Co-occurrence analysis

共现分析
  • 文章类型: Journal Article
    药品管理是介于药学、法律与管理,相关研究涉及药物开发的全过程,生产,流通和使用。随着医疗系统的发展和患者用药需求的多样化,药品管理领域的研究日益丰富。明确了该领域的发展现状,本研究首次基于知识图谱方法对该领域的相关文献进行了文献计量分析,探讨了研究热点和前沿的演化趋势。
    文献是从WebofScience核心收藏数据库获得的。CiteSpace6.2。R4(高级),VOSViewer,ScimagoGraphica,Pajek和R编程语言用于可视化数据。
    本研究共纳入12,771篇出版物。药物管理领域的出版物显示出总体增长的趋势。从学科演变来看,早期的研究课题往往涉及药剂师和药学服务的定位以及管理体系的建立。从2000年到2005年,这一时期倾向于侧重于临床药学和机构规范。随着全球化和市场经济的发展,从2005年到2010年的研究开始向药物市场和经济学领域发展。从2010年到2015年,研究逐渐纳入卫生系统和医疗服务。随着信息技术的发展,2015年后,药品管理领域的研究也开始向数字化、智能化方向发展。鉴于COVID-19的全球流行,药物供应管理等研究课题,自2020年以来,重大公共卫生事件下的药学服务和远程医疗服务表现出越来越大的兴趣。
    基于知识图谱方法,本研究为药物管理研究领域提供了知识景观。结果表明,药学教育改革,COVID-19大流行下的药物管理挑战,数字化转型和远程医疗服务的兴起是该领域的热门话题。此外,研究前沿也展示了信息技术与药品管理集成的广阔前景,精准药学服务的实用价值,全球药物治理的迫切需要,以及人工智能技术在药物设计中的应用所涉及的伦理和法律问题,为今后药学实践的发展指明了方向。
    UNASSIGNED: Pharmaceutical management is a new frontier subject between pharmacy, law and management, and related research involves the whole process of drug development, production, circulation and use. With the development of medical systems and the diversification of patients\' drug needs, research in the field of pharmaceutical management is becoming increasingly abundant. To clarify the development status of this field, this study conducted a bibliometric analysis of relevant literature in the field based on the knowledge graph method for the first time and explored the evolutionary trends of research hotspots and frontiers.
    UNASSIGNED: Literature was obtained from the Web of Science Core Collection database. CiteSpace 6.2.R4 (Advanced), VOSViewer, Scimago Graphica, Pajek and the R programming language were used to visualize the data.
    UNASSIGNED: A total of 12,771 publications were included in the study. The publications in the field of pharmaceutical management show an overall increasing trend. In terms of discipline evolution, early research topics tended to involve the positioning of pharmacists and pharmaceutical care and the establishment of a management system. From 2000 to 2005, this period tended to focus on clinical pharmacy and institutional norms. With the development of globalization and the market economy, research from 2005 to 2010 began to trend to the fields of drug markets and economics. From 2010 to 2015, research was gradually integrated into health systems and medical services. With the development of information technology, after 2015, research in the field of pharmaceutical management also began to develop in the direction of digitalization and intelligence. In light of the global pandemic of COVID-19, research topics such as drug supply management, pharmaceutical care and telemedicine services under major public health events have shown increased interest since 2020.
    UNASSIGNED: Based on the knowledge mapping approach, this study provides a knowledge landscape in the field of pharmaceutical management research. The results showed that the reform of pharmacy education, the challenge of drug management under the COVID-19 pandemic, digital transformation and the rise of telemedicine services were the hot topics in this field. In addition, the research frontier also shows the broad prospects of the integration of information technology and pharmaceutical management, the practical value of precision pharmaceutical services, the urgent need of global drug governance, and the ethical and legal issues involved in the application of artificial intelligence technology in drug design, which points out the direction for the future development of pharmaceutical practice.
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  • 文章类型: Journal Article
    背景:在过去的十年中,骨质疏松性骨折领域的主题演变已经从流行病学和长期发病率的预测,骨质疏松性骨折的风险评估,以及唑来膦酸和地诺塞马治疗骨质疏松症的治疗指南和抗骨质疏松药物引起的副作用。
    目的:了解骨质疏松性骨折研究的趋势和热点。
    方法:在2010年1月1日至2019年12月31日之间从WebofScienceCoreCollection数据库检索原始文章。CiteSpace软件促进了科学生产力和新兴趋势的分析和可视化。
    结果:使用文献计量指数确定了9项研究,包括引文,中心性,和sigma值,这可能表明一种增长的趋势。通过聚类,我们确定了六个主要的热门子主题。使用突发分析,确定了2017年后爆破强度最强的前5个参考,表明该领域的未来热点。
    结论:目前骨质疏松性骨折研究的热点子主题包括非典型股骨骨折,雄激素剥夺疗法,Denosumab停药,髋部骨折,骨小梁评分(TBS),和骨表型。骨质疏松性骨折患者继发骨折的处理和预防,TBS,唑来膦酸的长期给药策略有望成为研究热点。
    BACKGROUND: In the past decade, the evolution of themes in the field of osteoporotic fractures has changed from epidemiology and prediction of long-term morbidity, risk assessment of osteoporotic fractures, and zoledronic acid and denosumab in the treatment of osteoporosis to treatment guidelines for osteoporosis and the side effects caused by anti-osteoporotic drugs.
    OBJECTIVE: To understand the trends and hotspots in osteoporotic fracture research.
    METHODS: Original articles were retrieved between January 1, 2010, and December 31, 2019, from the Web of Science Core Collection database. CiteSpace software facilitated the analysis and visualization of scientific productivity and emerging trends.
    RESULTS: Nine studies were identified using bibliometric indices, including citation, centrality, and sigma value, which might indicate a growing trend. Through clustering, we identified six major hot subtopics. Using burst analysis, top-5 references with the strongest bursting strength after 2017 were identified, indicating a future hotspot in this field.
    CONCLUSIONS: Current hot subtopics in osteoporotic fracture research include atypical femoral fractures, androgen deprivation therapy, denosumab discontinuation, hip fractures, trabecular bone score (TBS), and bone phenotype. Management and prevention of secondary fractures in patients with osteoporotic fractures, TBSs, and long-term administration strategy for zoledronic acid are expected to become research hotspots.
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  • 文章类型: Journal Article
    小额信贷作为一项社会创新已经获得了广泛的关注,向被排除在正规金融服务之外的家庭提供灵活和低成本的金融服务。多年来,许多研究工作扩大了小额信贷的知识库。应用文献计量学,我们总结了1987年至2022年间发表的1599篇文章的发现。我们的绩效分析揭示了对研究趋势的见解,包括它的地理分布,正在研究的理论,和最具影响力的出版物。更重要的是,知识基础和主题分析将小额信贷研究分为三大主题,viz.小额信贷的影响,小额信贷管理与小额信贷的绩效和效率。此外,我们追踪各种研究主题的演变,并使用定期平均出版年份预测未来趋势。这项研究,因此,为新研究人员和经验丰富的学者提供小额信贷研究的宝贵参考,以及政策制定者,提供对研究趋势的见解,开创性的作品,和未来的方向。
    Microfinance has gained significant attention as a social innovation, offering flexible and low-cost financial services to households who are otherwise excluded from formal financial services. Over the years, numerous research works have expanded the knowledge base of microfinance. Applying bibliometrics, we summarise findings from 1599 articles published between 1987 and 2022. Our performance analysis reveals insights into the research trend, including its geographical distribution, the theories under examination, and the most influential publications. More importantly, the knowledge foundation and thematic analysis categorize microfinance research into three broad themes, viz. impact of microfinance, management of microfinance and performance and efficiency of microfinance. Furthermore, we trace the evolution of various research topics and forecast future trends using periodical average publication years over time. This study, therefore, serves as a valuable reference in microfinance research both for new researchers and seasoned academics, as well as policymakers, providing insights into research trends, seminal works, and future directions.
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  • 文章类型: Journal Article
    企业家精神是经济增长的关键动力,尤其是在农村地区。了解有助于农村创业生态系统成功的独特组成部分至关重要。这项研究提出了一种尖端的方法来揭示支持农村创业的农村创业生态系统的基本组成部分。我们采用文献计量技术,使我们能够利用Scopus数据库中与创业生态系统相关的学术论文元数据。通过引文分析,我们确定了与创业生态系统相关的核心研究网络。共现分析可视化了一般和农村创业生态系统中最突出的组成部分的集群。我们根据文献综述来解释结果。我们的研究将基本组成部分分为两个:演员(学者,business,政府,和社区)和非行为人(人力资本,网络,创业文化,金融系统,治理系统,基础设施,环境资源,和市场)组件。环境资源对于区分农村地区创业生态系统的条件至关重要。该部分代表了较小地区的独特性和当地经济潜力,而在一般的创业生态系统研究中,这个组件可能不是一个问题。通过揭示农村创业生态系统的组成部分,我们的研究提供了可以帮助决策者的见解,从业者,和学术界更好地支持农村创业,促进农村经济增长。
    Entrepreneurship is a crucial driver of economic growth, especially in rural areas. Understanding the unique components that contribute to the success of rural entrepreneurial ecosystems is essential. This study presents a cutting-edge approach to uncover the essential components of rural entrepreneurial ecosystems that support rural entrepreneurship. We employ bibliometric techniques that enable us to leverage the Scopus database\'s academic paper metadata related to entrepreneurial ecosystems. Through citation analysis, we identify a core network of studies related to entrepreneurial ecosystems. Co-occurrence analysis visualizes the clusters of the most prominent components in both general and rural entrepreneurial ecosystems. We interpret the results based on a literature review. Our study categorizes the essential components into two: actor (academics, business, government, and community) and non-actor (human capital, network, entrepreneurial culture, financial systems, governance systems, infrastructure, environmental resources, and market) components. Environmental resources are critical in distinguishing the conditions of an entrepreneurial ecosystem in rural areas. This component represents the uniqueness and local economic potential of smaller areas, whereas in general entrepreneurial ecosystem studies, this component might not be a concern. By uncovering the components of rural entrepreneurial ecosystems, our study provides insights that can help policymakers, practitioners, and academics better support rural entrepreneurship and promote economic growth in rural areas.
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  • 文章类型: Journal Article
    基于测序的空间转录组学(ST)方法允许在条形码位点无偏捕获RNA分子,绘制组织中细胞类型和转录本的分布和定位图。虽然这些技术的粗略分辨率被认为是一个缺点,我们认为,在斑点上捕获的转录组的固有接近性可以用来重建细胞网络。为此,我们开发了ISCHIA(识别健康和炎症组织中的空间共存),一个计算框架,用于分析斑点内细胞类型和转录物物种的空间共现。共现分析与差异基因表达互补,因为它不依赖于给定细胞类型的丰度或转录本表达水平,而是它们在组织中的空间关联。我们应用ISCHIA来分析细胞类型的共现,人类溃疡性结肠炎患者的Visium数据集中的配体和受体,并在匹配的基于杂交的数据上以单细胞分辨率验证了我们的发现。我们发现了涉及M细胞和成纤维细胞的炎症诱导的细胞网络,以及在发炎的人类结肠中富集的配体-受体相互作用,以及它们相关的基因特征。我们的结果突出了假设的产生能力和空间转录组学数据上的共生分析的广泛适用性。
    Sequencing-based spatial transcriptomics (ST) methods allow unbiased capturing of RNA molecules at barcoded spots, charting the distribution and localization of cell types and transcripts across a tissue. While the coarse resolution of these techniques is considered a disadvantage, we argue that the inherent proximity of transcriptomes captured on spots can be leveraged to reconstruct cellular networks. To this end, we developed ISCHIA (Identifying Spatial Co-occurrence in Healthy and InflAmed tissues), a computational framework to analyze the spatial co-occurrence of cell types and transcript species within spots. Co-occurrence analysis is complementary to differential gene expression, as it does not depend on the abundance of a given cell type or on the transcript expression levels, but rather on their spatial association in the tissue. We applied ISCHIA to analyze co-occurrence of cell types, ligands and receptors in a Visium dataset of human ulcerative colitis patients, and validated our findings at single-cell resolution on matched hybridization-based data. We uncover inflammation-induced cellular networks involving M cell and fibroblasts, as well as ligand-receptor interactions enriched in the inflamed human colon, and their associated gene signatures. Our results highlight the hypothesis-generating power and broad applicability of co-occurrence analysis on spatial transcriptomics data.
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  • 文章类型: Journal Article
    这篇文献计量学综述考察了人工智能(AI)和机器学习(ML)在银行业应用的研究状况,金融服务,和保险(BFSI)部门。该研究的重点是Scopus索引的文章,以确定关键的研究集群。遵循系统审查和荟萃分析(PRISMA)方案的首选报告项目,筛选了39498篇文章,导致1045篇文章符合纳入标准。N-gram分析在文章标题和摘要中确定了177个独特的术语。共现分析揭示了涵盖金融科技的九个不同的集群,风险管理,反洗钱,还有精算科学,在其他人中。这些集群提供了多方面研究景观的全面概述。确定的集群可以指导未来的研究并为研究设计提供信息。政策制定者,研究人员,BFSI部门的从业者可以从研究结果中受益,确定研究差距和机会。这项研究有助于文献计量学文献的增长,提供对BFSI领域AI和ML应用的见解。这些发现具有实际意义,推进我们对AI和ML在使学术界和工业界受益方面的作用的理解。
    This bibliometric review examines the research state of artificial intelligence (AI) and machine learning (ML) applications in the Banking, Financial Services, and Insurance (BFSI) sector. The study focuses on Scopus-indexed articles to identify key research clusters. Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) protocol, 39,498 articles were screened, resulting in 1045 articles meeting the inclusion criteria. N-gram analysis identified 177 unique terms in the article titles and abstracts. Co-occurrence analysis revealed nine distinct clusters covering fintech, risk management, anti-money laundering, and actuarial science, among others. These clusters offer a comprehensive overview of the multifaceted research landscape. The identified clusters can guide future research and inform study design. Policymakers, researchers, and practitioners in the BFSI sector can benefit from the study\'s findings, which identify research gaps and opportunities. This study contributes to the growing literature on bibliometrics, providing insights into AI and ML applications in the BFSI sector. The findings have practical implications, advancing our understanding of AI and ML\'s role in benefiting academia and industry.
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    文章类型: Journal Article
    目的:本文献计量研究旨在揭示当前的情况,合作团队,以及针灸治疗肩痛(SP)的未来发展趋势。
    方法:数据源是WebofScienceCoreCollection。本研究中使用的软件程序是VOSviewer,Pajek,CiteSpace,ScimagoGraphica,和MicrosoftExcel。共现分析,描述性统计分析,并应用突发关键词分析来分析论文作者,机构,国家或地区,关键词,和引用。
    结果:本研究包括350篇论文。自1976年以来的前30年,发表的论文数量非常有限。自2004年以来,它呈现出快速增长的势头。高产量国家和机构是中国(92)和庆熙大学(18),分别。在合作关系方面,美国(中心0.34)和北京中医药大学(中心0.15)在团队中起着核心作用。作者MacphersonH以10篇发表的论文排名第一。循证补充和替代医学(27)发表了最多的论文。关键字被分组为五个集群。最近的突发关键字包括stroke,电针,诊断,残疾,刺激,机制,蜂毒针灸,和系统的审查。
    结论:一般来说,针灸对SP的研究和国际合作将不断涌现。目前大多数研究认为针灸治疗SP是有效的,更多的研究将验证其有效性。将引入更多精心设计的试验。该研究领域将介绍更多的SP分类和详细的处理方法。
    OBJECTIVE: This bibliometric study aims to reveal the current situation, cooperative teams, and future development trends of acupuncture for shoulder pain (SP).
    METHODS: The data source is the Web of Science Core Collection. The software programs used in this study are VOSviewer, Pajek, CiteSpace, Scimago Graphica, and Microsoft Excel. Co-occurrence analysis, descriptive statistical analysis, and burst keywords analysis are applied to analyze paper authors, institutions, countries or regions, keywords, and citations.
    RESULTS: This study included 350 papers. In the first 30 years since 1976, the number of papers published was very limited. Since 2004, it has shown rapid growth momentum. High-yield countries and institutions were China (92) and Kyung Hee University (18), respectively. In terms of the cooperative relationship, the USA (centrality 0.34) and Beijing University of Chinese Medicine (centrality 0.15) play central roles in the team. The author Macpherson H ranked first with 10 published papers. Evidence Based Complementary and Alternative Medicine (27) has published the most papers. The keywords are grouped into five clusters. The most recent burst keywords include stroke, electroacupuncture, diagnosis, disability, stimulation, mechanism, bee venom acupuncture, and systematic review.
    CONCLUSIONS: In general, the research and international cooperation of acupuncture for SP will continue to emerge. Most of the current studies believe that acupuncture for SP is effective, and more studies will appear to verify its effectiveness. More well-designed trials will be introduced. More classification and detailed treatment methods for SP will be introduced to this research field.
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  • 文章类型: Review
    中药(TCM)作为癌症治疗方式是有效的。然而,这是中医在淋巴瘤治疗中的首次文献计量学分析。
    本研究探讨了2000年至2023年中医治疗淋巴瘤的当前趋势和研究课题。
    我们在WebofScienceCoreCollection(WoSCC)中搜索了有关中医在淋巴瘤治疗中的出版物,从2000年到2023年。随后,我们采用了一种全面的方法,利用CiteSpace软件和VOSviewer来直观地分析研究趋势,作者,机构,共同引用的参考文献,和关键词。
    从2000年1月1日至2023年8月31日,关于中医治疗淋巴瘤的年度科学出版物稳步增加。在这一领域的领先机构中,北京中医药大学和福建医科大学占据榜首。关于作者,JunPeng,林九茂,陈宏伟成为前三名贡献者。在参考文献的共引分析中,前三名共同引用的参考文献由HanahanD撰写,ElmoreS,和LivakKJ,引文分别编号为13、14和17。特别是,反映当前新兴趋势的关键字包括\'Pathway\',\'中药\',\'氧化应激\',和“巨噬细胞极化”。
    本文献计量分析提供了中医治疗淋巴瘤的全面概述。该分析确定了该领域的主要趋势和研究主题。这一发现预计将对关注中医治疗淋巴瘤的研究人员具有重要价值,帮助他们更好地了解这个领域的发展。
    UNASSIGNED: Traditional Chinese Medicine (TCM) is effective as a cancer treatment modality. However, this is the first bibliometric analysis of TCM in lymphoma treatment.
    UNASSIGNED: This study explores the current trends and research topics of TCM in treating lymphoma from 2000 to 2023.
    UNASSIGNED: We searched within the Web of Science Core Collection (WoSCC) for publications on TCM in lymphoma treatment, spanning 2000 to 2023. Subsequently, we employed a comprehensive approach utilizing CiteSpace software and VOSviewer to visually analyze research trends, authors, institutions, co-cited references, and keywords.
    UNASSIGNED: From January 1, 2000, to August 31, 2023, annual scientific publications on TCM for lymphoma treatment have steadily increased. Among the leading institutions in this field, the Beijing University of Chinese Medicine and the Fujian Medical University occupied the top positions. Regarding the authors, Jun Peng, Jiumao Lin, and Hongwei Chen emerged as the top three contributors. In the co-citation analysis of references, the top three co-cited references were authored by Hanahan D, Elmore S, and Livak KJ with citations numbered 13, 14, and 17, respectively. In particular, keywords reflecting current emerging trends included \'pathway\', \'traditional Chinese medicine\', \'oxidative stress\', and \'macrophage polarization\'.
    UNASSIGNED: This bibliometric analysis provides a comprehensive overview of TCM for lymphoma treatment. This analysis identified the predominant trends and research topics in the field. The findings are expected to be of significant value for researchers who focus on TCM in lymphoma treatment, helping them better understand the development of this field.
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  • 文章类型: Journal Article
    PVC广泛用于包装,电绝缘,和医疗设备由于其多功能性,由于其阻力,不燃和阻隔性能以及负担得起的成本。在本研究中,提出了文献计量和共现分析来识别趋势,间隙,未来的方向,以及使用VOSviewer作为分析从SCOPUS获得的数据的工具,将工艺系统工程(PSE)应用于PVC生产过程的挑战。提供了暗示PVC生产模拟的不同主题的映射,以更好地了解该主题的发展及其进展。研究结果表明,关于这一主题的文献分为五个不同的集群:PVC生产的建模和模拟,过程控制和优化,以及流程的优化策略。从一项共现研究中,我们发现数学和统计学应用于聚合物化学,分离现象,和聚合物生产是进一步研究的主要兴趣领域。这些趋势表明,蒙特卡罗和数值模拟可以有助于更深入地了解PVC的性能和行为。此外,对塑料和微塑料的关注反映了对环境影响的担忧。一项文献计量研究证明,PSE通过采用先进的工艺工程技术为改进PVC生产工艺提供了工具。用于连续聚合过程的模拟方法的建模和新算法对于提高各种应用的准确性和效率是重要的。该研究还为在PVC生产过程中使用PSE的未来研究人员提出了研究议程。
    PVC is widely used in packaging, electrical insulation, and medical devices due to its versatility owing to its resistance, incombustible and barrier properties as well as affordable cost. In the present study, bibliometric and co-occurrence analyses are proposed to identify trends, gaps, future directions, and challenges regarding process system engineering (PSE) applied to the production process of PVC using VOSviewer as a tool for analyzing the data obtained from SCOPUS. A mapping of different topics alluding to simulation of PVC production was provided to gain a better insight into the development of the topic and its progression. The findings indicate that the literature on this topic falls into five different clusters: modeling and simulation of PVC production, process control and optimization, and optimization strategies of the process. From a co-occurrence study we identified that mathematics and statistics applied to polymer chemistry, separation phenomena, and polymer production are the main areas of interest for further research. The trends suggest that Monte Carlo and numerical simulation can contribute to a deeper understanding of PVC\'s properties and behavior. In addition, the focus on plastics and microplastics reflects concerns about the environmental impact. A bibliometric study evidenced that PSE provides the tools for improvement in PVC production processes by employing advanced process engineering techniques. Modelling and new algorithms for simulation methods of continuous polymerization processes are important to enhance accuracy and efficiency across various applications. The study also proposes a research agenda for future researchers working in the field of the use of PSE applied to the PVC production process.
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  • 文章类型: Journal Article
    后现代医学范式在与健康相关的主题的(去)合法化过程中赋予了在线用户权力。通过使用共现分析,这项研究确定了罗马尼亚在线用户在对罗马尼亚政府开展的#storiesfromvaccinationFacebook活动的多模式评论中使用的主题模式。调查结果表明,评论者通过两种主题模式来评估源可信度:“源示例性”和“源不信任”。在COVID-19疫苗接种运动中,健康专家比外行人和榜样更合法化。在疫苗接种评估中出现了两个主题模式,即:“免疫接种-过去和现在的挑战”和“疫苗接种支持者与对手分裂”。在关于免疫的讨论中,对过去的怀旧渴望与当前腐败的医疗和政治制度之间的两极分化盛行,而在后一种主题模式中可以观察到话语拮抗的重要特征。参考政治和医学背景来解释(去)合法化策略的共同发生,以及社交媒体在在线疫苗接种宣传活动中的使用挑战。
    The postmodern medical paradigm has empowered online users in the (de)legitimating process of health-related topics. By employing a co-occurrence analysis, this study identifies the thematic patterns used by Romanian online users in their multimodal comments to the #storiesfromvaccination Facebook campaign run by the Romanian government. The findings show that the commenters assessed source credibility through two thematic patterns: \'source exemplarity\' and \'source distrust\'. Health experts were more legitimized than laypersons and role models as sources in the COVID-19 vaccination campaign. Two thematic patterns emerged in the assessment of vaccination, namely: \'immunization - past and present challenges\' and \'vaccination supporter versus opponent cleavage\'. In the discussion on immunization, a polarization between a nostalgic longing for the past and a present corrupted medical and political system prevailed, whereas the important feature of discursive antagonism could be observed in the latter thematic pattern. The co-occurrences of (de)legitimation strategies are explained with reference to the political and medical context, along with the challenges of social media usage in online vaccination communication campaigns.
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