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A disaster communication plan for Higher Education Institutions in the Island Province of Occidental Mindoro, Philippines 菲律宾西棉兰老岛省高等教育机构灾害通信计划
Pub Date : 2024-04-05 DOI: 10.3389/fcomm.2024.1368221
Leomar Christian G. Nielo
Natural disasters, as they impede development and exacerbate poverty, have been the foremost concern of developing countries such as the Philippines. With this, the Philippine Disaster Risk Reduction Management Act (RA 10121) highlights the role of Higher Education Institutions (HEIs) in disaster resiliency and requires the incorporation of disaster communication in their institutions. Since disaster communication is considered to be one of the most valuable assets during disasters, academic institutions are provided visibility, credibility, and concrete direction to address chaos and confusion and to secure the safety of their stakeholders. The study created Safeguard Against Natural Disasters of Academes Through Actions (SANDATA), a disaster communication plan for HEIs in Occidental Mindoro to provide disaster communication strategies that can be used by them in securing a disaster-resilient academic environment. The output of this study was materialized using factor and thematic analysis and through the 300 respondents assigned for the quantitative data and 30 respondents assigned for the qualitative data. These findings influenced the disaster communication strategies employed by HEIs under the disaster stages of the Crisis Emergency Risk Communication (CERC) Theory, stakeholders' identified communication challenges as experienced by them, and their recommendations for improving the existing strategies of their institutions.
自然灾害阻碍发展,加剧贫困,一直是菲律宾等发展中国家最关心的问题。因此,《菲律宾减少灾害风险管理法》(RA 10121)强调了高等教育机构(HEIs)在抗灾中的作用,并要求将灾害通信纳入其机构中。由于灾害通信被认为是灾害期间最宝贵的资产之一,因此学术机构可以获得能见度、可信度和具体方向,以应对混乱和困惑,并确保利益相关者的安全。这项研究为西民都洛省的高等院校制定了 "通过行动保障学术机构免受自然灾害"(SANDATA)灾害交流计划,以提供灾害交流战略,确保学术环境具有抗灾能力。这项研究的成果是通过因素分析和专题分析,并通过为定量数据分配的 300 名受访者和为定性数据分配的 30 名受访者而得出的。这些发现影响了高等院校在危机应急风险交流(CERC)理论的灾害阶段所采用的灾害交流战略、利益相关者所经历的交流挑战,以及他们对改进其院校现有战略的建议。
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引用次数: 0
Transforming informal communication in the urgent shift to teleworking: a case study in Japan 在紧急转向远程办公的过程中转变非正式交流方式:日本案例研究
Pub Date : 2024-04-05 DOI: 10.3389/fcomm.2024.1361426
Kentaro Watanabe, Hiroyuki Umemura, Ikue Mori, Saya Amemiya, Yuji Yamamoto
While informal communication is essential for employee performance and wellbeing, it is difficult to maintain in telework settings. This issue has recently been becoming more prominent worldwide, especially because of the coronavirus disease 2019 (COVID-19). Nevertheless, how employees managed their informal communication in the sudden shift to teleworking is still understudied. This study fills this research gap by clarifying how an organization's employees improvised informal communication during the urgent shift to teleworking.An exploratory case study of a large construction firm in Japan was conducted, focusing on how employees improvised informal communication during teleworking in response to COVID-19. The authors conducted semi-structured interviews with 24 employees and applied a qualitative thematic analysis to the collected data.Four informal communication strategies (structured informality, casual tech, implicit communication, and face-to-face opportunity seeking) that were improvised amid the sudden shift to teleworking caused by COVID-19 were identified.The findings can inform concrete means for the effective and dynamic transition of informal communication to teleworking settings during emergencies, thus contributing to informal communication studies as well as the promotion of resilient business operations and employee wellbeing in response to future crises.
虽然非正式交流对员工的绩效和福祉至关重要,但在远程工作环境中却很难保持。这个问题最近在全球范围内变得越来越突出,尤其是因为 2019 年冠状病毒疾病(COVID-19)。然而,员工在突然转向远程工作时如何管理他们的非正式交流仍未得到充分研究。本研究对日本一家大型建筑公司进行了探索性案例研究,重点关注员工在应对 COVID-19 时如何在远程办公过程中随机应变地进行非正式沟通,从而填补了这一研究空白。作者对 24 名员工进行了半结构化访谈,并对收集到的数据进行了定性主题分析,确定了在 COVID-19 导致的远程办公突然转变过程中即兴使用的四种非正式交流策略(结构化非正式交流、随意的技术交流、隐性交流和面对面寻求机会)。研究结果可为在紧急情况下将非正式交流有效、动态地过渡到远程办公环境提供具体方法,从而为非正式交流研究以及在应对未来危机时促进弹性业务运营和员工福利做出贡献。
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引用次数: 0
Differences in perceived sources of uncertainty in natural hazards science advice: lessons for cross-disciplinary communication 自然灾害科学建议中不确定性来源的认知差异:跨学科交流的经验教训
Pub Date : 2024-04-04 DOI: 10.3389/fcomm.2024.1366995
Emma E. H. Doyle, Jessica Thompson, Stephen R. Hill, Matt Williams, Douglas Paton, Sara E. Harrison, A. Bostrom, Julia S. Becker
We conducted mental model interviews in Aotearoa NZ to understand perspectives of uncertainty associated with natural hazards science. Such science contains many layers of interacting uncertainties, and varied understandings about what these are and where they come from creates communication challenges, impacting the trust in, and use of, science. To improve effective communication, it is thus crucial to understand the many diverse perspectives of scientific uncertainty.Participants included hazard scientists (n = 11, e.g., geophysical, social, and other sciences), professionals with some scientific training (n = 10, e.g., planners, policy analysts, emergency managers), and lay public participants with no advanced training in science (n = 10, e.g., journalism, history, administration, art, or other domains). We present a comparative analysis of the mental model maps produced by participants, considering individuals’ levels of training and expertise in, and experience of, science.A qualitative comparison identified increasing map organization with science literacy, suggesting greater science training in, experience with, or expertise in, science results in a more organized and structured mental model of uncertainty. There were also language differences, with lay public participants focused more on perceptions of control and safety, while scientists focused on formal models of risk and likelihood.These findings are presented to enhance hazard, risk, and science communication. It is important to also identify ways to understand the tacit knowledge individuals already hold which may influence their interpretation of a message. The interview methodology we present here could also be adapted to understand different perspectives in participatory and co-development research.
我们在新西兰奥特亚罗瓦进行了心理模型访谈,以了解与自然灾害科学相关的不确定性观点。这些科学包含许多相互影响的不确定性因素,而人们对这些不确定性因素及其来源的理解各不相同,这给沟通带来了挑战,影响了人们对科学的信任和使用。参与者包括灾害科学家(n=11,如地球物理、社会和其他科学)、接受过一定科学培训的专业人士(n=10,如规划师、政策分析师、应急管理人员)以及未接受过高级科学培训的非专业公众参与者(n=10,如新闻、历史、行政、艺术或其他领域)。我们对参与者绘制的心智模型图进行了比较分析,同时考虑到了个人在科学方面的培训、专业知识和经验水平。定性比较发现,随着科学素养的提高,心智模型图的条理性也在增强,这表明,在科学方面接受过更多的科学培训、拥有更多的科学经验或专业知识,会使不确定性心智模型更有条理和结构化。语言方面也存在差异,非专业公众参与者更注重对控制和安全的认知,而科学家则注重风险和可能性的正式模型。重要的是,还要确定了解个人已掌握的隐性知识的方法,这些知识可能会影响他们对信息的解释。我们在此介绍的访谈方法也可用于了解参与式研究和共同开发研究中的不同观点。
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引用次数: 0
Medical communication, internalized “good mother” norms, and feminist self-identification as predictors of maternal burnout 医疗沟通、内化的 "好母亲 "规范和女权主义者的自我认同是预测产妇职业倦怠的因素
Pub Date : 2024-04-04 DOI: 10.3389/fcomm.2024.1265124
Daisy Milman, Miglena M. Sternadori
A rarely studied source of psychological discomfort for mothers is the communication received from medical professionals in the context of pregnancy, childbirth, the postpartum period, and pediatric care. To address this gap, we examined mothers’ recollections of medical communications that influenced their perceived stress levels in the context of good-mother normativity. We also explored how recollections of feedback on mothering in medical settings were associated with internalization of good-mother expectations, maternal burnout, length of motherhood, and feminist self-identification.We collected the data through an online survey administered by a company that pre-establishes business relationships with potential survey takers. The survey-takers were 254 self-identified mothers, who answered open-ended questions about their recollections of medical communications related to good-motherhood norms. The participants also completed measures of maternal burnout, internalized good mother expectations, and feminist self-identification, and answered demographic questions such as age, education, number of children, and how long they had been mothers.Participants who recalled discomfort-inducing medical communications that directly or indirectly referenced motherhood norms reported higher levels of internalized good-mother expectations and maternal burnout. A process model showed that the frequency of recalled medical communications, length of motherhood, and feminist self-identification moderated the relationship between the degree of internalization of good-mother expectations and maternal burnout. A significant association emerged between feminist self-identification and the recalled frequency of interactions with medical professionals that increased mothers’ perceived stress stemming from good-mother normativity.The findings of this study contribute to self-discrepancy theory as it relates to the social construction of mothers’ identities by focusing on whether and how often medical professionals reinforce or challenge good-mother social expectations. Another theoretical contribution of this study is that values and beliefs, such as feminist self-identification, can affect the recall of communications about social norms and are significantly associated with levels of internalized expectations and resulting burnout. In terms of practical implications, our findings suggest that medical professionals should be mindful of how they assess patients through the lens of the good-mother norms and also consider addressing the discomfort stemming from such normativity by asking mothers about their perceptions of social expectations and addressing unrealistic beliefs that aggravate mothers’ sense of self-discrepancy.
在怀孕、分娩、产后和儿科护理过程中,医务人员与母亲的沟通是造成母亲心理不适的一个很少被研究的原因。为了填补这一空白,我们研究了母亲们对医疗沟通的回忆,这些沟通影响了她们在好母亲规范化背景下的压力水平。我们还探讨了在医疗环境中对母亲的反馈的回忆如何与好母亲期望的内化、母亲的职业倦怠、做母亲的时间长短以及女权主义者的自我认同相关联。我们通过在线调查收集数据,调查由一家预先与潜在调查者建立业务关系的公司进行。调查对象是 254 位自我认同的母亲,她们回答了开放式问题,内容涉及她们对与良好母性规范相关的医疗沟通的回忆。参与者还完成了关于产妇职业倦怠、内化的好母亲期望和女权主义者自我认同的测量,并回答了年龄、教育程度、孩子数量和做母亲的时间等人口统计学问题。回忆起直接或间接提及母亲规范的令人不适的医疗沟通的参与者报告了较高水平的内化的好母亲期望和产妇职业倦怠。一个过程模型显示,回忆医疗沟通的频率、做母亲的时间长短以及女权主义者的自我认同调节了好母亲期望的内化程度与母亲职业倦怠之间的关系。女性主义自我认同与回忆起的与医务人员的互动频率之间存在着重要的关联,这种关联增加了母亲们因好母亲规范性而感知到的压力。本研究的发现有助于自我矛盾理论,因为它与母亲身份的社会建构有关,重点在于医务人员是否以及如何经常强化或挑战好母亲的社会期望。本研究的另一个理论贡献是,价值观和信念(如女权主义者的自我认同)会影响对社会规范沟通的回忆,并与内化期望的水平和由此产生的职业倦怠密切相关。就实际意义而言,我们的研究结果表明,医务人员应注意如何通过好母亲规范的视角来评估患者,并考虑通过询问母亲们对社会期望的看法,以及解决那些加剧母亲自我矛盾感的不切实际的信念,来消除这种规范性所带来的不适感。
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引用次数: 0
Imbalanced media portrayal: a content analysis of precision medicine in US news of 2015–2021 不平衡的媒体描述:2015-2021 年美国新闻中的精准医疗内容分析
Pub Date : 2024-04-04 DOI: 10.3389/fcomm.2024.1366952
Wei Peng, Hae Yeon Seo, Juwhan Choi, Xiaofeng Jia
Engaging diverse participants is vital to precision medicine (PM) but has been limited by low knowledge and concerns about various issues related to PM research. News media is an important channel of information that can shape public understanding and perception of PM. However, how PM is represented in news media has not been sufficiently understood.The study used quantitative content analysis to evaluate the portrayal of PM in US print news media between 2015 and 2021 (N = 198). Three domains of factors related to PM portrayed in news articles were coded: (1) characteristics of PM, (2) target diseases of PM and their related characteristics, and (3) non-scientific news frames.There was considerable news coverage of the treatment benefits of PM, especially for cancer. Potential risks or concerns, non-cancer diseases, and non-treatment issues that could be important to diverse populations were less covered. News articles frequently cited scientists, patients, and government officials with different focuses on PM.The study highlighted the need for accurate and complete information about PM in news media for diverse participants. News media should actively explore social, ethical, and legal issues to support the engagement of diverse populations.
让不同的参与者参与进来对精准医学(PM)至关重要,但由于人们对与精准医学研究相关的各种问题知之甚少、顾虑重重,从而限制了精准医学的发展。新闻媒体是一个重要的信息渠道,可以影响公众对精准医学的理解和看法。本研究采用定量内容分析法评估了 2015 年至 2021 年期间美国平面新闻媒体对 PM 的描述(N = 198)。对新闻报道中与可吸入颗粒物相关的三个因素进行了编码:(1)可吸入颗粒物的特征,(2)可吸入颗粒物的目标疾病及其相关特征,以及(3)非科学新闻框架。对可吸入颗粒物的潜在风险或担忧、非癌症疾病以及对不同人群可能重要的非治疗问题的 报道较少。新闻报道经常引用科学家、患者和政府官员对可吸入颗粒物的不同关注点。这项研究强调了新闻媒体需要为不同的参与者提供有关可吸入颗粒物的准确和完整的信息。新闻媒体应积极探索社会、伦理和法律问题,以支持不同人群的参与。
{"title":"Imbalanced media portrayal: a content analysis of precision medicine in US news of 2015–2021","authors":"Wei Peng, Hae Yeon Seo, Juwhan Choi, Xiaofeng Jia","doi":"10.3389/fcomm.2024.1366952","DOIUrl":"https://doi.org/10.3389/fcomm.2024.1366952","url":null,"abstract":"Engaging diverse participants is vital to precision medicine (PM) but has been limited by low knowledge and concerns about various issues related to PM research. News media is an important channel of information that can shape public understanding and perception of PM. However, how PM is represented in news media has not been sufficiently understood.The study used quantitative content analysis to evaluate the portrayal of PM in US print news media between 2015 and 2021 (N = 198). Three domains of factors related to PM portrayed in news articles were coded: (1) characteristics of PM, (2) target diseases of PM and their related characteristics, and (3) non-scientific news frames.There was considerable news coverage of the treatment benefits of PM, especially for cancer. Potential risks or concerns, non-cancer diseases, and non-treatment issues that could be important to diverse populations were less covered. News articles frequently cited scientists, patients, and government officials with different focuses on PM.The study highlighted the need for accurate and complete information about PM in news media for diverse participants. News media should actively explore social, ethical, and legal issues to support the engagement of diverse populations.","PeriodicalId":507157,"journal":{"name":"Frontiers in Communication","volume":"39 6","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140746114","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Economic self-sufficiency (ESS) as a barrier to health self-sufficiency (HSS) for Burmese refugees in the United States: a culture-centered analysis 经济自给自足(ESS)是在美国的缅甸难民实现健康自给自足(HSS)的障碍:以文化为中心的分析
Pub Date : 2024-04-04 DOI: 10.3389/fcomm.2024.1040895
Rati Kumar
From displacement to resettlement, Burmese refugees bear high disease burdens; first as forced migrants escaping conflict and then as second-class citizens in host countries like the United States. This relegation of refugee bodies to the margins upon resettlement, warrants an examination of the contradictions of the process as a humanitarian enterprise yet in violation of the United Nations Sustainable Development Goal 10 of Reduced Inequalities, particularly through a health inequities lens. In the present study, the researcher conducted 15 semi-structured in-depth interviews with key stakeholders within the resettlement ecosystem of the city of Indianapolis, Indiana in the U.S., including Burmese community members, leaders, and health practitioners. Narrative data reveal an inverse relationship between the federally mandated metric of economic self-sufficiency (ESS) defined as job placement upon resettlement, and health self-sufficiency (HSS) defined as the ability to meaningfully engage with healthcare structures and resources. Participants articulate the precarious nature of such low-wage employment in predatory industries like meatpacking, requiring little to no language or vocational training and subjecting refugee employees to coercive practices including mandatory overtime. These practices are outlined as both dangerous to the health of employees and detracting from their time resources which would otherwise be allocated toward linguistic and vocational training—both required for socioeconomic mobility, as well as to meaningfully navigate labyrinthian healthcare structures. Faced with these structural constraints, Burmese community members demonstrate health self-sufficiency through a combination of treatment with over-the-counter (OTC) medications, traditional healing practices, and by activating familial and community networks as communal resources for accessing healthcare structures.
从流离失所到重新安置,缅甸难民承受着沉重的疾病负担;首先是作为被迫逃离冲突的移民,然后是作为美国等东道国的二等公民。在重新安置过程中,难民的身体被置于边缘地位,这就需要对这一过程中的矛盾进行研究,特别是通过健康不平等的视角,将其视为一项人道主义事业,但却违反了联合国可持续发展目标 10 "减少不平等现象"。在本研究中,研究人员对美国印第安纳州印第安纳波利斯市重新安置生态系统中的主要利益相关者进行了 15 次半结构式深度访谈,其中包括缅甸社区成员、领导者和医疗从业人员。叙述性数据揭示了联邦政府规定的经济自给自足(ESS)指标与健康自给自足(HSS)指标之间的反比关系,经济自给自足(ESS)指标是指重新安置后的工作安置,而健康自给自足(HSS)指标是指有意义地利用医疗结构和资源的能力。与会者阐述了在肉类包装等掠夺性行业从事此类低工资工作的不稳定性,这些工作几乎不需要任何语言或职业培训,而且难民雇员还受到包括强制加班在内的胁迫性做法的影响。据概述,这些做法既危害雇员的健康,又占用了他们的时间资源,而这些时间资源本可用于语言和职业培训--这既是社会经济流动所必需的,也是在迷宫般的医疗保健结构中进行有意义的探索所必需的。面对这些结构性限制,缅甸社区成员通过结合使用非处方药物(OTC)治疗、传统治疗方法以及激活家庭和社区网络作为社区资源来获得医疗保健服务,从而实现健康自给自足。
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引用次数: 0
DIY academic archiving: mischievous disruptions of a new counter-movement DIY 学术存档:新反运动的恶作剧式破坏
Pub Date : 2024-04-02 DOI: 10.3389/fcomm.2024.1374663
Martina Karels, Mary Hanlon, Niamh Moore
Against increasing injunctions in research governance to create open data, and knee-jerk rejections from qualitative researchers in response to such efforts, we explore a radical counter movement of academics engaged in what we term “DIY Academic Archiving,” the creation of open and accessible archives of their research materials. We turn to interviews with three DIY academic archivists, each drawing on an ethos of community archiving, as opposed to emerging open data schemes: Melissa Munn on The Gaucher/Munn Penal Press Collection,1 Eric Gonzaba’s Wearing Gay History,2 and Michael Goodman’s Victorian Illustrated Shakespeare Archive.3 We see these archives as engaged in a “politics of refusal,” which challenges both conventional methods and ethics in qualitative research as well as new moves toward open data. On the one hand, academics are tasked to “protect” their data by destroying it, under the guise of a supposed mode of “care.” On the other hand, open data makes quite contrary demands, to care for data by making it “open” for further extraction through (re)use. DIY Academic Archiving is a practice of refusal that supports a redirection away from this binary. In this article, we explore how DIY academic archivists play with coding as a form of mischievous disruption, and so are contributing to new data imaginaries. We offer insight into how DIY Academic Archiving supports researchers in their theoretical, methodological and political commitments, and at the same time, how it can enable researchers to take the care-full risk of archiving our research data.
研究管理部门越来越多地要求创建开放数据,定性研究人员也对这种努力做出了断然拒绝,面对这种情况,我们探讨了学术界的激进反击运动,即我们所说的 "DIY 学术存档",即创建开放、可访问的研究资料档案。我们采访了三位 DIY 学术档案管理人员,他们都秉承社区档案管理的精神,与新兴的开放数据计划截然不同:梅丽莎-蒙恩(Melissa Munn)的 "高歇/蒙恩刑罚出版社作品集 "1、埃里克-贡扎巴(Eric Gonzaba)的 "穿戴同性恋历史 "2 和迈克尔-古德曼(Michael Goodman)的 "维多利亚时代莎士比亚插图档案 "3。我们认为,这些档案馆参与了 "拒绝政治",既挑战了定性研究的传统方法和伦理,也挑战了开放数据的新举措。一方面,在所谓 "关爱 "模式的幌子下,学者们的任务是通过销毁数据来 "保护 "他们的数据。另一方面,开放数据则提出了完全相反的要求,即通过 "开放 "数据供进一步提取(再)使用,来爱护数据。DIY 学术存档是一种拒绝的实践,它支持从这种二元对立中重新定向。在这篇文章中,我们将探讨 DIY 学术归档者如何将编码作为一种调皮的破坏形式,从而为新的数据想象做出贡献。我们将深入探讨 DIY 学术归档如何支持研究人员的理论、方法论和政治承诺,同时如何让研究人员承担归档研究数据的全部风险。
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引用次数: 0
Fake news and disinformation in Southeast Asia: how should ASEAN respond? 东南亚的假新闻和假信息:东盟应如何应对?
Pub Date : 2024-03-21 DOI: 10.3389/fcomm.2024.1380944
Bama Andika Putra
Southeast Asian nations are vulnerable to fake news and disinformation due to the lack of digital literacy, growing dependence upon online platforms, and the non-democratic nature of ASEAN member states. ASEAN has agreed in the past years to decide, at the normative level, the importance of countering fake news and disinformation. However, it lacks a collective, regional approach. It is suggested that ASEAN define what fake news and disinformation consist of, elevation to a non-traditional security threat, and establishment of an ASEAN-centered fast-checking network as feasible policy options to counter fake news and disinformation in the region. In countering this sensitive issue, special attention is needed to consider ASEAN’s philosophical foundations of non-interference, non-intervention, and respect for sovereignty, which allows state practices of surveillance, legal prosecutions, firewalls, and censorships to be maintained.
东南亚国家由于缺乏数字知识、对网络平台的依赖性越来越强以及东盟成员国的非民主性质,很容易受到假新闻和虚假信息的影响。东盟在过去几年中已同意在规范层面决定打击假新闻和虚假信息的重要性。然而,它缺乏一种集体的、地区性的方法。建议东盟界定假新闻和虚假信息的内容,将其提升为非传统安全威胁,并建立以东盟为中心的快速检查网络,作为打击本地区假新闻和虚假信息的可行政策选择。在应对这一敏感问题时,需要特别注意考虑东盟不干涉、不干预和尊重主权的哲学基础,这使得国家监控、法律起诉、防火墙和审查制度等做法得以维持。
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引用次数: 0
Editorial: The creation and impact of visual narratives for science and health communication 社论:科学与健康传播视觉叙事的创作与影响
Pub Date : 2024-03-21 DOI: 10.3389/fcomm.2024.1393949
Joana Magalhães, António Coelho, Paige Jarreau
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引用次数: 0
Predicting the level of social media use among journalists: machine learning analysis 预测记者使用社交媒体的水平:机器学习分析
Pub Date : 2024-03-19 DOI: 10.3389/fcomm.2024.1369961
M. Elareshi, Ahmad Al Shami, Abdul-Karim Ziani, Shubhda Chaudhary, Noora Youssef
Within the long-drawn of COVID-19, the impact of social media is important for the public and journalists to re-engage with each other due to the relentless churning out of information. This paper investigates Arab journalists' use of social media during COVID-19 through Machine Learning (ML) models to predict future use and the main factor(s) deriving the respondents to such use. It aims to analyze the relationship between Arab journalists' online activity and their use of social media platforms during the COVID-19 pandemic. To assess the frequency of social media usage among Arab journalists and its correlation with their primary tasks and accomplishments. To test the accuracy of these models, we collected 1,443 Arab journalists via an online survey in 2020 using a random sampling approach. Key variables like online active journalists, Facebook group usage, and frequency of usage were studied. The received responses were subjected to ML analysis such as K-Nearest Neighbors (KNN), Decision Tree, and Ensemble Bagged Tree (EBT). The EBT predicted that Arab journalists would continue to rely on social media to various degrees as a viable source to fulfill their main tasks and accomplishments.
在旷日持久的 COVID-19 期间,由于信息的不断涌现,社交媒体的影响对于公众和记者之间重新建立联系非常重要。本文通过机器学习(ML)模型调查了阿拉伯记者在 COVID-19 期间使用社交媒体的情况,以预测未来的使用情况以及受访者使用社交媒体的主要因素。本文旨在分析阿拉伯记者的在线活动与他们在 COVID-19 大流行期间使用社交媒体平台之间的关系。评估阿拉伯记者使用社交媒体的频率及其与其主要任务和成就之间的相关性。为了检验这些模型的准确性,我们在 2020 年采用随机抽样方法,通过在线调查收集了 1443 名阿拉伯记者。我们对在线活跃记者、Facebook 群组使用情况和使用频率等关键变量进行了研究。我们对收到的回复进行了 ML 分析,如 K-Nearest Neighbors (KNN)、Decision Tree 和 Ensemble Bagged Tree (EBT)。EBT 预测,阿拉伯记者将继续在不同程度上依赖社交媒体,将其作为完成主要任务和成就的可行来源。
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引用次数: 0
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