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National circumstances matter: How climate change vulnerability and political instability affect greenhouse gas coverage in nationally determined contributions 国情至关重要:气候变化脆弱性和政治不稳定如何影响国家自主贡献中温室气体的覆盖范围
IF 5.2 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 DOI: 10.1016/j.envsci.2025.104283
Jaeeun Koo , Sangchan Park , Yunsung Lee
Almost 200 countries have submitted their Nationally Determined Contributions (NDCs) in response to the 2015 Paris Agreement’s call for net-zero targets. However, critics posit that these collective efforts may fall short of limiting global temperature rise, in part because these countries differ significantly in the scope of greenhouse gases (GHGs) included in their national climate targets. This study investigates why some countries set a narrower set of GHGs in their NDCs than others. Drawing on data from the United Nations Framework Convention on Climate Change (UNFCCC) NDC registry and Climate Watch, we quantify GHG coverage by weighting each gas according to its 100-year Global Warming Potential (GWP-100), thereby capturing relative climate impacts and ensuring alignment with national inventory practices. We then estimate ordinary least squares, ordered logit, and negative binomial regressions to examine the influence of two national-level factors, climate change vulnerability and political instability, on GHG coverage. The results show that both these factors are negatively associated with the scope of GHGs covered in NDCs. These findings underscore that expanding GHG coverage in NDCs requires not only technical capacity building but also institutional conditions that reduce climate change vulnerability and enhance political stability, thereby enabling countries to commit to more comprehensive mitigation goals.
近200个国家提交了国家自主贡献(NDCs),以响应2015年《巴黎协定》对净零目标的呼吁。然而,批评人士认为,这些集体努力可能无法限制全球气温上升,部分原因是这些国家在其国家气候目标中包含的温室气体(GHGs)范围上存在显著差异。本研究调查了为什么一些国家在国家自主贡献中设定的温室气体排放量比其他国家要小。根据《联合国气候变化框架公约》(UNFCCC)国家数据中心注册表和气候观察的数据,我们根据100年全球变暖潜能值(GWP-100)对每种气体进行加权,从而量化温室气体覆盖率,从而捕捉相对气候影响并确保与国家清单实践保持一致。然后,我们估计了普通最小二乘、有序logit和负二项回归,以检验气候变化脆弱性和政治不稳定这两个国家级因素对温室气体覆盖率的影响。结果表明,这两个因子与国家自主贡献覆盖的温室气体范围呈负相关。这些研究结果强调,扩大国家自主贡献的温室气体覆盖范围不仅需要技术能力建设,还需要减少气候变化脆弱性和加强政治稳定的体制条件,从而使各国能够承诺实现更全面的减缓目标。
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引用次数: 0
Catastrophic wildfires in the Pantanal wetlands as catalysts for transformative change 潘塔纳尔湿地的灾难性野火是变革的催化剂
IF 5.2 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 DOI: 10.1016/j.envsci.2025.104273
Alexandre de Matos Martins Pereira , Geraldo Alves Damasceno-Junior , Renata Libonati , Liana O. Anderson , Allan Henrique de Almeida Souza , Bruno Henrique dos Santos Ferreira , Andre Valle Nunes , André Luiz Siqueira , Angelica Guerra , Angelo Cipriano Pacelli Rabelo , Arnaud L.J. Desbiez , Arthur Henrique Leite Falcette , Áurea da Silva Garcia , Betina Kellermann , Bruna Gomes de Oliveira , Bryony Jenkins , Carlos A. Peres , Christian Niel Berlinck , Danilo Bandini Ribeiro , Edna Scremin-Dias , Fabio de Oliveira Roque
Catastrophic wildfires, increasingly intensified by climate change and anthropogenic pressures, have emerged as critical drivers of socioecological transformation. This study examines the 2019–2020 wildfires in the Pantanal biome as a case of disruptive change, highlighting their role in catalyzing institutional, technological, scientific, and community-level innovations. Drawing on a transdisciplinary methodology and snowball sampling of key stakeholders, the research identifies rapid shifts in wildfire governance, including the implementation of integrated fire management policies and the establishment of new scientific networks. Technological advancements, such as real-time fire monitoring systems and AI-driven early warning platforms, have enhanced fire detection and response capabilities. Concurrently, community resilience has been bolstered through the formation of local fire brigades, educational initiatives, and restoration programs supported by civil society and governmental actors. These responses reflect a convergence of adaptive and transformative strategies aimed at mitigating future wildfire risks. Despite these advances, sustaining long-term resilience remains contingent upon continued multilevel governance, cross-sectoral collaboration, and financial investment. The Pantanal experience underscores the potential of extreme events to disrupt entrenched systems and foster systemic change. However, it also reveals the complexities of maintaining momentum in the face of escalating climate threats. This analysis contributes to the broader discourse on disaster-induced transformation, emphasizing the need for integrated, inclusive, and anticipatory approaches to environmental governance in fire-prone landscapes.
由于气候变化和人为压力,灾难性野火日益加剧,已成为社会生态转型的关键驱动因素。本研究将2019-2020年潘塔纳尔生物群系的野火作为破坏性变化的一个案例进行了研究,强调了它们在催化制度、技术、科学和社区层面创新方面的作用。利用跨学科方法和关键利益相关者的滚雪球抽样,该研究确定了野火治理的快速变化,包括实施综合火灾管理政策和建立新的科学网络。技术进步,如实时火灾监控系统和人工智能驱动的预警平台,增强了火灾探测和响应能力。与此同时,通过组建地方消防队、开展教育活动以及民间社会和政府行动者支持的恢复项目,增强了社区的复原力。这些应对措施反映了旨在减轻未来野火风险的适应性和变革性战略的融合。尽管取得了这些进展,但维持长期韧性仍取决于持续的多层次治理、跨部门合作和金融投资。潘塔纳尔的经历强调了极端事件破坏根深蒂固的制度和促进系统性变革的潜力。然而,它也揭示了在气候威胁不断升级的情况下保持势头的复杂性。这一分析有助于对灾害引发的转型进行更广泛的讨论,强调需要采取综合、包容和前瞻性的方法来治理易发火灾的景观。
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引用次数: 0
Vulnerability to climate change, depopulation and the global food regime: An index-based approach for rural Spain 易受气候变化、人口减少和全球粮食制度影响:西班牙农村的指数方法
IF 5.2 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 DOI: 10.1016/j.envsci.2025.104254
Sergio Villamayor-Tomas , Daniel Gaitán-Cremaschi , Esteve Corbera , Ana Beatriz Pierri-Daunt , Letícia Santos de Lima
Rural regions in Europe currently face multiple interacting stressors, including climate change, depopulation, and the deepening of a global a food regime. Research on the overlapping impact of these climate, demographic and socio-economic phenomena on rural livelihoods is mounting, yet efforts to identify larger-scale patterns at country level are still scarce. In this article, we develop a rural vulnerability index that accounts for these dynamics, encompassing 27 variables calculated at municipal and county levels from publicly available data. We apply the index to the case of Spain, one of the largest producers of agricultural commodities and one of the most affected by depopulation and climate change in the European Union. We demonstrate the existence of a vulnerability belt around the country’s central plateau, which is notably driven by shifts in climate, the adverse effects of the global food regime, and low adaptive capacity of the municipalities that conform such belt. We also show that most and least vulnerable counties exhibit contrasting spatial distributions at the municipal level, and that overlapping impacts of the three stressors occur mostly in remote rural areas. The research illustrates the importance of integrating depopulation in the study of multi-stressor rural vulnerability and sheds light on the potential and limitations of using a quantitative and spatially explicit indices for the assessment of rural vulnerability in Spain, and potentially other European countries.
欧洲农村地区目前面临着多种相互作用的压力因素,包括气候变化、人口减少和全球粮食制度的深化。关于这些气候、人口和社会经济现象对农村生计的重叠影响的研究正在增加,但在国家一级查明更大规模模式的努力仍然很少。在本文中,我们开发了一个考虑这些动态的农村脆弱性指数,包括27个变量,这些变量是根据公开数据在市和县一级计算出来的。我们将该指数应用于西班牙的情况,西班牙是欧盟最大的农产品生产国之一,也是受人口减少和气候变化影响最严重的国家之一。我们证明了该国中部高原周围存在一个脆弱带,这主要是由气候变化、全球粮食制度的不利影响以及符合该带的市政当局的低适应能力所驱动的。研究还发现,最脆弱县和最不脆弱县在城市层面呈现出不同的空间分布,三种压力源的重叠影响主要发生在偏远农村地区。该研究说明了将人口减少纳入农村脆弱性多压力源研究的重要性,并揭示了在西班牙和其他欧洲国家使用定量和空间明确指数评估农村脆弱性的潜力和局限性。
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引用次数: 0
A pragmatic framework for local operationalisation of national-level biodiversity impact mitigation commitments 一个在地方实施国家级减轻生物多样性影响承诺的务实框架
IF 5.2 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 DOI: 10.1016/j.envsci.2025.104288
Thomas B. Atkins , Natalie E. Duffus , Amber J. Butler , Hannah C. Nicholas , Sophus O.S.E. zu Ermgassen , Prue Addison , E.J. Milner-Gulland
Countries around the world are attempting to navigate complex trade-offs between biodiversity and other land use objectives such as infrastructure expansion, with many adopting “net outcomes” policies that aim to ensure economic development leaves biodiversity better off than before. The implementation of net outcomes policies often occurs on a project-by-project basis, which can lead to implementation missing opportunities for integrated thinking that delivers across multiple objectives. Here, we present a new practical framework for delivering a biodiversity mitigation strategy that achieves multiple societal objectives whilst being applicable at the scale of an individual project. We apply the framework to the case study of a major development in Oxfordshire subject to Biodiversity Net Gain legislation. We first calculate the requirement for off-site biodiversity offsetting, given the realistic limits in scope of on-site biodiversity impact mitigation. Three offsetting strategies are co-created with local stakeholders, which all meet the required biodiversity gains, but differ with regards to social equity and the bundle of ecosystem services delivered. Making these contrasting project characteristics transparent and comparable empowers local stakeholders to choose the offset strategy that meets their local preferences across these often-competing priorities, whilst helping contribute to overarching strategic development goals.
世界各国正试图在生物多样性和其他土地利用目标(如基础设施扩张)之间进行复杂的权衡,许多国家采取了旨在确保经济发展使生物多样性比以前更好的“净结果”政策。净结果策略的实现通常发生在一个项目接一个项目的基础上,这可能导致实现错过了跨多个目标交付的集成思考的机会。在这里,我们提出了一个新的实用框架,用于提供生物多样性缓解战略,实现多个社会目标,同时适用于单个项目的规模。我们将该框架应用于牛津郡受生物多样性净收益立法约束的重大发展案例研究。考虑到现场生物多样性影响缓解范围的现实限制,我们首先计算了场外生物多样性抵消的需求。与当地利益相关者共同制定了三种抵消战略,它们都符合所需的生物多样性收益,但在社会公平和提供的生态系统服务方面有所不同。使这些截然不同的项目特征透明且具有可比性,使当地利益相关者能够在这些经常相互竞争的优先事项中选择符合当地偏好的抵消策略,同时有助于实现总体战略发展目标。
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引用次数: 0
Troubled environmental governance in the age of the “twin” green and digital transitions 在绿色和数字化“双生”的时代,环境治理陷入困境
IF 5.2 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 DOI: 10.1016/j.envsci.2025.104233
Zora Kovacic, Lucía Argüelles
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引用次数: 0
Indigenous women-led climate crisis solutions from decolonial feminist perspectives in Western Canada 从非殖民主义女权主义视角看加拿大西部土著妇女主导的气候危机解决方案
IF 5.2 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 DOI: 10.1016/j.envsci.2025.104272
Jebunnessa Chapola , Ranjan Datta , Teena Starlight , Margot Hurlbert , Sofie Poggendorf
This paper critically explores Indigenous women-led climate change solutions through an anti-racist lens. Indigenous communities, particularly women, have long been disproportionately affected by the adverse impacts of climate change. However, they also possess invaluable knowledge and resilience rooted in their deep connection to the land and environment. Centering Indigenous women's voices and experiences, this reflection aims to shed light on their innovative strategies, highlighting the importance of acknowledging and countering their intersecting oppressions. Following decolonial and relational theoretical frameworks, we learned that Indigenous women's leadership and traditional land-based knowledge offer unique perspectives and solutions for mitigating and adapting to climate change. It emphasizes the importance of building respectful and reciprocal relationships, actively listening to Indigenous voices, and amplifying their calls for justice and equity. Indigenous women helped us to learn how to challenge systemic injustices and work towards collaborative, inclusive, and sustainable climate solutions that center Indigenous women's knowledge, leadership, and self-determination. We can forge a path toward a more just and resilient future for all by uplifting Indigenous voices.
本文通过反种族主义的视角批判性地探讨了土著妇女主导的气候变化解决方案。长期以来,土著社区,特别是妇女,受到气候变化不利影响的影响尤为严重。然而,由于他们与土地和环境的紧密联系,他们也拥有宝贵的知识和复原力。本次反思以土著妇女的声音和经历为中心,旨在揭示她们的创新策略,强调承认和对抗相互交织的压迫的重要性。根据非殖民化和相关理论框架,我们了解到土著妇女的领导地位和传统的陆地知识为减缓和适应气候变化提供了独特的视角和解决方案。它强调建立尊重和互惠关系的重要性,积极倾听土著的声音,并扩大他们对正义和公平的呼吁。土著妇女帮助我们学会了如何挑战系统性的不公正,并努力寻求以土著妇女的知识、领导力和自决为中心的协作、包容和可持续的气候解决方案。我们可以通过提高土著人民的声音,为所有人开辟一条通往更公正、更有复原力的未来的道路。
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引用次数: 0
Social attitudes towards climate interventions: Are European publics uninformed about carbon removal and solar radiation management? 社会对气候干预的态度:欧洲公众是否不了解碳去除和太阳辐射管理?
IF 5.2 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 DOI: 10.1016/j.envsci.2025.104287
Benjamin K. Sovacool , Livia Fritz , Chad M. Baum , Lucilla Losi , Ramit Debnath , Hans Jakob Walnum , Finn Müller-Hansen , Elina Brutschin
Climate interventions such as carbon removal and solar radiation management are now being considered by researchers, policymakers, and the private sector to address climate change. We examine European public perceptions of these interventions through five nationally representative surveys: Austria (N = 1005), Germany (N = 1025), Italy (N = 1002), Norway (N = 1002) and the United Kingdom (N = 1028). We combine this quantitative data with qualitative data from a total of 10 focus groups, with one urban and one rural focus group in each country. We find that public concerns within the five countries can be organized into themes such as climate change attitudes, technology perceptions, and governance. We also offer a comparative assessment of public perceptions organized around the relational themes of familiarity, policy support, aversion to tampering with nature, environmental identity, trust in actors, and experiences of climate change. Stated knowledge and familiarity with carbon removal and solar radiation management influence attitudes towards climate interventions. The great variety of attitudes and preferences confounds attempts to push climate policy or oversight of climate interventions towards applying “one-size-fits-all” policy options. Engaging with these diverse views in the policy process is therefore crucial for equitable deployment and minimizing societal backlash.
研究人员、政策制定者和私营部门现在正在考虑采取诸如碳去除和太阳辐射管理等气候干预措施来应对气候变化。我们检查欧洲公众的这些干预措施通过五个全国代表性调查:奥地利(N = 1005)、德国(N = 1025),意大利(N = 1002)、挪威(N = 1002)和英国(N = 1028)。我们将这些定量数据与来自10个焦点小组的定性数据结合起来,每个国家分别有一个城市和一个农村焦点小组。我们发现,这五个国家的公众关注可以被组织成气候变化态度、技术认知和治理等主题。我们还对围绕熟悉度、政策支持、对破坏自然的厌恶、环境认同、对行为者的信任和气候变化经验等相关主题组织的公众看法进行了比较评估。对碳清除和太阳辐射管理的已知知识和熟悉程度影响对气候干预的态度。各种各样的态度和偏好使推动气候政策或对气候干预的监督采取“一刀切”的政策选择的努力变得混乱。因此,在政策过程中吸收这些不同的观点对于公平部署和尽量减少社会反弹至关重要。
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引用次数: 0
A multidisciplinary framework for research prioritization at the science-policy interface: Insights for wildlife conservation and management 科学-政策界面研究优先次序的多学科框架:野生动物保护和管理的见解
IF 5.2 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-11-22 DOI: 10.1016/j.envsci.2025.104279
Nikol Damato , Alex McInturff
At the science-policy interface for wildlife conservation, numerous barriers prevent the integration of science into policy, and decision-makers must make tradeoffs between investing in research and implementing management interventions based on existing but limited information. The consequences of these decisions are particularly high for “wicked” problems like endangered species management, where there is often urgency, uncertainty, conflict, and irreversible and potentially harmful outcomes for both wildlife and human communities. As a result, there is growing recognition about the need to strategically prioritize research that effectively reduces uncertainty, is relevant to decision-makers, and improves management outcomes. We conducted a narrative literature review of the wildlife conservation sciences, the decision sciences, and the policy sciences to synthesize insights and best practices for research prioritization and meet a critical need for integrating social dimensions into prioritization decisions. Our goal was to develop an accessible framework to help decision-makers and natural and social scientists make more effective, defensible, and just decisions about research priorities. We propose four categories of considerations scientists and decision-makers can take into account in prioritization decisions: (1) the source, reducibility, and relevance of uncertainties, (2) practical and socio-political feasibility, (3) conflict and contestation, and (4) direct and indirect risk perceptions. We offer strategies and tools to operationalize and adapt the framework across management contexts and needs. We draw on examples from endangered Southern Resident killer whales (Orcinus orca) to provide insight into how decision-makers and scientists can apply the framework’s considerations within their unique social-ecological systems.
在野生动物保护的科学-政策界面上,许多障碍阻碍了将科学纳入政策,决策者必须在投资研究和基于现有但有限的信息实施管理干预之间做出权衡。对于濒危物种管理等“棘手”问题,这些决定的后果尤其严重,因为这些问题往往具有紧迫性、不确定性、冲突性,对野生动物和人类社区都有不可逆转的潜在危害。因此,越来越多的人认识到,需要在战略上优先考虑那些有效减少不确定性、与决策者相关并改善管理结果的研究。我们对野生动物保护科学、决策科学和政策科学进行了文献综述,以综合研究优先级的见解和最佳实践,并满足将社会维度纳入优先级决策的迫切需求。我们的目标是开发一个可访问的框架,以帮助决策者、自然和社会科学家在研究优先级方面做出更有效、更合理、更公正的决定。我们提出了科学家和决策者在优先级决策中可以考虑的四类考虑因素:(1)不确定性的来源,可还原性和相关性,(2)实际和社会政治可行性,(3)冲突和争论,以及(4)直接和间接的风险感知。我们提供策略和工具来实现跨管理环境和需求的操作和调整框架。我们以濒临灭绝的南方虎鲸(Orcinus orca)为例,为决策者和科学家如何在其独特的社会生态系统中应用框架的考虑提供见解。
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引用次数: 0
Research shaped through context: Lessons from transdisciplinary projects 通过背景形成的研究:来自跨学科项目的经验教训
IF 5.2 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-11-22 DOI: 10.1016/j.envsci.2025.104286
Julia Schegg , Rea Pärli , Manuel Fischer , Eva Lieberherr
Transdisciplinary research (TDR) targets societal challenges through equitable knowledge co-production with non-academic actors for a given case context. Frequently, results of TDR projects are harder to generalize compared to those of non-TD projects, primarily because TD projects are designed to address specific, context-dependent situations. Including context (factors, such as COVID-19, public discourse, and action resources of project actors) when assessing TDR projects is thus important for the transferability of effects of TDR projects to other contexts. This study investigates the influence of context factors on TDR projects and their effects. Empirically, we rely on interviews with 23 researchers and non-academic actors involved in 9 TDR projects in the field of natural resources in Switzerland. We find that, particularly, the effects of knowledge integration into practice and into politics are most affected by context factors. We find the context factors: action resources of political support, organisation and consensus, and the system conditions of private economy and external natural events to be most influential for the achievement of aspired effects in TDR projects.
跨学科研究(TDR)通过在特定案例背景下与非学术行为体公平地共同生产知识来针对社会挑战。通常,与非输配电项目相比,TDR项目的结果更难概括,主要是因为输配电项目旨在解决特定的、依赖于上下文的情况。因此,在评估TDR项目时纳入背景(诸如COVID-19、公众话语和项目行为者的行动资源等因素)对于TDR项目的效果可转移到其他背景非常重要。本研究探讨了环境因素对TDR项目的影响及其效果。在经验上,我们依靠对23名研究人员和参与瑞士自然资源领域9个TDR项目的非学术行为者的采访。我们发现,特别是知识融入实践和融入政治的效果最受情境因素的影响。研究发现,政治支持、组织和共识等行动资源、民营经济制度条件和外部自然事件等背景因素对TDR项目实现预期效果的影响最大。
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引用次数: 0
A novel tool for translating Research and Innovation project outputs into measurable contributions to the UN Sustainable Development Goals 将研究和创新项目成果转化为对联合国可持续发展目标的可衡量贡献的新工具
IF 5.2 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-11-21 DOI: 10.1016/j.envsci.2025.104284
Ali Rhouma , Antonella Autino , Fabio Maria Montagnino , Anna Malagó , Davide Dallera , Giovanni Bidoglio , Gill José Maria
This study presents the application of a novel evaluation SDG-Tool to assess the contributions of 25 research and innovation projects funded by the PRIMA Partnership to the United Nations Sustainable Development Goals (SDGs). Designed for systematic and replicable assessment, the tool overcomes the current lack of suitable Monitoring and Evaluation (M&E) tools with this specific aim, by combining a Key Performance Indicators questionnaire with a dual-matrix framework weight, and relevance matrices aligned with SDG targets. It enables the normalization of scores and comparative analysis across five thematic areas, considering the economic, environmental, social, governance, and scientific-technological dimensions. The results reveal strong contributions by 25 studied projects to SDG2, SDG6, SDG9, SDG 12 SDG 13 and SDG15, with scientific-technological performance scoring highest (44.2/100), while governance impacts remain underdeveloped (17.5/100). The integration of evidence from the IPBES Nexus Assessment within the tool allows the exploration of interlinkages across biodiversity, food, water, health, climate, and energy, confirming climate and food systems as central to SDG synergies. The tool enhances transparency, strategic alignment, and orientation towards the UN 2030 Agenda. The proposed interface is user-friendly and the overall flexible structure allows adaptation and fine-tuning of the matrices. These features make the tool suitable for further refinements and reuse across various Research & Innovation programmes. Nevertheless, the study is limited by its reliance on expert-based weighting procedures and its application to a single portfolio of projects; further validation with larger datasets and use cases will be essential to strengthen its robustness and generalizability.
本研究介绍了一种新的可持续发展目标评估工具的应用,以评估由PRIMA伙伴关系资助的25个研究和创新项目对联合国可持续发展目标(sdg)的贡献。该工具是为系统和可复制的评估而设计的,通过将关键绩效指标问卷与双矩阵框架权重相结合,以及与可持续发展目标相一致的相关性矩阵,克服了目前缺乏适合这一特定目标的监测和评估工具。它使五个主题领域的得分和比较分析正常化,考虑到经济、环境、社会、治理和科学技术方面。结果显示,25个研究项目对SDG2、SDG6、SDG9、SDG 12、SDG 13和SDG15的贡献很大,其中科技绩效得分最高(44.2/100),而治理影响仍不充分(17.5/100)。将IPBES Nexus评估的证据整合到该工具中,可以探索生物多样性、粮食、水、健康、气候和能源之间的相互联系,确认气候和粮食系统是可持续发展目标协同效应的核心。该工具提高了透明度、战略一致性和对联合国2030年议程的导向。所提出的界面是用户友好的,整体灵活的结构允许矩阵的适应和微调。这些特性使该工具适合于在各种研究和创新计划中进一步改进和重用。然而,这项研究的局限性在于它依赖于基于专家的加权程序,并将其应用于单一的项目组合;用更大的数据集和用例进一步验证对于增强其鲁棒性和泛化性至关重要。
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引用次数: 0
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Environmental Science & Policy
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