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Perceptions of online education among 16-18-year-olds: Differences and similarities in their interests and preferred formats according to where they live 16-18岁青少年对在线教育的看法:根据他们的居住地,他们在兴趣和偏好形式方面的异同
4区 管理学 Q1 COMMUNICATION Pub Date : 2023-11-13 DOI: 10.3145/epi.2023.nov.03
Mireia Montaña-Blasco, Elisenda Estanyol, Leila Mohammadi
This research employs a quantitative and cross-sectional approach, utilizing an online survey (N=600), to examine the preferences of Spanish students aged 16 to 18 regarding different modes of education (face-to-face or online). It also explores potential variances based on their place of residence. Additionally, the study identifies the subjects of interest to these students for integration into formal learning and determines their preferred online learning formats. The findings reveal significant differences between students residing in cities with a population of 50,000 or more and those in smaller habitats, particularly in relation to their experiences and evaluations of online education, precisely specific training in received digital technologies, their topics of interest, their self-study learning methods, and their preferred online learning formats. These study outcomes can contribute to the enhancement of online education and better preparedness of the educational system for future challenges that may necessitate the adoption of this instructional mode. Based on our study, several recommendations for online education can be made. Firstly, there is a need for teachers to acquire enhanced digital skills. Secondly, it is important not to assume that young individuals possess inherent digital skills due to their age; instead, it is crucial to emphasize the acquisition of critical digital skills during their education. Thirdly, motivating young students by aligning teaching with their areas of interest should be encouraged, considering their significant habitat preferences. Lastly, interactive methodologies that stimulate students, such as immediate evaluation questionnaires, animations, and interactive exercises, should be prioritized, particularly for students residing in densely populated areas.
本研究采用定量和横断面方法,利用在线调查(N=600),调查16至18岁西班牙学生对不同教育模式(面对面或在线)的偏好。它还探讨了基于他们居住地的潜在差异。此外,该研究确定了这些学生感兴趣的科目,以融入正式学习,并确定了他们喜欢的在线学习形式。研究结果显示,居住在人口超过5万的城市的学生与居住在较小城市的学生之间存在显著差异,特别是在他们对在线教育的体验和评估、接受数字技术的具体培训、他们感兴趣的主题、他们的自学学习方法和他们喜欢的在线学习形式方面。这些研究成果有助于加强在线教育,并使教育系统更好地为未来的挑战做好准备,这些挑战可能需要采用这种教学模式。基于我们的研究,可以对在线教育提出几点建议。首先,教师需要获得增强的数字技能。其次,重要的是不要假设年轻人由于年龄而拥有固有的数字技能;相反,在教育过程中强调关键数字技能的获得是至关重要的。第三,考虑到他们显著的栖息地偏好,应该鼓励通过将教学与他们感兴趣的领域相结合来激励年轻学生。最后,应优先考虑刺激学生的互动方法,如即时评估问卷、动画和互动练习,特别是对居住在人口稠密地区的学生。
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引用次数: 0
Informal learning of Spanish in a Chinese music fan community 在中国乐迷社区非正式学习西班牙语
4区 管理学 Q1 COMMUNICATION Pub Date : 2023-11-13 DOI: 10.3145/epi.2023.nov.05
Yuan-Cloris Li, Daniel Cassany
In the context of digitalization and participatory culture, pop culture has sparked numerous online linguistic practices exhibiting the potential for informal language learning. This study centers around an online community consisting of Chinese fans of Spanish-language pop music. Adopting the virtual ethnography approach and using mixed methods including interviews and web-crawling of fan production, we collected data from one particular member who devotes his free time to translating Spanish-language song lyrics into Chinese, and we analyze how informal language learning takes place in this context. Our results indicate that 1) the flexibility of roles and collaborations within the community contribute to the co-construction of knowledge; 2) fan practices are fueled by the technology-facilitated fulfillment of emotional needs and the formation of a shared identity; and 3) systematic strategies appear when amateur online translators go about trying to translate colloquial expressions in a foreign language. Among these strategies are the triangulation of meanings across lyrics, the use of multiple online tools, a reliance on feedback from fellow community members, and a critical approach to sources with an eye to ensuring their reliability. These findings showing highly specialized information retrieval and critical literacy skills in fan practices could serve as inspiration for integrating lyrics translations into formal language education to enhance the acquisition of non-standardized vocabulary and the cultivation of critical thinking.
在数字化和参与式文化的背景下,流行文化激发了许多在线语言实践,展示了非正式语言学习的潜力。本研究以一个由西班牙语流行音乐的中国粉丝组成的在线社区为中心。我们采用虚拟人种学的方法,采用采访和网络抓取等混合方法,收集了一位专门将西班牙语歌词翻译成中文的成员的数据,并分析了在这种背景下非正式语言学习是如何发生的。研究结果表明:1)角色的灵活性和社区内部的协作有助于知识的共同构建;2)粉丝行为是由技术推动的情感需求的满足和共同身份的形成推动的;3)当业余在线译者试图翻译一门外语的口语表达时,系统的策略出现了。这些策略包括歌词意义的三角测量,使用多种在线工具,依赖社区成员的反馈,以及以确保其可靠性为目的的关键方法。这些研究结果表明,在歌迷的实践中,歌词翻译具有高度专业化的信息检索和批判性读写技能,可以为将歌词翻译纳入正规语言教育中提供启发,以促进非标准化词汇的习得和批判性思维的培养。
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引用次数: 0
Political polarization and politainment: Methodology for analyzing crypto hate speech on TikTok 政治极化和政治娱乐:TikTok上加密仇恨言论的分析方法
4区 管理学 Q1 COMMUNICATION Pub Date : 2023-11-10 DOI: 10.3145/epi.2023.nov.01
Pablo Berdón-Prieto, Jacobo Herrero-Izquierdo, Itziar Reguero-Sanz
TikTok has become an international benchmark: In 2022 it was the most downloaded application in all of Europe. Political discourse has not stayed on the sidelines, and its rhetoric has been adapted to a young electorate who feels at home with this new platform. Given this social network’s explosion, the main objective of this research is to analyze which topics and approaches the parties with the greatest parliamentary representation use most frequently by looking at their activity on TikTok and determine how they have leveraged a time of polarization and political confrontation to a network geared toward entertainment. To achieve these objectives, a methodological triangulation based on three analyses –quantitative content, discourse, and qualitative content– is used. The sample consists of 250 posts from the official profiles of the following Spanish political parties: Partido Socialista Obrero Español (PSOE), Partido Popular (PP), Ciudadanos (C’s), Unidas Podemos (UP), and Vox. Specifically, a non-random stratification system was used, selecting the 50 videos from each party that had with the highest number of views since they launched their profiles on this social network. From a theoretical standpoint, this study proposes a new concept, the aggressive critical message (ACM), which is presented as a further contribution to the conceptual framework of emerging studies on crypto hate speech. From an empirical standpoint, the results obtained reveal that the partisan rhetoric on TikTok is not homogeneous, and substantial differences are seen between the topics addressed by the different parties. It also is concluded that the parties are implementing techniques used in entertainment alongside polarization itself, which trivializes politics, aiming to go viral rather than to provoke thought.
抖音已经成为一个国际标杆:在2022年,它是整个欧洲下载量最大的应用程序。政治话语并没有停留在一旁,它的言辞已经适应了年轻的选民,他们对这个新平台感到自在。鉴于这个社交网络的爆炸式增长,本研究的主要目的是通过观察在TikTok上的活动,分析拥有最多议会代表的政党最常使用哪些话题和方法,并确定他们如何利用两极分化和政治对抗的时间来打造一个面向娱乐的网络。为了实现这些目标,我们采用了基于三种分析——定量内容、话语和定性内容——的方法学三角测量法。样本包括以下西班牙政党官方简介中的250篇文章:西班牙社会党Español (PSOE)、人民党(PP)、公民党(C)、我们可以联盟(UP)和Vox。具体来说,我们使用了一种非随机分层系统,从每个政党中选出自他们在这个社交网络上发布个人资料以来浏览量最高的50个视频。从理论的角度来看,本研究提出了一个新概念,即攻击性批评信息(ACM),这是对新兴的加密仇恨言论研究概念框架的进一步贡献。从实证的角度来看,获得的结果表明,TikTok上的党派言论并不同质,不同党派所讨论的话题之间存在实质性差异。该研究还得出结论,两党在实施娱乐手段的同时,也在实施两极分化本身,这将政治庸俗化,目的是传播病毒,而不是引发思考。
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引用次数: 0
Social responsibility of Spanish universities for sustainable relationships 西班牙大学对可持续关系的社会责任
4区 管理学 Q1 COMMUNICATION Pub Date : 2023-11-10 DOI: 10.3145/epi.2023.nov.02
Carmen Carretón-Ballester, Carmen Quiles-Soler, Francisco Lorenzo-Solá
As institutions committed to society, universities communicate their responsible behavior and their impacts on the environment and community through University Social Responsibility (USR) and sustainability reports. This paper analyzes USR management in the 50 higher education institutions that belong to the Spanish public university system and their commitment to the Sustainable Development Goals (SDGs) of the 2030 Agenda. A descriptive methodology was followed to carry out a document review and content analysis of their social responsibility and sustainability reports, as well as their institutional development plans. The results show that both the conceptualization and management of USR as a policy is very heterogeneous between universities and by regions. There is little evidence that USR policies are deeply rooted in a government framework and that the contribution of public universities to the 2030 Agenda is incipient. Although the relationship with internal and external audiences is represented in the documents, there are weaknesses in the relationship with mixed interest groups. Responsible communication is presented as a mechanism for the integration and promotion of the SDGs in universities and as a manifestation of their relationships with stakeholders.
作为致力于社会的机构,大学通过大学社会责任(USR)和可持续发展报告传达其负责任的行为及其对环境和社区的影响。本文分析了属于西班牙公立大学系统的50所高等教育机构的USR管理及其对2030年可持续发展目标(SDGs)的承诺。采用描述性方法对其社会责任和可持续发展报告及其机构发展计划进行文件审查和内容分析。结果表明,高校之间和地区之间对USR政策的概念和管理存在很大差异。几乎没有证据表明USR政策深深植根于政府框架,公立大学对2030年议程的贡献刚刚开始。虽然与内部和外部受众的关系在文件中有所体现,但与混合利益集团的关系存在弱点。负责任的沟通是大学整合和促进可持续发展目标的一种机制,也是大学与利益相关者关系的体现。
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引用次数: 0
Political polarization and emotion rhetoric in the US presidential transition: A comparative study of Trump and Biden on Twitter and the post-election impact on the public 美国总统换届中的政治两极分化与情感修辞:特朗普与拜登在Twitter上的对比研究及选后对公众的影响
4区 管理学 Q1 COMMUNICATION Pub Date : 2023-11-10 DOI: 10.3145/epi.2023.nov.06
Ricardo Domínguez-García, Sandra Méndez-Muros, Concha Pérez-Curiel, Mónica Hinojosa-Becerra
The pictures of the US Capitol attack, on January 6, 2021, represent a before and after in a country marked by the culture of political polarization. Following a presidential campaign based on misinformation and accusations of electoral fraud by Republican candidate Donald Trump, the level of maximum polarization causes a climate of social rupture. Faced with this, the Democratic candidate and winner of the elections, Joe Biden, projects a discourse of institutional stability and legality as a strategy before public opinion. Two years later, the abrupt division of the US electorate is evident, with a significant percentage of Republican voters questioning the legitimacy of the electoral process. The objective of this research is to find out the strategies of political polarization deployed by Donald Trump and Joe Biden on Twitter in the 2020-2021 presidential transition period, as well as the public’s response. Based on a general sample of 1,060 tweets, a comparative content analysis methodology with a triple approach (quantitative-qualitative-discursive) is applied, based on the study of themes, emotions, and the ability to go viral of the messages of both political leaders. The results confirm a Trump’s speech defined by polarization, misinformation and the attack on the democratic system, relegating information from his presidential administration in the last months of his term to the background. On the contrary, Biden avoids confrontation and reinforces his legitimacy as president-elect, by announcing management measures of the future government. The engagement value of the social audience on Twitter is also added, with a position of support for the winner of the elections.
2021年1月6日美国国会大厦遇袭的照片,代表了一个以政治两极分化文化为标志的国家的袭击前后。在基于错误信息和共和党候选人唐纳德·特朗普(Donald Trump)的选举欺诈指控的总统竞选之后,两极分化的程度达到了极点,导致了社会破裂的气氛。面对这种情况,民主党候选人、大选获胜者乔·拜登(Joe Biden)在公众面前提出了一种关于制度稳定和合法性的论述,作为一种战略。两年后,美国选民的突然分裂显而易见,相当大比例的共和党选民质疑选举过程的合法性。本研究的目的是找出唐纳德·特朗普和乔·拜登在2020-2021年总统过渡时期在Twitter上部署的政治两极分化策略,以及公众的反应。基于1060条推文的一般样本,基于对两位政治领导人的主题、情绪和信息的病毒式传播能力的研究,应用了一种具有三重方法(定量-定性-话语)的比较内容分析方法。结果证实,特朗普的演讲以两极分化、错误信息和对民主制度的攻击为特征,在他任期的最后几个月里,他的政府的信息被推到了幕后。相反,拜登通过发表未来政府的经营对策,避免了对抗,强化了当选人的正当性。Twitter上的社交受众的参与价值也增加了,支持选举获胜者的立场。
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引用次数: 0
Future of disinformation studies: emerging research fields 虚假信息研究的未来:新兴研究领域
4区 管理学 Q1 COMMUNICATION Pub Date : 2023-10-29 DOI: 10.3145/epi.2023.sep.25
Ramón Salaverría, Gustavo Cardoso
This article examines research trends on disinformation. First, it explores the relationship between disinformation and digital news media, highlighting the negative impact of disinformation on citizens’ trust in the news. Recent research on disinformation is classified into several areas, including typological studies, research on fact-checking, disinformation on digital platforms, and studies on media literacy. Next, the article identifies several emerging fields for research, such as studies on disinformation narratives, information manipulation and international interference, artificial intelligence generated disinformation, cross-platform disinformation, and thematic and multidisciplinary studies. Based on this analysis, the article highlights the need to continue investigating and combatting disinformation, as it is a persistent and growing problem in democratic societies.
本文探讨了虚假信息的研究趋势。首先,它探讨了虚假信息与数字新闻媒体之间的关系,突出了虚假信息对公民对新闻信任的负面影响。最近对虚假信息的研究分为几个领域,包括类型学研究、事实核查研究、数字平台上的虚假信息和媒体素养研究。接下来,文章确定了几个新兴的研究领域,如虚假信息叙事研究、信息操纵和国际干涉、人工智能产生的虚假信息、跨平台虚假信息以及专题和多学科研究。基于这一分析,文章强调了继续调查和打击虚假信息的必要性,因为这是民主社会中一个持续存在且日益严重的问题。
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引用次数: 0
Disintermediation and disinformation as a political strategy: use of AI to analyse fake news as Trump’s rhetorical resource on Twitter 作为政治策略的去中介化和虚假信息:利用人工智能分析假新闻,作为特朗普在Twitter上的修辞资源
4区 管理学 Q1 COMMUNICATION Pub Date : 2023-10-24 DOI: 10.3145/epi.2023.sep.23
Alba Diez-Gracia, Pilar Sánchez-García, Javier Martín-Román
The communicative effects of disintermediation caused by social media promote the expansion of personalist and emotional political discourses that reach the audience directly and evade the traditional journalistic filter. This phenomenon leads to new political communication tactics, but also exposes citizens to potentially fraudulent, contaminated or polarised content. In this context, framed in post-truth, the term ‘fake news’ gains relevance as a way of referring to disinformation and as a political and performative argument that can be weaponised. This research aims to analyse such use in the discourse of the former president Donald Trump during his presidential term (2017-2021), focussing on Twitter as the main platform in his political communication strategy online. To analyse this, we resort to a methodological triangulation of content, discourse, and sentiment analysis, with the latter combining both lexicon and artificial intelligence (AI) techniques through machine learning on the basis of deep learning and natural language processing, which is applied to his messages published with the term ‘fake news’ (N = 768). The analysis of the sample, provided here in an open dataset, employs self-developed software that allows each unit of analysis to be filtered and coded around its predominant themes, sentiments, and words. The main results confirm that Trump’s attribution of ‘fake news’ focusses on three main topics: the media (53%), politics (40%) and his cabinet (33%). It also shows how the former president resorts to a personalist agenda, focussed on the defence of his proposals and his team (80%) by delegitimizing his opponents and the press, with a negative tone (72%) loaded with derogatory terms, confirming a weaponised strategy of the term ‘fake news’ as a political argument of disinformation and disintermediation.
社交媒体造成的去中介化的传播效应促进了个人主义和情绪化的政治话语的扩张,这些话语直接到达受众,避开了传统的新闻过滤器。这种现象导致了新的政治传播策略,但也使公民暴露在潜在的欺诈、污染或两极分化的内容中。在后真相时代的背景下,“假新闻”一词作为一种指称虚假信息的方式,以及一种可以被武器化的政治和表演论点,具有了相关性。本研究旨在分析前总统唐纳德·特朗普在其总统任期(2017-2021)期间话语中的这种使用,重点关注Twitter作为其在线政治传播策略的主要平台。为了分析这一点,我们采用了内容、话语和情感分析的方法学三角测量,后者通过基于深度学习和自然语言处理的机器学习将词汇和人工智能(AI)技术结合起来,应用于他发布的带有“假新闻”一词的消息(N = 768)。样本的分析,在这里提供了一个开放的数据集,使用自主开发的软件,允许每个分析单元围绕其主要主题,情感和单词进行过滤和编码。主要结果证实,特朗普的“假新闻”主要集中在三个主题上:媒体(53%)、政治(40%)和他的内阁(33%)。它还显示了这位前总统如何诉诸个人主义议程,通过贬低对手和媒体的合法性,专注于为他的提议和他的团队辩护(80%),用负面的语气(72%)充满贬义的术语,证实了“假新闻”一词的武器化策略,作为虚假信息和非中介的政治论点。
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引用次数: 0
Fact or fiction: An experiment on how information sources and message framing influence vaccine risk perception 事实或虚构:关于信息来源和信息框架如何影响疫苗风险认知的实验
4区 管理学 Q1 COMMUNICATION Pub Date : 2023-10-24 DOI: 10.3145/epi.2023.sep.10
Daniel Catalán-Matamoros, Enrique Prada, Andrea Langbecker
In view of the growing disinformation about vaccines on social media since the beginning of the Covid-19 pandemic, effective communication strategies encouraging vaccine uptake are needed. We conducted an experiment through an online, preregistered survey to explore which types of information sources are more trusted by the population regarding the risks of the Covid-19 booster, and which types of message frames are more effective in influencing the perception of risks for children. We surveyed a representative sample composed of 1,800 Spaniards in June 2022. The two dependent variables were respondents’ perceptions of (1) the Covid-19 booster vaccine effectiveness and (2) the safety of the Covid-19 vaccine for children. Participants were randomly exposed to different messaging regarding these vaccines, with different sources of information (scientific consensus, scientific dissensus, governmental, influencers and medical doctors), and different message framing (pro- and anti-vaccine storytelling and pro- and anti-vaccine scientific data). Additionally, some respondents who did not receive any messaging formed a control group. Our findings suggest that different information sources and frames can influence people’s risk perception of vaccines. The source ‘medical doctors’ had a positive effect on risk perception of the Covid-19 booster vaccine (p < 0.05), and pro-vaccine messages, in the form of both storytelling and scientific expository frames, had a positive effect on respondents’ risk perception of the vaccine for children (p < 0.1 and p < 0.05, respectively). On the one hand, male and older respondents rated booster vaccines as more effective than female and younger respondents. On the other hand, right-wing respondents believed vaccines are somewhat less safe for children than left-wing respondents. These findings might support the development of strategic communication in vaccination programmes by public health departments to improve immunization rates in the general population. The practical and theoretical implications are discussed.
鉴于自2019冠状病毒病大流行开始以来,社交媒体上关于疫苗的虚假信息日益增多,需要采取有效的宣传战略,鼓励接种疫苗。我们通过一项预先登记的在线调查进行了一项实验,以探索人们更信任哪种类型的信息来源,以及哪种类型的信息框架更有效地影响儿童对风险的认知。我们在2022年6月对1800名西班牙人的代表性样本进行了调查。这两个因变量是受访者对(1)Covid-19加强疫苗有效性和(2)儿童Covid-19疫苗安全性的看法。参与者随机接触到关于这些疫苗的不同信息,有不同的信息来源(科学共识、科学异议、政府、影响者和医生),以及不同的信息框架(支持和反对疫苗的故事叙述以及支持和反对疫苗的科学数据)。此外,一些没有收到任何消息的受访者组成了一个对照组。我们的研究结果表明,不同的信息来源和框架可以影响人们对疫苗的风险认知。来源“医生”对Covid-19加强疫苗的风险认知有积极影响(p <0.05),支持接种疫苗的信息,以讲故事和科学说明性框架的形式,对受访者对儿童疫苗的风险认知有积极影响(p <0.1和p <分别为0.05)。一方面,男性和老年答复者认为加强疫苗比女性和年轻答复者更有效。另一方面,右翼受访者认为疫苗对儿童的安全性略低于左翼受访者。这些发现可能支持公共卫生部门在疫苗接种计划中发展战略沟通,以提高普通人群的免疫率。讨论了其实际意义和理论意义。
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引用次数: 0
ChatGPT: Stream of opinion in five newspapers in the first 100 days since its launch ChatGPT:自推出100天以来,5家报纸的意见流
4区 管理学 Q1 COMMUNICATION Pub Date : 2023-10-20 DOI: 10.3145/epi.2023.sep.24
Cristian González-Arias, Xosé López-García
In the last decade, journalism has progressively incorporated artificial intelligence (AI) into several processes: information analysis, content extraction, audience research, and automated copywriting, among others. ChatGPT, which has a great capacity for interacting with people through natural language and providing a response to almost any topic, focuses on content creation. This significant technological advancement rekindles the debate on whether machines will replace humans, including journalists. Focusing on the case of the Spanish press and using the framework of studying media participation in the public debate, we are interested in the press’s reaction to ChatGPT’s launch. Specifically, we asked the following questions: What were the issues that dominated the debate, and what voices were called upon to express their opinions? The stream of opinion on this issue was analyzed from a communication studies and discourse analysis perspective, starting with the identification of opinion statements expressed in articles of various journalistic genres conveyed by the press during the first 100 days since the launch of ChatGPT on November 30, 2022. We worked with 176 press articles that addressed the subject in five Spanish generalist newspapers. The results showed that the flow of opinion developed from 8 subtopics and 11 groups of voices. The prevailing opinion during this period was that ChatGPT is an extraordinary technological milestone, even if it makes mistakes that reveal the technology’s immaturity. The main shortcomings identified were the inability to distinguish between what is true and what is false, its tendency to function as a black box, and its failure to account for the sources it uses. However, owing to the business potential that it heralds, it is clear that a real war for the dominance of AI has broken out, which makes it necessary to put regulations in place to reduce the risks of malicious use.
在过去十年中,新闻业逐渐将人工智能(AI)纳入了几个流程:信息分析、内容提取、受众研究和自动文案撰写等。ChatGPT通过自然语言与人进行交互,并对几乎任何主题提供响应,专注于内容创建。这一重大技术进步再次引发了关于机器是否会取代人类(包括记者)的争论。以西班牙媒体为例,并以研究媒体参与公共辩论的框架,我们对媒体对ChatGPT推出的反应感兴趣。具体来说,我们提出了以下问题:主导辩论的议题是什么?什么样的声音被要求表达他们的意见?本文从传播学和话语分析的角度对这一问题的意见流进行了分析,首先对ChatGPT自2022年11月30日启动以来的前100天内,媒体在各种新闻类型的文章中表达的意见进行了识别。我们在五家西班牙通才报纸上研究了176篇关于这一主题的新闻文章。结果显示,意见流由8个子主题和11组声音发展而来。这一时期的主流观点是,ChatGPT是一个非凡的技术里程碑,即使它犯了一些错误,暴露了技术的不成熟。所确定的主要缺点是无法区分真假,其功能倾向于像一个黑匣子,以及未能说明其使用的来源。然而,由于它预示的商业潜力,很明显,一场争夺人工智能主导地位的真正战争已经爆发,这使得有必要制定法规,以减少恶意使用的风险。
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引用次数: 0
A search strategy for publications in interdisciplinary research 跨学科研究出版物的检索策略
4区 管理学 Q1 COMMUNICATION Pub Date : 2023-10-13 DOI: 10.3145/epi.2023.sep.22
Wenjing Xiong, Ping Zhou
To retrieve the right collection of publications in interdisciplinary research, we have developed a search strategy with four progressive steps and take the area of public affairs (PA) as a case study. A set of seed publications in PA is first identified, followed by the construction of a pool set of publications with wider coverage for refinement in the next step, which is critical and in which an expanded set of publications is established on the basis of the references and text semantic information, thus generating two respective subsets. One of these subsets is obtained on the basis of the number of references shared between each publication pair between the seed set and the pool set. To optimize the results, we construct two models, viz. a support vector machine (SVM) and a fully connected neural network (FCNN), and find that the FCNN model outperforms the SVM model. The second subset of publications are collected by selecting the publications with high topic similarity to the seed publications collected in the first step. The final step is to integrate the seed publications with the expanded publications collected in steps 1 and 3. The results show that PA research involves an extremely wide range of disciplines (n = 45), among which public administration, environmental sciences, economics, management, and health policy and services, among others, play the most significant roles.
为了检索跨学科研究中正确的出版物集合,我们制定了一个包含四个渐进步骤的搜索策略,并以公共事务领域(PA)为例进行了研究。首先确定PA中的一组种子出版物,然后构建一个覆盖范围更广的出版物池集,以便在下一步进行细化,这是至关重要的,其中在参考文献和文本语义信息的基础上建立一个扩展的出版物集,从而产生两个各自的子集。其中一个子集是根据种子集和池集之间的每个发布对之间共享的引用数量获得的。为了优化结果,我们构建了支持向量机(SVM)和全连接神经网络(FCNN)两个模型,并发现FCNN模型优于SVM模型。通过选择与第一步收集的种子出版物主题相似度高的出版物来收集出版物的第二个子集。最后一步是将种子出版物与步骤1和步骤3中收集的扩展出版物集成在一起。结果表明,PA研究涉及的学科范围非常广泛(n = 45),其中公共管理、环境科学、经济学、管理学和卫生政策与服务等学科发挥了最重要的作用。
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引用次数: 0
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