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Envisaging Data Nirvana: A Delphi study of ideal data culture 设想数据涅槃:理想数据文化的德尔菲研究
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-04-09 DOI: 10.1002/asi.25008
Jocelyn Cranefield, Matthew Lewellen, Spencer Lilley, Gillian Oliver

In recent decades, the proliferation of data and advances in information technology have led organizations to value data more highly and aim to build a data culture that is suitable for promoting and sustaining data-related strategic outcomes. However, what a “good” data culture comprises is often expressed abstractly and there is no consensus about how such a culture should manifest in practice. This study explores the key dimensions and attributes of an ideal data culture, as perceived by expert practitioners in large, data-rich public sector organizations. Using a two-stage Delphi method, we engaged with 14 data management experts from Aotearoa New Zealand to understand their views on achieving “Data Nirvana” in practice, focusing on the attributes that explain an ideal data culture. Five categories of ideal data culture are identified: strategic agility, ethical use, human centricity, capability, and controls and discipline. These are linked through two unifying themes: trust and trustworthiness, and value integration. The resulting framework for data culture comprises seven elements. The study provides insights into the aspirational potential of data and the realities of organizational data practice, contributing to a deeper understanding of data culture.

近几十年来,数据的激增和信息技术的进步使组织更加重视数据,并致力于建立一种适合促进和维持与数据相关的战略成果的数据文化。然而,“好的”数据文化通常是抽象地表达出来的,对于这种文化应该如何在实践中表现出来,还没有达成共识。本研究探讨了大型、数据丰富的公共部门组织的专家从业人员所认为的理想数据文化的关键维度和属性。采用两阶段德尔菲法,我们与来自新西兰奥特罗阿的14位数据管理专家进行了交流,了解他们对在实践中实现“数据涅槃”的看法,重点关注解释理想数据文化的属性。理想的数据文化分为五类:战略敏捷性、道德使用、以人为中心、能力、控制和纪律。这些都通过两个统一的主题联系在一起:信任和可信赖性,以及价值整合。生成的数据文化框架包括七个元素。该研究提供了对数据的理想潜力和组织数据实践现实的见解,有助于更深入地理解数据文化。
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引用次数: 0
SciConNav: Knowledge navigation through contextual learning of extensive scientific research trajectories sciiconnav:通过广泛的科学研究轨迹的上下文学习进行知识导航
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-04-01 DOI: 10.1002/asi.25005
Shibing Xiang, Xin Jiang, Bing Liu, Yurui Huang, Chaolin Tian, Yifang Ma

New knowledge builds upon existing foundations, which means an interdependent relationship exists between knowledge, manifested in the historical records of the scientific system for hundreds of years. By leveraging natural language processing techniques, this study introduces the Scientific Concept Navigator, an embedding-based navigation model to infer the “knowledge pathway” from the research trajectories of millions of scholars. We validate that the learned representations effectively delineate disciplinary boundaries and capture the intricate relationships between diverse concepts. Utility of the navigation space is showcased through multiple applications. Firstly, we demonstrate the multi-step analogy inferences between concepts from various disciplines. Secondly, we formulate the cross-domain conceptual dimensions of knowledge, observing the distributional shifts of 19 disciplines along these conceptual dimensions, including “Theoretical” to “Applied,” and “Societal” to “Economic,” highlighting the evolution of functional attributes across diverse domains. Lastly, by analyzing the knowledge network structure, we find that knowledge connects with shorter global pathways, and interdisciplinary concepts play a critical role in enhancing accessibility. Our framework offers a novel approach to mining knowledge inheritance pathways from extensive scientific literature, which is of great significance for understanding scientific progression patterns, tailoring scientific learning trajectories, and accelerating scientific progress.

新知识建立在已有的基础之上,这意味着知识之间存在着相互依存的关系,这体现在数百年来科学体系的历史记录中。本研究利用自然语言处理技术,引入基于嵌入的导航模型“科学概念导航器”,从数百万学者的研究轨迹中推断出“知识路径”。我们验证了学习表征有效地描绘了学科边界,并捕获了不同概念之间的复杂关系。通过多个应用程序展示导航空间的实用性。首先,我们展示了不同学科概念之间的多步类比推理。其次,我们构建了知识的跨领域概念维度,观察了19个学科沿着这些概念维度的分布变化,包括“理论”到“应用”,“社会”到“经济”,突出了不同领域功能属性的演变。最后,通过对知识网络结构的分析,我们发现知识通过更短的全局路径连接,跨学科概念在提高可达性方面发挥了关键作用。该框架提供了一种从广泛的科学文献中挖掘知识继承路径的新方法,这对于理解科学进展模式、定制科学学习轨迹、加速科学进步具有重要意义。
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引用次数: 0
The botization of science? Large-scale study of the presence and impact of Twitter bots in science dissemination 科学的市场化?大规模研究推特机器人在科学传播中的存在和影响
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-28 DOI: 10.1002/asi.24998
Wenceslao Arroyo-Machado, Enrique Herrera-Viedma, Daniel Torres-Salinas

The rise of social media has brought new dynamics to the dissemination of scientific research, with Twitter (X) playing a significant role. This study focuses on the role of social bots—automated accounts designed to mimic human behavior and amplify content—in scientific communication. By analyzing over 3.7 million papers published between 2017 and 2021 and their 51 million Twitter mentions. Using a novel hybrid method that includes BotometerLite and specific activity parameters, with verification via a robustness check, it was found that 0.23% of accounts were bots. Despite their small numbers, these bots contributed to 4.72% of all mentions, indicating a significant presence, but with varied impact. Bots were particularly active in Mathematics, Physics, and Space Sciences, where they generated over 70% of tweets in some cases. Automated accounts disproportionately influence the visibility and perceived impact of research in these disciplines, which underscores the need for discipline-specific analysis when considering Twitter's role in scientific communication. This large-scale study highlights the potential for bots to skew altmetric indicators, misleading stakeholders about true engagement.

社交媒体的兴起为科学研究的传播带来了新的动力,其中Twitter (X)发挥了重要作用。这项研究的重点是社交机器人——旨在模仿人类行为和放大内容的自动账户——在科学传播中的作用。通过分析2017年至2021年间发表的370多万篇论文以及它们在推特上的5100万次提及。使用一种新的混合方法,包括BotometerLite和特定的活动参数,并通过鲁棒性检查进行验证,发现0.23%的账户是机器人。尽管数量不多,但这些机器人贡献了4.72%的提及量,这表明它们的存在意义重大,但影响各不相同。机器人在数学、物理和空间科学领域尤其活跃,在某些情况下,它们产生了超过70%的推文。自动帐户不成比例地影响了这些学科研究的可见性和感知影响,这强调了在考虑Twitter在科学传播中的作用时,需要对学科进行具体分析。这项大规模的研究强调了机器人扭曲替代指标的潜力,误导利益相关者的真实参与度。
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引用次数: 0
How does scientific research influence policymaking? A study of four types of citation pathways between research articles and AI policy documents 科学研究如何影响决策?研究论文与人工智能政策文件之间四种引用路径研究
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-28 DOI: 10.1002/asi.25006
Zhe Cao, Lin Zhang, Ying Huang, Gunnar Sivertsen

The importance of evidence-based policymaking is widely recognized, but how science influences policy remains insufficiently explored. This study aims to examine how policy documents cite research articles, thereby tracing the complex impact process of scientific research on policymaking. A conceptual model is proposed to classify four types of citation pathways by distinguishing between direct and indirect impacts and observing whether a reinforcement effect is present. To operationalize this model, we collected nearly 10 thousand policy documents related to artificial intelligence (AI) and over 1.6 million links between these policies and their referenced articles. A large-scale data analysis and a case study were conducted. Results exhibit distinct citation pathways among specific types of institutions, geopolitical areas, and policy areas. Indirect influences emerge as an important mechanism. Research articles from EU countries primarily serve the policymaking of inter-governmental organizations (IGOs) and the EU, while research articles from the USA significantly support both domestic and foreign policymaking. Notably, IGOs serve as key intermediaries, facilitating the indirect influence of research on policymaking. In addition, while the knowledge from the social sciences provides substantial support for policies in various areas, an increasing involvement of the natural sciences in the development of AI-related policies is found.

以证据为基础的政策制定的重要性已得到广泛认可,但科学如何影响政策的探索仍不够充分。本研究旨在考察政策文件如何引用研究论文,从而追溯科学研究对政策制定的复杂影响过程。本文提出了一个概念模型,通过区分直接影响和间接影响以及观察是否存在强化效应来划分四种类型的引用途径。为了实现这一模型,我们收集了近1万份与人工智能(AI)相关的政策文件,以及这些政策与其参考文章之间的160多万个链接。进行了大规模的数据分析和案例研究。结果显示,在特定类型的机构、地缘政治区域和政策领域中,引用路径存在明显差异。间接影响是一种重要的机制。来自欧盟国家的研究文章主要服务于政府间组织(igo)和欧盟的政策制定,而来自美国的研究文章主要支持国内和国外的政策制定。值得注意的是,政府间组织是关键的中介机构,促进了研究对政策制定的间接影响。此外,虽然社会科学的知识为各个领域的政策提供了大量支持,但人们发现,自然科学越来越多地参与到人工智能相关政策的制定中。
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引用次数: 0
Who funds whom exactly? A study of funding acknowledgments 到底是谁资助了谁?关于资金致谢的研究
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-22 DOI: 10.1002/asi.25004
Anna Panova, Nataliya Matveeva, Ivan Sterligov

Research funding plays a crucial role in the production of knowledge, and its nature varies considerably from country to country. Numerous studies have analyzed research funding from a bibliometric perspective. However, the role of individual authors in attracting funding remains understudied, and it may be crucial for many actors. We propose a new approach that provides a more accurate picture and test it on post-Soviet countries with low scientific production. We analyze the funding sources of the most visible part of the natural sciences by focusing on the funding acknowledgments of their papers in Nature Index journals published in 2017–2021. Both the country of origin and types of sources are accounted for. Our approach reveals marked differences between traditionally used paper-level and proposed author-level funding links. The shares of funding sources measured in this way are very different, especially with regard to foreign sources and the role of specific countries. This is particularly important when studying international papers and the roles of the countries involved, even more so for the countries with lower research capacity. Utilizing a case-driven funding sources classification, we paint a rich picture of diverging post-Soviet funding landscapes, mostly driven by national grants and EU-wide programmes.

研究经费在知识生产中起着至关重要的作用,其性质因国而异。许多研究从文献计量学的角度分析了研究经费。然而,个别作者在吸引资金方面的作用仍未得到充分研究,而这对许多参与者来说可能是至关重要的。我们提出了一种新的方法,它提供了一个更准确的图景,并在科学产出较低的后苏联国家进行了测试。我们通过关注2017-2021年发表在自然指数期刊上的论文的资金确认来分析自然科学中最明显的部分的资金来源。原产国和来源类型都有说明。我们的方法揭示了传统上使用的论文级和建议的作者级资助链接之间的显著差异。以这种方式衡量的资金来源的份额差别很大,特别是在外国来源和具体国家的作用方面。在研究国际论文和相关国家的角色时,这一点尤其重要,对于研究能力较低的国家更是如此。利用案例驱动的资金来源分类,我们描绘了一幅丰富的后苏联资助格局的图景,主要是由国家拨款和欧盟范围内的项目驱动的。
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引用次数: 0
Meaning-making during mental health struggles: Transitional information practices among individuals with obsessive-compulsive disorder 心理健康斗争中的意义制造:强迫症患者的过渡性信息实践
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-18 DOI: 10.1002/asi.25003
Yuxiang Chris Zhao, Dawei Wu, Shijie Song

When faced with significant life events, people often seek information support to help them regain a sense of meaning. Previous research has rarely explored the information practices of people with mental illnesses, particularly those with obsessive-compulsive disorder (OCD) during life transitions. In this study, we conducted qualitative interviews with 23 people with OCD, using the critical incident technique, to explore their transitional information practices during mental health challenges and to understand how these practices support their meaning-making processes. An integrated theoretical perspective was proposed, drawing on the information behavior theory of transitions and activity theory, to understand the interplay between the activities of people with OCD and the three transitional stages of understanding, negotiating, and resolving. These activities are influenced by a complex interplay of embodied experiences, social connections, cultural norms, and practical or abstract artifacts, which in turn shape the transitional information practices of individuals with OCD. Consequently, we constructed a model of the transitional information practices among individuals with OCD. This study contributes to the literature on information practices and meaning-making during life transitions and provides practical insights into how individuals with OCD might receive information support and interventions from various communities.

当面对重大的生活事件时,人们经常寻求信息支持来帮助他们重新获得意义感。以前的研究很少探索精神疾病患者的信息实践,特别是那些患有强迫症(OCD)的人在生活转型期间。在这项研究中,我们对23名强迫症患者进行了定性访谈,使用关键事件技术,探讨他们在心理健康挑战期间的过渡性信息实践,并了解这些实践如何支持他们的意义形成过程。从信息行为理论的过渡和活动理论的角度,对强迫症患者的活动与理解、协商和解决三个过渡阶段之间的相互作用进行了综合分析。这些活动受到具体经验、社会联系、文化规范和实际或抽象人工制品的复杂相互作用的影响,这些相互作用反过来又塑造了强迫症患者的过渡性信息实践。因此,我们构建了一个强迫症患者过渡性信息实践的模型。本研究对生命转变过程中的信息实践和意义创造的文献做出了贡献,并为强迫症患者如何从不同社区获得信息支持和干预提供了实用的见解。
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引用次数: 0
Investigating the interactions between individuals with disabilities and information retrieval systems: A review of help-seeking situations, search tactics, and design recommendations. An Annual Review of Information Science and Technology (ARIST) paper 调查残疾人与信息检索系统之间的相互作用:对求助情况、搜索策略和设计建议的回顾。信息科学与技术年鉴(alist)论文
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-17 DOI: 10.1002/asi.24997
Iris Xie, Wonchan Choi, Hyun Seung Lee, Bo Hyun Hong, Shengang Wang

People with disabilities face barriers when engaging with information retrieval (IR) systems due to designs that overlook their needs. This systematic literature review explores research for individuals with disabilities interacting with IR systems. Relevant theories concerning disabilities were examined, and the gap model was used as the theoretical framework that guided the review. This review covers relevant research published from 2000 to 2023, focusing on user groups with sensory, cognitive, and motor impairments. The main topics are help-seeking situations encountered by these user groups in various IR systems due to system design not meeting user needs, and search tactics applied by users with different types of disabilities corresponding to various help-seeking situations. Design recommendations for IR systems and platforms were also examined. Key limitations in existing research and the authors' reflections are highlighted, including a lack of theories on the interactions between people with disabilities and IR systems, imbalanced research on and misclassification between different types of impairments, unclear distinctions between accessibility and usability, unexplored IR issues in mobile environments, and inadequate existing IR system designs, along with the challenges posed by one-size-fits-all design. Further research opportunities are also proposed.

由于设计忽略了残疾人的需求,残疾人在使用信息检索(IR)系统时面临障碍。这篇系统的文献综述探讨了残疾人与IR系统相互作用的研究。研究残障研究的相关理论,以差距模型为理论框架指导研究。本文综述了2000年至2023年发表的相关研究,重点关注有感觉、认知和运动障碍的用户群体。主要的主题是这些用户群体在各种IR系统中由于系统设计不满足用户需求而遇到的求助情况,以及不同类型的残疾用户针对不同的求助情况所采用的搜索策略。对红外系统和平台的设计建议也进行了审查。强调了现有研究的主要局限性和作者的思考,包括缺乏关于残疾人与红外系统之间相互作用的理论,对不同类型障碍的研究不平衡和错误分类,可访问性和可用性之间的不明确区分,移动环境中未探索的红外问题,现有红外系统设计不充分,以及一刀切设计带来的挑战。并提出了进一步研究的机会。
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引用次数: 0
Bayesian and frequentist statistical models to predict publishing output and article processing charge totals 贝叶斯和频率统计模型预测出版输出和文章处理费用总额
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-17 DOI: 10.1002/asi.24981
Philip M. Dixon, Eric Schares

Academic libraries, institutions, and publishers are interested in predicting future publishing output to help evaluate publishing agreements. Current predictive models are overly simplistic and provide inaccurate predictions. This paper presents Bayesian and frequentist statistical models to predict future article counts and costs. These models use the past year's counts of corresponding authored peer-reviewed articles to predict the distribution of the number of articles in a future year. Article counts for each journal and year are modeled as a log-linear function of year with journal-specific coefficients. Journal-specific predictions are summed to predict the distribution of total paper count and combined with journal-specific costs to predict the distribution of total cost. We fit models to three data sets: 366 Wiley journals for 2016–2020, 376 Springer-Nature journals from 2017 to 2021, and 313 Wiley journals from 2017 to 2021. For each dataset, we compared predictions for the subsequent year to actual counts. The model predicts two datasets better than using either the annual mean count or a linear trend regression. For the third, no method predicts output well. A Bayesian model provides prediction uncertainties that account for all modeled sources of uncertainty. Better estimates of future publishing activity and costs provide critical, independent information for open publishing negotiations.

学术图书馆、机构和出版商都有兴趣预测未来的出版产出,以帮助评估出版协议。目前的预测模型过于简单,预测不准确。本文提出了贝叶斯和频率统计模型来预测未来的文章数量和成本。这些模型使用过去一年相应作者的同行评议文章的数量来预测未来一年文章数量的分布。每个期刊和年份的文章数被建模为具有期刊特定系数的年份的对数线性函数。对特定期刊的预测进行汇总以预测总论文数的分布,并与期刊特定成本相结合以预测总成本的分布。我们将模型拟合到三个数据集:2016-2020年的366种Wiley期刊,2017 - 2021年的376种施普林格-自然期刊,以及2017 - 2021年的313种Wiley期刊。对于每个数据集,我们将对次年的预测与实际数量进行比较。该模型比使用年平均计数或线性趋势回归更好地预测两个数据集。对于第三种情况,没有任何方法能很好地预测产出。贝叶斯模型提供的预测不确定性可以解释所有建模的不确定性来源。对未来出版活动和成本的更好估计为公开出版谈判提供了关键的、独立的信息。
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引用次数: 0
Bringing information science perspectives to data science: Opportunities and gaps 将信息科学视角引入数据科学:机遇与差距
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-14 DOI: 10.1002/asi.25000
Matthew S. Mayernik

Data science has many articulation points with information science, both in academic research contexts and in professional situations. Several recent journal special issues show the need for reflexivity in identifying and further building out these articulation points. In this brief communication, I outline aspects of data science that were not extensively discussed in detail within these special issues and deserve more attention from the JASIST community. I discuss how the information science community has important roles in building stronger theoretical understanding of data and data science, developing a more detailed understanding of the data science publishing landscape, and in mapping different manifestations of data science across societal sectors. Information science-informed work in these areas will enable further understanding of data and data science as academic and societal phenomena.

无论是在学术研究背景还是在专业情况下,数据科学都与信息科学有许多结合点。最近的几期期刊特刊表明,在识别和进一步建立这些结合点时需要反身性。在这篇简短的交流中,我概述了数据科学的一些方面,这些方面在这些特殊问题中没有得到广泛的详细讨论,值得JASIST社区给予更多的关注。我讨论了信息科学社区如何在构建对数据和数据科学的更强理论理解、对数据科学出版前景的更详细理解以及在绘制跨社会部门的数据科学的不同表现方面发挥重要作用。这些领域的信息科学工作将使数据和数据科学作为学术和社会现象得到进一步的理解。
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引用次数: 0
Toward information resilience: Applying intersectionality to the HIV/AIDS information practices of Black sexual minority men 走向信息弹性:将交叉性应用于黑人性少数男性的艾滋病毒/艾滋病信息实践
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-13 DOI: 10.1002/asi.24999
Megan Threats

Using intersectionality as a critical theoretical framework and analytical tool, this study investigated the HIV/AIDS information practices of Black sexual minority men (SMM). Twenty-two Black SMM were interviewed about their HIV/AIDS-related information practices. The resulting data were analyzed inductively using methods influenced by constructivist grounded theory. I propose information resilience as a strengths-based concept to describe protective and promotive information practices that focus on meeting individual or community-centric goals despite intersectional stigma and discrimination. Anticipated and experienced intersectional stigma and discrimination were the key motivators for protective information practices among Black SMM. Promotive factors, including peer support and self-efficacy, shaped promotive information practices to foster development and enhance well-being. The findings have implications for the incorporation of intersectionality theory into information practices research, contribute to theoretical development in the field of library and information science, and have implications for the design of information and technology-based HIV prevention and treatment interventions to address intersectional discrimination and its impact on Black sexual minority men.

本研究以交叉性为重要理论框架和分析工具,对黑人性少数男性的HIV/AIDS信息实践进行了研究。对22名黑人SMM进行了关于他们与艾滋病毒/艾滋病相关的信息实践的采访。采用建构主义扎根理论影响的方法对所得数据进行归纳分析。我提出信息弹性作为一个基于优势的概念来描述保护性和促进性的信息实践,这些实践侧重于满足以个人或社区为中心的目标,尽管存在交叉的耻辱和歧视。预期和经历的交叉污名和歧视是黑人SMM保护信息实践的关键动机。促进因素,包括同伴支持和自我效能感,塑造了促进信息实践,以促进发展和提高福祉。研究结果有助于将交叉性理论纳入信息实践研究,有助于图书馆与信息科学领域的理论发展,并有助于设计基于信息和技术的艾滋病预防和治疗干预措施,以解决交叉性歧视及其对黑人性少数男性的影响。
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引用次数: 0
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Journal of the Association for Information Science and Technology
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