首页 > 最新文献

Technological Forecasting and Social Change最新文献

英文 中文
Decoding energy market turbulence: A TVP-VAR connectedness analysis of climate policy uncertainty and geopolitical risk shocks 能源市场动荡解码:气候政策不确定性和地缘政治风险冲击的 TVP-VAR 关联性分析
IF 12.9 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-05 DOI: 10.1016/j.techfore.2024.123863
Ling Liu , Mohamad H. Shahrour , Michal Wojewodzki , Alireza Rohani
The ongoing escalation in geopolitical and climate uncertainties, coupled with the urgent issue of climate change, has profoundly affected the economic and political landscape, significantly increasing volatility in the energy and financial markets. This study investigates the dynamic interactions and spillover effects between geopolitical risks (GPR) and U.S. climate policy uncertainty (CPU) indices, energy markets (crude oil and natural gas prices), and U.S. 10-year Treasury yields from January 2008 to December 2023. We use the time-varying parameter vector autoregression (TVP-VAR) model to capture the studied nexus's nonlinear and evolving nature. Findings show that GPR and CPU jointly affect the volatility and connectedness of the studied markets. While GPR has immediate and more pronounced effects, particularly on oil prices, CPU exerts a more prolonged and diffuse impact. Furthermore, the results indicate that oil prices (U.S. Treasury yields) are the shocks' primary transmitter (receiver) to (from) other markets. The study suggests that policymakers should consider diversifying energy sources and enhancing strategic reserves to mitigate the adverse effects of these uncertainties. Additionally, the findings support an expedited transition to renewable energy sources, less sensitive to geopolitical and policy-related disruptions, in alignment with global efforts to combat climate change.
地缘政治和气候不确定性的持续升级,加上气候变化问题的紧迫性,对经济和政治格局产生了深远影响,大大增加了能源和金融市场的波动性。本研究调查了 2008 年 1 月至 2023 年 12 月地缘政治风险(GPR)和美国气候政策不确定性(CPU)指数、能源市场(原油和天然气价格)以及美国 10 年期国债收益率之间的动态互动和溢出效应。我们使用时变参数向量自回归(TVP-VAR)模型来捕捉所研究关系的非线性和演变性质。研究结果表明,GPR 和 CPU 共同影响了所研究市场的波动性和关联性。虽然 GPR 有直接和更明显的影响,特别是对石油价格的影响,但 CPU 产生的影响更持久、更分散。此外,研究结果表明,石油价格(美国国债收益率)是向其他市场(从其他市场)传递冲击的主要发射器(接收器)。研究建议,决策者应考虑能源来源多样化和加强战略储备,以减轻这些不确定性的不利影响。此外,研究结果还支持加快向可再生能源过渡,因为可再生能源对地缘政治和政策相关干扰的敏感度较低,与全球应对气候变化的努力保持一致。
{"title":"Decoding energy market turbulence: A TVP-VAR connectedness analysis of climate policy uncertainty and geopolitical risk shocks","authors":"Ling Liu ,&nbsp;Mohamad H. Shahrour ,&nbsp;Michal Wojewodzki ,&nbsp;Alireza Rohani","doi":"10.1016/j.techfore.2024.123863","DOIUrl":"10.1016/j.techfore.2024.123863","url":null,"abstract":"<div><div>The ongoing escalation in geopolitical and climate uncertainties, coupled with the urgent issue of climate change, has profoundly affected the economic and political landscape, significantly increasing volatility in the energy and financial markets. This study investigates the dynamic interactions and spillover effects between geopolitical risks (GPR) and U.S. climate policy uncertainty (CPU) indices, energy markets (crude oil and natural gas prices), and U.S. 10-year Treasury yields from January 2008 to December 2023. We use the time-varying parameter vector autoregression (TVP-VAR) model to capture the studied nexus's nonlinear and evolving nature. Findings show that GPR and CPU jointly affect the volatility and connectedness of the studied markets. While GPR has immediate and more pronounced effects, particularly on oil prices, CPU exerts a more prolonged and diffuse impact. Furthermore, the results indicate that oil prices (U.S. Treasury yields) are the shocks' primary transmitter (receiver) to (from) other markets. The study suggests that policymakers should consider diversifying energy sources and enhancing strategic reserves to mitigate the adverse effects of these uncertainties. Additionally, the findings support an expedited transition to renewable energy sources, less sensitive to geopolitical and policy-related disruptions, in alignment with global efforts to combat climate change.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123863"},"PeriodicalIF":12.9,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586651","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Green drives: Understanding how environmental propensity, range and technological anxiety shape electric vehicle adoption intentions 绿色驱动:了解环保倾向、续航能力和技术焦虑如何影响电动汽车的采用意向
IF 12.9 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-05 DOI: 10.1016/j.techfore.2024.123859
Vikas Kumar , Arun Kumar Kaushik , Farima Noravesh , Rahul Sindhwani , K. Mathiyazhagan
Electric vehicles (EVs) might reduce transportation-related carbon emissions and solve environmental problems. Therefore, the present research examines the effects of environmental propensity (EP), subjective norms (SN), and range and technology anxiety on perceived behavioral control (PBC) and attitude towards EV adoption in India and Australia. Furthermore, the study explores PBC and attitude's influence and mediating effects on behavioral intention (BI) to EV adoption. Data were collected online and offline from 605 respondents (317 Indian and 288 Australian) and examined using the Structural Equation Modeling technique. The findings reveal that environmental propensity, subjective norms, perceived behavioral control, and attitude towards EVs are the primary constructs influencing customers' intention to adopt EVs. Subjective norms is the most prominent factor influencing customers' intention to adopt EVs in India and Australia; therefore, industry practitioners targeting these economies must analyze these factors adequately. The research provides meaningful implications to support EV adoption and enriches the understanding of consumers' adoption intention in both countries. Hence, the research findings will benefit different EV manufacturers targeting these nations for EV companies.
电动汽车(EV)可以减少与交通相关的碳排放,解决环境问题。因此,本研究探讨了印度和澳大利亚的环境倾向(EP)、主观规范(SN)、续航里程和技术焦虑对感知行为控制(PBC)和电动汽车采用态度的影响。此外,本研究还探讨了感知行为控制(PBC)和态度对电动汽车采用的行为意向(BI)的影响和中介作用。研究通过在线和离线方式收集了 605 名受访者(317 名印度人和 288 名澳大利亚人)的数据,并使用结构方程模型技术对数据进行了检验。研究结果表明,环境倾向、主观规范、感知行为控制和对电动汽车的态度是影响消费者采用电动汽车意向的主要因素。在印度和澳大利亚,主观规范是影响顾客采用电动汽车意愿的最主要因素;因此,针对这些经济体的行业从业者必须充分分析这些因素。研究为支持电动汽车的采用提供了有意义的启示,并丰富了对两国消费者采用电动汽车意向的理解。因此,研究结果将有利于针对这两个国家的不同电动汽车制造商和电动汽车公司。
{"title":"Green drives: Understanding how environmental propensity, range and technological anxiety shape electric vehicle adoption intentions","authors":"Vikas Kumar ,&nbsp;Arun Kumar Kaushik ,&nbsp;Farima Noravesh ,&nbsp;Rahul Sindhwani ,&nbsp;K. Mathiyazhagan","doi":"10.1016/j.techfore.2024.123859","DOIUrl":"10.1016/j.techfore.2024.123859","url":null,"abstract":"<div><div>Electric vehicles (EVs) might reduce transportation-related carbon emissions and solve environmental problems. Therefore, the present research examines the effects of environmental propensity (EP), subjective norms (SN), and range and technology anxiety on perceived behavioral control (PBC) and attitude towards EV adoption in India and Australia. Furthermore, the study explores PBC and attitude's influence and mediating effects on behavioral intention (BI) to EV adoption. Data were collected online and offline from 605 respondents (317 Indian and 288 Australian) and examined using the Structural Equation Modeling technique. The findings reveal that environmental propensity, subjective norms, perceived behavioral control, and attitude towards EVs are the primary constructs influencing customers' intention to adopt EVs. Subjective norms is the most prominent factor influencing customers' intention to adopt EVs in India and Australia; therefore, industry practitioners targeting these economies must analyze these factors adequately. The research provides meaningful implications to support EV adoption and enriches the understanding of consumers' adoption intention in both countries. Hence, the research findings will benefit different EV manufacturers targeting these nations for EV companies.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123859"},"PeriodicalIF":12.9,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586649","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Innovation ecosystem based on low-carbon technology: Value co-creation mechanism and differential game analysis 基于低碳技术的创新生态系统:价值共创机制与差异博弈分析
IF 12.9 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-05 DOI: 10.1016/j.techfore.2024.123852
Ren-Jie Zhang , Hsing-Wei Tai , Zheng-Xu Cao , Kuo-Tai Cheng , Chia-Chen Wei
In the context of global carbon emission reduction trends, the mechanism of value co-creation plays an instrumental role in the construction of innovative ecosystems based on low-carbon technologies. This study introduces a triple helix analytical framework for value co-creation in innovative ecosystems and constructs a three-party differential game model that incorporates innovators, service providers, and regulators. The model examines the conditions of strategic stability and sensitivity among different game players and makes the following conclusions: (1) Innovators' strategies are linearly influenced by the combined strategies of service providers and regulators, while the effect of innovators and regulators on service providers is non-linear. (2) During the initial stages of the innovation ecosystem, the regulator plays the roles of architect and controller. The NES strategy, aimed at reducing intervention, is triggered when the LCI and GRS strategies exceed certain thresholds. (3) Fiscal subsidies accelerate the convergence of the evolution curves of innovators' and service providers' strategies but also increase the cost burden for regulators, leading them toward passive management measures. (4) Upper-level accountability promotes the evolution of the three-party differential game system from “chaos” to “order,” with the intermediary effect becoming the main route influencing innovation strategy choices. Lastly, the findings suggest that policy measures, such as empowering low-carbon technology innovation with digital technologies, enhancing green service capabilities, and improving green technology assessment systems, may provide empirical evidence for decision-making by management departments.
在全球碳减排趋势下,价值共创机制在构建基于低碳技术的创新生态系统中发挥着重要作用。本研究引入了创新生态系统价值共创的三螺旋分析框架,并构建了一个包含创新者、服务提供者和监管者的三方差分博弈模型。该模型研究了不同博弈方之间的战略稳定性和敏感性条件,并得出以下结论:(1)创新方的战略受服务提供商和监管方综合战略的线性影响,而创新方和监管方对服务提供商的影响是非线性的。(2)在创新生态系统的初始阶段,监管机构扮演着建筑师和控制者的角色。当低成本创新战略和全球创新战略超过一定阈值时,就会触发旨在减少干预的国家创新战略。(3) 财政补贴加速了创新者和服务提供商战略演化曲线的趋同,但也增加了监管机构的成本负担,导致其采取被动管理措施。(4)上层问责制促进三方差异博弈体系从 "混乱 "向 "有序 "演化,中介效应成为影响创新战略选择的主要路径。最后,研究结果表明,以数字技术赋能低碳技术创新、提升绿色服务能力、完善绿色技术评估体系等政策措施可为管理部门的决策提供实证依据。
{"title":"Innovation ecosystem based on low-carbon technology: Value co-creation mechanism and differential game analysis","authors":"Ren-Jie Zhang ,&nbsp;Hsing-Wei Tai ,&nbsp;Zheng-Xu Cao ,&nbsp;Kuo-Tai Cheng ,&nbsp;Chia-Chen Wei","doi":"10.1016/j.techfore.2024.123852","DOIUrl":"10.1016/j.techfore.2024.123852","url":null,"abstract":"<div><div>In the context of global carbon emission reduction trends, the mechanism of value co-creation plays an instrumental role in the construction of innovative ecosystems based on low-carbon technologies. This study introduces a triple helix analytical framework for value co-creation in innovative ecosystems and constructs a three-party differential game model that incorporates innovators, service providers, and regulators. The model examines the conditions of strategic stability and sensitivity among different game players and makes the following conclusions: (1) Innovators' strategies are linearly influenced by the combined strategies of service providers and regulators, while the effect of innovators and regulators on service providers is non-linear. (2) During the initial stages of the innovation ecosystem, the regulator plays the roles of architect and controller. The <em>NES</em> strategy, aimed at reducing intervention, is triggered when the <em>LCI</em> and <em>GRS</em> strategies exceed certain thresholds. (3) Fiscal subsidies accelerate the convergence of the evolution curves of innovators' and service providers' strategies but also increase the cost burden for regulators, leading them toward passive management measures. (4) Upper-level accountability promotes the evolution of the three-party differential game system from “chaos” to “order,” with the intermediary effect becoming the main route influencing innovation strategy choices. Lastly, the findings suggest that policy measures, such as empowering low-carbon technology innovation with digital technologies, enhancing green service capabilities, and improving green technology assessment systems, may provide empirical evidence for decision-making by management departments.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123852"},"PeriodicalIF":12.9,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586648","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Individuals' attitudes and their adoption intentions of central bank digital currency: Combining theories and analytics for deeper insights 个人对中央银行数字货币的态度及其采用意向:将理论与分析相结合,获得更深入的见解
IF 12.9 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-05 DOI: 10.1016/j.techfore.2024.123857
Christian Nedu Osakwe , Oluwatobi A. Ogunmokun , Islam Elgammal , Michael Adu Kwarteng
Leveraging a multi-theoretical and multi-method approach, this study investigated the factors influencing individuals' attitudes and intentions towards adopting central bank digital currency (CBDC). Data from Nigeria, a pioneering CBDC nation, were analysed using partial least squares structural equation modelling, which revealed that affordance-based positive valences, including seamless transactions, time convenience, and the societal positive valence of financial inclusion, are the strongest predictors of positive attitudes and, subsequently, usage intentions. Perceived financial cost emerged as the most significant barrier. Lifestyle compatibility demonstrated a moderate positive association with attitude. Further, fuzzy-set qualitative comparative analysis identified four necessary conditions for high usage intentions: seamless transactions, trust in the central bank, positive attitude, and the societal positive valence of financial inclusion. Additionally, six alternative configurations sufficient for high usage intentions were also revealed. These findings offer valuable insights for both theoretical research and policymakers, informing strategies to facilitate early CBDC adoption.
本研究采用多理论和多方法的方法,调查了影响个人对采用央行数字货币(CBDC)的态度和意向的因素。研究使用偏最小二乘法结构方程模型分析了来自尼日利亚(CBDC 的先驱国家)的数据,结果显示,基于支付能力的积极价值(包括无缝交易、时间便利性和金融包容性的社会积极价值)是积极态度以及使用意向的最强预测因素。感知到的财务成本是最重要的障碍。生活方式的兼容性与态度呈中度正相关。此外,模糊集定性比较分析确定了高使用意愿的四个必要条件:无缝交易、对中央银行的信任、积极态度和社会对普惠金融的积极评价。此外,还发现了足以产生高使用意愿的六种备选配置。这些发现为理论研究和政策制定者提供了宝贵的见解,为促进早期采用 CBDC 的战略提供了参考。
{"title":"Individuals' attitudes and their adoption intentions of central bank digital currency: Combining theories and analytics for deeper insights","authors":"Christian Nedu Osakwe ,&nbsp;Oluwatobi A. Ogunmokun ,&nbsp;Islam Elgammal ,&nbsp;Michael Adu Kwarteng","doi":"10.1016/j.techfore.2024.123857","DOIUrl":"10.1016/j.techfore.2024.123857","url":null,"abstract":"<div><div>Leveraging a multi-theoretical and multi-method approach, this study investigated the factors influencing individuals' attitudes and intentions towards adopting central bank digital currency (CBDC). Data from Nigeria, a pioneering CBDC nation, were analysed using partial least squares structural equation modelling, which revealed that affordance-based positive valences, including seamless transactions, time convenience, and the societal positive valence of financial inclusion, are the strongest predictors of positive attitudes and, subsequently, usage intentions. Perceived financial cost emerged as the most significant barrier. Lifestyle compatibility demonstrated a moderate positive association with attitude. Further, fuzzy-set qualitative comparative analysis identified four necessary conditions for high usage intentions: seamless transactions, trust in the central bank, positive attitude, and the societal positive valence of financial inclusion. Additionally, six alternative configurations sufficient for high usage intentions were also revealed. These findings offer valuable insights for both theoretical research and policymakers, informing strategies to facilitate early CBDC adoption.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123857"},"PeriodicalIF":12.9,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586650","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
E-participation in energy transitions: What does it mean? Chances and challenges within Germany's Energiewende 能源转型中的电子参与:这意味着什么?德国能源转型的机遇与挑战
IF 12.9 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-04 DOI: 10.1016/j.techfore.2024.123839
Jörg Radtke
Does e-participation generate more democratic legitimacy in the context of the German Energiewende through more input and procedural justice, better outputs and environmental outcomes that are accepted by the public? In recent years, many forms of e-participation have emerged, and space for experiments with visual and interactive technologies has been created. However, research evaluating e-participation technologies in energy transitions is lacking. This study uses interviews with 33 stakeholders in a planned wind farm project, combined with online survey results, to derive empirical insights into attitudes towards and preferences for e-participation. On the one hand, we observe openness towards new options for creative input and visualization-based online tools and virtual realities. On the other hand, stakeholders fear vulnerabilities and are skeptical about the efficacy of online discourse. Institutional stakeholders primarily see risks in civic participation, while citizens themselves see the benefits. Unexploited potential for creative input, deliberation, and collaborative planning could be leveraged to increase democratic legitimacy. In this context, better outputs are not synonymous with accepting outcomes, but can include changes to or even rejection of plans based on public preferences and concerns. This potential remains largely untapped, however, and requires a willingness to participate, thus calling for mobilization strategies.
在德国能源改革的背景下,电子参与是否能通过更多的投入和程序公正、更好的产出和公众接受的环境成果,产生更多的民主合法性?近年来,出现了多种形式的电子参与,并为可视化和互动技术的实验创造了空间。然而,目前还缺乏对能源转型中电子参与技术的评估研究。本研究通过对一个规划中的风电场项目的 33 位利益相关者进行访谈,并结合在线调查结果,对电子参与的态度和偏好进行了实证分析。一方面,我们观察到人们对创造性投入的新选择以及基于可视化的在线工具和虚拟现实持开放态度。另一方面,利益相关者担心存在漏洞,并对在线讨论的有效性持怀疑态度。机构利益相关者主要看到了公民参与的风险,而公民自己则看到了好处。创造性投入、审议和合作规划的潜力尚未得到开发,可以利用这些潜力来提高民主的合法性。在这种情况下,更好的产出并不等同于接受结果,而是可以包括根据公众的喜好和关切对计划进行修改甚至否决。然而,这种潜力在很大程度上仍未得到开发,需要有参与的意愿,因此需要采取动员战略。
{"title":"E-participation in energy transitions: What does it mean? Chances and challenges within Germany's Energiewende","authors":"Jörg Radtke","doi":"10.1016/j.techfore.2024.123839","DOIUrl":"10.1016/j.techfore.2024.123839","url":null,"abstract":"<div><div>Does e-participation generate more democratic legitimacy in the context of the German <em>Energiewende</em> through more input and procedural justice, better outputs and environmental outcomes that are accepted by the public? In recent years, many forms of e-participation have emerged, and space for experiments with visual and interactive technologies has been created. However, research evaluating e-participation technologies in energy transitions is lacking. This study uses interviews with 33 stakeholders in a planned wind farm project, combined with online survey results, to derive empirical insights into attitudes towards and preferences for e-participation. On the one hand, we observe openness towards new options for creative input and visualization-based online tools and virtual realities. On the other hand, stakeholders fear vulnerabilities and are skeptical about the efficacy of online discourse. Institutional stakeholders primarily see risks in civic participation, while citizens themselves see the benefits. Unexploited potential for creative input, deliberation, and collaborative planning could be leveraged to increase democratic legitimacy. In this context, better outputs are not synonymous with accepting outcomes, but can include changes to or even rejection of plans based on public preferences and concerns. This potential remains largely untapped, however, and requires a willingness to participate, thus calling for mobilization strategies.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123839"},"PeriodicalIF":12.9,"publicationDate":"2024-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142579009","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How to recognize and measure the impact of phasing urbanization on eco-environment quality: An empirical case study of 19 urban agglomerations in China 如何认识和衡量阶段性城市化对生态环境质量的影响?中国 19 个城市群的实证案例研究
IF 12.9 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-02 DOI: 10.1016/j.techfore.2024.123845
Anmeng Sha , Jianjun Zhang , Yujie Pan , Shouguo Zhang
Rapid urbanization has exerted substantial pressure on eco-environmental quality (EEQ) in most big cities worldwide, yet the precise manner in which EEQ responds to phasing urbanization remains unclear. This study endeavors to illuminate the relationship between EEQ and the stages of urban development by quantifying EEQ and urbanization levels across 19 urban agglomerations in China, leveraging the insights garnered from multiple remote sensing and social-economic data. The reasons leading to different response patterns were analyzed through the differences in the trends of EEQ at each urbanization stage. The conclusions are as follows. 1) With a 207 % increase in the urbanization level, the overall EEQ fluctuated slightly, but it decreased significantly in areas with a high urbanization level. 2) EEQ was found to be negatively correlated with urbanization at the microscopic scale (PMMCC = −0.25), and the response pattern of “rise - fall - recovery” of EEQ with increasing urbanization levels was proposed at the macroscopic scale. 3) Ecological improvement of pre- and post-urbanized areas dominate the shift of urban agglomerations EEQ from fall to recovery. This study can help to understand the evolutionary pattern of EEQ in urbanization development and provide a theoretical basis for the formulation of sustainable urban development policies.
快速城市化给全球大多数大城市的生态环境质量(EEQ)带来了巨大压力,但生态环境质量如何准确应对阶段性城市化仍不清楚。本研究通过对中国 19 个城市群的生态环境质量和城市化水平进行量化,并利用多种遥感和社会经济数据,试图阐明生态环境质量与城市发展阶段之间的关系。通过各城市化阶段 EEQ 变化趋势的差异,分析了导致不同响应模式的原因。结论如下1) 随着城市化水平提高 207%,总体 EEQ 略有波动,但在城市化水平较高的地区,EEQ 明显下降。2) 在微观尺度上发现 EEQ 与城市化呈负相关(PMMCC = -0.25),在宏观尺度上提出了 EEQ 随城市化水平提高 "上升-下降-恢复 "的响应模式。3)城市化前后的生态改善主导了城市群 EEQ 从下降到恢复的转变。该研究有助于理解城市化发展过程中 EEQ 的演化规律,为城市可持续发展政策的制定提供理论依据。
{"title":"How to recognize and measure the impact of phasing urbanization on eco-environment quality: An empirical case study of 19 urban agglomerations in China","authors":"Anmeng Sha ,&nbsp;Jianjun Zhang ,&nbsp;Yujie Pan ,&nbsp;Shouguo Zhang","doi":"10.1016/j.techfore.2024.123845","DOIUrl":"10.1016/j.techfore.2024.123845","url":null,"abstract":"<div><div>Rapid urbanization has exerted substantial pressure on eco-environmental quality (EEQ) in most big cities worldwide, yet the precise manner in which EEQ responds to phasing urbanization remains unclear. This study endeavors to illuminate the relationship between EEQ and the stages of urban development by quantifying EEQ and urbanization levels across 19 urban agglomerations in China, leveraging the insights garnered from multiple remote sensing and social-economic data. The reasons leading to different response patterns were analyzed through the differences in the trends of EEQ at each urbanization stage. The conclusions are as follows. 1) With a 207 % increase in the urbanization level, the overall EEQ fluctuated slightly, but it decreased significantly in areas with a high urbanization level. 2) EEQ was found to be negatively correlated with urbanization at the microscopic scale (PMMCC = −0.25), and the response pattern of “rise - fall - recovery” of EEQ with increasing urbanization levels was proposed at the macroscopic scale. 3) Ecological improvement of pre- and post-urbanized areas dominate the shift of urban agglomerations EEQ from fall to recovery. This study can help to understand the evolutionary pattern of EEQ in urbanization development and provide a theoretical basis for the formulation of sustainable urban development policies.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123845"},"PeriodicalIF":12.9,"publicationDate":"2024-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142571302","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Public perceptions of responsible innovation: Validation of a scale measuring societal perceptions of responsible innovation in science and technology 公众对负责任创新的看法:验证衡量社会对负责任的科技创新的看法的量表
IF 12.9 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-01 DOI: 10.1016/j.techfore.2024.123849
Sarah V. Bentley, Emma Schleiger, Rod McCrea, Rebecca Coates, Elizabeth Hobman
Today, boundaries between innovation, science, and technology have loosened, with innovation often driving technology built upon scientific discovery. This combination has brought us the internet, electric vehicles, and space exploration. But it has not all been good. The economization of innovation has contributed to social inequity, progressed autonomous weaponry, and put the ecological health of our planet at risk. For these reasons, the question of a responsible delivery of innovation has gathered momentum. The essence of Responsible Innovation lies in the pursuit of a moral and functional reciprocity between science and society. This pursuit has led to the establishment of principles and frameworks, however, there remains a need to measure Responsible Innovation in real-world settings, particularly through the eyes of society. This paper presents the psychometric validation of a new scale measuring Public Perceptions of Responsible Innovation. Tested with two samples (Wave 1: N = 4080; Wave 2: N = 2127), results demonstrate the scale's validity, including evidence of a four-factor model aligned with the concepts of anticipation, inclusion, reflexivity, and responsiveness. Further evidence of predictive validity suggests that the scale is fit for purpose as a measure capturing the essence of Responsible Innovation — science for and with society.
如今,创新、科学和技术之间的界限已经松动,创新往往会推动建立在科学发现基础上的技术。这种结合为我们带来了互联网、电动汽车和太空探索。但这并不都是好事。创新的经济化造成了社会不公平,推动了自主武器的发展,并危及地球的生态健康。由于这些原因,负责任地进行创新的问题已经蓄势待发。负责任创新的精髓在于追求科学与社会之间的道德和功能互惠。这种追求导致了原则和框架的建立,但是,仍然需要在现实环境中,特别是通过社会的视角来衡量负责任的创新。本文介绍了衡量公众对负责任创新看法的新量表的心理测量验证。通过对两个样本(第 1 波:N = 4080;第 2 波:N = 2127)的测试,结果证明了该量表的有效性,包括与预期、包容、反射性和响应性概念相一致的四因素模型的证据。预测有效性的进一步证据表明,该量表适合作为捕捉 "负责任的创新"--"科学为社会服务并与社会共存"--本质的测量工具。
{"title":"Public perceptions of responsible innovation: Validation of a scale measuring societal perceptions of responsible innovation in science and technology","authors":"Sarah V. Bentley,&nbsp;Emma Schleiger,&nbsp;Rod McCrea,&nbsp;Rebecca Coates,&nbsp;Elizabeth Hobman","doi":"10.1016/j.techfore.2024.123849","DOIUrl":"10.1016/j.techfore.2024.123849","url":null,"abstract":"<div><div>Today, boundaries between innovation, science, and technology have loosened, with innovation often driving technology built upon scientific discovery. This combination has brought us the internet, electric vehicles, and space exploration. But it has not all been good. The economization of innovation has contributed to social inequity, progressed autonomous weaponry, and put the ecological health of our planet at risk. For these reasons, the question of a responsible delivery of innovation has gathered momentum. The essence of Responsible Innovation lies in the pursuit of a moral and functional reciprocity between science and society. This pursuit has led to the establishment of principles and frameworks, however, there remains a need to measure Responsible Innovation in real-world settings, particularly through the eyes of society. This paper presents the psychometric validation of a new scale measuring Public Perceptions of Responsible Innovation. Tested with two samples (Wave 1: <em>N</em> = 4080; Wave 2: <em>N</em> = 2127), results demonstrate the scale's validity, including evidence of a four-factor model aligned with the concepts of anticipation, inclusion, reflexivity, and responsiveness. Further evidence of predictive validity suggests that the scale is fit for purpose as a measure capturing the essence of Responsible Innovation — <em>science for and with society</em>.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123849"},"PeriodicalIF":12.9,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142571300","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A socio-cognitive analysis of innovation diffusion: Interventionism and substantiveness 创新扩散的社会认知分析:干预主义和实质性
IF 12.9 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-01 DOI: 10.1016/j.techfore.2024.123847
Jiun-Yan Lai , Shih-Chang Hung
This paper examines the early stage of innovation diffusion from a socio-cognitive perspective. Innovation diffusion is viewed as a social process, characterized by evolving categories and associated labels that account for how and why an innovation is adopted or rejected. Empirically, we study mobile payments in Taiwan using a combination of the topic modeling approach and narrative analysis to uncover keywords and topics (categories) in a large number of newspaper articles from 2012 to 2018 (N = 1376), collected from the United Daily News database. We identify 14 latent topics, which could be grouped into two higher-order categories based on the distinctiveness of their evolving patterns and the coherence of their keywords: interventionism and substantiveness. We also highlight that the early diffusion begins with interventionism and proceeds to substantiveness.
本文从社会认知的角度探讨了创新扩散的早期阶段。创新扩散被视为一个社会过程,其特点是不断演变的类别和相关标签,这些类别和标签说明了创新被采用或拒绝的方式和原因。在实证研究中,我们采用主题建模方法和叙事分析相结合的方法,从《联合报》数据库中收集了2012年至2018年(N = 1376)的大量报纸文章,挖掘其中的关键词和主题(类别),对台湾的移动支付进行了研究。我们确定了 14 个潜在主题,根据其演变模式的独特性及其关键词的一致性,可将其归入两个高阶类别:干预主义和实质性。我们还强调,早期扩散始于干预主义,然后是实质性。
{"title":"A socio-cognitive analysis of innovation diffusion: Interventionism and substantiveness","authors":"Jiun-Yan Lai ,&nbsp;Shih-Chang Hung","doi":"10.1016/j.techfore.2024.123847","DOIUrl":"10.1016/j.techfore.2024.123847","url":null,"abstract":"<div><div>This paper examines the early stage of innovation diffusion from a socio-cognitive perspective. Innovation diffusion is viewed as a social process, characterized by evolving categories and associated labels that account for how and why an innovation is adopted or rejected. Empirically, we study mobile payments in Taiwan using a combination of the topic modeling approach and narrative analysis to uncover keywords and topics (categories) in a large number of newspaper articles from 2012 to 2018 (<em>N</em> = 1376), collected from the <em>United Daily News</em> database. We identify 14 latent topics, which could be grouped into two higher-order categories based on the distinctiveness of their evolving patterns and the coherence of their keywords: interventionism and substantiveness. We also highlight that the early diffusion begins with interventionism and proceeds to substantiveness.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123847"},"PeriodicalIF":12.9,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142571301","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Carrot first, stick second? Environmental policy-mix sequencing and green technologies 胡萝卜第一,大棒第二?环境政策组合排序与绿色技术
IF 12.9 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-01 DOI: 10.1016/j.techfore.2024.123835
Kinga B. Tchorzewska , Pablo del Rio , Jose Garcia-Quevedo , Ester Martinez-Ros
Eco-innovations are considered key in the transition towards a more sustainable economy. However, since there are several barriers to the adoption of eco-innovations, different instruments have been proposed to encourage their uptake, leading to instrument mixes. Analysis of these mixes has been scarce in the eco-innovation literature and mostly focused on static rather than dynamic combinations of instruments. This paper tries to cover this gap by assessing the sequencing of instruments to promote eco-innovation. To that aim we use a panel database of investments in green technologies by Spanish firms between 2010–2020. Our results show that the order in which the instruments are introduced (sequencing) affects the adoption of eco-innovation, although the effective sequencing effect slightly differs for different environmental technological innovation types (cleaner production vs. end-of-pipe). In both cases, using subsidies (“carrots”) first and then using environmental taxes (“sticks”) positively and significantly influence the adoption of environmental technologies. Results from heterogeneous analysis confirms that this is especially true for small and medium firms. Within carrots, it seems tax credits and subsidies are substitutes, whatever the sequence of their introduction is. These results have clear policy implications which cannot be derived from analyses of static policy mixes. They suggest that, if the aim is to promote the adoption of eco-innovations, carrots should be used first, and then sticks should be adopted. In addition, it warns against using tax credits and subsidies together, given their redundancy in promoting eco-innovation. If subsidies are introduced after tax credits have already been applied (or the other way around), substantial inefficiencies can be expected, increasing the costs of eco-innovation promotion without any added value in terms of effectiveness.
生态创新被认为是向更可持续的经济过渡的关键。然而,由于采用生态创新存在若干障碍,人们提出了不同的工具来鼓励采用生态创新,从而产生了各种工具组合。在生态创新文献中,对这些组合的分析很少,而且大多集中在静态而非动态的工具组合上。本文试图通过评估促进生态创新的工具排序来弥补这一空白。为此,我们使用了 2010-2020 年间西班牙企业绿色技术投资的面板数据库。我们的研究结果表明,引入工具的顺序(排序)会影响生态创新的采用,但对于不同的环境技术创新类型(清洁生产与末端治理),有效的排序效应略有不同。在这两种情况下,先使用补贴("胡萝卜"),然后再使用环境税("大棒"),都会对环境技术的采用产生积极而显著的影响。异质性分析结果证实,这一点对中小型企业尤为适用。在 "胡萝卜 "的范围内,税收减免和补贴似乎是相互替代的,无论其引入的顺序如何。这些结果具有明确的政策含义,而这些含义无法从静态政策组合分析中得出。这些结果表明,如果要促进采用生态创新,应首先使用胡萝卜,然后再使用大棒。此外,鉴于税收减免和补贴在促进生态创新方面的冗余性,该报告警告不要同时使用税收减免和补贴。如果在税款减免(或相反)之后再引入补贴,预计会出现严重的低效,增加生态创新推广的成本,却不会带来任何效果上的附加值。
{"title":"Carrot first, stick second? Environmental policy-mix sequencing and green technologies","authors":"Kinga B. Tchorzewska ,&nbsp;Pablo del Rio ,&nbsp;Jose Garcia-Quevedo ,&nbsp;Ester Martinez-Ros","doi":"10.1016/j.techfore.2024.123835","DOIUrl":"10.1016/j.techfore.2024.123835","url":null,"abstract":"<div><div>Eco-innovations are considered key in the transition towards a more sustainable economy. However, since there are several barriers to the adoption of eco-innovations, different instruments have been proposed to encourage their uptake, leading to instrument mixes. Analysis of these mixes has been scarce in the eco-innovation literature and mostly focused on static rather than dynamic combinations of instruments. This paper tries to cover this gap by assessing the <em>sequencing</em> of instruments to promote eco-innovation. To that aim we use a panel database of investments in green technologies by Spanish firms between 2010–2020. Our results show that the order in which the instruments are introduced (sequencing) affects the adoption of eco-innovation, although the effective sequencing effect slightly differs for different environmental technological innovation types (cleaner production vs. end-of-pipe). In both cases, using subsidies (“carrots”) first and then using environmental taxes (“sticks”) positively and significantly influence the adoption of environmental technologies. Results from heterogeneous analysis confirms that this is especially true for small and medium firms. Within carrots, it seems tax credits and subsidies are substitutes, whatever the sequence of their introduction is. These results have clear policy implications which cannot be derived from analyses of static policy mixes. They suggest that, if the aim is to promote the adoption of eco-innovations, carrots should be used first, and then sticks should be adopted. In addition, it warns against using tax credits and subsidies together, given their redundancy in promoting eco-innovation. If subsidies are introduced after tax credits have already been applied (or the other way around), substantial inefficiencies can be expected, increasing the costs of eco-innovation promotion without any added value in terms of effectiveness.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123835"},"PeriodicalIF":12.9,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142571299","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Probabilistic electricity price forecasting by integrating interpretable model 通过整合可解释模型进行概率电价预测
IF 12.9 1区 管理学 Q1 BUSINESS Pub Date : 2024-10-31 DOI: 10.1016/j.techfore.2024.123846
He Jiang , Yawei Dong , Yao Dong , Jianzhou Wang
The establishment of a high-quality and efficient interpretable probability prediction model is crucial for the development of the electricity market. However, challenges related to prediction instability and interpretability limit electricity price probability forecasting. To address these issues, we propose a novel interpretable electricity price probability prediction model, L-NBeatsX, which incorporates a multifactor pathway. Initially, by adaptively fusing NBeatsX and LassoNet models, we effectively handle the multifactor nature of electricity price prediction. The fusion mechanism enables L-NBeatsX to utilize a subset of features, thereby enhancing both accuracy and interpretability. Furthermore, the integration of skip connections from input to output in the fusion process enhances the robustness and flexibility of L-NBeatsX predictions. Additionally, we introduce unstable correction factors into the loss function to improve the model’s adaptability in probability prediction. By mitigating the impact of instability factors, we effectively reduce the cost of prediction instability while improving the accuracy and reliability of results. Empirical studies conducted across four distinct electricity markets demonstrate the superior performance of L-NBeatsX in electricity price probability forecasting, providing valuable insights for decision-making in the electricity market.
建立高质量、高效率、可解释的概率预测模型对电力市场的发展至关重要。然而,与预测不稳定性和可解释性相关的挑战限制了电价概率预测。为解决这些问题,我们提出了一种新型的可解释电价概率预测模型 L-NBeatsX,该模型结合了多因素途径。首先,通过自适应融合 NBeatsX 和 LassoNet 模型,我们有效地处理了电价预测的多因素特性。融合机制使 L-NBeatsX 能够利用特征子集,从而提高准确性和可解释性。此外,在融合过程中整合了从输入到输出的跳转连接,增强了 L-NBeatsX 预测的稳健性和灵活性。此外,我们还在损失函数中引入了不稳定校正因子,以提高模型在概率预测中的适应性。通过减轻不稳定因素的影响,我们有效地降低了预测不稳定的成本,同时提高了预测结果的准确性和可靠性。对四个不同的电力市场进行的实证研究表明,L-NBeatsX 在电价概率预测方面表现出色,为电力市场的决策提供了有价值的见解。
{"title":"Probabilistic electricity price forecasting by integrating interpretable model","authors":"He Jiang ,&nbsp;Yawei Dong ,&nbsp;Yao Dong ,&nbsp;Jianzhou Wang","doi":"10.1016/j.techfore.2024.123846","DOIUrl":"10.1016/j.techfore.2024.123846","url":null,"abstract":"<div><div>The establishment of a high-quality and efficient interpretable probability prediction model is crucial for the development of the electricity market. However, challenges related to prediction instability and interpretability limit electricity price probability forecasting. To address these issues, we propose a novel interpretable electricity price probability prediction model, L-NBeatsX, which incorporates a multifactor pathway. Initially, by adaptively fusing NBeatsX and LassoNet models, we effectively handle the multifactor nature of electricity price prediction. The fusion mechanism enables L-NBeatsX to utilize a subset of features, thereby enhancing both accuracy and interpretability. Furthermore, the integration of skip connections from input to output in the fusion process enhances the robustness and flexibility of L-NBeatsX predictions. Additionally, we introduce unstable correction factors into the loss function to improve the model’s adaptability in probability prediction. By mitigating the impact of instability factors, we effectively reduce the cost of prediction instability while improving the accuracy and reliability of results. Empirical studies conducted across four distinct electricity markets demonstrate the superior performance of L-NBeatsX in electricity price probability forecasting, providing valuable insights for decision-making in the electricity market.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123846"},"PeriodicalIF":12.9,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142560836","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Technological Forecasting and Social Change
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1