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Spatial Scenarios With Real-Time Spatial Delphi and Asymptotic Consensus Analysis: An Application to Ten European Coastal Cities 具有实时空间德尔菲和渐近共识分析的空间情景:在十个欧洲沿海城市的应用
Pub Date : 2025-06-19 DOI: 10.1002/ffo2.70013
Yuri Calleo, Francesco Pilla, Simone Di Zio

Recent climatic events, such as coastal erosion, floods, and elevated temperatures, threaten the planet's sustainability and the well-being of European coastal cities. These events are expected to increase significantly, emphasizing the urgent need for careful analysis to inform policy development and prevent dystopian scenarios. In the Futures Studies (FS) context, the development of future scenarios is essential for depicting long-term outcomes and facilitating effective planning, which can be achieved using various methods, including the Real-Time Spatial Delphi. This paper applies to the Delphi-based spatial scenario (DBSS), adopting a novel web-based open platform, to obtain spatial convergence of opinions among a panel of experts using spatial analysis and statistical indicators. The DBSS method was applied to 10 European coastal areas in seven different countries, involving 167 experts to assess climate impacts in 2050. This paper introduces for the first time, the concept of Asymptotic Theoretical Consensus to obtain a deeper understanding of the dynamic process, including duration, smoothness of convergence, and stability. The identified scenarios validate the proposed method and provide significant benefits to stakeholders, policymakers, local authorities, and governmental bodies in formulating efficacious strategies and confronting the challenges presented by climate change.

最近的气候事件,如海岸侵蚀、洪水和气温升高,威胁着地球的可持续性和欧洲沿海城市的福祉。这些事件预计将显著增加,强调迫切需要仔细分析,为政策制定提供信息,防止反乌托邦情景的发生。在未来研究(FS)的背景下,未来情景的发展对于描绘长期结果和促进有效规划至关重要,这可以通过各种方法实现,包括实时空间德尔菲。本文应用基于delphi的空间情景(DBSS),采用一种新颖的基于网络的开放平台,利用空间分析和统计指标获得专家小组意见的空间收敛性。DBSS方法被应用于7个不同国家的10个欧洲沿海地区,涉及167名专家来评估2050年的气候影响。本文首次引入了渐近理论共识的概念,从而对动态过程的持续时间、收敛平滑性和稳定性有了更深入的理解。所确定的情景验证了所提出的方法,并为利益相关者、决策者、地方当局和政府机构制定有效的战略和应对气候变化带来的挑战提供了重大利益。
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引用次数: 0
A Participatory Scenario Framework Advances Ecosystem Scenarios as Environmental Futures Approach 参与式情景框架推动生态系统情景作为环境未来方法
Pub Date : 2025-06-15 DOI: 10.1002/ffo2.70005
Ludwig Weh

Ecosystem scenarios describe possible, probable and desirable developments of the natural environment in the future, often assessed from a natural scientific (biophysical) and social scientific (socioeconomic) perspective. Processing relevant systemic and human behavioral parameters as scenario factors or drivers, different frameworks for ecosystem scenario building have been developed, applied, and evaluated in scientific literature. Increasingly, stakeholder participation has proven a central objective and challenge for these frameworks defining process designs in transdisciplinary domains such as science-society or science-policy interfaces. This article presents a conceptual framework to advance ecosystem scenario projects towards improved stakeholder participation, knowledge inclusivity and process reflexivity. The framework combines epistemological and methodological elements from futures studies with established research practices in ecosystem assessment projects. The framework's dynamic, adaptive character adds deliberative and reflexive elements to process design and application for a more inclusive and stakeholder-oriented research practice. Its novelty lies in the continuous configuration of process variables derived from common dichotomous elements of theoretical scenario classification applied in scenario practice. This approach benefits integrated knowledge management and inclusivity within the framework for multi-method, multi-stakeholder, multi-sector and multi-epistemic scenario processes. In a wider scope of environmental futures approaches, this article details the development, conceptual outline and preliminary application of the participatory framework for testing and evaluation in an ongoing ecosystem scenario project.

生态系统情景描述未来自然环境可能的、可能的和理想的发展,通常从自然科学(生物物理)和社会科学(社会经济)的角度进行评估。将相关的系统和人类行为参数作为情景因素或驱动因素,科学文献已经开发、应用和评估了不同的生态系统情景构建框架。越来越多地,涉众参与已经被证明是这些框架在跨学科领域(如科学-社会或科学-政策接口)中定义过程设计的中心目标和挑战。本文提出了一个概念框架来推进生态系统情景项目,以改善利益相关者的参与、知识包容性和过程反身性。该框架将未来研究的认识论和方法论元素与生态系统评估项目的既定研究实践相结合。该框架的动态、适应性特征为流程设计和应用增加了深思熟虑和反思的元素,以实现更具包容性和利益相关者导向的研究实践。它的新颖之处在于将理论情景分类中常见的二分类要素转化为过程变量的连续配置,并将其应用于情景实践。这种方法有利于在多方法、多利益相关者、多部门和多认知情景过程框架内的集成知识管理和包容性。在更广泛的环境未来方法中,本文详细介绍了在正在进行的生态系统情景项目中用于测试和评估的参与性框架的发展、概念大纲和初步应用。
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引用次数: 0
Supporting Scenario-Based Decision-Making With Multi-Objective Optimization 支持基于场景的多目标优化决策
Pub Date : 2025-06-01 DOI: 10.1002/ffo2.70012
Pekka Korhonen, Juuso Liesiö, Aapo Siljamäki, Jyrki Wallenius

Scenarios are commonly used to support decision-making by evaluating how each decision alternative performs in each scenario. These evaluations are then used to identify the preferred alternative in view of all scenarios. Many suggested approaches interpret scenarios as mutually exclusive states, which enables the use of subjective expected utility (SEU) to aggregate the scenario-specific performance but requires estimates on the scenario probabilities. Other approaches treat scenarios as attributes and utilize multi-attribute value theory (MAVT) to capture alternatives' overall performance, in which case both the likelihood and importance of scenarios are captured by attribute weights. In this paper, we establish a series of theoretical results demonstrating that Pareto optimality serves as a noncontroversial solution concept for both approaches and thus propose using the alternatives' performances in each scenario as the objective functions of a multi-objective optimization model. This allows the use of existing multi-objective optimization approaches, such as Pareto Race and robust portfolio modeling, to support the decision-maker in identifying the preferred alternative. The use of multi-objective optimization avoids the difficult task of eliciting scenario probabilities. We illustrate our ideas with a small-scale example and a scenario-based foresight application, with data from a real-world application.

场景通常用于通过评估每个备选决策在每个场景中的执行情况来支持决策。然后利用这些评价来根据所有情况确定首选的备选方案。许多建议的方法将场景解释为互斥状态,这允许使用主观预期效用(SEU)来汇总特定于场景的性能,但需要对场景概率进行估计。其他方法将场景视为属性,并利用多属性值理论(MAVT)来捕获备选方案的总体性能,在这种情况下,场景的可能性和重要性都通过属性权重来捕获。在本文中,我们建立了一系列的理论结果,证明了帕累托最优性是两种方法的无争议的解决概念,从而提出将每种方案在每种情况下的性能作为多目标优化模型的目标函数。这允许使用现有的多目标优化方法,如帕累托竞赛和稳健的投资组合建模,以支持决策者确定首选的替代方案。多目标优化的使用避免了获取场景概率的困难任务。我们用一个小规模的例子和一个基于场景的预见应用程序,以及来自真实世界应用程序的数据来说明我们的想法。
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引用次数: 0
Participatory Methods in Corporate Foresight: A Systematic Literature Review of Case Studies and Guidelines for Reporting 企业预见中的参与式方法:案例研究和报告指南的系统文献综述
Pub Date : 2025-06-01 DOI: 10.1002/ffo2.70011
Jörg M. Delhaes, Ana C. L. Vieira, João F. Pimenta, Mónica D. Oliveira

Case studies developed in real settings are essential to generate insights into Corporate Foresight research, as they provide evidence of the relevance of foresight approaches in practical contexts while inspiring new approaches and applications. Proper reporting of methods used in case study publications is necessary to communicate the results' validity, enable studies' replicability, and learn from practice. A key component of case studies in Corporate Foresight is the design and implementation of participation. Aiming to show how participation has been utilized in the Corporate Foresight field, this study presents a systematic literature review that examines the participatory component of Corporate Foresight case studies published between 2003 and 2023. The review was designed to inform about which contexts have case studies been applied to and which decisions have been supported; which participatory processes and methods have been adopted over time, and whether new processes and methods are being used and shaped by emerging technologies; and whether participatory processes and methods have been documented to enable study replicability and an understanding of participatory processes. For this later purpose, we built a taxonomy to enable analysis of the level of documentation of participation in the reviewed case studies. Results show (i) literature is diverse and growing, but the application of participatory methods is often limited to traditional setups; (ii) few case studies comprehensively describe their participatory component, revealing significant gaps in the documentation required to understand how and why it was designed and implemented. An integrative review helped understand the reasons for these findings and make a case for improving the documentation of participation and exploring the use of novel technologies in Corporate Foresight research. We propose guidelines to help future researchers better document their case studies, enable research replicability, and generate more insights and learnings for future studies.

在真实环境中开发的案例研究对于深入了解企业远见研究至关重要,因为它们为远见方法在实际环境中的相关性提供了证据,同时激发了新的方法和应用。对案例研究出版物中使用的方法进行适当的报告是必要的,以传达结果的有效性,使研究具有可重复性,并从实践中学习。企业前瞻案例研究的一个关键组成部分是参与的设计和实施。为了展示参与在企业远见领域是如何被利用的,本研究对2003年至2023年间发表的企业远见案例研究的参与成分进行了系统的文献综述。审查的目的是告知案例研究适用于哪些情况,哪些决定得到了支持;长期以来采用了哪些参与性进程和方法,新兴技术是否正在使用和塑造新的进程和方法;参与性过程和方法是否已被记录,以使研究可复制性和对参与性过程的理解。为了后面的目的,我们构建了一个分类法来分析所审查的案例研究中参与的文档级别。结果表明:(1)文献是多样的和不断增长的,但参与式方法的应用往往限于传统的设置;(ii)很少有案例研究全面描述其参与性组成部分,揭示了了解如何以及为什么设计和实施所需的文件存在重大差距。一项综合综述有助于理解这些发现的原因,并提出了在企业远见研究中改进参与记录和探索新技术使用的案例。我们提出了指导方针,以帮助未来的研究人员更好地记录他们的案例研究,使研究可复制,并为未来的研究产生更多的见解和学习。
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引用次数: 0
Avoiding Nightmare Forests: Insights From a Co-Creative Workshop 避免噩梦森林:来自共同创意研讨会的见解
Pub Date : 2025-05-05 DOI: 10.1002/ffo2.70010
Ayonghe Nebasifu, Hanna Ekström, Bogomil Iliev, Sampo Pihlainen, Stefanie Linser, Fredy D. Polo-Villanueva, Anne Viljanen, Martin Charlier, Md. Rayhanur Rahman, Krzysztof Niedzialkowski, Juulia Kuhlman, Aino Assmuth, Derek Garfield, Dalia D'Amato, Nils Droste

Since the 1987 UN report “Our Common Future”, aimed at bridging divides among various stakeholders by advocating for “sustainable development”, renewed demands for environmentally adjusted measures have emerged, calling for a future that consolidates socially just, ecologically sound, and economically viable outcomes through sustainable forest management. For Nordic forests, this means policy measures focused on enhancing the forest-based bioeconomy, transitioning to a fossil-free society, adapting to climate change and combatting rapid biodiversity loss while securing continuous timber supply and valuable livelihoods. With expectations for Nordic forests to meet these demands, an impending challenge is how to bring about a desirable future while minimizing uncertainties. Given this urgency, we present a backcasting method applied to a co-creative workshop among research scholars to examine prospective scenarios for Nordic forests, ranging from nightmarish futures to risk-mitigation strategies. The workshop builds on an interdisciplinary research project to provide policy support for sustainable governance. We found that despite fears expressed about an adverse intensive forestry scenario, most participants identified multifunctionality and delivering multiple ecosystem services as critical to the future sustainability of Nordic forests. In addition, participants highlighted the coming need to incorporate hybrid forest management approaches for high-value biodiversity and to consider precautionary measures in forestry decisions. We conclude that approaching the future through a backcasting workshop promises to bring together a broad range of participants to create a common vision.

自1987年联合国报告《我们共同的未来》(Our Common Future)旨在通过倡导“可持续发展”弥合各利益攸关方之间的分歧以来,对环境调整措施的新需求已经出现,呼吁通过可持续森林管理建立一个社会公正、生态健全和经济可行的未来。对于北欧森林来说,这意味着政策措施的重点是加强以森林为基础的生物经济,向无化石社会过渡,适应气候变化,应对生物多样性的迅速丧失,同时确保持续的木材供应和宝贵的生计。人们期望北欧森林能够满足这些需求,一个迫在眉睫的挑战是如何在尽量减少不确定性的同时实现理想的未来。鉴于这一紧迫性,我们提出了一种回溯法,应用于研究学者之间的共同创作研讨会,以研究北欧森林的前景,从噩梦般的未来到风险缓解策略。讲习班以一个跨学科研究项目为基础,为可持续治理提供政策支持。我们发现,尽管对不利的集约化林业情景表达了担忧,但大多数参与者认为,多功能和提供多种生态系统服务对北欧森林的未来可持续性至关重要。此外,与会者强调,今后需要将混合森林管理方法纳入高价值生物多样性,并在林业决策中考虑预防措施。我们的结论是,通过回溯研讨会来接近未来,有望将广泛的参与者聚集在一起,创造一个共同的愿景。
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引用次数: 0
Continuous Distributions and Measures of Statistical Accuracy for Structured Expert Judgment 结构化专家判断的连续分布和统计准确性度量
Pub Date : 2025-05-05 DOI: 10.1002/ffo2.70009
Guus Rongen, Gabriela F. Nane, Oswaldo Morales-Napoles, Roger M. Cooke
<p>This study evaluates five scoring rules, or measures of statistical accuracy, for assessing uncertainty estimates from expert judgment studies and model forecasts. These rules — the Continuously Ranked Probability Score (<span></span><math> <semantics> <mrow> <mi>CRPS</mi> </mrow> <annotation> ${CRPS}$</annotation> </semantics></math>), Kolmogorov-Smirnov (<span></span><math> <semantics> <mrow> <mi>KS</mi> </mrow> <annotation> ${KS}$</annotation> </semantics></math>), Cramer-von Mises (<span></span><math> <semantics> <mrow> <mi>CvM</mi> </mrow> <annotation> ${CvM}$</annotation> </semantics></math>), Anderson Darling (<span></span><math> <semantics> <mrow> <mi>AD</mi> </mrow> <annotation> ${AD}$</annotation> </semantics></math>), and chi-square test — were applied to 6864 expert uncertainty estimates from 49 Classical Model (CM) studies. We compared their sensitivity to various biases and their ability to serve as performance-based weight for expert estimates. Additionally, the piecewise uniform and Metalog distribution were evaluated for their representation of expert estimates because four of the five rules require interpolating the experts' estimates. Simulating biased estimates reveals varying sensitivity of the considered test statistics to these biases. Expert weights derived using one measure of statistical accuracy were evaluated with other measures to assess their performance. The main conclusions are (1) <span></span><math> <semantics> <mrow> <mi>CRPS</mi> </mrow> <annotation> ${CRPS}$</annotation> </semantics></math> overlooks important biases, while chi-square and <span></span><math> <semantics> <mrow> <mi>AD</mi> </mrow> <annotation> ${AD}$</annotation> </semantics></math> behave similarly, as do <span></span><math> <semantics> <mrow> <mi>KS</mi> </mrow> <annotation> ${KS}$</annotation> </semantics></math> and <span></span><math> <semantics> <mrow> <mi>CvM</mi> </mrow> <annotation> ${CvM}$</annotation> </semantics></math>. (2) All measures except <span></span><math> <semantics> <mrow> <mi>CRPS</mi> </mrow> <annotation>
本研究评估了五种评分规则,或统计准确性措施,用于评估专家判断研究和模型预测的不确定性估计。这些规则——连续排序概率评分(CRPS ${CRPS}$), Kolmogorov-Smirnov (KS ${KS}$), Cramer-von Mises (CvM ${CvM}$),采用Anderson Darling (AD ${AD}$)和卡方检验-对49个经典模型(CM)研究的6864个专家不确定性估计进行了分析。我们比较了它们对各种偏差的敏感性,以及它们作为专家估计的基于性能的权重的能力。此外,由于五个规则中有四个规则需要插值专家的估计,因此评估了分段均匀分布和Metalog分布对专家估计的表示。模拟有偏估计揭示了考虑的测试统计量对这些偏差的不同敏感性。使用一种统计准确性度量得出的专家权重与其他度量一起评估其性能。主要结论是:(1)CRPS ${CRPS}$忽略了重要的偏差,而卡方和AD ${AD}$的行为相似;KS ${KS}$和CvM ${CvM}$也是如此。(2)除CRPS ${CRPS}$外的所有度量均同意,在统计准确性方面,绩效加权优于相等加权。(3)两种分布都不能有效地预测去除的分位数估计的位置。这些见解显示了不同的评分规则的行为,以结合专家或模型的不确定性估计,并扩展了最佳实践的知识。
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引用次数: 0
Foresight-Related Dynamic Capabilities in Finnish Forest-Based Bioeconomy SMEs 芬兰以森林为基础的生物经济中小企业的前瞻性动态能力
Pub Date : 2025-04-18 DOI: 10.1002/ffo2.70007
Anu Laakkonen, Aleksi Heiskanen, Annukka Näyhä, Anne Toppinen, Elias Hurmekoski

A highly uncertain and complex operating environment with numerous sustainability challenges creates pressure on companies and other societal actors to renew their practices and business models. Practicing corporate foresight, that is, applying foresight methods in strategic decision-making, together with a futures-conscious mindset, can help diverse companies to maintain their competitive advantage. Companies' dynamic capabilities on foresight and futures consciousness can facilitate sensing unexpected events, seizing emerging opportunities, and reconfiguring their business models and strategies to respond to changes in the operating environment. This study explored the foresight-related dynamic capabilities of small and medium-sized enterprises (SMEs) in the Finnish forest-based bioeconomy. A mixed methods approach was followed in which data were collected from Finnish SMEs using semi-structured interviews and an online questionnaire. The data were analyzed using interpretive content analysis and descriptive statistics. The findings suggest that the included Finnish forest-based bioeconomy SMEs do have the capability to sense and seize opportunities within the changing operating environment. However, the managements' perceptions emphasize short-term operational planning of their activities occurring in a rather closed and predictable environment. There were only limited indications of the capability to reconfigure business models in a futures-conscious way. Thus, it can be suggested that nurturing a more open mindset toward alternative future pathways, recognizing how company actions impact other actors and the operating environment, and utilizing foresight-generated knowledge in strategic planning and decision-making can provide opportunities to create new sources of sustainable competitive advantage.

高度不确定和复杂的运营环境以及众多可持续发展挑战给公司和其他社会参与者带来了压力,要求他们更新实践和商业模式。实践企业前瞻,即在战略决策中运用前瞻方法,结合未来意识思维,可以帮助多元化企业保持竞争优势。企业在前瞻性和未来意识方面的动态能力有助于感知突发事件,抓住新出现的机会,并重新配置其商业模式和战略,以应对运营环境的变化。本研究探讨了芬兰森林生物经济中中小型企业(SMEs)的前瞻性动态能力。采用混合方法,使用半结构化访谈和在线问卷从芬兰中小企业收集数据。数据分析采用解释性内容分析和描述性统计。研究结果表明,纳入的芬兰森林生物经济中小企业确实有能力在不断变化的经营环境中感知和抓住机会。但是,管理部门的观念强调在相当封闭和可预测的环境中进行的活动的短期业务规划。只有有限的迹象表明,中国有能力以一种具有未来意识的方式重新配置商业模式。因此,可以建议培养一种更开放的心态,以选择未来的途径,认识到公司行为如何影响其他参与者和运营环境,并在战略规划和决策中利用前瞻性产生的知识,可以提供创造可持续竞争优势的新来源的机会。
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引用次数: 0
Correction to “The Holistic Framework of Time for Warfare” 对“战争时间的整体框架”的修正
Pub Date : 2025-04-02 DOI: 10.1002/ffo2.70008

Hiltunen, E., and Huhtinen, A.-M. 2025. “The Holistic Framework of Time for Warfare.” Futures & Foresight Science 7: e200. https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.200.

We apologize for this error.

希尔图恩,E.和胡赫廷恩,A.-M.。2025. 《战争时间的整体框架》期货,科学通报7(5):391 - 391。https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.200.We为这个错误道歉。
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引用次数: 0
Revisiting the Use and Utility of Domain Mapping: A Comparative Study of the Future(s) of Diplomacy and International Affairs 重新审视领域映射的使用与效用:未来外交与国际事务的比较研究
Pub Date : 2025-03-24 DOI: 10.1002/ffo2.70006
Alex Wilner, Talya Stein

Domain mapping is a necessary yet too-easily overshadowed component of strategic foresight. A domain is defined as any topic that serves as the central focus of a foresight project. Domain mapping is the process of conceptually framing its scope, often by way of participatory brainstorming sessions with subject matter experts. Domain mapping should be thought of as a prerequisite to robust foresight research, a crucial and necessary preliminary step that animates all subsequent processes. Our article has two objectives: to reinvigorate the discussion on the use and utility of domain mapping by illustrating how, why, and when to use the technique; and, using a series of nine domain maps created with hundreds of Canadian public servants between 2018 and 2024, to test a novel approach for empirically evaluating the cumulative results of domain mapping by comparatively assessing the thematic shifts policy practitioners have attributed to the future(s) of diplomacy and international affairs. Our approach illustrates how longitudinal empirical studies of domain maps can shed light on the emerging and shifting perspectives of foresight experts and policy practitioners. The paper highlights nine separate uses for the technique, identifies where foresight and domain mapping are currently used within the Canadian government, analyzes an original set of related domain maps, and provides lessons on facilitating, using, and applying domain mapping with a focus on representation, group dynamics, and data quality.

领域映射是战略远见的必要组成部分,但太容易被掩盖。领域被定义为作为前瞻性项目的中心焦点的任何主题。领域映射是在概念上构建其范围的过程,通常是通过与主题专家进行参与性头脑风暴会议的方式。领域映射应该被认为是稳健的前瞻性研究的先决条件,是激活所有后续过程的关键和必要的初步步骤。我们的文章有两个目标:通过说明如何、为什么以及何时使用该技术来重振关于领域映射的使用和实用性的讨论;并使用由数百名加拿大公务员在2018年至2024年间创建的一系列九幅领域地图,通过比较评估政策从业者对未来外交和国际事务的主题转变,来测试一种新方法,以经验评估领域制图的累积结果。我们的方法说明了领域地图的纵向实证研究如何能够揭示远见专家和政策实践者的新兴和转变的观点。本文强调了该技术的九种不同用途,确定了加拿大政府目前使用预见和领域映射的地方,分析了一组原始的相关领域地图,并提供了促进、使用和应用领域映射的经验教训,重点是表示、群体动态和数据质量。
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引用次数: 0
State of the Future 20.0 By Jerome C. Glenn, Theodore Gordon, Elizabeth Florescu, and  the Millenium Project Team, The Millenium ProjectWashington DC, 470 p text plus appendixes with sources and further information, available through https://millennium-project.org/ 由Jerome C. Glenn, Theodore Gordon, Elizabeth Florescu和千禧项目团队,华盛顿特区的千禧项目,470页文本加上附录,提供来源和进一步的信息,可通过https://millennium-project.org/获得
Pub Date : 2025-03-20 DOI: 10.1002/ffo2.70004
Nikos Kastrinos
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引用次数: 0
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