Progress in Disaster Science最新文献

Dual-constrained healthcare emergency facility location model under flood scenarios: A case study in the Maozhou River basin, Shenzhen, China 洪水情景下的双约束医疗急救设施选址模型——以深圳茅州河流域为例

IF 3.8

Progress in Disaster Science Pub Date : 2025-09-29 DOI: 10.1016/j.pdisas.2025.100473

Yongqiang Liu , Guang Yang , Dongzhou Li , Yanlong Guan , Xinshuang Song , Guoqing Liu , Ziwu Fan

{"title":"Dual-constrained healthcare emergency facility location model under flood scenarios: A case study in the Maozhou River basin, Shenzhen, China","authors":"Yongqiang Liu , Guang Yang , Dongzhou Li , Yanlong Guan , Xinshuang Song , Guoqing Liu , Ziwu Fan","doi":"10.1016/j.pdisas.2025.100473","DOIUrl":"10.1016/j.pdisas.2025.100473","url":null,"abstract":"<div><div>Extreme rainfall-induced flooding significantly impacts healthcare emergency services. Current research on optimizing the deployment of healthcare emergency facilities under flooding scenarios remains limited, particularly in terms of considering both the population coverage and spatial coverage. Based on the simulation of urban flooding, this study proposes a dual-constrained emergency facility location optimization model that balances both the newly added service population and newly service scope, and its effectiveness is validated in the Maozhou River Basin in Shenzhen. The results indicate that urban flooding in the study area is caused by insufficient drainage capacity and low-lying topography, with the former being the dominant contributing factor. Additionally, rainfall events exceeding a 78 mm/h(10-year threshold) alter the shortest access routes to healthcare emergency services for over 50 % of the population.Compared with the decrease in traffic speed, impassable roads due to flooding exert a greater effect on healthcare emergency services. Lastly, optimization outcomes under three flooding scenarios demonstrate the applicability of our model, accurately determining the location of high priority healthcare emergency facilities. Non-inundated populations now achieve assured 15-min healthcare emergency response. This study provides a scientific foundation for urban emergency departments to plan resource allocation, reducing risks from healthcare delays in non-inundated areas.</div></div>","PeriodicalId":52341,"journal":{"name":"Progress in Disaster Science","volume":"28 ","pages":"Article 100473"},"PeriodicalIF":3.8,"publicationDate":"2025-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145219538","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Community insights on tourism development and nature-based solutions for increased resilience to coastal hazards at Caota sand dunes Geopark in Taiwan 台湾曹塔沙丘地质公园旅游业发展的社区见解和基于自然的解决方案，以提高对海岸灾害的抵御能力

IF 3.8

Progress in Disaster Science Pub Date : 2025-09-27 DOI: 10.1016/j.pdisas.2025.100472

Viola Marcia van Onselen , Mucahid Mustafa Bayrak , Sierra Gladfelter , Tsung-Yi Lin

{"title":"Community insights on tourism development and nature-based solutions for increased resilience to coastal hazards at Caota sand dunes Geopark in Taiwan","authors":"Viola Marcia van Onselen , Mucahid Mustafa Bayrak , Sierra Gladfelter , Tsung-Yi Lin","doi":"10.1016/j.pdisas.2025.100472","DOIUrl":"10.1016/j.pdisas.2025.100472","url":null,"abstract":"<div><div>Geoparks have the ability to function as complex social-ecological systems, where the interactions between natural landscapes and local communities shape climate change adaptation and mitigation outcomes. This study evaluates how community-driven tourism initiatives at Caota Geopark, Taiwan, contribute to climate resilience by enabling public education and engagement with nature conservation. Using a social-ecological systems lens, this study explores how the interplay between community participation and coastal ecosystem processes supports Nature-based Solutions (NbS) in addressing locally identified climate risks. This is achieved through a combination of contextual analysis and qualitative methods, including focus group discussions and semi-structured interviews with local stakeholders. Thematic analysis revealed that environmental education and awareness-building have strengthened local commitment to environmental stewardship. Moreover, enhancing the buffering capacity of the coastal dunes and maintaining associated ecosystem services were identified as key strategies for mitigating local hazards. However, ongoing challenges such as waste accumulation, inadequate infrastructure, and human disturbances, undermine ecosystem functions and visitor experiences, revealing critical vulnerabilities within the social-ecological system. Additionally, the study found a gap in inclusive, bottom-up governance structures that could help integrate community needs into geopark planning. Building on these insights, the study proposes a framework for sustainable tourism management and locally grounded climate adaptation strategies that stimulate active community participation. It also offers policy recommendations to support more integrated, adaptive, and community-responsive geopark governance.</div></div>","PeriodicalId":52341,"journal":{"name":"Progress in Disaster Science","volume":"28 ","pages":"Article 100472"},"PeriodicalIF":3.8,"publicationDate":"2025-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145219540","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Improving an estimation model for dam failure-induced loss of life and customizing it for North America 改进大坝溃坝导致的生命损失估算模型，并为北美定制

IF 3.8

Progress in Disaster Science Pub Date : 2025-09-26 DOI: 10.1016/j.pdisas.2025.100471

Samuel Ovu, Mauricio Dziedzic

{"title":"Improving an estimation model for dam failure-induced loss of life and customizing it for North America","authors":"Samuel Ovu, Mauricio Dziedzic","doi":"10.1016/j.pdisas.2025.100471","DOIUrl":"10.1016/j.pdisas.2025.100471","url":null,"abstract":"<div><div>The potential loss of life (LOL) resulting from dam failures represents a critical concern in dam safety and disaster management. Accurate estimation of LOL is paramount for informed decision-making, emergency preparedness, and the minimization of human casualties in such events. This paper proposes an improved model for LOL estimation associated with dam failures and shows how to customize it to specific regions, exemplifying with North America. The approach categorizes dam failure into subcases based on flood severity and the distance from the dam. Two empirical equations that serve as the calculation method for LOL formulated through multivariate regression analysis are derived using thirty-two dam failure subcases in North America. The datasets were split into train and test sets, yielding R<sup>2</sup> values of 0.9949 for low severity cases and 0.9955 for medium-high severity cases on the test sets. Graham's model was selected as a comparison benchmark due to its straightforward application, established use in LOL estimation, and minimal data requirements. The successful implementation of this model suggests its potential applicability for diverse regions, contributing to improved disaster preparedness and response strategies, as well as enhancing dam safety and community well-being downstream of dams.</div></div>","PeriodicalId":52341,"journal":{"name":"Progress in Disaster Science","volume":"28 ","pages":"Article 100471"},"PeriodicalIF":3.8,"publicationDate":"2025-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145265927","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Evaluation of spatiotemporal effects of soil depth on shallow landslides and debris flows via coupled numerical analysis 耦合数值分析评价土壤深度对浅层滑坡和泥石流的时空影响

IF 3.8

Progress in Disaster Science Pub Date : 2025-09-21 DOI: 10.1016/j.pdisas.2025.100470

Seungjun Lee , Taeun Kang , Minseok Kim , Heemin Ko , Hyunuk An

{"title":"Evaluation of spatiotemporal effects of soil depth on shallow landslides and debris flows via coupled numerical analysis","authors":"Seungjun Lee , Taeun Kang , Minseok Kim , Heemin Ko , Hyunuk An","doi":"10.1016/j.pdisas.2025.100470","DOIUrl":"10.1016/j.pdisas.2025.100470","url":null,"abstract":"<div><div>Soil depth critically influences the timing and magnitude of shallow landslides and subsequent debris flows, yet its spatiotemporal effects remain insufficiently understood. This study investigates these effects through landslides–debris flows coupled numerical analysis, employing three soil depth configurations: the slope-based S model, the elevation-based Z model, and the U model, which assumes uniform soil depth across the study area. The 2011 Mt. Umyeon landslides in South Korea, a well-documented event with extensive field survey data, were simulated to validate the simulation results. Model performance was evaluated using the receiver operating characteristic method. Results show that increasing soil depth enlarges the scale of landslides and debris flows while delaying their onset. However, when soil depth greatly exceeds rainfall intensity and cumulative rainfall, slope failure susceptibility decreases, emphasizing the spatiotemporal control of soil thickness. In debris flow simulations, soil depth strongly influenced erosion and entrainment processes, substantially affecting downstream residential damage estimates. Furthermore, our results indicate that when soil depth data are unavailable, the slope-based S model provides more spatiotemporally stable predictions of landslide and debris flow behavior. This study highlights the importance of soil depth in geohazard modeling and advances understanding of rainfall-induced landslide–debris flow hazards in ungauged mountainous regions.</div></div>","PeriodicalId":52341,"journal":{"name":"Progress in Disaster Science","volume":"28 ","pages":"Article 100470"},"PeriodicalIF":3.8,"publicationDate":"2025-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145158219","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

From relief shelters to self-organized communities: Building disaster resilience in coastal Bangladesh 从救济避难所到自组织社区：孟加拉国沿海地区的抗灾能力建设

IF 3.8

Progress in Disaster Science Pub Date : 2025-09-18 DOI: 10.1016/j.pdisas.2025.100469

Saimum Kabir , Fatema Meher Khan , Diptenu Saha

{"title":"From relief shelters to self-organized communities: Building disaster resilience in coastal Bangladesh","authors":"Saimum Kabir , Fatema Meher Khan , Diptenu Saha","doi":"10.1016/j.pdisas.2025.100469","DOIUrl":"10.1016/j.pdisas.2025.100469","url":null,"abstract":"<div><div>In disaster studies, crucial gaps remain in understanding how micro-level sheltering strategies influence long-term resilience. This study empirically examines the various risk reduction measures, including sheltering strategies implemented by GOs and NGOs, as well as local communities, over the past fifteen years. It examines how these interventions have transformed the landscape and spatial order of coastal settlements while assessing their role in reducing disaster risks. Focusing on a cyclone and salinity-prone coastal village in Bangladesh, the study employs a longitudinal analysis (2010 and 2025) of social and spatial aspects, revealing an evolving nature of coastal settlements, driven by both internal and external interventions that catalyze morphological change. Fieldwork reveals that the self-help approach enables local communities to incrementally reorganize their homesteads, thereby strengthening their disaster resilience. The study identifies self-organization as a dynamic process through which coastal communities recalibrate their socio-spatial patterns and settlement morphology in response to varying disaster risks and socio-economic opportunities. The dynamic interplay between community self-organization and long-term resilience offers key insights for sustainable adaptation to growing environmental challenges. This study thus contributes to the broader discourse on resilient shelter planning and adaptive strategies for coastal regions in an era of climate uncertainty.</div></div>","PeriodicalId":52341,"journal":{"name":"Progress in Disaster Science","volume":"28 ","pages":"Article 100469"},"PeriodicalIF":3.8,"publicationDate":"2025-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145121203","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Application of geospatial and ICT technologies for landslide disaster risk reduction in Rwanda 在卢旺达应用地理空间和信息通信技术减少滑坡灾害风险

IF 3.8

Progress in Disaster Science Pub Date : 2025-09-13 DOI: 10.1016/j.pdisas.2025.100466

Willy Blaise Ineza , Emelyne Clarisse Izere , Roland Sonnenschein , Collins B. Kukunda , Fred Tumwebaze , Richard Shumbusho , Khamarrul Azahari Razak

{"title":"Application of geospatial and ICT technologies for landslide disaster risk reduction in Rwanda","authors":"Willy Blaise Ineza , Emelyne Clarisse Izere , Roland Sonnenschein , Collins B. Kukunda , Fred Tumwebaze , Richard Shumbusho , Khamarrul Azahari Razak","doi":"10.1016/j.pdisas.2025.100466","DOIUrl":"10.1016/j.pdisas.2025.100466","url":null,"abstract":"<div><div>This study provides a new insight into landslide advancement based on the state-of-art mapping technology, time-series imagery, and disaster informatics in Rwanda, where 40 % of its lands susceptible to landslides. This is the first nationally supported and locally evidenced use-case of the iMaster/DocuCam, a scalable system for landslide monitoring and detection in the African continent, originally developed for advanced industrial automation. The system continuously collects high-resolution images and weather data to monitor landslides and alert relevant authorities. We used “Quadtree” Computer Vision algorithms to automatically detect landslides by pre-processing images and measuring brownish pixels. Using statistical modelling, comparison with previous images is made and deviation in the number of brown pixels is determined. If deviation exceeds the threshold, a landslide is detected, and a warning is sent out. The results are also stored in the Open-Source SQL database and accessible via web-based Graphical User Interface. We also explored user requirements, needs and demands of stakeholders at national and local level for developing the people-centered early warning system in Rwanda, as promoted by the Sendai Framework. This study manifests the commitments of the Rwandan government to accelerate the localized disaster risk reduction action for societal resilience in the tropics.</div></div>","PeriodicalId":52341,"journal":{"name":"Progress in Disaster Science","volume":"28 ","pages":"Article 100466"},"PeriodicalIF":3.8,"publicationDate":"2025-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145266628","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Identification of social media approach for strengthening the generation Z disaster capacity on drought issues 确定社会媒体方法以加强Z世代应对干旱问题的能力

IF 3.8

Progress in Disaster Science Pub Date : 2025-09-08 DOI: 10.1016/j.pdisas.2025.100467

Puspita Indra Wardhani , Siti Azizah Susilawati , Yunus Aris Wibowo , Ratih Puspita Dewi , Wahyu Widiyatmoko , Siti Hadiyati Nur Hafida , Edwin Maulana , Sri Utami , Isna Hayatun

{"title":"Identification of social media approach for strengthening the generation Z disaster capacity on drought issues","authors":"Puspita Indra Wardhani , Siti Azizah Susilawati , Yunus Aris Wibowo , Ratih Puspita Dewi , Wahyu Widiyatmoko , Siti Hadiyati Nur Hafida , Edwin Maulana , Sri Utami , Isna Hayatun","doi":"10.1016/j.pdisas.2025.100467","DOIUrl":"10.1016/j.pdisas.2025.100467","url":null,"abstract":"<div><div>Drought is a significant global issue for ecosystems and the environment, particularly in karst regions. This study aimed to investigate the tendency of Generation Z (Gen Z) to utilize social media in addressing drought in tropical regions. Data collection was conducted through structured interviews with at least 60 respondents belonging to the Gen Z group. An exploratory-descriptive approach was employed to analyze the trends in social media use among Gen Z and their perceptions of the drought issue. Furthermore, a strategy was devised to increase Gen Z's awareness of drought through social media using the causal loop diagram (CLD) approach. The study results showed that Gen Z uses TikTok (46.5 %) and Instagram (20.6 %) more frequently on social media. Gen Z's response to the drought issue on social media tends to involve complaining (25 %) and expressing concerns (18 %). Gen Z believes that actions that can be taken to overcome drought include constructing new wells, implementing water management strategies, reservoir construction, and other conservation efforts. Future drought campaigns targeting youth can use the study's findings as evaluation material.</div></div>","PeriodicalId":52341,"journal":{"name":"Progress in Disaster Science","volume":"28 ","pages":"Article 100467"},"PeriodicalIF":3.8,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145105265","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Health issues treated by emergency medical teams following natural disasters in Japan and their relation to the disaster 日本自然灾害后紧急医疗队处理的健康问题及其与灾害的关系

IF 3.8

Progress in Disaster Science Pub Date : 2025-09-08 DOI: 10.1016/j.pdisas.2025.100468

Ami Fukunaga , Fu Tarui , Takahito Yoshida , Inn Kynn Khaing , Odgerel Chimed-Ochir , Yui Yumiya , Akihiro Taji , Kouki Akahoshi , Yoshiki Toyokuni , Kayako Chishima , Seiji Mimura , Akinori Wakai , Hisayoshi Kondo , Yuichi Koido , Tatsuhiko Kubo

{"title":"Health issues treated by emergency medical teams following natural disasters in Japan and their relation to the disaster","authors":"Ami Fukunaga , Fu Tarui , Takahito Yoshida , Inn Kynn Khaing , Odgerel Chimed-Ochir , Yui Yumiya , Akihiro Taji , Kouki Akahoshi , Yoshiki Toyokuni , Kayako Chishima , Seiji Mimura , Akinori Wakai , Hisayoshi Kondo , Yuichi Koido , Tatsuhiko Kubo","doi":"10.1016/j.pdisas.2025.100468","DOIUrl":"10.1016/j.pdisas.2025.100468","url":null,"abstract":"<div><div>This study examined health issues recorded by Emergency Medical Teams during four large-scale disasters in Japan (2019–2021) and their relation to the disaster. Logistic regression analyses were conducted on data from the Japan Surveillance in Post-Extreme Emergencies and Disasters system to examine associations between specific health issues and their relation to the disaster. Of the 822 health consultations recorded, 17.5 %, 51.3 %, and 31.1 % reported health issues directly related, indirectly related, and unrelated to the disaster, respectively. Minor injury (adjusted odds ratio [AOR] = 4.65, 95 % confidence interval [CI] = 2.75–7.86), wound (AOR = 5.64, 95 % CI = 3.31–9.60), and moderate injury (AOR = 35.97, 95 % CI = 5.47–236.63) were significantly associated with a direct relation to the disaster. Hypertension (AOR = 1.69, 95 % CI = 1.05–2.71), disaster-related stress symptoms (AOR = 2.32, 95 % CI = 1.37–3.90), and treatment interruption (AOR = 2.05, 95 % CI = 1.07–3.91) were significantly associated with an indirect relation to the disaster. Fever (AOR = 2.89, 95 % CI = 1.45–5.39) and skin disease (AOR = 2.43, 95 % CI = 1.34–4.42) were significantly associated with a non-relation to the disaster. These findings highlight the multifaceted nature of health issues following disasters, emphasizing the need for response strategies that address not only direct health effects, but also indirectly related and non-disaster-related health issues.</div></div>","PeriodicalId":52341,"journal":{"name":"Progress in Disaster Science","volume":"28 ","pages":"Article 100468"},"PeriodicalIF":3.8,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145046181","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Association of community resilience and residents' consumption intentions: A study in the Beijing-Tianjin-Hebei region of China 社区弹性与居民消费意愿的关系——基于京津冀地区的研究

IF 3.8

Progress in Disaster Science Pub Date : 2025-09-01 DOI: 10.1016/j.pdisas.2025.100465

Bo Shen , Lishuo Guo , Shuai Cui , Yi Peng

引用次数: 0

Assessing the long-term effectiveness and socioeconomic benefits associated with ecosystem-based disaster risk reduction measures aimed at mitigating the impact of sediment-related events in Nepal 评估旨在减轻尼泊尔与泥沙有关事件影响的基于生态系统的减少灾害风险措施的长期有效性和社会经济效益

IF 3.8

Progress in Disaster Science Pub Date : 2025-09-01 DOI: 10.1016/j.pdisas.2025.100464

Hayato Kakinuma , Ching-Ying Tsou , Daisuke Higaki , Reona Kawakami , Chandra Sekar Gautum

{"title":"Assessing the long-term effectiveness and socioeconomic benefits associated with ecosystem-based disaster risk reduction measures aimed at mitigating the impact of sediment-related events in Nepal","authors":"Hayato Kakinuma , Ching-Ying Tsou , Daisuke Higaki , Reona Kawakami , Chandra Sekar Gautum","doi":"10.1016/j.pdisas.2025.100464","DOIUrl":"10.1016/j.pdisas.2025.100464","url":null,"abstract":"<div><div>The Ecosystem-based Disaster Risk Reduction (Eco-DRR) approach is widely used for slope stabilization and erosion control, yet its long-term effectiveness, structural integrity, and socioeconomic benefits remain insufficiently understood. This study qualitatively assesses countermeasures to geohazards that were implemented at three sites in Nepal as part of the Japan International Cooperation Agency's (JICA's) technical cooperation projects, using locally available materials (rock-filled wire gabions and vegetation). Photo-based comparisons revealed an increase in vegetation cover over 20 to 30 years in previously degraded areas. Gabion check dams stabilized gullies and trapped sediment, but experienced deterioration due to wire corrosion and breakage. A debris flow at Nallu Khola triggered by torrential rainfall on 26–28 September 2024 further exposed the vulnerability of these structures to extreme events, emphasizing the need for more resilient designs. Vegetation-based countermeasures provided livelihood benefits by supplying bamboo for fencing, livestock feed, and household materials. However, economic development has shifted residents toward market-based livelihoods, reducing their reliance on these resources. The sustained activities of the JICA-established user groups highlight the potential for long-term community engagement in land and forest management. While qualitative data offer initial insights, quantitative assessments are needed for precise and standardized evaluations of the countermeasures' effectiveness.</div></div>","PeriodicalId":52341,"journal":{"name":"Progress in Disaster Science","volume":"28 ","pages":"Article 100464"},"PeriodicalIF":3.8,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145019544","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0