International journal of disaster risk reduction最新文献

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Firing the imagination? A visual analysis of bushfire preparedness videos from Australian fire agencies, 2015–2022 激发想象力?澳大利亚消防机构2015-2022年森林火灾防范视频的视觉分析
IF 4.2 1区 地球科学
International journal of disaster risk reduction Pub Date : 2025-06-13 DOI: 10.1016/j.ijdrr.2025.105644
Deniz Yildiz, Chloe Lucas, Aidan Davison
{"title":"Firing the imagination? A visual analysis of bushfire preparedness videos from Australian fire agencies, 2015–2022","authors":"Deniz Yildiz,&nbsp;Chloe Lucas,&nbsp;Aidan Davison","doi":"10.1016/j.ijdrr.2025.105644","DOIUrl":"10.1016/j.ijdrr.2025.105644","url":null,"abstract":"<div><div>Australian fire agencies use videos to inform and advise the public about strategies and actions they can take to prepare for bushfire danger. This study examines videos about bushfire preparedness published on YouTube by Australian state and territory fire services over the period 2015–2022. Through visual analysis, we investigate the explicit and implicit messages of videos by fire agencies about public bushfire risk in Australia. Quantitative content analysis of actors, settings, actions, and messages present in videos reveals a lack of representation of diversity in Australian society, and an overwhelming focus on risks faced by nuclear, home-owning families of European ancestry in low-density residential landscapes. Analysis is informed by the concept of social imaginaries – socially-embedded structures of perception that integrate expectations, aspirations, and images in shaping communication in cultural settings. Videos reproduce an imaginary in which women are positioned as guardians of families, and responsible for children's safety, while men are identified with the role of the firefighter. Fire itself is imagined as an external enemy within settler-colonial histories, and the nuclear family home is embedded in an imaginary of private economic responsibility and stability. These colonial, national, and neoliberal imaginaries about fire shape contemporary bushfire communication, despite the profound material changes to Australian populations and cultures over recent decades. We conclude that identifying, understanding and questioning culturally embedded imaginaries in fire agency communication can improve public communication about bushfire preparedness.</div></div>","PeriodicalId":13915,"journal":{"name":"International journal of disaster risk reduction","volume":"127 ","pages":"Article 105644"},"PeriodicalIF":4.2,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144306556","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantifying future local impacts of sea level rise on buildings and infrastructure 量化未来海平面上升对建筑物和基础设施的局部影响
IF 4.2 1区 地球科学
International journal of disaster risk reduction Pub Date : 2025-06-13 DOI: 10.1016/j.ijdrr.2025.105649
Dylan R. Sanderson , Therese P. McAllister
{"title":"Quantifying future local impacts of sea level rise on buildings and infrastructure","authors":"Dylan R. Sanderson ,&nbsp;Therese P. McAllister","doi":"10.1016/j.ijdrr.2025.105649","DOIUrl":"10.1016/j.ijdrr.2025.105649","url":null,"abstract":"<div><div>Community resilience planners need tools to prepare for anticipated hazards and adapt to conditions associated with a changing climate. This paper presents a refined method for assessing the consequences of sea level rise on coastal communities by quantifying future impacts to buildings and infrastructure at a local level. While community resilience models typically address acute hazards, this work considers sea level rise and tides as a chronic hazard and its temporal impacts. Local sea level rise scenarios and tide predictions are combined to develop a time series of future water levels. The future water levels are mapped to the local topography to obtain the spatial extent of flooding. The proposed method is demonstrated using Galveston, Texas, USA as a testbed community considering buildings, electric substations, and a road/bridge transportation network. Impacts from sea level rise such as days exposed, days without electricity, and days with increases in travel time, are evaluated at the individual building level, rather than aggregate spatial scales. This method demonstrates the value of concurrently considering multiple infrastructure systems for community resilience planning of chronic hazards. Comparisons between building and census block levels show that for the testbed community evaluating future impacts of sea level rise at the census block level can lead to overestimating the number of buildings exposed.</div></div>","PeriodicalId":13915,"journal":{"name":"International journal of disaster risk reduction","volume":"127 ","pages":"Article 105649"},"PeriodicalIF":4.2,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144312577","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rethinking migration in a changing climate: Multifaceted and interconnected drivers and adaptive strategies in Bangladesh 重新思考气候变化中的移民:孟加拉国多方面和相互关联的驱动因素和适应性战略
IF 4.2 1区 地球科学
International journal of disaster risk reduction Pub Date : 2025-06-12 DOI: 10.1016/j.ijdrr.2025.105646
Gazi Alif Laila , James D. Ford , Diana Ivanova , Jouni Paavola
{"title":"Rethinking migration in a changing climate: Multifaceted and interconnected drivers and adaptive strategies in Bangladesh","authors":"Gazi Alif Laila ,&nbsp;James D. Ford ,&nbsp;Diana Ivanova ,&nbsp;Jouni Paavola","doi":"10.1016/j.ijdrr.2025.105646","DOIUrl":"10.1016/j.ijdrr.2025.105646","url":null,"abstract":"<div><div>Climatic hazards could shape migration in regions vulnerable to climate change such as the Southwestern coast of Bangladesh. While the nexus of environmental change and human mobility has been researched, how contexts shape migration drivers and patterns remain unclear. This article addresses this gap by examining migration dynamics in the Khulna City Corporation and Koyra Upazila, to discern the influence of urban and rural vulnerabilities. We surveyed 300 households and conducted four focus group discussions and six key informant interviews to unpack the interplay of environmental, economic, and social drivers of migration. The findings indicate that in Koyra migration is predominantly driven by hazards such as cyclones and salinity intrusion, which severely disrupt rural livelihoods. In Khulna, migration is in turn shaped by economic opportunities and better living conditions. In both locations, economic vulnerability amplifies the impact of climatic hazards particularly among low-income groups. While survival-driven migration persists in Koyra, migration in Khulna is increasingly a result of strategic decisions and planned adaptation aimed at long term socio-economic resilience, for example by investing in skills development. The results highlight how immediate environmental pressures intersect with aspirations for economic stability and make migration a complex phenomenon. These insights can guide policy measures to enhance community resilience, reduce vulnerabilities, and address the multidimensional migration challenges across diverse settings.</div></div>","PeriodicalId":13915,"journal":{"name":"International journal of disaster risk reduction","volume":"126 ","pages":"Article 105646"},"PeriodicalIF":4.2,"publicationDate":"2025-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144307964","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corrigendum to “Structured insights: Enhancing disaster preparedness through survivor testimonies and interoperable data systems” [Int. J. Disaster Risk Reduct., Volume 116, (2025) 105115, ISSN 2212–4209, https://doi.org/10.1016/j.ijdrr.2024.105115] “结构化洞察:通过幸存者证词和可互操作的数据系统加强备灾”的勘误表[Int.]J.减少灾害风险。,第116卷,(2025)105115,ISSN 2212-4209, https://doi.org/10.1016/j.ijdrr.2024.105115]
IF 4.2 1区 地球科学
International journal of disaster risk reduction Pub Date : 2025-06-11 DOI: 10.1016/j.ijdrr.2025.105609
Ricardo Gacitua , Michael Klafft , Ivana Harari , Solhanlle Bonilla Duarte , Agnieszka Dudzinska-Jarmolinska
{"title":"Corrigendum to “Structured insights: Enhancing disaster preparedness through survivor testimonies and interoperable data systems” [Int. J. Disaster Risk Reduct., Volume 116, (2025) 105115, ISSN 2212–4209, https://doi.org/10.1016/j.ijdrr.2024.105115]","authors":"Ricardo Gacitua ,&nbsp;Michael Klafft ,&nbsp;Ivana Harari ,&nbsp;Solhanlle Bonilla Duarte ,&nbsp;Agnieszka Dudzinska-Jarmolinska","doi":"10.1016/j.ijdrr.2025.105609","DOIUrl":"10.1016/j.ijdrr.2025.105609","url":null,"abstract":"","PeriodicalId":13915,"journal":{"name":"International journal of disaster risk reduction","volume":"126 ","pages":"Article 105609"},"PeriodicalIF":4.2,"publicationDate":"2025-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144307963","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modeling household decision-making for structural retrofit processes 结构改造过程的家庭决策建模
IF 4.2 1区 地球科学
International journal of disaster risk reduction Pub Date : 2025-06-11 DOI: 10.1016/j.ijdrr.2025.105643
Maria C. Porada , Rachel A. Davidson , Joseph E. Trainor , Gina Hardy , Linda K. Nozick , Meghan Millea , Jamie Kruse , Farah Nibbs
{"title":"Modeling household decision-making for structural retrofit processes","authors":"Maria C. Porada ,&nbsp;Rachel A. Davidson ,&nbsp;Joseph E. Trainor ,&nbsp;Gina Hardy ,&nbsp;Linda K. Nozick ,&nbsp;Meghan Millea ,&nbsp;Jamie Kruse ,&nbsp;Farah Nibbs","doi":"10.1016/j.ijdrr.2025.105643","DOIUrl":"10.1016/j.ijdrr.2025.105643","url":null,"abstract":"","PeriodicalId":13915,"journal":{"name":"International journal of disaster risk reduction","volume":"126 ","pages":"Article 105643"},"PeriodicalIF":4.2,"publicationDate":"2025-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144297366","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Early warning services for disaster risk reduction in Brazil: The experience of CEMADEN during the floods of Rio Grande do Sul of May 2024 巴西减少灾害风险的早期预警服务:CEMADEN在2024年5月巴西南格兰德州洪水中的经验
IF 4.2 1区 地球科学
International journal of disaster risk reduction Pub Date : 2025-06-11 DOI: 10.1016/j.ijdrr.2025.105645
Jose A. Marengo , Enner H. Alcantara , Osvaldo L. Moraes , Rodney Martinez , Marcelo Seluchi , Regina C. Alvalá , Giovanni Dolif , Demerval Goncalves
{"title":"Early warning services for disaster risk reduction in Brazil: The experience of CEMADEN during the floods of Rio Grande do Sul of May 2024","authors":"Jose A. Marengo ,&nbsp;Enner H. Alcantara ,&nbsp;Osvaldo L. Moraes ,&nbsp;Rodney Martinez ,&nbsp;Marcelo Seluchi ,&nbsp;Regina C. Alvalá ,&nbsp;Giovanni Dolif ,&nbsp;Demerval Goncalves","doi":"10.1016/j.ijdrr.2025.105645","DOIUrl":"10.1016/j.ijdrr.2025.105645","url":null,"abstract":"<div><div>Floods are among the most expensive meteorological hazards globally and are the leading cause of disaster-related fatalities worldwide. They also result in severe health, social, and economic consequences. The unprecedented floods that occurred from April to May 2024 in the state of Rio Grande do Sul, southern Brazil, affected over 90 % of the state and resulted in 183 deaths. These floods were triggered by heavy rainfall exceeding 500 mm within five days, causing the water levels in Guaíba Lake to reach 5.35 m on May 6, the highest level since the flood in 1941. This inundation severely affected vulnerable areas of the capital city, Porto Alegre. Prior to the major flooding event in Porto Alegre, rainfall forecasts and high-risk flood warnings were issued a few days in advance. In Brazil, the Early Warning System (EWS) operates through an intersectoral, multi-agency framework. Over the past fifteen years, the integration of climate information into disaster prevention, risk reduction, monitoring, and early warning has improved significantly. However, despite the National Center for Monitoring and Early Warning of Natural Disasters (CEMADEN) being the primary institution responsible for monitoring and issuing nationwide early warnings for floods, flash floods, and landslides, there is still a need for better integration of information. This improvement could enhance response actions and contribute to resilience building. This study provides a brief review of the climatological conditions that led to the floods in Rio Grande do Sul in April–May 2024. It also examines the role of EWS and Multi-Hazard Early Warning System (MHEWS) centers in Brazil during the disaster, as well as an evaluation of CEMADEN's prevention and early warning activities before and during the event. The aim is to understand the unique nature and impacts of this disaster to better prepare for similar events in the future.</div></div>","PeriodicalId":13915,"journal":{"name":"International journal of disaster risk reduction","volume":"126 ","pages":"Article 105645"},"PeriodicalIF":4.2,"publicationDate":"2025-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144271531","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A novel clay shrink-swell buildings damage model: From unstructured insurance data to the creation of buildings database, and the proposition of damage severity scale 一种新型粘土收缩膨胀建筑物损伤模型:从非结构化保险数据到建筑物数据库的建立,以及损伤严重程度尺度的提出
IF 4.2 1区 地球科学
International journal of disaster risk reduction Pub Date : 2025-06-10 DOI: 10.1016/j.ijdrr.2025.105636
Noel Philmon Mzungu , Caterina Negulescu , Etienne Bertrand , Arthur Perringaux , Laurent Boissier , Sébastien Gourdier , Bastien Colas , Frédéric Leone , Gilles Grandjean
{"title":"A novel clay shrink-swell buildings damage model: From unstructured insurance data to the creation of buildings database, and the proposition of damage severity scale","authors":"Noel Philmon Mzungu ,&nbsp;Caterina Negulescu ,&nbsp;Etienne Bertrand ,&nbsp;Arthur Perringaux ,&nbsp;Laurent Boissier ,&nbsp;Sébastien Gourdier ,&nbsp;Bastien Colas ,&nbsp;Frédéric Leone ,&nbsp;Gilles Grandjean","doi":"10.1016/j.ijdrr.2025.105636","DOIUrl":"10.1016/j.ijdrr.2025.105636","url":null,"abstract":"<div><div>Expansive clay soils undergo seasonal moisture fluctuations, swelling when wet and shrinking during dry periods. These volumetric changes induce differential ground movements beneath buildings, often resulting in structural damage, particularly in low-rise residential buildings. In France, this phenomenon has become increasingly costly, with average annual insurance claims of 1 billion euros between 2016 and 2021, rising to 3.5 billion euros in 2022 due to severe droughts and heatwaves driven by climate change.</div><div>Despite its growing impact, damage assessment remains challenging due to the scarcity of empirical data and the localized variability of soil-structure interactions. To address this, we propose a scalable, data-driven methodology that combines expert knowledge and advanced natural language processing to enable empirical risk analysis.</div><div>This study introduces the Clay Shrink-Swell Damage Severity Scale, constructs a structured database of building and environmental characteristics, and identifies damageability factors based on observed damage levels. A total of 10,325 loss adjustment reports from Generali (2000–2021) were analysed. A subset of 155 reports was manually annotated and scaled to the full dataset using Large Language Models (LLMs) under a Retrieval-Augmented Generation (RAG) framework.</div><div>The resulting tools provide a solid foundation for post-event assessments, support rapid field diagnostics, and enable the development of personalized prevention strategies. This work contributes to improved vulnerability modelling and more effective risk reduction in a changing climate.</div></div>","PeriodicalId":13915,"journal":{"name":"International journal of disaster risk reduction","volume":"127 ","pages":"Article 105636"},"PeriodicalIF":4.2,"publicationDate":"2025-06-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144312578","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Renter policies and rights in the context of disasters in the United States: A critical review 美国灾难背景下的租客政策与权利:批判性回顾
IF 4.2 1区 地球科学
International journal of disaster risk reduction Pub Date : 2025-06-10 DOI: 10.1016/j.ijdrr.2025.105641
Julie H. Elliott , Sydney Dyck , Ashley Reed , Christopher Kolade Alegbeleye , Sarah E. DeYoung , Nesar Ahmed Khan
{"title":"Renter policies and rights in the context of disasters in the United States: A critical review","authors":"Julie H. Elliott ,&nbsp;Sydney Dyck ,&nbsp;Ashley Reed ,&nbsp;Christopher Kolade Alegbeleye ,&nbsp;Sarah E. DeYoung ,&nbsp;Nesar Ahmed Khan","doi":"10.1016/j.ijdrr.2025.105641","DOIUrl":"10.1016/j.ijdrr.2025.105641","url":null,"abstract":"<div><div>The housing affordability crisis has forced individuals into substandard rental situations, increasing their risk of housing instability and the impact of disasters. We reviewed a wide swath of relevant literature to provide an overview of rental policies and renter rights in the United States. Our objective is to describe and identify the nuanced experiences of renters in disasters, as well as provide an interdisciplinary review to expand the current disaster research literature on issues in housing. Further, given that mobile or manufactured home residents face many of the same challenges encountered by renters, the review also highlights their experiences. The critical review demonstrates that renters and mobile or manufactured home residents are uniquely vulnerable and exposed to the impacts of disasters. This vulnerability is linked with inconsistent or poorly defined policies, rights, and programs, as well as other system-level barriers to accessing financial security to ensure housing access. Ultimately, we find that disaster aid and mitigation programs inadequately support renters and mobile or manufactured home residents. We conclude this work by highlighting how measures can be taken to better tailor disaster-related programs and housing policy to support renters and mobile or manufactured home residents.</div></div>","PeriodicalId":13915,"journal":{"name":"International journal of disaster risk reduction","volume":"127 ","pages":"Article 105641"},"PeriodicalIF":4.2,"publicationDate":"2025-06-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144312589","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluating supply and demand relationship of urban flood regulation service and identifying priority areas for green infrastructure implementation in urban functional zones 城市防洪服务供需关系评价及功能区绿色基础设施优先实施区域确定
IF 4.2 1区 地球科学
International journal of disaster risk reduction Pub Date : 2025-06-09 DOI: 10.1016/j.ijdrr.2025.105640
Wen Liu , Qi Feng , Xin Zhang , Bernard A. Engel
{"title":"Evaluating supply and demand relationship of urban flood regulation service and identifying priority areas for green infrastructure implementation in urban functional zones","authors":"Wen Liu ,&nbsp;Qi Feng ,&nbsp;Xin Zhang ,&nbsp;Bernard A. Engel","doi":"10.1016/j.ijdrr.2025.105640","DOIUrl":"10.1016/j.ijdrr.2025.105640","url":null,"abstract":"<div><div>Balancing the supply and demand of flood regulation services (FRS) in urban ecosystems is crucial for urban flood management. However, FRS supply-demand relationship in urban functional zone is less concerned, and future changes for urban FRS under climate change scenarios remain unclear. This study analyzed the relationships of FRS supply-demand and identified priority areas for green infrastructure implementation at the urban functional zone scale. Results showed the deficient area of FRS supply totally occupies 36.1 % of the study area. FRS supply-demand matching degree was mainly distributed in the surplus zone (high supply, low demand). Commercial zone and residential zone have the highest number of units with the FRS deficit zone (low supply, high demand), while green space zone have the highest number of units with the FRS surplus zone. Under the climate change scenarios, FRS supply showed a declining trend from 10-year to 100-year storm events (0.28–0.21, 0.26–0.22 for the SSP2-4.5 and SSP5-8.5 scenarios, respectively); while the changes in the averaged FRS supply-demand ratio values caused by climate change increased as the return period increased (from −0.69 % to −4.36 % and from −1.48 % to 2.55 % under the SSP2-4.5 and SSP5-8.5 scenarios, respectively). The area proportion of residential zone units located in the high priority level for green infrastructure implementation was 51.8 %, and the area of commercial zone units located in the high priority areas accounts for 38.4 %. These results could promote understanding FRS supply-demand relationship in urban areas, and provide potential implications for urban flood mitigation measures.</div></div>","PeriodicalId":13915,"journal":{"name":"International journal of disaster risk reduction","volume":"126 ","pages":"Article 105640"},"PeriodicalIF":4.2,"publicationDate":"2025-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144271533","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Explainable GeoAI and statistical analysis reveal complementary insights about disparities of 311 help requests during the 2022 Buffalo blizzard 可解释的GeoAI和统计分析揭示了关于2022年布法罗暴风雪期间311个帮助请求差异的互补见解
IF 4.2 1区 地球科学
International journal of disaster risk reduction Pub Date : 2025-06-09 DOI: 10.1016/j.ijdrr.2025.105635
Ryan Zhenqi Zhou , Yingjie Hu , Kai Sun , Ryan Muldoon , Susan Clark , Kenneth Joseph
{"title":"Explainable GeoAI and statistical analysis reveal complementary insights about disparities of 311 help requests during the 2022 Buffalo blizzard","authors":"Ryan Zhenqi Zhou ,&nbsp;Yingjie Hu ,&nbsp;Kai Sun ,&nbsp;Ryan Muldoon ,&nbsp;Susan Clark ,&nbsp;Kenneth Joseph","doi":"10.1016/j.ijdrr.2025.105635","DOIUrl":"10.1016/j.ijdrr.2025.105635","url":null,"abstract":"<div><div>The 2022 Buffalo blizzard was a catastrophic winter storm that struck Buffalo, New York in the week of Christmas in 2022. It claimed 47 lives and left much of the region stranded for the holiday week. In this disaster, the 311 call service was used by many residents to request help for issues due to the blizzard. This study examines these 311 help requests and their potential disparities across communities. Specifically, we aim to: (1) understand the spatial and temporal distributions of different types of 311 help requests; (2) identify the physical and social vulnerability factors, as well as human behavior factors, that are associated with the use of 311 calls. Methodologically, we leverage both explainable geospatial artificial intelligence (GeoAI) methods and statistical analysis to analyze 311 help requests and their associated factors. Our analysis shows significant spatial disparities in 311 help requests across communities. Results from explainable GeoAI and statistical analysis also reveal complementary insights on key factors associated with 311 help requests, such as historical 311 request behavior and percentage of minority population. These results could inform future disaster management decisions and help mitigate the negative impacts of winter storm disasters.</div></div>","PeriodicalId":13915,"journal":{"name":"International journal of disaster risk reduction","volume":"126 ","pages":"Article 105635"},"PeriodicalIF":4.2,"publicationDate":"2025-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144271532","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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