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Comparative Analysis of Long-Term Governance Problems: Risks of Climate Change and Artificial Intelligence 长期治理问题的比较分析:气候变化与人工智能的风险
FUTURES & FORESIGHT SCIENCE Pub Date : 2024-11-19 DOI: 10.1002/ffo2.203
Atte Ojanen
{"title":"Comparative Analysis of Long-Term Governance Problems: Risks of Climate Change and Artificial Intelligence","authors":"Atte Ojanen","doi":"10.1002/ffo2.203","DOIUrl":"https://doi.org/10.1002/ffo2.203","url":null,"abstract":"<p>Comparative approaches are rarely utilized in futures studies despite the distinctive nature of different policy problems. Issues like climate change, infrastructure investments, and governance of emerging technology are frequently grouped under the umbrella of the “long-term problems” without adequate consideration for their distinct spatial and temporal attributes. To address this research gap, this paper presents a framework to systematically compare long-term policy problems, such as the risks of climate change and artificial intelligence (AI). I conduct a comparative analysis of the risks of climate change and AI—both widely regarded as pivotal questions of our time—focusing on how they differ across eight attributes that affect their governance: scientific certainty, spatiality, temporality, linearity, path dependence, accountability, capacity to address and the costs involved. The findings suggest that climate change involves a more evident intergenerational conflict between generations than risks of AI and might therefore be a more challenging long-term governance problem. Yet, both problems risk triggering irreversible lock-in effects, specifically in extreme scenarios such as crossing climate tipping points or misaligned advanced AI systems. Mitigating these uncertain lock-in effects requires precautionary governance measures, highlighting the potential of comparative approaches at the intersection of foresight and policy analysis.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.203","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142868623","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reflections on Building an Artificial Intelligence Bot to Prepare Students to Engage in Strategic Conversations During Foresight Fieldwork 构建人工智能机器人帮助学生在前瞻实地考察中进行战略对话的思考
FUTURES & FORESIGHT SCIENCE Pub Date : 2024-11-18 DOI: 10.1002/ffo2.202
Rui Pedro Gonçalves, Matthew J. Spaniol, Nicholas J. Rowland, Niels Gorm Malý Rytter
{"title":"Reflections on Building an Artificial Intelligence Bot to Prepare Students to Engage in Strategic Conversations During Foresight Fieldwork","authors":"Rui Pedro Gonçalves,&nbsp;Matthew J. Spaniol,&nbsp;Nicholas J. Rowland,&nbsp;Niels Gorm Malý Rytter","doi":"10.1002/ffo2.202","DOIUrl":"https://doi.org/10.1002/ffo2.202","url":null,"abstract":"<p>This paper is primarily based on experientially derived insights about building a bot with artificial intelligence (AI)–in this case, chat generative pre-trained transformer (ChatGPT)–to prepare students to engage in strategic conversations during foresight fieldwork. The motivation of the exploratory process outlined in this paper is the pedagogical concern of sending students into the field sufficiently prepared to meet the expectations of external stakeholders. The authors explore a in-class prompt engineering exercise to create a “chief operating bot” (COB) to simulate a C-suite executive. The student-faculty team input hand-selected, industry-specific, company-generated documentation, and, after asking ChatGPT to “roleplay” the COO, the student queries this COB in an exploratory fashion embedded in a contained, consequence-free learning environment. The audience for this paper is faculty responsible for overseeing student engagement experiences like fieldwork, as well as department heads and school deans looking to promote new tools and advance novel applications of AI in their units. The authors explore ways to enhance student readiness for scenario fieldwork based on an exercise drawn from van der Heijden's clairvoyant question, which we refer to colloquially as the “crystal ball thought experiment.” The authors, upon reflection, conclude that the COB can valuably supplement–but not fully replace–face-to-face interactions with a COO. Broadly, leveraging AI to create interactive tools like COBs has the potential to transform business education by bridging academic preparation with real-world demands, enhancing student readiness, advancing AI-assisted curricula, and contributing to strategic planning and regional development.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.202","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143116248","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Using Horizon Scanning to Build Policy Resilience: Case of Waste Crime 利用地平线扫描建立政策复原力:废物犯罪案例
FUTURES & FORESIGHT SCIENCE Pub Date : 2024-11-11 DOI: 10.1002/ffo2.201
Kenisha Garnett, Alister Wilson, Edith Wilkinson
{"title":"Using Horizon Scanning to Build Policy Resilience: Case of Waste Crime","authors":"Kenisha Garnett,&nbsp;Alister Wilson,&nbsp;Edith Wilkinson","doi":"10.1002/ffo2.201","DOIUrl":"https://doi.org/10.1002/ffo2.201","url":null,"abstract":"<p>Waste crime is a pressing concern for the waste and resource industry as it is undermining investment, growth and jobs within the industry and threatening the natural environment. However, there is little knowledge of the scale of the problem, the types of criminality and motivations involved, and the precise nature of crime. Environmental regulators are building foresight capabilities to better understand the effect of current and future changes in markets, in technology and in the legislative environment on waste crime and associated behaviours. At the heart of this paper is the question: how can horizon scanning be adopted by environmental regulators to shape decision processes and build resilience to waste crime? We report our efforts to build a toolkit and guidance for conducting horizon scanning, aimed at supporting environmental regulators, investigators and intelligence analysts to build an understanding of—and interpretation of the consequences of—behavioural, market, technological and pollution trends in the waste sector. A review of the academic and grey literature provided insights to organisational approaches and design principles for public sector horizon scanning. Outputs guided discussion at a stakeholder workshop with waste regulators, criminal intelligence and industry professionals to explore institutional challenges and to agree broad design principles for a horizon scanning process. The toolkit supports environmental regulators in applying horizon scanning to policy and wider operational and delivery-focused challenges; learning how to: (1) spot weak signals and emerging trends quickly, (2) examine the evidence around potential threats and opportunities for the future, and (3) take action on strategically important issues to minimise the impact of crime on the environment, society and business. The paper sets out further research needed to integrate horizon scanning with data analytics (e.g., predictive and hotspot analyses) to challenge assumptions about the patterns of change, based largely on historical trends, and to better manage these so there is greater adaptability to current and future trends.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.201","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142868425","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Holistic Framework of Time for Warfare 战争时间的整体框架
FUTURES & FORESIGHT SCIENCE Pub Date : 2024-11-08 DOI: 10.1002/ffo2.200
Elina Hiltunen, Aki-Mauri Huhtinen
{"title":"The Holistic Framework of Time for Warfare","authors":"Elina Hiltunen,&nbsp;Aki-Mauri Huhtinen","doi":"10.1002/ffo2.200","DOIUrl":"https://doi.org/10.1002/ffo2.200","url":null,"abstract":"<div>\u0000 \u0000 <p>Futurists are, by definition, interested in the future. Futurists, therefore, work with time. But how does time manifest itself in various domains? The laws of nature, historical inventions and chain of events, international agreements, and cultural and religious beliefs affect the way we see and handle time. Time also appears in our bodies and cells, as we have biological clocks that keep time. The sense of time is affected by our senses, psychological situation, and for example by chemicals. This article continues the work of Virmajoki and Laakkonen and their concept: time-need. Virmajoki and Laakkonen discuss time-need in their article with a case study of railways. This article will focus on another practical example, warfare, and how time manifests itself in it. The article presents <i>the holistic framework of time for warfare</i>, with various levels of time that affect war and a soldier.</p>\u0000 </div>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.200","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142868051","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Calibration Feedback With the Practical Scoring Rule Does Not Improve Calibration of Confidence 使用实用评分规则的校准反馈不能提高校准置信度
FUTURES & FORESIGHT SCIENCE Pub Date : 2024-11-08 DOI: 10.1002/ffo2.199
Matthew Martin, David R. Mandel
{"title":"Calibration Feedback With the Practical Scoring Rule Does Not Improve Calibration of Confidence","authors":"Matthew Martin,&nbsp;David R. Mandel","doi":"10.1002/ffo2.199","DOIUrl":"https://doi.org/10.1002/ffo2.199","url":null,"abstract":"<p>People are often overconfident in their probabilistic judgments of future events or the state of their own knowledge. Some training methods have proven effective at reducing bias, but these usually involve intensive training sessions with experienced facilitators. This is not conducive to a scalable and domain-general training program for improving calibration. In two experiments (<i>N</i><sub>1</sub> = 610, <i>N</i><sub>2</sub> = 871), we examined the effectiveness of a performance feedback calibration training paradigm based on the Practical scoring rule, a modification of the logarithmic scoring rule designed to be more intuitive to facilitate learning. We examined this training regime in comparison to a control group and an outcome feedback group. Participants were tasked with selecting which of two world urban agglomerations had a higher population and to provide their confidence level. The outcome feedback group received information about the correctness of their choice on a trial-by-trial basis as well as a summary of their percent correct after each experimental block. The performance feedback group received this information plus the Practical score on a trial-by-trial basis and information about their overall over- or underconfidence at the end of each block. We also examined whether Actively Open-Minded Thinking (AOMT) was predictive of calibration and its change across blocks. We found no improvement in calibration due to either training regime. Good calibration overall was predicted by AOMT, but not its change across blocks. The results shed light on the generalizability of other findings showing positive effects of performance training using the Practical scoring rule.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.199","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142868049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Understanding Foresight-Policy Interactions: The Role of Institutionalization 理解前瞻与政策的相互作用:制度化的作用
FUTURES & FORESIGHT SCIENCE Pub Date : 2024-11-04 DOI: 10.1002/ffo2.197
Max Priebe, Sylvia Veit, Philine Warnke
{"title":"Understanding Foresight-Policy Interactions: The Role of Institutionalization","authors":"Max Priebe,&nbsp;Sylvia Veit,&nbsp;Philine Warnke","doi":"10.1002/ffo2.197","DOIUrl":"https://doi.org/10.1002/ffo2.197","url":null,"abstract":"<p>Public administration in governments strives to develop forward-looking capacities. Foresight has come to the fore as a set of practices that is mobilized to counter political myopia. Despite this increasing interest in governmental foresight, research suggests that diverging institutional practices, organizational structures, and epistemic cultures between foresight practices and policy-making result in loose coupling. This article aims to contribute to understanding these complicated foresight-policy interactions. To this end, we draw on findings from public administration scholarship. The concept of institutionalization is employed to analyze how foresight aligns with working practices and routines in government. Based on an in-depth case study on the institutionalization of foresight practices within the German Federal Government, we demonstrate that scrutinizing the multiple dimensions of institutionalization helps not only to understand where and why loose ends occur but also provides new insights into some of the causes of the lacking impact. The article does not aim to provide an easy fix. Instead, we want to sensitize foresight practitioners, reduce both disappointment and overstating regarding the role of foresight in policy-making, and provide a nuanced understanding of foresight practices in government.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.197","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142867987","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Future of Humanity—From Global Civilization to Great Civilization By Zhouying Jin, Chicago: Intellect, the University of Chicago Press. 2022. 2nd ed. Translated by Lane Jennings and Ying Bai. 338 pp of text + references (no index) 《人类的未来——从全球文明到伟大文明》,金周颖著,芝加哥:智力,芝加哥大学出版社,2022年。第2版,由莱恩·詹宁斯和白英译,338页文本+参考文献(无索引)
FUTURES & FORESIGHT SCIENCE Pub Date : 2024-10-23 DOI: 10.1002/ffo2.198
Alan Clardy
{"title":"The Future of Humanity—From Global Civilization to Great Civilization By \u0000 Zhouying Jin, Chicago: Intellect, the University of Chicago Press. 2022. \u0000 2nd ed. Translated by Lane Jennings and Ying Bai. 338 pp of text + references (no index)","authors":"Alan Clardy","doi":"10.1002/ffo2.198","DOIUrl":"https://doi.org/10.1002/ffo2.198","url":null,"abstract":"","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.198","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142868949","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Under what conditions? A scenario-based approach for exploring the prerequisites of future events 在什么条件下?用于探索未来事件的先决条件的基于场景的方法
FUTURES & FORESIGHT SCIENCE Pub Date : 2024-10-14 DOI: 10.1002/ffo2.196
Tommi Ekholm, Theresa Schaber
{"title":"Under what conditions? A scenario-based approach for exploring the prerequisites of future events","authors":"Tommi Ekholm,&nbsp;Theresa Schaber","doi":"10.1002/ffo2.196","DOIUrl":"https://doi.org/10.1002/ffo2.196","url":null,"abstract":"<p>In an increasingly complex world, futures thinking can be used to understand the conditions that define future events' realization. This paper presents a novel approach to explore under what conditions some chosen future event would occur. The approach can be seen as a fusion of exploratory scenarios with the backward-looking perspective of backcasting while resembling cross-impact methods in how future events' realization arises from the interaction of several uncertain assumptions. The approach maps the causal mechanisms and assumptions that lead to the investigated event's realization, and results in a subset of assumption combinations that lead to the event being realized or not, and scenario sets where the event is either realized or not. This analysis provides insights beyond “Is the event likely to occur?”, revealing the various circumstances under which it can occur. We also provide ways for considering probabilities and deliberate decisions within the approach. We illustrate the approach with three example cases from different problem domains, such as reaching long-term climate targets, and employing various methods, such as causal mapping, influence diagrams, and optimization. We conclude with a discussion on the approach's potential to enhance foresight practice, emphasizing its synergistic relation to existing methods and its contribution to a richer, more nuanced anticipation of the future.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.196","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143115166","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corporate foresight for the benefit of corporates' innovation climate 企业前瞻有利于企业的创新气候
FUTURES & FORESIGHT SCIENCE Pub Date : 2024-09-13 DOI: 10.1002/ffo2.195
Bernhard Wach, Jan O. Schwarz, Felix von Held
{"title":"Corporate foresight for the benefit of corporates' innovation climate","authors":"Bernhard Wach,&nbsp;Jan O. Schwarz,&nbsp;Felix von Held","doi":"10.1002/ffo2.195","DOIUrl":"https://doi.org/10.1002/ffo2.195","url":null,"abstract":"<p>Corporate foresight (CF) can be considered a future-oriented capability that incorporates perceiving and prospecting. Extant CF-related studies tackle the CF−innovation relationship but do not provide details on how CF relates to innovation climate. As we assume that the innovation climate of companies is a relevant antecedent to innovation, we conduct a quantitative empirical study with 147 upper-tier managers to investigate how CF and the respective training of managers relate to a corporate's innovation climate. Results show that strong perceiving and prospecting positively influence the innovation climate, whereby prospecting is of particular importance. Further, we find that training managers in future-oriented capabilities is only under certain circumstances (i.e., low prospecting) beneficial to the innovation climate in companies.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.195","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142868561","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Simulation-based generation and analysis of multidimensional future scenarios with time series clustering 基于仿真的基于时间序列聚类的多维未来情景生成与分析
FUTURES & FORESIGHT SCIENCE Pub Date : 2024-09-09 DOI: 10.1002/ffo2.194
Patrick Steinmann, Koen van der Zwet, Bas Keijser
{"title":"Simulation-based generation and analysis of multidimensional future scenarios with time series clustering","authors":"Patrick Steinmann,&nbsp;Koen van der Zwet,&nbsp;Bas Keijser","doi":"10.1002/ffo2.194","DOIUrl":"https://doi.org/10.1002/ffo2.194","url":null,"abstract":"<p>Scenarios are commonly used for decision support and future exploration of complex systems. Using simulation models to generate these scenarios, called scenario discovery, has received increased attention in the literature as a principled method of capturing the uncertainty, complexity, and dynamics inherent in such problems. However, current methods of incorporating dynamics into scenario discovery are limited to a single outcome of interest. Furthermore, there is little work on the post-generation evaluation of the generated scenarios. In this work, we extend scenario discovery to multiple dynamic outcomes of interest, and present a number of visual and statistical approaches for evaluating the resulting scenario sets. These innovations make model-based scenario generation more widely applicable in decision support for complex societal problems, and open the door to multimethod scenario generation combining model-based and model-free methods such as Intuitive Logics or futures cones.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"6 4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.194","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142764355","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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