Technological Forecasting and Social Change最新文献_第5页

Moving beyond resilience: Building antifragility using digital technologies in entrepreneurial organizations 超越弹性：在创业组织中使用数字技术建立反脆弱性

IF 13.3 1区管理学

Technological Forecasting and Social Change Pub Date : 2026-04-01 Epub Date: 2026-01-20 DOI: 10.1016/j.techfore.2025.124514

Yaning Zhang , Sanjay Chaudhary , Safiya Mukhtar Alshibani , Yanzhe Yuan , Bhumika Gupta

{"title":"Moving beyond resilience: Building antifragility using digital technologies in entrepreneurial organizations","authors":"Yaning Zhang , Sanjay Chaudhary , Safiya Mukhtar Alshibani , Yanzhe Yuan , Bhumika Gupta","doi":"10.1016/j.techfore.2025.124514","DOIUrl":"10.1016/j.techfore.2025.124514","url":null,"abstract":"<div><div>Resilience is crucial as entrepreneurial organizations have often been viewed as fragile systems, leading to their reactive approach to disruptions. However, there is a lack of clarity regarding the role of unique organizational capabilities in interpreting emerging disruptions, managing the aftereffects of disruptions, and achieving antifragility. We explore how entrepreneurial organizations proactively thrive during disruption, with a specific focus on the unique role of varied organizational capabilities at three distinct stages of disruption: the pre-disruption stage, the emergence of disruption, and the post-disruption stage. Our qualitative study investigated responses from managers working in thirty-six entrepreneurial organizations, highlighting the concurrent role of digital capabilities, social capital, and ambidexterity during different stages of disruption. The findings indicate that leveraging social capital is crucial in activating organizational resilience during the various stages of a crisis. Digital technologies enable entrepreneurial organizations to anticipate the potential ramifications of disruptions and engage in collaborations during the post-disruption phase, thereby building antifragility. Another implication is the role of ambidexterity as an organizational capability in responding positively to continuous disruptions and thriving post disruptions.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"225 ","pages":"Article 124514"},"PeriodicalIF":13.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146038279","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

Digitalization of the Olympics and legitimacy of the Olympic virtual series: An environmental psychology perspective 奥运数字化与奥运虚拟系列正当性：环境心理学视角

IF 13.3 1区管理学

Technological Forecasting and Social Change Pub Date : 2026-04-01 Epub Date: 2026-01-22 DOI: 10.1016/j.techfore.2026.124545

Jun-Phil Uhm , Kun Chang , Sanghoon Kim , Hyun-Woo Lee

{"title":"Digitalization of the Olympics and legitimacy of the Olympic virtual series: An environmental psychology perspective","authors":"Jun-Phil Uhm , Kun Chang , Sanghoon Kim , Hyun-Woo Lee","doi":"10.1016/j.techfore.2026.124545","DOIUrl":"10.1016/j.techfore.2026.124545","url":null,"abstract":"<div><div>Olympic virtual series made its inaugural debut as the first Olympic-licensed virtual sports, yet whether audiences will perceive them as legitimate official Olympic events is unknown. Drawing on the environmental psychology model and transportation theory, we examined the relationship between the audience's perceived virtual gaming atmosphere, sense of presence, positive emotions, and perceived legitimacy of the Olympic virtual series. 339 Olympic virtual series spectators were included in the analysis of a serial mediation model using PROCESS macro. The findings revealed that game atmosphere was a significant factor in establishing audiences' sense of presence, positive emotion, and perceived legitimacy. The mediation effects of presence and positive emotion on the relationship between the game atmosphere and perceived legitimacy were also significant. This study contributed to the media communication literature and provided useful practical implications for the International Olympic Committee regarding how to enhance spectators' Olympic digital experience.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"225 ","pages":"Article 124545"},"PeriodicalIF":13.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146038281","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

Machine learning approaches to predicting energy price correlation: From a responsible AI perspective 预测能源价格相关性的机器学习方法：从负责任的人工智能角度

IF 13.3 1区管理学

Technological Forecasting and Social Change Pub Date : 2026-04-01 Epub Date: 2026-01-08 DOI: 10.1016/j.techfore.2025.124515

Yu Su , Xuan Feng

{"title":"Machine learning approaches to predicting energy price correlation: From a responsible AI perspective","authors":"Yu Su , Xuan Feng","doi":"10.1016/j.techfore.2025.124515","DOIUrl":"10.1016/j.techfore.2025.124515","url":null,"abstract":"<div><div>This study is positioned within Responsible AI practice in energy markets, which exhibit inherent volatility and complexity. We integrate classical and modern machine learning techniques for enhanced energy price correlation forecasting. Principal Component Analysis (PCA) is employed for dimensionality reduction to identify underlying factors driving energy price correlations, leveraging its interpretability as a key analytical advantage. Long Short-Term Memory (LSTM) networks are then introduced for time-series modeling of energy prices and their inter-correlations.</div><div>Using a controlled simulation experiment, we empirically compare PCA-based and LSTM approaches in predicting energy price co-movements. While PCA provides transparent insights into correlation structure with low computation cost, LSTM achieves higher predictive accuracy (8.7% lower MES, 11.4% lower MAE) by capturing nonlinear temporal dependencies. The analysis highlights a governance-performance trade-off between PCA's interpretability and deep learning's precision, suggesting that model choice should be aligned with institutional capacity, regulatory requirements, and deployment constraints. These findings have significant implications for a technology-driven circular economy transitions, demonstrating how improved predictive modeling can enhance renewable integration and energy efficiency in energy markets.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"225 ","pages":"Article 124515"},"PeriodicalIF":13.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145929257","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

Understanding the householder solar panel consumer: A Markovian model and its societal implications 理解家庭太阳能电池板消费者：一个马尔可夫模型及其社会影响

IF 13.3 1区管理学

Technological Forecasting and Social Change Pub Date : 2026-04-01 Epub Date: 2026-01-20 DOI: 10.1016/j.techfore.2026.124555

Marta Leocata , Giulia Livieri , Silvia Morlacchi , Fausto Corvino , Franco Flandoli , Alberto Eugenio Ermenegildo Pirni

{"title":"Understanding the householder solar panel consumer: A Markovian model and its societal implications","authors":"Marta Leocata , Giulia Livieri , Silvia Morlacchi , Fausto Corvino , Franco Flandoli , Alberto Eugenio Ermenegildo Pirni","doi":"10.1016/j.techfore.2026.124555","DOIUrl":"10.1016/j.techfore.2026.124555","url":null,"abstract":"<div><div>Household adoption of rooftop photovoltaic (PV) systems is central to the green energy transition, yet diffusion depends on social influence and behavioral biases, as well as payback economics. This study develops a parsimonious Markovian model in which households move sequentially from being unengaged (“Carbon”) to informed, to planning, and finally to adoption (“Green”). Transition rates are micro-founded by two mechanisms: (i) social contagion/communication, proxied by the current share of adopters, and (ii) economic profitability, proxied by payback time computed from a Net Present Value framework. Novel to this diffusion setting, bounded rationality is introduced via hyperbolic discounting, creating a procrastination loop that delays adoption even when PV is economically attractive in a long-run perspective. Calibrated on the Italian residential PV diffusion path (2006–2020) and assessed in national and regional applications, the model reproduces observed trajectories and enables forward-looking scenario analysis (2020–2026). Results show that policies yielding similar payback improvements can produce different outcomes once present bias is accounted for and that behaviorally informed intervention are stronger. The findings contribute a micro-to-macro bridge between behavioral economics and technology diffusion modeling and imply that effective policy portfolios (and PV business models) should complement incentives with commitment devices and social-norm peer strategies to accelerate PV uptake and its spillover emissions benefits.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"225 ","pages":"Article 124555"},"PeriodicalIF":13.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146038276","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

Deep versus broad technology search and the timing of innovation impact 深度与广泛的技术搜索以及创新影响的时机

IF 13.3 1区管理学

Technological Forecasting and Social Change Pub Date : 2026-04-01 Epub Date: 2026-01-07 DOI: 10.1016/j.techfore.2025.124488

Likun Cao , James Evans

{"title":"Deep versus broad technology search and the timing of innovation impact","authors":"Likun Cao , James Evans","doi":"10.1016/j.techfore.2025.124488","DOIUrl":"10.1016/j.techfore.2025.124488","url":null,"abstract":"<div><div>This study offers a new perspective on the depth-versus-breadth debate in innovation strategy by modeling inventive search within dynamic collective knowledge systems and underscoring the importance of timing for technological impact. Using frontier machine learning to project patent citation networks in hyperbolic space, we analyze 4.9 million U.S. patents to examine how search strategies give rise to distinct temporal patterns of impact accumulation. We find that inventions based on deep search, which relies on a specialized understanding of the complex structure of recombination, drive higher short-term impact through early adoption within specialized communities, but face diminishing returns as innovations become “locked-in” with limited diffusion potential. Conversely, when inventions are grounded in broad search that spans disparate domains, they encounter initial resistance but achieve wider diffusion and greater long-term impact by reaching cognitively diverse audiences. Individual inventions require both depth and breadth for stable impact. Organizations can strategically balance approaches across multiple inventions: using depth to build reliable technological infrastructure while pursuing breadth to expand applications. We advance innovation theory by demonstrating how deep and broad search strategies distinctly shape the timing and trajectory of technological impact, and how individual inventors and organizations can leverage these mechanisms to balance exploitation and exploration.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"225 ","pages":"Article 124488"},"PeriodicalIF":13.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145904108","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

Unveiling AI washing: Bridging corporate technological gaps through a cognitive dissonance lens 揭示人工智能清洗：通过认知失调镜头弥合企业技术差距

IF 13.3 1区管理学

Technological Forecasting and Social Change Pub Date : 2026-04-01 Epub Date: 2026-01-07 DOI: 10.1016/j.techfore.2025.124511

Zhe Sun , Yujun Wen , Liang Zhao , Intesar Almugren , Aradhana Galgotia

{"title":"Unveiling AI washing: Bridging corporate technological gaps through a cognitive dissonance lens","authors":"Zhe Sun , Yujun Wen , Liang Zhao , Intesar Almugren , Aradhana Galgotia","doi":"10.1016/j.techfore.2025.124511","DOIUrl":"10.1016/j.techfore.2025.124511","url":null,"abstract":"<div><div>This study utilizes Cognitive Dissonance Theory to empirically investigate how ‘AI washing’, the discrepancy between AI narratives and actual capabilities, affects the corporate technological gap. Using panel data from China's A-share listed firms (2007–2022), the findings establish a significant inverted U-shaped relationship between ‘AI washing’ and the technological gap. Mediation analysis confirms this relationship is channeled through both internal R&D investment and industry-level R&D investment. Moderation analysis reveals that strong AI-enabled participatory learning capability flattens the inverted U-curve, indicating earlier corrective action. Conversely, high investor sentiment is shown to steepen the curve. Furthermore, the nonlinear effect is subdued for firms in national AI pilot zones or high-technology-intensive industries. This research advances ‘AI washing’ literature through quantitative analysis, extends Cognitive Dissonance Theory to the domain of technology strategy, and offers empirical insights for responsible AI governance.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"225 ","pages":"Article 124511"},"PeriodicalIF":13.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145904110","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

A data-driven framework for new product development: Integrating QFD and FCM based on online customer reviews 新产品开发的数据驱动框架：基于在线客户评论集成QFD和FCM

IF 13.3 1区管理学

Technological Forecasting and Social Change Pub Date : 2026-04-01 Epub Date: 2026-01-17 DOI: 10.1016/j.techfore.2025.124523

Romina Raafat , Jalil Heidary Dahooie , Edwin Garces , Tugrul Daim

{"title":"A data-driven framework for new product development: Integrating QFD and FCM based on online customer reviews","authors":"Romina Raafat , Jalil Heidary Dahooie , Edwin Garces , Tugrul Daim","doi":"10.1016/j.techfore.2025.124523","DOIUrl":"10.1016/j.techfore.2025.124523","url":null,"abstract":"<div><div>Today, companies increasingly utilize customer-driven approaches like Quality Function Deployment (QFD) in new product development (NPD) to differentiate their products from competitors and satisfy customer needs and demands. Despite QFD's many capabilities in product design based on customer opinions, its practical implementation faces numerous challenges, such as heavy reliance on personal opinions for identifying and assessing the importance of customer requirements (CRs) and engineering characteristics (ECs), as well as the difficulty of understanding interactions between them. This problem worsens when there are connections and correlations between the identified requirements and characteristics. Given the benefits of extracting CRs from product reviews over traditional methods such as questionnaires and interviews, this study proposes a data-driven framework that combines data mining techniques and multi-attribute decision-making to tackle these issues. In this framework, online customer reviews (OCRs) are considered at all stages of NPD to maximize customer involvement, and association rule mining (ARM) is employed to discover causal relationships and weights among CRs, ECs, and their interactions. Additionally, by applying the Fuzzy Cognitive Map (FCM) method and integrating it with QFD, the relationships between CRs and ECs are analyzed, and CRs are prioritized accordingly. To demonstrate the practical application of this data-driven development framework, it is applied to the development of a mobile phone product using OCRs from Amazon.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"225 ","pages":"Article 124523"},"PeriodicalIF":13.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145980362","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

Interdisciplinary research and technological change 跨学科研究和技术变革

IF 13.3 1区管理学

Technological Forecasting and Social Change Pub Date : 2026-04-01 Epub Date: 2026-01-16 DOI: 10.1016/j.techfore.2026.124537

Bing Li , Kun Ding , Vincent Larivière

{"title":"Interdisciplinary research and technological change","authors":"Bing Li , Kun Ding , Vincent Larivière","doi":"10.1016/j.techfore.2026.124537","DOIUrl":"10.1016/j.techfore.2026.124537","url":null,"abstract":"<div><div>This study investigates the relationship between interdisciplinary research and technological change, using paper-patent citations. Technological change is defined as the extent to which a technology consolidates or disrupts existing technologies, patents can be categorized into three types: destabilizing, consolidating, and moderating. Drawing on all journal articles published in 2002 and indexed in the Web of Science database and all patents from the USPTO, our study reveals that research papers have a relatively minor impact on destabilizing patents compared to moderating and consolidating patents. Particularly noteworthy is the significant contribution of papers in the field of Biomedical Research to technological advancements. Analyzing distinct dimensions of interdisciplinary research—variety, balance, disparity, and the Rao-Stirling index—we find that destabilizing patent citations decrease with both variety and the Rao-Stirling index increase. The correlation with balance exhibits a U-shaped relationship, but we observe no significant relationship with disparity. Moreover, consolidating patent citations demonstrate an increase with disparity and the Rao-Stirling index, while showing a decrease in relation to balance, but no negligible association is found with variety. Moderate patent citations increase with both variety and balance, and decrease with both disparity and the Rao-Stirling index.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"225 ","pages":"Article 124537"},"PeriodicalIF":13.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145980364","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

Sustainable consumption of wearable healthcare devices and its relevance to the net-zero agenda: Evidence from senior citizens 可穿戴医疗设备的可持续消费及其与净零议程的相关性：来自老年人的证据

IF 13.3 1区管理学

Technological Forecasting and Social Change Pub Date : 2026-04-01 Epub Date: 2026-01-07 DOI: 10.1016/j.techfore.2025.124509

Mingxue Wei , Suraksha Gupta , Xiaoping Yang , Yichuan Wang

{"title":"Sustainable consumption of wearable healthcare devices and its relevance to the net-zero agenda: Evidence from senior citizens","authors":"Mingxue Wei , Suraksha Gupta , Xiaoping Yang , Yichuan Wang","doi":"10.1016/j.techfore.2025.124509","DOIUrl":"10.1016/j.techfore.2025.124509","url":null,"abstract":"<div><div>The rapid advancement of medical technologies has increased electronic obsolescence and e-waste, yet research on this issue within the medical sector remains limited. Existing studies mainly emphasize environmental and health risks from improper disposal, overlooking the role of consumers, particularly elderly individuals with chronic conditions who depend on wearable health devices. This study addresses this gap by examining how sustainable consumption of wearable healthcare devices among senior citizens can help reduce e-waste and support net-zero goals. Using a mixed-methods design, we conducted 20 semi-structured interviews and surveyed 647 senior citizens, analysing the data through Partial Least Squares Structural Equation Modelling (PLS-SEM). The findings reveal that user experience strongly drives sustainable consumption. Moreover, user experience is shaped by design leadership, technology leadership, and brand leadership. Several factors, including self-health management efficacy, perceived severity, perceived vulnerability, and disclosure policy, moderate these relationships, while regulation shows no significant moderating effect. The study highlights the importance of enhancing user experience and leadership attributes in wearable healthcare devices to promote sustainable consumption and mitigate e-waste among elderly users.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"225 ","pages":"Article 124509"},"PeriodicalIF":13.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145929255","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

Triple helix trust and spillovers for sustainable innovation: The role of governance, openness, and digital infrastructure 可持续创新的三螺旋信任和溢出效应：治理、开放和数字基础设施的作用

IF 13.3 1区管理学

Technological Forecasting and Social Change Pub Date : 2026-04-01 Epub Date: 2026-01-26 DOI: 10.1016/j.techfore.2026.124548

Lei Liu , Liying Zhou , Prashant Sharma , Ebtesam Abdullah Alzeiby , Snigdha Dash

{"title":"Triple helix trust and spillovers for sustainable innovation: The role of governance, openness, and digital infrastructure","authors":"Lei Liu , Liying Zhou , Prashant Sharma , Ebtesam Abdullah Alzeiby , Snigdha Dash","doi":"10.1016/j.techfore.2026.124548","DOIUrl":"10.1016/j.techfore.2026.124548","url":null,"abstract":"<div><div>Knowledge-driven economies rely on innovation ecosystems and solutions that leverage digital infrastructure and viable governance supported by collaborative openness among institutions. This study aims to examine the effect of collaborative institutional openness, multi-level governance alignment, and digital civic infrastructure readiness on socially embedded knowledge spillover and triple helix trust density, and resulting outcomes on sustainable innovation performance and societal knowledge value realisation. Additionally, the study examines the moderating role of mission-oriented entrepreneurial orientation behavior for mission-oriented innovation. Implementing collaborative institutional openness, multi-level governance alignment, and digital civic infrastructure readiness enhances socially embedded knowledge spillover and thereby increases triple helix trust density. The two sequential methods help improve sustainable innovation performance and the realisation of societal knowledge value, underscoring the importance of trust-based relational architectures for innovation systems. Intriguingly, mission-oriented entrepreneurial orientation is negatively associated with the relationship connectedness of socially embedded knowledge spillover–triple helix trust density. If a collaborator focuses solely on a shared objective, it can be challenging to build trust with them. The research explains how structural, digital, and behavioral enablers impact sustainable innovation. Innovation ecosystems need to be open, ready for digital technology, trust-based, capable of changing their mission, and governed reflexively.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"225 ","pages":"Article 124548"},"PeriodicalIF":13.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146078738","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