{"title":"How is the military and defence sector of EU member states adapting to climate risks?","authors":"Yamani Amakrane, Robbert Biesbroek","doi":"10.1016/j.crm.2024.100609","DOIUrl":"https://doi.org/10.1016/j.crm.2024.100609","url":null,"abstract":"<div><p>Climate change has direct and indirect consequences for the military and defence sector. Direct impacts are for example the damaging of military infrastructure due to more extreme climatic conditions or the impact on operational capabilities when on missions. Indirect impacts include the increase of global instability and insecurity, or migration due to changing climatic conditions. Climate change risks are often seen as a threat multiplier. Whilst the impacts of climate change on the military and defence sector is gaining attention in both political and scientific realms, the way this sector adapts to these risks is, however, still pretty much unknown.</p><p>This research aims to assess how the European Union member states’ military and defence sector are adapting to the impacts of climate change. We map and analyse the current policy actions by analysing the defence and climate policy documents (n = 63) and conducting interviews (n = 8) with civil servants of defence ministries across the EU. We find that almost none of the countries have a concrete climate change adaptation plan for their military. Whilst several frontrunner countries do mention climate change in their defence policy documents, they lack concrete policy goals and instruments. Moreover, concrete adaptation measures are not discussed by most of the countries. France is a notable exemption as it offers more detailed policies, but they too are at the groundwork stage. Hardly any reference to the military was found in the climate policy documents of the countries. The results show that the military and defence sector of the EU member states are not well prepared to the impacts of climate change and that concerted action is needed to close the adaptation gap adequately and effectively.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"44 ","pages":"Article 100609"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000263/pdfft?md5=b1617a5293005318c5b63a7f45161a27&pid=1-s2.0-S2212096324000263-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140650458","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Transformative crop insurance solution with big earth data: Implementation for potato in India","authors":"C.S. Murthy , Karun Kumar Choudhary , Varun Pandey , P. Srikanth , Siddesh Ramasubramanian , G. Senthil Kumar , Malay Kumar Poddar , Cristina Milesi , Ramakrishna Nemani","doi":"10.1016/j.crm.2024.100622","DOIUrl":"https://doi.org/10.1016/j.crm.2024.100622","url":null,"abstract":"<div><h3>Context</h3><p>Crop insurance has become an indispensable risk management tool in the agricultural sector because globally crops are being exposed to multiple hazards. The lack of reliable crop yield data has impacted the sustenance of area-yield crop insurance schemes. Index-based insurance, which links pay-outs to crop performance proxies rather than measured losses, is being explored to improve the effectiveness of crop insurance contracts.</p></div><div><h3>Objective</h3><p>This paper presents an innovative crop insurance scheme that has replaced the existing ‘area-yield’ approach using bias-prone crop yield estimates with the ‘area-crop performance approach’ using objectively measured satellite indices.</p></div><div><h3>Method</h3><p>Satellite-based crop mapping, satellite and weather-based crop health indicators, field data collection and analysis, composite index generation, and insurance loss assessment are major tasks in the project. Data of Sentinel-1 and 2 satellites, weather datasets and mobile app-based field data from transplantation to harvesting of the crop constituted a huge repository of the database in this project. Metrics derived from established satellite indices, such as NDVI, LSWI and Backscatter, along with weather indices, were synthesized into a composite index of crop performance called Crop Health Factor (CHF). The input data matrix of the CHF model included eight input indicators. After data normalization, weights for these indicators were generated using the entropy technique, a proven method of information measurement that produces balanced relationships and unbiased weights. The CHF was first generated with data from the past years (2016–2019), and the resulting weights were then applied to the normalized data of the current year (2020).</p></div><div><h3>Results</h3><p>The current crop insurance scheme, using CHF data instead of yield data, was implemented in the state of West Bengal, India, covering about 500,000 ha of potato across and one thousand insurance units in the 2020 crop season. The CHF and yield data from past years showed similar patterns in the majority of cases. The indemnity level was set at 70 % of the normal CHF, which was the average CHF of past years. Loss assessment and compensation payouts for the current year were determined by the extent of CHF reduction beyond the indemnity level.</p></div><div><h3>Significance</h3><p>This new index-insurance scheme has many advantages over the conventional yield-based scheme in terms of transparency, objectivity and ease of implementation. There is scope for improving the composite index with additional features. Such technology-driven index-insurance schemes for field crops are expected to bring a paradigm shift in the crop insurance sector, giving rise to new business models and benefitting all the stakeholders.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"45 ","pages":"Article 100622"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000391/pdfft?md5=f9a75891c1b74a1e9e5572d3f2096627&pid=1-s2.0-S2212096324000391-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141290305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Elisabeth A. Gilmore , David Wrathall , Helen Adams , Halvard Buhaug , Edwin Castellanos , Nathalie Hilmi , Robert McLeman , Chandni Singh , Ibidun Adelekan
{"title":"Defining severe risks related to mobility from climate change","authors":"Elisabeth A. Gilmore , David Wrathall , Helen Adams , Halvard Buhaug , Edwin Castellanos , Nathalie Hilmi , Robert McLeman , Chandni Singh , Ibidun Adelekan","doi":"10.1016/j.crm.2024.100601","DOIUrl":"10.1016/j.crm.2024.100601","url":null,"abstract":"<div><p>While migration is often conceptualized as an adaptive response to climate hazards, migration can also present severe risks to people on the move. In this paper, we attempt to operationalize the Representative Key Risks (RKR) framework of the Sixth Assessment Report of Working Group II of the Intergovernmental Panel on Climate Change (IPCC) for human mobility. First, we provide a framework for understanding how mobility risks emerge by engaging with the concept of habitability. We argue that uninhabitability occurs where the physical environment loses suitability and where there is a loss of agency in local populations. The severity of the risk from the loss of habitability is then represented by the high potential for human suffering. When climate hazards affect physical suitability and agency, the forms of migration that occur undermine human wellbeing and the right to self-determination: forced displacement, community relocation/resettlement, and involuntary immobility. Second, we show how such forms of mobility are more or less likely along different Shared Socioeconomic Pathways (SSPs). This paper asserts a central concern around human suffering to recentre scenario discourse on where, and how, adaptation, changes to development patterns, and government policies can reduce this suffering. Proactive governance at local, national, and international levels that attends to people’s adaptation and mobility needs can avert the more frequent emergence of severe risks related to mobility in a changing climate.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"44 ","pages":"Article 100601"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000184/pdfft?md5=745667f4f3028f607e28db3a09ecc001&pid=1-s2.0-S2212096324000184-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140150573","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Is climate migration successful adaptation or maladaptation? A holistic assessment of outcomes in Kenya","authors":"Amit Tubi, Yael Israeli","doi":"10.1016/j.crm.2024.100614","DOIUrl":"10.1016/j.crm.2024.100614","url":null,"abstract":"<div><p>Research is increasingly approaching migration as an adaptation to climate risk. Yet our understanding of the migration-adaptation nexus remains limited, as most studies conceptualize migration as either adaptive or maladaptive and focus on specific aspects of vulnerability. To advance a comprehensive understanding of migration’s successful and maladaptive effects, this study employs a two-dimensional conceptualization of migration outcomes, encompassing a range of vulnerability variables at the migrant and household levels and migrants’ well-being. This framework is applied to the case of drought-influenced migration from agro-pastoralist northern Kenya to the City of Nairobi. Based on semi-structured interviews with 40 long-term migrants, we identify quantitative and qualitative migration-induced changes in the examined variables.</p><p>The results highlight the complexity of migration outcomes. Effects on the broad range of variables comprising vulnerability’s exposure, sensitivity and adaptive capacity components are mixed. Migrants’ ability to provide their families’ basic needs has improved, although only half of the households could allocate remittances to reconstruct their drought-stricken livelihood sources in northern Kenya. Moreover, the profound change in social-environmental settings induced by migration exposed migrants to unfamiliar risks, such as urban crime, but also to new sources of adaptive capacity, such as knowledge enabling the development of climate-insensitive livelihoods. However, migration’s partial success in reducing vulnerability came at the expense of migrants’ well-being, which diminished drastically. These findings stress the need for fundamental changes in the migration-as-adaptation literature, including a more thorough engagement with the temporalities and scope of migration’s effects on adaptation, greater attention to the tradeoffs that are integral to migration as adaptation, and a shift to analytical frameworks that consider maladaptive effects alongside successful ones. We argue that these changes are essential to develop interventions that maximize migration’s adaptive potential while minimizing its maladaptive effects.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"44 ","pages":"Article 100614"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000317/pdfft?md5=8424afd140c3e6c8b462fcd20f4b967d&pid=1-s2.0-S2212096324000317-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140789375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Flood risk and climate change: A disconnect between homeowners’ awareness and mitigating actions?","authors":"David-Jan Jansen","doi":"10.1016/j.crm.2024.100616","DOIUrl":"10.1016/j.crm.2024.100616","url":null,"abstract":"<div><p>Based on two surveys among Dutch homeowners, we find evidence for a disconnect between flood risk awareness and intentions to mitigate climate change. In terms of awareness, we find that owners of at-risk properties are 9.8 percentage points more likely to see floods as the main threat to their home. However, at-risk owners are also 4.6 percentage points less likely to consider improving their property’s energy efficiency. Trust in flood protection turns out to be a moderator variable. In particular, at-risk owners with high levels of trust are less likely to consider improving energy efficiency than at-risk owners with low levels of trust in flood protection. We discuss implications for climate risk communication.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"44 ","pages":"Article 100616"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000330/pdfft?md5=51efe2f7b6fa9479221602368ff39dfb&pid=1-s2.0-S2212096324000330-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141055424","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Assessment and prediction of meteorological drought using machine learning algorithms and climate data","authors":"Khalid En-Nagre , Mourad Aqnouy , Ayoub Ouarka , Syed Ali Asad Naqvi , Ismail Bouizrou , Jamal Eddine Stitou El Messari , Aqil Tariq , Walid Soufan , Wenzhao Li , Hesham El-Askary","doi":"10.1016/j.crm.2024.100630","DOIUrl":"https://doi.org/10.1016/j.crm.2024.100630","url":null,"abstract":"<div><p>Monitoring drought in semi-arid regions due to climate change is of paramount importance. This study, conducted in Morocco’s Upper Drâa Basin (UDB), analyzed data spanning from 1980 to 2019, focusing on the calculation of drought indices, specifically the Standardized Precipitation Index (SPI) and the Standardized Precipitation Evapotranspiration Index (SPEI) at multiple timescales (1, 3, 9, 12 months). Trends were assessed using statistical methods such as the Mann-Kendall test and the Sen’s Slope estimator. Four significant machine learning (ML) algorithms, including Random Forest, Voting Regressor, AdaBoost Regressor, and K-Nearest Neighbors Regressor, were evaluated to predict the SPEI values for both three and 12-month periods. The algorithms’ performance was measured using statistical indices. The study revealed that drought distribution within the UDB is not uniform, with a discernible decreasing trend in SPEI values. Notably, the four ML algorithms effectively predicted SPEI values for the specified periods. Random Forest, Voting Regressor, and AdaBoost demonstrated the highest Nash-Sutcliffe Efficiency (NSE) values, ranging from 0.74 to 0.93. In contrast, the K-Nearest Neighbors algorithm produced values within the range of 0.44 to 0.84. These research findings have the potential to provide valuable insights for water resource management experts and policymakers. However, it is imperative to enhance data collection methodologies and expand the distribution of measurement sites to improve data representativeness and reduce errors associated with local variations.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"45 ","pages":"Article 100630"},"PeriodicalIF":4.8,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000470/pdfft?md5=86c5c7e81b15816365b705592e8fb810&pid=1-s2.0-S2212096324000470-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141482611","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Fueling the fires – An exploration of the drivers and the scope for management of European wildfire risk under the Shared Socioeconomic Pathways","authors":"Eva Preinfalk , John Handmer","doi":"10.1016/j.crm.2024.100638","DOIUrl":"10.1016/j.crm.2024.100638","url":null,"abstract":"<div><p>As socio-natural phenomena, wildfires are exacerbated by climate change and socioeconomic dynamics. However, the role of socioeconomic uncertainty in shaping future wildfire risk and management remains largely neglected. Building on the notion that risk emerges at the intersection of hazard, exposure and vulnerability, we conduct an integrative literature review to identify the most significant socioeconomic drivers of wildfire risk in the European geographical and institutional context and bring this together with the Shared Socioeconomic Pathways (SSP) perspectives on plausible socioeconomic dynamics. To our knowledge, this is the first study to bridge the gap between wildfire research and socioeconomic scenarios to establish a conceptual understanding of future wildfire risk. The resulting wildfire risk scenario space has two main applications: (i) it acts as a qualitative navigator for factoring socioeconomic uncertainty in model-based wildfire risk assessments, and (ii) it sets the boundary conditions for evaluating the feasibility of management strategies. Sustainable land use practices and profitable agricultural value chains can reduce future wildfire risk (e.g. <em>SSP1</em>), whereas land degradation (e.g. <em>SSP4</em>), and socioeconomic disparities (e.g. <em>SSP3</em>) may increase it. As a result, challenges to future wildfire risk management differ significantly across scenarios, leading to paradoxical situations. In scenarios where vulnerability reduction has significant potential to lower risk, socioeconomic challenges reduce the feasibility of implementing the necessary measures to achieve risk reduction. Similar dilemmas may arise in the context of hazard and exposure. By considering multiple plausible futures, this paper emphasizes the importance of accounting for socioeconomic dynamics in shaping wildfire risk and keeping the design of risk management strategies open and flexible in the face of changing circumstances.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"45 ","pages":"Article 100638"},"PeriodicalIF":4.8,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S221209632400055X/pdfft?md5=63887ebe92d0446afc0a6fca65ea995f&pid=1-s2.0-S221209632400055X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141842526","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Weather variability and malnutrition among farming households in Ethiopia","authors":"Musa Hasen Ahmed","doi":"10.1016/j.crm.2024.100640","DOIUrl":"10.1016/j.crm.2024.100640","url":null,"abstract":"<div><p>Unlike existing studies that examined the effects of weather variability by relying on the current weather conditions disregarding the long-term influence of historical weather patterns, we jointly estimate the effects of current and past weather variability on rural households’ nutritional status. Using three waves of nationally representative panel data from rural Ethiopia, we show that the nutritional status of farming households, measured by daily intakes of micro-and macronutrients, is more sensitive to past weather variability than the current weather condition. We also find that adverse weather history can trigger responses that are linked to the deterioration of nutritional status.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"45 ","pages":"Article 100640"},"PeriodicalIF":4.8,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000573/pdfft?md5=c76e1e11cfb9b040ef486fab1e220af7&pid=1-s2.0-S2212096324000573-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141932696","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Climate change adaptation in Norwegian businesses − Awareness, integration and barriers","authors":"Lilo Henke, Katrin Knoth, Eli Sandberg","doi":"10.1016/j.crm.2024.100647","DOIUrl":"10.1016/j.crm.2024.100647","url":null,"abstract":"<div><p>Preventive measures adopted to protect buildings and infrastructure from extreme weather and natural hazard events may serve to mitigate extensive damage and thus avoid major expenditures to businesses and society. A survey of 1,001 representative companies across different sectors and regions in Norway reveals that most companies fail to prioritise the climate change adaptation of their buildings or infrastructure. Most respondents have not conducted risk assessments. The greatest focus is adopted by large companies, those that own their buildings and infrastructure, and businesses in the primary and energy sectors. Small companies, service sector businesses and companies that rent their buildings and infrastructure are the least well prepared. The largest perceived barrier to adaptation is costs, followed by a lack of knowledge and competence in the fields of climate change impacts and adaptation measures. The large majority state that they do not measure climate change adaptation at all. Less than 10 per cent use indicators or evaluate their climate change adaptation efforts. Survey results suggest that Norwegian businesses need stronger incentives and clearly defined responsibilities, combined with appropriate tools and guidelines relevant to the entire climate change adaptation cycle. These will include the performance of risk assessments, the tracking of their adaptation status, as well as the measurement and evaluation of their climate change adaptation actions with the help of indicators.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"45 ","pages":"Article 100647"},"PeriodicalIF":4.8,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000640/pdfft?md5=db2635df80f5d8a9f75150b2647ae2bb&pid=1-s2.0-S2212096324000640-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142049622","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Dipesh Chapagain , Luna Bharati , Reinhard Mechler , Samir K.C. , Georg Pflug , Christian Borgemeister
{"title":"Understanding the role of climate change in disaster mortality: Empirical evidence from Nepal","authors":"Dipesh Chapagain , Luna Bharati , Reinhard Mechler , Samir K.C. , Georg Pflug , Christian Borgemeister","doi":"10.1016/j.crm.2024.100669","DOIUrl":"10.1016/j.crm.2024.100669","url":null,"abstract":"<div><div>Climate-related disaster impacts, such as loss of human life as its most severe consequence, have been rising globally. Some studies attribute this increase to population growth, while others point to climate change as the primary cause. However, empirical evidence linking climate change to disaster impacts remains limited, particularly in the Global South. This study addresses the impact attribution question in Nepal, a low-income and highly disaster-prone country. We applied a robust regression-based method that accounts for the role of hazard, exposure and vulnerability in flood and landslide mortality, using subnational scale empirical data from 1992 to 2021.</div><div>Historically, flood and landslide mortality has been highest in central and eastern Nepal due to the stronger influence of the Indian monsoon. However, disaster impacts have surged in recent years in western Nepal, driven largely by an increase in extreme precipitation events. For example, a one standardized unit increase in maximum one-day precipitation increases flood mortality by 33%, and heavy rain days increases landslide mortality by 45%. In contrast, a one standardized unit increase in per capita income reduces landslide and flood mortality by 30% and 45%, respectively. While reductions in vulnerability have helped lower disaster mortality, population exposure has not played a significant role. Therefore, the rise in flood and landslide mortality, particularly in western Nepal, is primarily attributable to the increase in precipitation extremes linked to climate change. With climate change expected to further intensify such extremes, disaster mortality is likely to increase unless significant efforts are made to reduce vulnerability.</div></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"46 ","pages":"Article 100669"},"PeriodicalIF":4.8,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142702154","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}