Climate Services最新文献

{"title":"Bridging the communication gap in agrometeorological services: Enhancing the uptake and effectiveness for users in developing countries","authors":"Vieri Tarchiani ,&nbsp;Sebastian Grey","doi":"10.1016/j.cliser.2024.100531","DOIUrl":"10.1016/j.cliser.2024.100531","url":null,"abstract":"<div><div>Over the past decades, advancements in agrometeorological monitoring and forecasting have been driven by technology, infrastructure, and capacity building. Literature highlights that agrometeorological services support agricultural decision-making, boosting farmers’ resilience and income globally. However, challenges in communication and dissemination limit their effectiveness, particularly for smallholder farmers in remote areas. The problem extends beyond media type and format to issues of accessibility, comprehensibility, and users’ trust. While technology has enabled faster dissemination, there is a risk of new services being technology-centered rather than user-focused. This non-systematic literature review delves into effective communication strategies for agrometeorological information in developing countries, reviewing existing knowledge and presenting case studies. It addresses how to ensure access to information, identify efficient communication channels, use inclusive technologies, enhance users’ understanding, make information actionable, and gather feedback on information effectiveness. Stakeholders’ engagement methods include a variety of participatory approaches and iterative monitoring, evaluation and learning processes. The choice of communication channels significantly affects information reach. Despite the rise of ICT, challenges in access and understanding persist, especially for marginalized groups, making simple communication technologies like rural radios still crucial for last-mile dissemination. The review emphasizes that no single communication approach fits all situations. Key principles of coproduction and user engagement in climate services are essential for effective agrometeorological communication. Future directions include enhancing the legitimacy and salience of services by integrating local knowledge, expanding scope to include herders and off-farm stakeholders, building capacity among intermediaries and users, soliciting feedback, and fostering public–private partnerships for scaling and sustainability.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"37 ","pages":"Article 100531"},"PeriodicalIF":4.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143174866","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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":"Hard and soft climate-smart investments in aquaculture in Bangladesh: Conditioning factors and decision space","authors":"T.S. Amjath-Babu ,&nbsp;Peerzadi Rumana Hossain ,&nbsp;Sanzida Akhter Anee ,&nbsp;Essam Yassin Mohammed ,&nbsp;Timothy J. Krupnik","doi":"10.1016/j.cliser.2024.100527","DOIUrl":"10.1016/j.cliser.2024.100527","url":null,"abstract":"<div><div>Climate change and its’ associated weather variabilities and extremes are posing significant risks to aquaculture productivity, particularly in the coastal regions of Bangladesh. Concurrently, the increasing population and shifting consumption patterns are driving higher demand for aquacultural products. This study investigates the impact of floods, heavy rainfall, tidal surges, high temperatures, droughts, erratic rainfall, and water quality parameters (Dissolved Oxygen, ammonia, pH) on investments in “hard” assets, such as specific fish-farm equipment (aquaculture nets, fish cages, thermometers, irrigation pumps), to enhance climate resilience. Additionally, the study explores “soft” investments in information services that provide advanced forecasts on monsoon onset, heavy rainfall, dry spells, high temperature and cold spells. The results indicate that the level of investment in climate-smart aquaculture is currently influenced by climate stresses, investment capacity (farm size, family size), aquaculture system characteristics (pond size and depth, type of fish, aggregate yields), and market-related factors (proximity to roads and markets). In the context of climate-informed decision-making, forecast-based advisory services can facilitate the transition to climate-smart aquaculture. However, the benefits of the information services are often linked to substantial investments in hard infrastructure that ensure the effective utilization of climate information and advisory services. This absence of accessible climate information services and the capacity to invest in climate smart equipment that makes the information actionable, hinder the transition to climate smart aquaculture by smallholder farmers and hence threaten their livelihood and nutritional security.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"37 ","pages":"Article 100527"},"PeriodicalIF":4.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143173653","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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":"A co-design matrix-based approach to evaluate the climate risks for airports: A case study of Bologna airport","authors":"Carmela De Vivo ,&nbsp;Marta Ellena ,&nbsp;Giuliana Barbato ,&nbsp;Alessandro Pugliese ,&nbsp;Francesca Marinucci ,&nbsp;Tomaso Barilli ,&nbsp;Paola Mercogliano","doi":"10.1016/j.cliser.2024.100536","DOIUrl":"10.1016/j.cliser.2024.100536","url":null,"abstract":"<div><div>Climate change presents substantial challenges for the aviation sector, particularly concerning the assessment and management of risks to airport infrastructure and operations. Effective climate risk assessment is crucial for implementing prioritized adaptation strategies that enhance airport resilience. This paper introduces an innovative matrix-based co-design approach to evaluate climate risks for airports, illustrated by a case study of Bologna Airport, located in Emilia-Romagna, Italy. The matrix-based approach, distinguished by its integration of climate hazard, exposure and vulnerability data, proves to be both robust and replicable, especially when key stakeholders actively participate in the process. The approach offers a systematic framework for identifying and assessing climate risks, facilitating the development of effective adaptation strategies. The Bologna Airport case study highlights the approach’s practical application, demonstrating its effectiveness in risk assessment and its potential to guide decision-making for more resilient airport management. The findings underscore the importance of early and equitable preventive actions and support, making vulnerability analysis a critical component in developing effective adaptation strategies. This research advances resilience planning in the aviation sector and offers valuable insights for other airports facing similar climate challenges.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"37 ","pages":"Article 100536"},"PeriodicalIF":4.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143174887","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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":"Developing national frameworks for climate services: Experiences, challenges and learnings from across Europe","authors":"Nicola Golding ,&nbsp;Keith Lambkin ,&nbsp;Louise Wilson ,&nbsp;Rozemien De Troch ,&nbsp;Andreas Marc Fischer ,&nbsp;Hans Olav Hygen ,&nbsp;Angela Michiko Hama ,&nbsp;Anita Verpe Dyrrdal ,&nbsp;Ella Jamsin ,&nbsp;Piet Termonia ,&nbsp;Christopher Hewitt","doi":"10.1016/j.cliser.2024.100530","DOIUrl":"10.1016/j.cliser.2024.100530","url":null,"abstract":"<div><div>Many countries are actively developing a National Framework for Climate Services (NFCS), driven by a need for better coordination of climate services to support decision making, mandatory climate adaptation and financial reporting, and the assessment of the quality of climate services including their underlying data. A group of five European countries (UK, Ireland, Belgium, Switzerland and Norway) has formed an informal peer-group to support, challenge, and share learning throughout the process of developing and evolving their NFCSs. This perspective article gathers these experiences to distil common themes and challenges as well as to identify unique characteristics and benefits of each country’s experience on their NFCS implementation. While this article focuses on the experiences and practical learning within Europe, the benefit of establishing an NFCS is global, and many of the challenges and learnings presented here will be relevant anywhere in the world.</div><div>It is the experience of this group that peer support has accelerated and enhanced the NFCS implementation process, as well as provided a forum for exchange on how to maintain and evolve an operational NFCS. Based on this experience, we propose an additional step as part of the WMO’s ‘Step-by-step Guidelines for Establishing a National Framework for Climate Services’ (<span><span>WMO, 2018</span></span>) to support countries to maintain and evolve their operational frameworks. Additionally, we recommend regional or global peer support on this framework development process should be sought, encouraged and facilitated.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"37 ","pages":"Article 100530"},"PeriodicalIF":4.0,"publicationDate":"2024-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142744275","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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":"Scalingclimate information services and climate smart agriculture through bundled business models","authors":"Desire M. Kagabo ,&nbsp;Livingstone Byandaga ,&nbsp;Patrick Gatsinzi ,&nbsp;Patrick Mvuyibwami ,&nbsp;Yvonne U. Munyangeri ,&nbsp;Nasson Ntwari ,&nbsp;Mathieu Ouedraogo","doi":"10.1016/j.cliser.2024.100526","DOIUrl":"10.1016/j.cliser.2024.100526","url":null,"abstract":"<div><div>There is a general agreement among scholars that bundling Climate Information Services (CIS), Climate Smart Agriculture (CSA), and other agricultural products and services can positively impact agriculture. However, many questions still need to be answered regarding how the bundling can be achieved through scalable and farmer-centric CIS-CSA bundled business models. This study narrowed the knowledge gap by revealing 1) how CIS, CSA, and other agricultural products and services may be bundled to support sustainable agriculture, 2) what types of CIS-CSA bundled business models are successfully reaching and benefiting farmers and entrepreneurs, and 3) proposing an evaluation framework for assessing CIS-CSA bundled business models ready for scaling. Drawing on the synthesis analysis of available relevant publications, we devised a 1–5 scale evaluation framework based on nine scaling readiness indicators—<em>technology</em>, <em>impact</em>, <em>bundling</em>, <em>infrastructure</em>, <em>relevance</em>, <em>evidence</em>, <em>barriers</em>, <em>sustainability</em>, and <em>value addition</em>—to assign scalability scores to 29 business cases with bundled CIS-CSA products and services across Africa and Asia. Eleven CIS-CSA bundled business models with publicly available quantitative scaling readiness data (financial capacity, the number of customers, customer categories, and the number of beneficiaries) were used to quantitatively model how different CIS-CSA products and services bundling strategies, the revenue stream structure of a CIS-CSA business, and the structure of a CIS-CSA business’s stakeholder network (the diversity of its stakeholders) affect its scaling readiness. Based on the scaling readiness evaluation framework, of the 29 identified CIS-CSA bundled business cases, 12 were ready for scaling. The quantitative analysis revealed that the type of a CIS-CSA model significantly determines its scalability— for example, a government-to-donor-to-business-to-consumer (G2D2B2C) CIS-CSA bundled business model would have 10 million USD more invested capital than a government-to-business-to-consumer (G2B2C) bundled business model type. Additionally, the G2D2B2C bundled business model type would serve 5 million farmers and three customer categories and gain ten partners more than the G2B2C. The finding also suggests that multi-stakeholder CIS-CSA business models, which provide a more diverse package of CIS-CSA products and services and have many revenue sources, have the potential to benefit all categories of farmers and entrepreneurs. This study reveals a reason for optimism about the future of agriculture; it suggests that scalable bundled CIS-CSA products and services can contribute significantly to attaining climate resilience and food security.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"37 ","pages":"Article 100526"},"PeriodicalIF":4.0,"publicationDate":"2024-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142698118","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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":"Improving smallholder farmers’ access to and utilization of climate information services in sub-Saharan Africa through social networks: A systematic review","authors":"Collins E. Appiah ,&nbsp;William Quarmine ,&nbsp;Charity Osei-Amponsah ,&nbsp;Andrew E. Okem ,&nbsp;Daniel B. Sarpong","doi":"10.1016/j.cliser.2024.100528","DOIUrl":"10.1016/j.cliser.2024.100528","url":null,"abstract":"<div><div>The timely availability, access to, and utilisation of actionable climate information services (CIS) serve as an effective mechanism to address the impacts of climate change on smallholder farmers in Sub-Saharan Africa. Scholarly work from diverse contexts reveals that farmers’ social networks can be leveraged to promote access to CIS to mitigate climate risk. However, there is no synthesised information on the different insights that comprehensively demonstrate how social networks improve access to and utilisation of CIS among smallholder farmers in Sub-Saharan Africa. This paper employed a systematic literature review methodology to fill this knowledge gap. A stringent inclusion criterion was used to select 32 relevant peer-reviewed papers from an initial pool of 648 for analysis. Our study found farmers' social networks to effectively promote CIS access and utilisation among smallholders in Sub-Saharan Africa. This was mainly as a result of the use of relatable local languages and the opportunity it provided for direct interaction during information flow. Smallholder farmers in big networks with stronger linkages, higher levels of participation, and a greater degree of trust, were identified to be more likely to utilise CIS to improve their livelihoods. Such farmers tend to have higher technical efficiency, productivity, and incomes. To harness social networks to scale up CIS access and utilisation, innovative platforms that can enhance social networking among farmers must be promoted and strengthened by agricultural development stakeholders.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"37 ","pages":"Article 100528"},"PeriodicalIF":4.0,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142698117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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":"Do climate-smart agricultural practices impact the livelihoods of vulnerable farmers in the Southern part of Bangladesh?","authors":"Mohummed Shofi Ullah Mazumder","doi":"10.1016/j.cliser.2024.100524","DOIUrl":"10.1016/j.cliser.2024.100524","url":null,"abstract":"<div><div>Efforts to reduce food insecurity must include building resilience in rural farmers to shocks. One way to achieve this is through climate-smart agriculture (CSA). This paper analyzes the impact of CSA on farmers’ livelihoods. Data were collected in two phases in 2010 and 2018 from a study (CSA practitioners) and control group (CSA non-practitioners) of climate-affected farmers (240 farmers in each group) using a quasi-experimental survey design considering all possible biases. Descriptive statistics, variance inflation factor analysis, multiple regression, path analysis, FE-IV, and propensity score matching models were applied. Practicing CSA technologies improved food security and the incomes of the farmers through increased agricultural productivity. The impact of CSA technologies differed based on farmers’ understanding of technologies, the time and amount of financial support, availability of extension staff, the provision of technical and other logistical support, and CSA practitioners’ experience, such as knowing how to enhance plant resilience. Specific policy interventions, including financing of CSA, would benefit rural farmers. CSA provides a path towards sustainable livelihood development and food security. These findings will be useful for policymakers, planners, administrators, and development workers.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"36 ","pages":"Article 100524"},"PeriodicalIF":4.0,"publicationDate":"2024-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142657185","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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":"The impact of use of climate information services on smallholder welfare: Evidence from the hub of cashew production in Ghana","authors":"Camillus Abawiera Wongnaa ,&nbsp;Osei Tawiah Frederick ,&nbsp;Hamdiyah Alhassan ,&nbsp;Otchere-Adu Nana Akua ,&nbsp;Chelsea Naa Darkowaa Adu","doi":"10.1016/j.cliser.2024.100525","DOIUrl":"10.1016/j.cliser.2024.100525","url":null,"abstract":"<div><div>This study examined the sources of climate information services (CIS), nature of CIS as well as impact of use of CIS on the welfare of smallholder cashew farmers. Using descriptive statistics for the sources, types and the nature of CIS, the study employed a combination of endogenous switching regression (ESR) and inverse probability weighted regression adjustment (IPWRA) in the impact analysis. From the results, we find that the main source of CIS used by farmers was radio. The farmers also responded that they received the climate information on time. In addition, we find that education, household size, climate disaster, farmer association, farm size, access to extension services, climate, and radio ownership had positive effects on the likelihood of using CIS. The results from the ESR model showed that use of CIS decreased assets, net farm income and yield even though it increased household dietary diversity (HDD). From the IPWRA model, we also find that users of CIS are more food insecure vis-à-vis non-users, a result which contradicts the aforementioned HDD results. The study highlights critical implications for agricultural economics, particularly in how smallholder cashew farmers access and use climate information services (CIS). Although CIS is meant to assist farmers in adapting to climate variability, this study reveals paradoxical outcomes, with users of CIS exhibiting lower asset values, net farm income, and yield, alongside greater food insecurity than non-users. These findings suggest that use of CIS alone, without adequate support and complementary resources, may not be sufficient to improve welfare.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"36 ","pages":"Article 100525"},"PeriodicalIF":4.0,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142657184","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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":"Adaptation to climate variability and household welfare outcomes in Uganda","authors":"Peter Babyenda ,&nbsp;Jane Kabubo-Mariara ,&nbsp;Sule Odhiambo","doi":"10.1016/j.cliser.2024.100523","DOIUrl":"10.1016/j.cliser.2024.100523","url":null,"abstract":"<div><div>Over the last one decade, most of the empirical studies on climate variability have largely concentrated on assessing the effect of climate variability on agriculture. Little attention has been given to the analysis of what factors determine the decision to adapt to climate variability and what impact does it has on welfare of the adapting households. This paper therefore, assesses the determinants of adaptation to climate variability and how it influences welfare of the farming households in Uganda. To achieve this, the study utilizes six waves of Uganda National Panel survey collected by Uganda Bureau of Statistics spanning over a period of 10 years from 2009 to 2019 and the switching regression model for empirical analysis. The findings indicate that adapting to climate variability is beneficial to adaptors as it safeguards welfare deterioration. On the other hand, presence of climate variability, age of the household head, the value of household assets, location, formal land ownership, having main occupation as agriculture and availability of extension services were identified as key determinants of the decision to adapt to climate variability among farming households in Uganda. These findings thus highlight the importance to have measures to improve adaptation process at the same time enhancing household welfare.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"36 ","pages":"Article 100523"},"PeriodicalIF":4.0,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142593393","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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":"Impact of temperature humidity index-based climate services for Murrah buffaloes of India on operational decision-making and economic outcome of the farm","authors":"K.V. Manjunath ,&nbsp;Sanjit Maiti ,&nbsp;Sanchita Garai ,&nbsp;D. Anilkumar Reddy ,&nbsp;Mukesh Bhakat ,&nbsp;Anjali Aggarwal ,&nbsp;Goutam Mondal","doi":"10.1016/j.cliser.2024.100522","DOIUrl":"10.1016/j.cliser.2024.100522","url":null,"abstract":"<div><div>Climate change is likely to affect both the productive and reproductive functions of Murrah buffaloes, the major milch breed of India. Hence, in the present study, weekly modules of Temperature Humidity Index (THI) based climate services were prepared and disseminated to the farmers of experimental villages of Haryana, a state of North-Western part of India through either WhatsApp, Text SMS, and Mobile Application. Difference-in-Difference (DiD), a quasi-experimental research design was used to study the impact of climate services on operational decision-making as well as the economic outcome of the farm. The findings of the study revealed that the climate services had a positive effect on the number of farmers adopting the practices like use of oil cakes, minerals, and feed additives in the animal diet. Treatment effect was found to be significant on quantity of oilcake (0.39, 0.45 and 0.51 kg/animal/day); concentrates during both summer (0.48, 0.56, 0.59 kg/animal/day) and in winter (0.35, 0.40 and 0.42 kg/animal/day); and mineral mixture (9.47, 12.34 and 13.08 gm/animal/day) in Text SMS, WhatsApp and MobileApp group, respectively. The treatment effect of climate services on economic outcome indicators such as summer milk yield was also found to be significant (0.38, 0.44, and 0.50 L/animal) from Text SMS, WhatsApp, and MobileApp, respectively. Overall, the benefit-to-cost ratio of climate services was found to be 1:1.8. Hence, the exclusive climate services developed for Murrah buffalo farmers were found to be an effective adaptive mechanism for helping vulnerable dairy farming to adapt to the climate of today and of the future.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"36 ","pages":"Article 100522"},"PeriodicalIF":4.0,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142572180","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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}