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Explainable Artificial Intelligence (XAI) 可解释人工智能(XAI)
IF 1.8 4区 管理学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-06-15 DOI: 10.6017/ital.v41i2.14683
M. Ridley
The field of explainable artificial intelligence (XAI) advances techniques, processes, and strategies that provide explanations for the predictions, recommendations, and decisions of opaque and complex machine learning systems. Increasingly academic libraries are providing library users with systems, services, and collections created and delivered by machine learning. Academic libraries should adopt XAI as a tool set to verify and validate these resources, and advocate for public policy regarding XAI that serves libraries, the academy, and the public interest.
可解释人工智能(XAI)领域进步了为不透明和复杂的机器学习系统的预测、建议和决策提供解释的技术、过程和策略。越来越多的学术图书馆为图书馆用户提供通过机器学习创建和提供的系统、服务和收藏。学术图书馆应采用XAI作为验证和验证这些资源的工具集,并倡导有关XAI的公共政策,为图书馆、学院和公众利益服务。
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引用次数: 707
ResearchGate Metrics’ Behavior and Its Correlation with RG Score and Scopus Indicators ResearchGate Metrics的行为及其与RG评分和Scopus指标的相关性
IF 1.8 4区 管理学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-03-21 DOI: 10.6017/ital.v41i1.14033
Saeideh Valizadeh-Haghi, Hamed Nasibi-Sis, M. Shekofteh, S. Rahmatizadeh
Objective: Social networking sites are appropriate tools for sharing and exposing scientific works to increase citations. The objectives of the present study are to investigate the activity of Iranian scholars in the medical sciences in ResearchGate and to explore the effect of each of the four ResearchGate metrics on the RG score. Moreover, the citation metrics of the faculty members in Scopus and the relationship between these metrics and the RG score were explored. Methods: The study population included all SBMU faculty members who have profiles in ResearchGate (N=950). The data were collected through ResearchGate and Scopus in January 2021. The Spearman correlation coefficient was applied to examine the relationship between ResearchGate metrics and Scopus indicators as well as to determine the effect of each ResearchGate metric on the RG score. Results: The findings revealed that the publication sharing metric had the highest correlation (0.918) with the RG score and had the greatest impact on it (p-value <0.001), while the question asking metric showed the lowest correlation (0.11). Moreover, there was a significant relationship between the RG score and Scopus citation metrics (p-value <0.05). Furthermore, all four RG metrics had a positive and significant relationship with Scopus indicators (p-value <0.05), in which the number of shared publications had the highest correlation compared to other RG metrics. Conclusion: Researchers’ participation in the ResearchGate social network is effective in increasing citation indicators. Therefore, more activity in the ResearchGate social network may have favorable results in improving universities’ ranking.
目的:社交网站是分享和曝光科学作品以增加引用的合适工具。本研究的目的是调查伊朗医学学者在ResearchGate的活动情况,并探讨ResearchGate四项指标对RG评分的影响。此外,还探讨了Scopus中教师的引文指标以及这些指标与RG分数之间的关系。方法:研究人群包括所有在ResearchGate有档案的SBMU教职员工(N=950)。该数据于2021年1月通过ResearchGate和Scopus收集。Spearman相关系数用于检验ResearchGate指标与Scopus指标之间的关系,并确定每个ResearchGate指标对RG评分的影响。结果:出版物共享指标与RG评分的相关性最高(0.918),对RG评分的影响最大(p值<0.001),而提问指标的相关性最低(0.11)。RG得分与Scopus被引指标之间存在显著相关(p值<0.05)。此外,所有四个RG指标都与Scopus指标呈显著正相关(p值<0.05),其中共享出版物数量与其他RG指标的相关性最高。结论:科研人员参与ResearchGate社交网络对提高引文指标是有效的。因此,ResearchGate社交网络的活跃程度越高,对大学排名的提升就越有利。
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引用次数: 3
Using Open Access Institutional Repositories to Save the Student Symposium during the COVID-19 Pandemic 在COVID-19大流行期间使用开放获取机构知识库保存学生研讨会
IF 1.8 4区 管理学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-03-21 DOI: 10.6017/ital.v41i1.14175
Allison Symulevich, Mark Hamilton
In 2020, during the COVID-19 pandemic, colleges and universities around the world were forced to close or move to online instruction. Many institutions host yearly student research symposiums. This article describes how two universities used their institutional repositories to adapt their student research symposiums to virtual events in a matter of weeks. Both universities use the bepress Digital Commons platform for their institutional repositories. Even though the two universities’ symposium strategies differed, some commonalities emerged, particularly with regard to learning the best practices to highlight student work and support their universities’ efforts to host research symposiums virtually.
2020年,在2019冠状病毒病大流行期间,世界各地的高校被迫关闭或转向在线教学。许多机构每年都会举办学生研究研讨会。本文描述了两所大学如何使用他们的机构存储库,在几周内使他们的学生研究研讨会适应虚拟事件。这两所大学都使用bepress数字共享平台作为他们的机构知识库。尽管两所大学的研讨会策略不同,但也出现了一些共同点,特别是在学习最佳实践以突出学生工作和支持他们的大学在虚拟环境中举办研究研讨会的努力方面。
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引用次数: 0
Balancing Community and Local Needs 平衡社区和地方需求
IF 1.8 4区 管理学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-03-21 DOI: 10.6017/ital.v41i1.14073
D. Coughlin
This paper examines the decision points over the course of ten years for developing an Institutional Repository. Specifically, the focus is on the impact and influence from the open-source community, the needs of the local institution, the role that team dynamics plays, and the chosen platform. Frequently, the discussion revolves around the technology stack and its limitations and capabilities. Inherently, any technology will have several features and limitations, and these are important in determining a solution that will work for your institution. However, the people running the system and developing the software, and their enthusiasm to continue work within the existing software environment in order to provide features for your campus and the larger open-source community will play a bigger role than the technical platform. These lenses are analyzed through three points in time: the initial roll out of our Institutional Repository, our long-term running and maintenance, and eventual new development and why we made the decisions we made at each of those points in time.
本文考察了十年来开发机构存储库过程中的决策点。具体来说,重点是来自开源社区的影响和影响、当地机构的需求、团队动态所扮演的角色以及所选择的平台。讨论经常围绕技术栈及其限制和功能展开。从本质上讲,任何技术都有一些特性和限制,这些对于确定适合您的机构的解决方案非常重要。然而,运行系统和开发软件的人,以及他们在现有软件环境中继续工作以为您的校园和更大的开源社区提供功能的热情,将比技术平台发挥更大的作用。这些镜头通过三个时间点进行分析:我们机构存储库的初始推出,我们的长期运行和维护,以及最终的新开发,以及我们在每个时间点做出决策的原因。
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引用次数: 0
Using DPLA and the Wikimedia Foundation to Increase Usage of Digitized Resources 使用DPLA和维基媒体基金会增加数字化资源的使用
IF 1.8 4区 管理学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-03-21 DOI: 10.6017/ital.v41i1.13659
Dominic Byrd-McDevitt, J. Dewees
The Digital Public Library of America has created a process by which rights-free or openly licensed resources that have already been harvested can be copied over into Wikimedia Commons, thus creating a simple path for including those digital collections materials into Wikipedia articles. By meeting internet users where they already are, rather than relying on them to navigate to individual digital libraries, the access and usage of digital assets is dramatically increased, in particular to user groups that might otherwise not have a reason to interact with such digitized resources.
美国数字公共图书馆创建了一个程序,通过该程序,可以将已经获得的无权利或公开许可的资源复制到维基媒体共享空间,从而为将这些数字收藏材料纳入维基百科文章创造了一条简单的途径。通过在互联网用户已经所在的地方与他们会面,而不是依靠他们导航到各个数字图书馆,数字资产的访问和使用大大增加,特别是对于那些可能没有理由与这些数字化资源互动的用户群体。
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引用次数: 0
Local Hosting of Faculty-Created Open Education Resources 本地托管教师创造开放教育资源
IF 1.8 4区 管理学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-03-21 DOI: 10.6017/ital.v41i1.13803
Joe Letriz
Rising costs of secondary education institutions, coupled with the inflated cost of textbooks, have forced students to make decisions on whether they can afford the primary materials for their classes. Publishers working to supply digital access codes, which limit the ability of students to copy, print, or share the materials, or resell the textbook after the course is over, have further pushed students into forgoing purchasing materials. In recent years, institutions have moved to support OER (Open Education Resources) initiatives to provide students a cost-free primary text or supplement to their materials. This allows students unfettered access to quality resources that help drive engagement in courses, from homework to discussions. While larger institutions or in-state partnerships with resource sharing consortiums, such as the MnPALS cooperation with the state of Minnesota, provide access to platforms like Pressbooks, smaller institutions and private colleges don’t always have the ability to negotiate these types of relationships. In this case study, I will cover the foundations necessary to start a low-cost, self-hosted solution to support faculty creation of OER material and the available resources that the University of Dubuque utilized in their development process. This overview will briefly cover the skills and knowledge needed to support the growth of this initiative with minimal complexity and as little jargon as possible.
中等教育机构成本的上涨,加上课本成本的膨胀,迫使学生决定是否负担得起课堂上的初级材料。出版商致力于提供数字访问码,这限制了学生复制、打印或共享材料的能力,或在课程结束后转售教科书的能力,这进一步迫使学生放弃购买材料。近年来,各机构已开始支持OER(开放教育资源)倡议,为学生提供免费的初级教材或材料补充。这使学生能够不受限制地获得优质资源,有助于推动课程的参与,从家庭作业到讨论。虽然较大的机构或与资源共享联盟的州内合作伙伴关系,如与明尼苏达州的MnPALS合作,提供了访问Pressbooks等平台的机会,但较小的机构和私立大学并不总是有能力协商这些类型的关系。在本案例研究中,我将介绍启动低成本、自托管解决方案所需的基础,以支持教师创建OER材料以及杜布奎大学在其开发过程中使用的可用资源。本概述将简要介绍支持这一举措发展所需的技能和知识,尽可能减少复杂性和行话。
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引用次数: 0
Letter from the Editors (March 2022) 编辑来信(2022年3月)
IF 1.8 4区 管理学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-03-21 DOI: 10.6017/ital.v41i1.14881
K. Varnum, Marisha C. Kelly
Welcome to ITAL's Assistant Editor, call for volunteers to serve on the Editorial Board, and summary of the issue's contents.
欢迎来到ITAL的助理编辑,号召志愿者加入编辑委员会,并对本期内容进行总结。
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引用次数: 0
Migration of a Research Library's ICT-Based Services to a Cloud Platform 某研究图书馆ict服务向云平台的迁移
IF 1.8 4区 管理学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-03-21 DOI: 10.6017/ital.v41i1.13537
F. Jayakanth, Anand Byrappa, Filbert Minj
Libraries have been at the forefront in adopting emerging technologies to manage the library’s operations and provide information services to the user community they serve. With the emergence of cloud computing (CC) technology, libraries are exploring and adopting CC service models to make their own services more efficient, reliable, secure, scalable, and cost-effective. In this article, the authors share their experience migrating some of the library’s locally hosted ICT-based services onto the Microsoft Azure cloud platform. The migration of services to a cloud platform has helped the library significantly reduce the downtime of its services due to power or network or system outages.
图书馆一直处于采用新兴技术管理图书馆运营并向其服务的用户群体提供信息服务的前沿。随着云计算(CC)技术的出现,图书馆正在探索并采用CC服务模型,以使自己的服务更加高效、可靠、安全、可扩展和经济高效。在这篇文章中,作者分享了他们将图书馆的一些本地托管的基于ICT的服务迁移到Microsoft Azure云平台上的经验。将服务迁移到云平台有助于图书馆显著减少因电源、网络或系统中断而导致的服务停机时间。
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引用次数: 0
Policy Before Technology 政策先于技术
IF 1.8 4区 管理学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-03-21 DOI: 10.6017/ital.v41i1.14773
B. Lund
In the race to adopt the newest and best, practical considerations for emerging technologies are frequently overlooked. Technology can set an organization apart and, in the case of libraries, be instrumental in helping demonstrate value. Yet, all new technologies carry additional, potentially unpleasant consequences, whether it be threats to privacy and security, barriers to accessibility or risks to health, learning barriers, or exposure to misinformation. Organizations must consider these threats before introducing new technologies, rather than the other way around. To illustrate these threats and their policy implications, I will briefly discuss two popular technologies/innovations—virtual reality and data analytics—and the threats that are often overlooked by organizations and how they may be appropriately addressed by policy.
在采用最新和最好的技术的竞赛中,对新兴技术的实际考虑常常被忽视。技术可以使组织与众不同,在图书馆的情况下,技术可以帮助展示价值。然而,所有新技术都会带来额外的、可能令人不快的后果,无论是对隐私和安全的威胁、对可及性的障碍或对健康的风险、学习障碍,还是接触错误信息。组织在引入新技术之前必须考虑到这些威胁,而不是相反。为了说明这些威胁及其政策含义,我将简要讨论两种流行的技术/创新——虚拟现实和数据分析——以及经常被组织忽视的威胁,以及政策如何适当地解决这些威胁。
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引用次数: 0
Diversity, Equity & Inclusion Statements on Academic Library Websites 高校图书馆网站上的多样性、公平性和包容性声明
IF 1.8 4区 管理学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2021-12-20 DOI: 10.6017/ital.v40i4.13353
Eric Ely
Post-secondary education in the 21st century United States is rapidly diversifying, and institutions’ online offerings and presence are increasingly significant. Academic libraries have an established history of offering virtual services and providing online resources for students, faculty, staff, and the general public. In addition to these services and resources, information on academic library websites can contribute to an institution’s demonstration of value placed on diversity, equity, and inclusion (DEI). This article analyzes the DEI statements of a library consortium’s member websites to explore how these statements contribute to institutional construction of, and commitment to, diversity, equity, and inclusion. Descriptive analysis revealed 12 of 16 member libraries had explicitly labeled DEI statements in November 2020, with an additional member updating their website to include such a statement in early 2021. Content analysis examined how the existing statements contributed to institutional value of and commitment to DEI, and multi-modal theory explored the communicative aspects of DEI statement content. Analysis revealed vague conceptualizations of diversity and library-centered language in DEI statements, while a subset of statements employed anti-racist and social justice language to position the library as an active agent for social change. Implications and avenues for future research are discussed.
21世纪的美国中学后教育正在迅速多样化,各机构的在线课程和存在越来越重要。学术图书馆在为学生、教职员工和公众提供虚拟服务和在线资源方面有着悠久的历史。除了这些服务和资源外,学术图书馆网站上的信息还有助于机构展示多样性、公平性和包容性(DEI)的价值。本文分析了图书馆联盟成员网站的DEI声明,以探讨这些声明如何有助于多样性、公平性和包容性的制度建设和承诺。描述性分析显示,16个成员图书馆中有12个在2020年11月明确标注了DEI声明,另有一个成员在2021年初更新了其网站,将此类声明纳入其中。内容分析考察了现有陈述如何对DEI的制度价值和承诺做出贡献,多模态理论探讨了DEI陈述内容的交际方面。分析显示,DEI声明中对多样性和以图书馆为中心的语言的概念模糊,而一部分声明使用了反种族主义和社会正义的语言,将图书馆定位为社会变革的积极推动者。讨论了未来研究的意义和途径。
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引用次数: 9
期刊
Information Technology and Libraries
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