings reinforce a better understanding of geographic flood-disadvantaged neighborhoods across Canada, where interventions are required to target preparedness, response, and recovery resources that foster socially just flood management strategies.
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http://dx.doi.org/10.1111/risa.13978 | DOI Listing |
Sci Rep
January 2025
, Budapest, Hungary.
We present a methodology to develop the integrated climate change transition and physical risk assessment of industrial companies in Europe, Northern America and Australia. There is an increasingly important need for effective large-scale climate change risk assessment solutions with more governments aligning their company reporting regulations with the Task Force on Climate-related Financial Disclosures recommendations. In this paper, we measure key aspects of climate change risks of industrial firms on the globe and vice versa.
View Article and Find Full Text PDFEur J Psychotraumatol
December 2025
Department of Health Sciences in Aalesund, Norwegian University of Science and Technology (NTNU), Aalesund, Norway.
: Early interventions using trauma-focused cognitive behavioural therapy have the potential to alleviate post-traumatic stress symptoms in individuals who have experienced recent sexual assault. Specialized Sexual Assault Centers (SACs) in Norway offers psychosocial support, however, this support varies across SACs and its efficacy has not been researched. The Early Intervention after Rape (EIR) study is a multisite randomized controlled trial designed to assess the efficacy and effectiveness of training SAC nurses and social workers to deliver a modified version of prolonged exposure therapy shortly after rape.
View Article and Find Full Text PDFEur J Psychotraumatol
December 2025
Department of Clinical Psychology, Leiden University, Leiden, The Netherlands.
It has been proposed that maximizing expectancy violation enhances the efficacy of exposure therapy. The clinical utility of expectancy violation remains unclear and it has not yet been studied in PTSD. We aimed to test whether explicitly focusing on expectancy violation leads to superior exposure outcomes.
View Article and Find Full Text PDFRapid urbanization and escalating climate crises place cities at the critical juncture of environmental and public health action. Urban areas are home to more than half of the global population, contributing ~ 75% of global greenhouse gas emissions. Structured surveys were completed by 191 leaders in city governments and civil society from 118 cities in 52 countries (February-April 2024).
View Article and Find Full Text PDFNat Med
January 2025
Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, NY, USA.
Flooding greatly endangers public health and is an urgent concern as rapid population growth in flood-prone regions and more extreme weather events will increase the number of people at risk. However, an exhaustive analysis of mortality following floods has not been conducted. Here we used 35.
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