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Large Language Models Can Enable Inductive Thematic Analysis of a Social Media Corpus in a Single Prompt: Human Validation Study. 大型语言模型可通过单个提示对社交媒体语料库进行归纳式主题分析:人类验证研究。
IF 3.5 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-08-29 DOI: 10.2196/59641
Michael S Deiner, Vlad Honcharov, Jiawei Li, Tim K Mackey, Travis C Porco, Urmimala Sarkar
<p><strong>Background: </strong>Manually analyzing public health-related content from social media provides valuable insights into the beliefs, attitudes, and behaviors of individuals, shedding light on trends and patterns that can inform public understanding, policy decisions, targeted interventions, and communication strategies. Unfortunately, the time and effort needed from well-trained human subject matter experts makes extensive manual social media listening unfeasible. Generative large language models (LLMs) can potentially summarize and interpret large amounts of text, but it is unclear to what extent LLMs can glean subtle health-related meanings in large sets of social media posts and reasonably report health-related themes.</p><p><strong>Objective: </strong>We aimed to assess the feasibility of using LLMs for topic model selection or inductive thematic analysis of large contents of social media posts by attempting to answer the following question: Can LLMs conduct topic model selection and inductive thematic analysis as effectively as humans did in a prior manual study, or at least reasonably, as judged by subject matter experts?</p><p><strong>Methods: </strong>We asked the same research question and used the same set of social media content for both the LLM selection of relevant topics and the LLM analysis of themes as was conducted manually in a published study about vaccine rhetoric. We used the results from that study as background for this LLM experiment by comparing the results from the prior manual human analyses with the analyses from 3 LLMs: GPT4-32K, Claude-instant-100K, and Claude-2-100K. We also assessed if multiple LLMs had equivalent ability and assessed the consistency of repeated analysis from each LLM.</p><p><strong>Results: </strong>The LLMs generally gave high rankings to the topics chosen previously by humans as most relevant. We reject a null hypothesis (P<.001, overall comparison) and conclude that these LLMs are more likely to include the human-rated top 5 content areas in their top rankings than would occur by chance. Regarding theme identification, LLMs identified several themes similar to those identified by humans, with very low hallucination rates. Variability occurred between LLMs and between test runs of an individual LLM. Despite not consistently matching the human-generated themes, subject matter experts found themes generated by the LLMs were still reasonable and relevant.</p><p><strong>Conclusions: </strong>LLMs can effectively and efficiently process large social media-based health-related data sets. LLMs can extract themes from such data that human subject matter experts deem reasonable. However, we were unable to show that the LLMs we tested can replicate the depth of analysis from human subject matter experts by consistently extracting the same themes from the same data. There is vast potential, once better validated, for automated LLM-based real-time social listening for common and rare health condi
背景:通过手动分析社交媒体中与公共卫生相关的内容,可以深入了解个人的信仰、态度和行为,揭示趋势和模式,为公众理解、政策决策、有针对性的干预措施和传播策略提供信息。遗憾的是,由于需要训练有素的人类主题专家花费大量的时间和精力,因此广泛的人工社交媒体监听并不可行。生成式大语言模型(LLM)有可能概括和解释大量文本,但目前还不清楚 LLM 在多大程度上能从大量社交媒体帖子中捕捉到与健康有关的微妙含义,并合理地报告与健康有关的主题:我们旨在通过尝试回答以下问题,评估使用 LLMs 对大量社交媒体帖子内容进行主题模型选择或归纳主题分析的可行性:根据主题专家的判断,LLM 能否像人类在之前的人工研究中那样有效地进行主题模型选择和归纳主题分析,或者至少是合理地进行主题模型选择和归纳主题分析?我们提出了相同的研究问题,并使用了相同的社交媒体内容集来进行相关主题的 LLM 选择和 LLM 主题分析,这与已发表的疫苗修辞研究中的人工操作相同。我们将该研究的结果作为本次 LLM 实验的背景,将之前人工分析的结果与 3 个 LLM 的分析结果进行比较:GPT4-32K、Claude-instant-100K 和 Claude-2-100K。我们还评估了多个 LLM 是否具有同等能力,并评估了每个 LLM 重复分析的一致性:结果:LLMs 通常对人类之前选择的最相关主题给予较高的排名。我们拒绝接受零假设(PC结论:LLM 可以有效、高效地处理基于社交媒体的大型健康相关数据集。LLM 可以从这些数据中提取人类主题专家认为合理的主题。但是,我们无法证明,我们测试的 LLM 可以从相同的数据中持续提取相同的主题,从而复制人类主题专家的分析深度。一旦得到更好的验证,基于 LLM 的自动实时社会聆听将大有可为,它可以聆听常见和罕见的健康状况,帮助公共卫生机构了解公众的兴趣和关注点,并确定公众解决这些问题的想法。
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引用次数: 0
Prevalence of Health Misinformation on Social Media-Challenges and Mitigation Before, During, and Beyond the COVID-19 Pandemic: Scoping Literature Review. 社交媒体上健康错误信息的流行:在COVID-19大流行之前、期间和之后的挑战和缓解措施:系统回顾(预印本)
IF 3.5 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-08-19 DOI: 10.2196/38786
Dhouha Kbaier, Annemarie Kane, Mark McJury, Ian Kenny
<p><strong>Background: </strong>This scoping review accompanies our research study "The Experience of Health Professionals With Misinformation and Its Impact on Their Job Practice: Qualitative Interview Study." It surveys online health misinformation and is intended to provide an understanding of the communication context in which health professionals must operate.</p><p><strong>Objective: </strong>Our objective was to illustrate the impact of social media in introducing additional sources of misinformation that impact health practitioners' ability to communicate effectively with their patients. In addition, we considered how the level of knowledge of practitioners mitigated the effect of misinformation and additional stress factors associated with dealing with outbreaks, such as the COVID-19 pandemic, that affect communication with patients.</p><p><strong>Methods: </strong>This study used a 5-step scoping review methodology following Arksey and O'Malley's methodology to map relevant literature published in English between January 2012 and March 2024, focusing on health misinformation on social media platforms. We defined health misinformation as a false or misleading health-related claim that is not based on valid evidence or scientific knowledge. Electronic searches were performed on PubMed, Scopus, Web of Science, and Google Scholar. We included studies on the extent and impact of health misinformation in social media, mitigation strategies, and health practitioners' experiences of confronting health misinformation. Our independent reviewers identified relevant articles for data extraction.</p><p><strong>Results: </strong>Our review synthesized findings from 70 sources on online health misinformation. It revealed a consensus regarding the significant problem of health misinformation disseminated on social network platforms. While users seek trustworthy sources of health information, they often lack adequate health and digital literacies, which is exacerbated by social and economic inequalities. Cultural contexts influence the reception of such misinformation, and health practitioners may be vulnerable, too. The effectiveness of online mitigation strategies like user correction and automatic detection are complicated by malicious actors and politicization. The role of health practitioners in this context is a challenging one. Although they are still best placed to combat health misinformation, this review identified stressors that create barriers to their abilities to do this well. Investment in health information management at local and global levels could enhance their capacity for effective communication with patients.</p><p><strong>Conclusions: </strong>This scoping review underscores the significance of addressing online health misinformation, particularly in the postpandemic era. It highlights the necessity for a collaborative global interdisciplinary effort to ensure equitable access to accurate health information, thereby empowering hea
背景:本范围界定审查与我们的研究 "卫生专业人员对错误信息的体验及其对工作实践的影响:定性访谈研究"。它调查了网上的健康误导信息,旨在让人们了解卫生专业人员必须在其中工作的交流环境:我们的目标是说明社交媒体在引入更多错误信息来源方面的影响,这些错误信息影响了医疗从业人员与患者进行有效沟通的能力。此外,我们还考虑了从业人员的知识水平如何减轻错误信息的影响,以及在应对 COVID-19 大流行等疫情时影响与患者沟通的额外压力因素:本研究按照 Arksey 和 O'Malley 的方法,采用五步范围综述法,对 2012 年 1 月至 2024 年 3 月间发表的相关英文文献进行了梳理,重点关注社交媒体平台上的健康误导信息。我们将健康误导信息定义为与健康相关的虚假或误导性声明,其并非基于有效证据或科学知识。我们在 PubMed、Scopus、Web of Science 和 Google Scholar 上进行了电子检索。我们纳入了有关社交媒体中健康误导信息的程度和影响、缓解策略以及医疗从业人员面对健康误导信息的经验的研究。我们的独立审稿人对相关文章进行了数据提取:我们的综述综合了 70 篇关于网络健康误导信息的研究成果。结果:我们的综述综合了 70 篇关于网络健康误导信息的研究成果,发现了社交网络平台上传播健康误导信息这一重大问题的共识。虽然用户寻求值得信赖的健康信息来源,但他们往往缺乏足够的健康和数字素养,而社会和经济的不平等又加剧了这一问题。文化背景影响着人们对此类错误信息的接受,医疗从业人员也可能容易受到影响。由于恶意行为者和政治化,用户纠正和自动检测等在线缓解策略的有效性变得更加复杂。在这种情况下,医疗从业者的角色具有挑战性。尽管他们仍然是打击健康误导信息的最佳人选,但本次审查发现了一些压力因素,这些因素阻碍了他们做好这项工作的能力。在地方和全球层面对健康信息管理进行投资,可以提高他们与患者进行有效沟通的能力:本次范围界定审查强调了解决在线健康误导信息的重要性,尤其是在疫情流行后的时代。它强调了全球跨学科合作的必要性,以确保公平获取准确的健康信息,从而增强医疗从业人员的能力,有效消除网络健康误导信息的影响。学术研究需要以公众可获得的方式传播到公共领域。如果不为民众提供健康和数字扫盲,网上健康误导信息的泛滥将继续对全球公共卫生工作构成威胁。
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引用次数: 0
Collective Intelligence-Based Participatory COVID-19 Surveillance in Accra, Ghana: Pilot Mixed Methods Study. 加纳阿克拉基于集体智慧的参与式 COVID-19 监测:混合方法试点研究。
IF 3.5 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-08-12 DOI: 10.2196/50125
Gifty Marley, Phyllis Dako-Gyeke, Prajwol Nepal, Rohini Rajgopal, Evelyn Koko, Elizabeth Chen, Kwabena Nuamah, Kingsley Osei, Hubertus Hofkirchner, Michael Marks, Joseph D Tucker, Rosalind Eggo, William Ampofo, Sean Sylvia

Background: Infectious disease surveillance is difficult in many low- and middle-income countries. Information market (IM)-based participatory surveillance is a crowdsourcing method that encourages individuals to actively report health symptoms and observed trends by trading web-based virtual "stocks" with payoffs tied to a future event.

Objective: This study aims to assess the feasibility and acceptability of a tailored IM surveillance system to monitor population-level COVID-19 outcomes in Accra, Ghana.

Methods: We designed and evaluated a prediction markets IM system from October to December 2021 using a mixed methods study approach. Health care workers and community volunteers aged ≥18 years living in Accra participated in the pilot trading. Participants received 10,000 virtual credits to trade on 12 questions on COVID-19-related outcomes. Payoffs were tied to the cost estimation of new and cumulative cases in the region (Greater Accra) and nationwide (Ghana) at specified future time points. Questions included the number of new COVID-19 cases, the number of people likely to get the COVID-19 vaccination, and the total number of COVID-19 cases in Ghana by the end of the year. Phone credits were awarded based on the tally of virtual credits left and the participant's percentile ranking. Data collected included age, occupation, and trading frequency. In-depth interviews explored the reasons and factors associated with participants' user journey experience, barriers to system use, and willingness to use IM systems in the future. Trading frequency was assessed using trend analysis, and ordinary least squares regression analysis was conducted to determine the factors associated with trading at least once.

Results: Of the 105 eligible participants invited, 21 (84%) traded at least once on the platform. Questions estimating the national-level number of COVID-19 cases received 13 to 19 trades, and obtaining COVID-19-related information mainly from television and radio was associated with less likelihood of trading (marginal effect: -0.184). Individuals aged <30 years traded 7.5 times more and earned GH ¢134.1 (US $11.7) more in rewards than those aged >30 years (marginal effect: 0.0135). Implementing the IM surveillance was feasible; all 21 participants who traded found using IM for COVID-19 surveillance acceptable. Active trading by friends with communal discussion and a strong onboarding process facilitated participation. The lack of bidirectional communication on social media and technical difficulties were key barriers.

Conclusions: Using an IM system for disease surveillance is feasible and acceptable in Ghana. This approach shows promise as a cost-effective source of information on disease trends in low- and middle-income countries where surveillance is underdeveloped, but further studies are needed to optimize its use.

背景:在许多中低收入国家,传染病监测工作十分困难。基于信息市场(IM)的参与式监测是一种众包方法,它鼓励个人通过交易基于网络的虚拟 "股票",积极报告健康症状和观察到的趋势,其回报与未来事件挂钩:本研究旨在评估量身定制的 IM 监测系统的可行性和可接受性,以监测加纳阿克拉的人群 COVID-19 结果:我们采用混合研究方法设计并评估了 2021 年 10 月至 12 月的预测市场 IM 系统。居住在阿克拉、年龄≥18 岁的医护人员和社区志愿者参与了试点交易。参与者可获得 10,000 个虚拟信用点数,就 COVID-19 相关结果的 12 个问题进行交易。回报与该地区(大阿克拉)和全国(加纳)在未来特定时间点的新增病例和累计病例的成本估算挂钩。问题包括 COVID-19 新增病例数、可能接种 COVID-19 疫苗的人数以及到年底加纳 COVID-19 病例总数。电话积分根据剩余虚拟积分和参与者的百分位数排名发放。收集的数据包括年龄、职业和交易频率。深入访谈探讨了与参与者的用户体验、系统使用障碍以及未来使用即时通讯系统的意愿相关的原因和因素。使用趋势分析评估了交易频率,并进行了普通最小二乘法回归分析,以确定与至少交易一次相关的因素:在 105 名符合条件的受邀参与者中,21 人(84%)至少在平台上进行过一次交易。估计全国 COVID-19 案例数量的问题收到了 13 到 19 次交易,而主要从电视和广播中获取 COVID-19 相关信息与交易可能性较低有关(边际效应:-0.184)。30 岁的个体(边际效应:0.0135)。实施即时信息监控是可行的;所有 21 位参与交易者都认为使用即时信息监控 COVID-19 是可以接受的。朋友间的积极交易、共同讨论和强大的入职流程促进了参与。社交媒体上缺乏双向交流和技术困难是主要障碍:在加纳,使用即时通信系统进行疾病监测是可行的,也是可以接受的。在监测工作不发达的中低收入国家,这种方法有望成为一种具有成本效益的疾病趋势信息来源,但还需要进一步研究,以优化其使用。
{"title":"Collective Intelligence-Based Participatory COVID-19 Surveillance in Accra, Ghana: Pilot Mixed Methods Study.","authors":"Gifty Marley, Phyllis Dako-Gyeke, Prajwol Nepal, Rohini Rajgopal, Evelyn Koko, Elizabeth Chen, Kwabena Nuamah, Kingsley Osei, Hubertus Hofkirchner, Michael Marks, Joseph D Tucker, Rosalind Eggo, William Ampofo, Sean Sylvia","doi":"10.2196/50125","DOIUrl":"10.2196/50125","url":null,"abstract":"<p><strong>Background: </strong>Infectious disease surveillance is difficult in many low- and middle-income countries. Information market (IM)-based participatory surveillance is a crowdsourcing method that encourages individuals to actively report health symptoms and observed trends by trading web-based virtual \"stocks\" with payoffs tied to a future event.</p><p><strong>Objective: </strong>This study aims to assess the feasibility and acceptability of a tailored IM surveillance system to monitor population-level COVID-19 outcomes in Accra, Ghana.</p><p><strong>Methods: </strong>We designed and evaluated a prediction markets IM system from October to December 2021 using a mixed methods study approach. Health care workers and community volunteers aged ≥18 years living in Accra participated in the pilot trading. Participants received 10,000 virtual credits to trade on 12 questions on COVID-19-related outcomes. Payoffs were tied to the cost estimation of new and cumulative cases in the region (Greater Accra) and nationwide (Ghana) at specified future time points. Questions included the number of new COVID-19 cases, the number of people likely to get the COVID-19 vaccination, and the total number of COVID-19 cases in Ghana by the end of the year. Phone credits were awarded based on the tally of virtual credits left and the participant's percentile ranking. Data collected included age, occupation, and trading frequency. In-depth interviews explored the reasons and factors associated with participants' user journey experience, barriers to system use, and willingness to use IM systems in the future. Trading frequency was assessed using trend analysis, and ordinary least squares regression analysis was conducted to determine the factors associated with trading at least once.</p><p><strong>Results: </strong>Of the 105 eligible participants invited, 21 (84%) traded at least once on the platform. Questions estimating the national-level number of COVID-19 cases received 13 to 19 trades, and obtaining COVID-19-related information mainly from television and radio was associated with less likelihood of trading (marginal effect: -0.184). Individuals aged <30 years traded 7.5 times more and earned GH ¢134.1 (US $11.7) more in rewards than those aged >30 years (marginal effect: 0.0135). Implementing the IM surveillance was feasible; all 21 participants who traded found using IM for COVID-19 surveillance acceptable. Active trading by friends with communal discussion and a strong onboarding process facilitated participation. The lack of bidirectional communication on social media and technical difficulties were key barriers.</p><p><strong>Conclusions: </strong>Using an IM system for disease surveillance is feasible and acceptable in Ghana. This approach shows promise as a cost-effective source of information on disease trends in low- and middle-income countries where surveillance is underdeveloped, but further studies are needed to optimize its use.</p>","PeriodicalId":73554,"journal":{"name":"JMIR infodemiology","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11347900/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141972414","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring How Youth Use TikTok for Mental Health Information in British Columbia: Semistructured Interview Study With Youth. 探索不列颠哥伦比亚省青少年如何使用 TikTok 获取心理健康信息:针对青少年的半结构式访谈研究。
IF 3.5 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-07-05 DOI: 10.2196/53233
Roxanne Turuba, Willow Cormier, Rae Zimmerman, Nikki Ow, Marco Zenone, Yuri Quintana, Emily Jenkins, Shelly Ben-David, Alicia Raimundo, Alessandro R Marcon, Steve Mathias, Jo Henderson, Skye Barbic

Background: TikTok (ByteDance) experienced a surge in popularity during the COVID-19 pandemic as a way for people to interact with others, share experiences and thoughts related to the pandemic, and cope with ongoing mental health challenges. However, few studies have explored how youth use TikTok to learn about mental health.

Objective: This study aims to understand how youth used TikTok during the COVID-19 pandemic to learn about mental health and mental health support.

Methods: Semistructured interviews were conducted with 21 youths (aged 12-24 years) living in British Columbia, Canada, who had accessed TikTok for mental health information during the COVID-19 pandemic. Interviews were audio-recorded, transcribed verbatim, coded, and analyzed using an inductive, data-driven approach.

Results: A total of 3 overarching themes were identified describing youth's experiences. The first theme centered on how TikTok gave youth easy access to mental health information and support, which was particularly helpful during the COVID-19 pandemic to curb the effects of social isolation and the additional challenges of accessing mental health services. The second theme described how the platform provided youth with connection, as it gave youth a safe space to talk about mental health and allowed them to feel seen by others going through similar experiences. This helped normalize and destigmatize conversations about mental health and brought awareness to various mental health conditions. Finally, the last theme focused on how this information led to action, such as trying different coping strategies, discussing mental health with peers and family, accessing mental health services, and advocating for themselves during medical appointments. Across the 3 themes, youth expressed having to be mindful of bias and misinformation, highlighting the barriers to identifying and reporting misinformation and providing individualized advice on the platform.

Conclusions: Findings suggest that TikTok can be a useful tool to increase mental health awareness, reduce stigma, and encourage youth to learn and address their mental health challenges while providing a source of peer connection and support. Simultaneously, TikTok can adversely impact mental health through repetitive exposure to mentally distressing content and misleading diagnosis and treatment information. Regulations against harmful content are needed to mitigate these risks and make TikTok safer for youth. Efforts should also be made to increase media and health literacy among youth so that they can better assess the information they consume online.

背景在 COVID-19 大流行期间,TikTok(字节舞动)作为人们与他人互动、分享与大流行相关的经历和想法以及应对当前心理健康挑战的一种方式,人气激增。然而,很少有研究探讨青少年如何使用 TikTok 学习心理健康知识:本研究旨在了解在 COVID-19 大流行期间,青少年如何使用 TikTok 学习心理健康知识和心理健康支持:我们对居住在加拿大不列颠哥伦比亚省的 21 名青少年(12-24 岁)进行了半结构化访谈,他们在 COVID-19 大流行期间曾使用 TikTok 获取心理健康信息。对访谈进行了录音、逐字记录、编码,并采用归纳式数据驱动方法进行了分析:共确定了 3 个描述青少年经历的重要主题。第一个主题的中心是 TikTok 如何为青少年提供获取心理健康信息和支持的便捷途径,这在 COVID-19 大流行期间尤其有用,可以抑制社会隔离的影响和获取心理健康服务的额外挑战。第二个主题描述了该平台如何为青年提供联系,因为它为青年提供了一个谈论心理健康的安全空间,并让他们感到自己被其他经历相似的人看到。这有助于心理健康对话的正常化和去污名化,并提高人们对各种心理健康问题的认识。最后,最后一个主题关注的是这些信息是如何促成行动的,比如尝试不同的应对策略、 与同伴和家人讨论心理健康问题、获取心理健康服务,以及在就诊时为自己辩护。在这三个主题中,青少年表示必须注意偏见和错误信息,强调了识别和报告错误信息以及在平台上提供个性化建议的障碍:研究结果表明,TikTok 可以作为一种有用的工具,提高人们对心理健康的认识,减少耻辱感,鼓励青少年了解并应对他们的心理健康挑战,同时提供同伴联系和支持。与此同时,TikTok 也会通过重复接触精神痛苦的内容和误导性的诊断和治疗信息,对心理健康产生不利影响。需要制定针对有害内容的法规来降低这些风险,使 TikTok 对青少年更加安全。还应努力提高青年的媒体和健康素养,使他们能够更好地评估自己在网上消费的信息。
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引用次数: 0
Analyzing Questions About Alcohol in Pregnancy Using Web-Based Forum Topics: Qualitative Content Analysis. 利用网络论坛主题分析有关孕期酒精的问题:定性内容分析。
IF 3.5 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-06-20 DOI: 10.2196/58056
Nessie Felicia Frennesson, Julie Barnett, Youssouf Merouani, Angela Attwood, Luisa Zuccolo, Cheryl McQuire

Background: Prenatal alcohol exposure represents a substantial public health concern as it may lead to detrimental outcomes, including pregnancy complications and fetal alcohol spectrum disorder. Although UK national guidance recommends abstaining from alcohol if pregnant or planning a pregnancy, evidence suggests that confusion remains on this topic among members of the public, and little is known about what questions people have about consumption of alcohol in pregnancy outside of health care settings.

Objective: This study aims to assess what questions and topics are raised on alcohol in pregnancy on a web-based UK-based parenting forum and how these correspond to official public health guidelines with respect to 2 critical events: the implementation of the revised UK Chief Medical Officers' (CMO) low-risk drinking guidelines (2016) and the first COVID-19 pandemic lockdown (2020).

Methods: All thread starts mentioning alcohol in the "Pregnancy" forum were collected from Mumsnet for the period 2002 to 2022 and analyzed using qualitative content analysis. Descriptive statistics were used to characterize the number and proportion of thread starts for each topic over the whole study period and for the periods corresponding to the change in CMO guidance and the COVID-19 pandemic.

Results: A total of 395 thread starts were analyzed, and key topics included "Asking for advice on whether it is safe to consume alcohol" or on "safe limits" and concerns about having consumed alcohol before being aware of a pregnancy. In addition, the Mumsnet thread starts included discussions and information seeking on "Research, guidelines, and official information about alcohol in pregnancy." Topics discussed on Mumsnet regarding alcohol in pregnancy remained broadly similar between 2002 and 2022, although thread starts disclosing prenatal alcohol use were more common before the introduction of the revised CMO guidance than in later periods.

Conclusions: Web-based discussions within a UK parenting forum indicated that users were often unclear on guidance and risks associated with prenatal alcohol use and that they used this platform to seek information and reassurance from peers.

背景:产前饮酒可能导致妊娠并发症和胎儿酒精谱系障碍等不良后果,是一个重大的公共卫生问题。尽管英国国家指南建议怀孕或计划怀孕者禁酒,但有证据表明,公众对这一问题仍然存在困惑,而且人们对医疗机构以外的妊娠期饮酒问题知之甚少:本研究旨在评估在一个基于网络的英国育儿论坛上提出了哪些关于孕期饮酒的问题和话题,以及这些问题和话题与官方公共卫生指南在两个关键事件上的对应关系:英国首席医务官(CMO)低风险饮酒指南修订版的实施(2016 年)和 COVID-19 大流行病的首次封锁(2020 年):从 Mumsnet 收集了 2002 年至 2022 年期间 "怀孕 "论坛中所有提及酒精的主题,并使用定性内容分析法进行了分析。使用描述性统计来描述整个研究期间以及与 CMO 指南变化和 COVID-19 大流行相对应期间的每个主题的主题启动数量和比例:共分析了 395 次主题启动,主要主题包括 "咨询饮酒是否安全 "或 "安全限度",以及对怀孕前饮酒的担忧。此外,Mumsnet 的主题还包括 "关于孕期饮酒的研究、指南和官方信息 "的讨论和信息搜索。2002 年至 2022 年间,Mumsnet 上讨论的有关孕期饮酒的话题大致相同,但在 CMO 指南修订版出台之前,披露产前饮酒情况的主题启动比后期更为常见:英国育儿论坛上的网络讨论表明,用户往往不清楚产前饮酒的相关指导和风险,他们利用这一平台向同伴寻求信息和保证。
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引用次数: 0
TikTok as a Source of Health Information and Misinformation for Young Women in the United States: Survey Study. TikTok 作为美国年轻女性健康信息和错误信息的来源:调查研究。
Pub Date : 2024-05-21 DOI: 10.2196/54663
Ciera E Kirkpatrick, LaRissa L Lawrie

Background: TikTok is one of the most-used and fastest-growing social media platforms in the world, and recent reports indicate that it has become an increasingly popular source of news and information in the United States. These trends have important implications for public health because an abundance of health information exists on the platform. Women are among the largest group of TikTok users in the United States and may be especially affected by the dissemination of health information on TikTok. Prior research has shown that women are not only more likely to look for information on the internet but are also more likely to have their health-related behaviors and perceptions affected by their involvement with social media.

Objective: We conducted a survey of young women in the United States to better understand their use of TikTok for health information as well as their perceptions of TikTok's health information and health communication sources.

Methods: A web-based survey of US women aged 18 to 29 years (N=1172) was conducted in April-May 2023. The sample was recruited from a Qualtrics research panel and 2 public universities in the United States.

Results: The results indicate that the majority of young women in the United States who have used TikTok have obtained health information from the platform either intentionally (672/1026, 65.5%) or unintentionally (948/1026, 92.4%). Age (959/1026, 93.47%; r=0.30; P<.001), education (959/1026, 93.47%; ρ=0.10; P=.001), and TikTok intensity (ie, participants' emotional connectedness to TikTok and TikTok's integration into their daily lives; 959/1026, 93.47%; r=0.32; P<.001) were positively correlated with overall credibility perceptions of the health information. Nearly the entire sample reported that they think that misinformation is prevalent on TikTok to at least some extent (1007/1026, 98.15%), but a third-person effect was found because the young women reported that they believe that other people are more susceptible to health misinformation on TikTok than they personally are (t1025=21.16; P<.001). Both health professionals and general users were common sources of health information on TikTok: 93.08% (955/1026) of the participants indicated that they had obtained health information from a health professional, and 93.86% (963/1026) indicated that they had obtained health information from a general user. The respondents showed greater preference for health information from health professionals (vs general users; t1025=23.75; P<.001); the respondents also reported obtaining health information from health professionals more often than from general users (t1025=8.13; P<.001), and they were more likely to act on health information from health professionals (vs general users; t1025=12.74; P<.001).

Conclusions: The findings suggest that health professi

背景:TikTok 是世界上使用最多、增长最快的社交媒体平台之一,最近的报告显示,它已成为美国越来越受欢迎的新闻和信息来源。这些趋势对公共卫生具有重要影响,因为该平台上有大量的健康信息。女性是美国最大的 TikTok 用户群体之一,可能尤其会受到 TikTok 上健康信息传播的影响。先前的研究表明,女性不仅更有可能在互联网上寻找信息,而且她们的健康相关行为和观念也更有可能受到社交媒体的影响:我们对美国年轻女性进行了一项调查,以更好地了解她们使用 TikTok 获取健康信息的情况,以及她们对 TikTok 健康信息和健康传播来源的看法:2023年4月至5月,对18至29岁的美国女性(N=1172)进行了一次网络调查。样本从 Qualtrics 研究小组和美国两所公立大学中招募:结果显示,大多数使用过 TikTok 的美国年轻女性有意(672/1026,65.5%)或无意(948/1026,92.4%)从该平台获取健康信息。年龄(959/1026,93.47%;r=0.30;P1025=21.16;P1025=23.75;P1025=8.13;P1025=12.74;PC结论:研究结果表明,卫生专业人员和健康传播学者需要积极考虑将 TikTok 作为向年轻女性传播健康信息的平台,因为年轻女性从 TikTok 获取健康信息,而更愿意从卫生专业人员那里获取信息。
{"title":"TikTok as a Source of Health Information and Misinformation for Young Women in the United States: Survey Study.","authors":"Ciera E Kirkpatrick, LaRissa L Lawrie","doi":"10.2196/54663","DOIUrl":"10.2196/54663","url":null,"abstract":"<p><strong>Background: </strong>TikTok is one of the most-used and fastest-growing social media platforms in the world, and recent reports indicate that it has become an increasingly popular source of news and information in the United States. These trends have important implications for public health because an abundance of health information exists on the platform. Women are among the largest group of TikTok users in the United States and may be especially affected by the dissemination of health information on TikTok. Prior research has shown that women are not only more likely to look for information on the internet but are also more likely to have their health-related behaviors and perceptions affected by their involvement with social media.</p><p><strong>Objective: </strong>We conducted a survey of young women in the United States to better understand their use of TikTok for health information as well as their perceptions of TikTok's health information and health communication sources.</p><p><strong>Methods: </strong>A web-based survey of US women aged 18 to 29 years (N=1172) was conducted in April-May 2023. The sample was recruited from a Qualtrics research panel and 2 public universities in the United States.</p><p><strong>Results: </strong>The results indicate that the majority of young women in the United States who have used TikTok have obtained health information from the platform either intentionally (672/1026, 65.5%) or unintentionally (948/1026, 92.4%). Age (959/1026, 93.47%; r=0.30; P<.001), education (959/1026, 93.47%; ρ=0.10; P=.001), and TikTok intensity (ie, participants' emotional connectedness to TikTok and TikTok's integration into their daily lives; 959/1026, 93.47%; r=0.32; P<.001) were positively correlated with overall credibility perceptions of the health information. Nearly the entire sample reported that they think that misinformation is prevalent on TikTok to at least some extent (1007/1026, 98.15%), but a third-person effect was found because the young women reported that they believe that other people are more susceptible to health misinformation on TikTok than they personally are (t<sub>1025</sub>=21.16; P<.001). Both health professionals and general users were common sources of health information on TikTok: 93.08% (955/1026) of the participants indicated that they had obtained health information from a health professional, and 93.86% (963/1026) indicated that they had obtained health information from a general user. The respondents showed greater preference for health information from health professionals (vs general users; t<sub>1025</sub>=23.75; P<.001); the respondents also reported obtaining health information from health professionals more often than from general users (t<sub>1025</sub>=8.13; P<.001), and they were more likely to act on health information from health professionals (vs general users; t<sub>1025</sub>=12.74; P<.001).</p><p><strong>Conclusions: </strong>The findings suggest that health professi","PeriodicalId":73554,"journal":{"name":"JMIR infodemiology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11150891/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141077350","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Role of Scientific Research in Human Papillomavirus Vaccine Discussions on Twitter: Social Network Analysis. 科学研究在 Twitter 上关于人类乳头瘤病毒疫苗讨论中的作用:社交网络分析
Pub Date : 2024-05-09 DOI: 10.2196/50551
Geneviève Jessiman-Perreault, Jean-Christophe Boucher, So Youn Kim, Nicole Frenette, Abbas Badami, Henry M Smith, Lisa K Allen Scott

Background: Attitudes toward the human papillomavirus (HPV) vaccine and accuracy of information shared about this topic in web-based settings vary widely. As real-time, global exposure to web-based discourse about HPV immunization shapes the attitudes of people toward vaccination, the spread of misinformation and misrepresentation of scientific knowledge contribute to vaccine hesitancy.

Objective: In this study, we aimed to better understand the type and quality of scientific research shared on Twitter (recently rebranded as X) by vaccine-hesitant and vaccine-confident communities.

Methods: To analyze the use of scientific research on social media, we collected tweets and retweets using a list of keywords associated with HPV and HPV vaccines using the Academic Research Product Track application programming interface from January 2019 to May 2021. From this data set, we identified tweets referring to or sharing scientific literature through a Boolean search for any tweets with embedded links, hashtags, or keywords associated with scientific papers. First, we used social network analysis to build a retweet or reply network to identify the clusters of users belonging to either the vaccine-confident or vaccine-hesitant communities. Second, we thematically assessed all shared papers based on typology of evidence. Finally, we compared the quality of research evidence and bibliometrics between the shared papers in the vaccine-confident and vaccine-hesitant communities.

Results: We extracted 250 unique scientific papers (including peer-reviewed papers, preprints, and gray literature) from approximately 1 million English-language tweets. Social network maps were generated for the vaccine-confident and vaccine-hesitant communities sharing scientific research on Twitter. Vaccine-hesitant communities share fewer scientific papers; yet, these are more broadly disseminated despite being published in less prestigious journals compared to those shared by the vaccine-confident community.

Conclusions: Vaccine-hesitant communities have adopted communication tools traditionally wielded by health promotion communities. Vaccine-confident communities would benefit from a more cohesive communication strategy to communicate their messages more widely and effectively.

背景:人们对人类乳头瘤病毒(HPV)疫苗的态度以及在网络环境中分享的相关信息的准确性存在很大差异。在全球范围内实时接触有关 HPV 免疫接种的网络言论会影响人们对疫苗接种的态度,而错误信息的传播和对科学知识的歪曲则会导致人们对疫苗接种犹豫不决:在这项研究中,我们旨在更好地了解对疫苗持犹豫态度的群体和对疫苗持自信态度的群体在 Twitter(最近更名为 X)上分享的科学研究的类型和质量:为了分析科研成果在社交媒体上的使用情况,我们在 2019 年 1 月至 2021 年 5 月期间使用学术研究产品追踪应用编程接口,使用与 HPV 和 HPV 疫苗相关的关键词列表收集了推文和转发信息。从这组数据中,我们通过布尔搜索找出了提及或分享科学文献的推文,这些推文都包含嵌入式链接、标签或与科学论文相关的关键词。首先,我们使用社交网络分析来构建转发或回复网络,以识别属于疫苗自信群体或疫苗犹豫群体的用户集群。其次,我们根据证据类型对所有共享论文进行了主题评估。最后,我们比较了疫苗自信者社区和疫苗犹豫者社区中共享论文的研究证据质量和文献计量学:我们从大约 100 万条英语推文中提取了 250 篇独特的科学论文(包括同行评审论文、预印本和灰色文献)。结果:我们从大约 100 万条英语推文中提取了 250 篇独特的科学论文(包括同行评审论文、预印本和灰色文献),并生成了推特上分享科研成果的疫苗自信者和疫苗犹豫者社区的社交网络图。与疫苗自信群体分享的科学论文相比,疫苗犹豫群体分享的科学论文数量较少;然而,尽管这些论文发表在知名度较低的期刊上,其传播范围却更广:对疫苗持怀疑态度的群体采用了传统上由健康促进群体使用的传播工具。对疫苗有信心的群体将受益于更具凝聚力的传播策略,从而更广泛、更有效地传播他们的信息。
{"title":"The Role of Scientific Research in Human Papillomavirus Vaccine Discussions on Twitter: Social Network Analysis.","authors":"Geneviève Jessiman-Perreault, Jean-Christophe Boucher, So Youn Kim, Nicole Frenette, Abbas Badami, Henry M Smith, Lisa K Allen Scott","doi":"10.2196/50551","DOIUrl":"10.2196/50551","url":null,"abstract":"<p><strong>Background: </strong>Attitudes toward the human papillomavirus (HPV) vaccine and accuracy of information shared about this topic in web-based settings vary widely. As real-time, global exposure to web-based discourse about HPV immunization shapes the attitudes of people toward vaccination, the spread of misinformation and misrepresentation of scientific knowledge contribute to vaccine hesitancy.</p><p><strong>Objective: </strong>In this study, we aimed to better understand the type and quality of scientific research shared on Twitter (recently rebranded as X) by vaccine-hesitant and vaccine-confident communities.</p><p><strong>Methods: </strong>To analyze the use of scientific research on social media, we collected tweets and retweets using a list of keywords associated with HPV and HPV vaccines using the Academic Research Product Track application programming interface from January 2019 to May 2021. From this data set, we identified tweets referring to or sharing scientific literature through a Boolean search for any tweets with embedded links, hashtags, or keywords associated with scientific papers. First, we used social network analysis to build a retweet or reply network to identify the clusters of users belonging to either the vaccine-confident or vaccine-hesitant communities. Second, we thematically assessed all shared papers based on typology of evidence. Finally, we compared the quality of research evidence and bibliometrics between the shared papers in the vaccine-confident and vaccine-hesitant communities.</p><p><strong>Results: </strong>We extracted 250 unique scientific papers (including peer-reviewed papers, preprints, and gray literature) from approximately 1 million English-language tweets. Social network maps were generated for the vaccine-confident and vaccine-hesitant communities sharing scientific research on Twitter. Vaccine-hesitant communities share fewer scientific papers; yet, these are more broadly disseminated despite being published in less prestigious journals compared to those shared by the vaccine-confident community.</p><p><strong>Conclusions: </strong>Vaccine-hesitant communities have adopted communication tools traditionally wielded by health promotion communities. Vaccine-confident communities would benefit from a more cohesive communication strategy to communicate their messages more widely and effectively.</p>","PeriodicalId":73554,"journal":{"name":"JMIR infodemiology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11117132/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140899412","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experiences of Women With Medical Abortion Care Reflected in Social Media (VEILLE Study): Noninterventional Retrospective Exploratory Infodemiology Study. 社交媒体上反映的妇女接受医疗流产护理的经历(VEILLE 研究):非干预性回顾性探索信息学研究。
Pub Date : 2024-05-02 DOI: 10.2196/49335
Giulia Gouy, Luisa Attali, Paméla Voillot, Patrick Fournet, Aubert Agostini

Background: Abortion (also known as termination of pregnancy) is an essential element of women's reproductive health care. Feedback from women who underwent medical termination of pregnancy about their experience is crucial to help practitioners identify women's needs and develop necessary tools to improve the abortion care process. However, the collection of this feedback is quite challenging. Social media offer anonymity for women who share their abortion experience.

Objective: This exploratory infodemiology study aimed to analyze, through French social media posts, personal medical symptoms and the different experiences and information dynamics associated with the medical abortion process.

Methods: A retrospective study was performed by analyzing posts geolocated in France and published from January 1, 2017, to November 30, 2021. Posts were extracted from all French-language general and specialized publicly available web forums using specific keywords. Extracted messages were cleaned and pseudonymized. Automatic natural language processing methods were used to identify posts from women having experienced medical abortion. Biterm topic modeling was used to identify the main discussion themes and the Medical Dictionary for Regulatory Activities was used to identify medical terms. Encountered difficulties were explored using qualitative research methods until the saturation of concepts was reached.

Results: Analysis of 5398 identified posts (3409 users) led to the identification of 9 major topics: personal experience (n=2413 posts, 44.7%), community support (n=1058, 19.6%), pain and bleeding (n=797, 14.8%), psychological experience (n=760, 14.1%), questioned efficacy (n=410, 7.6%), social pressure (n=373, 6.9%), positive experiences (n=257, 4.8%), menstrual cycle disorders (n=107, 2%), and reported inefficacy (n=104, 1.9%). Pain, which was mentioned in 1627 (30.1%) of the 5398 posts by 1024 (30.0%) of the 3409 users, was the most frequently reported medical term. Pain was considered severe to unbearable in 24.5% of the cases (399 of the 1627 posts). Lack of information was the most frequently reported difficulty during and after the process.

Conclusions: Our findings suggest that French women used social media to share their experiences, offer and find support, and provide and receive information regarding medical abortion. Infodemiology appears to be a useful tool to obtain women's feedback, therefore offering the opportunity to enhance care in women undergoing medical abortion.

背景:人工流产(也称终止妊娠)是妇女生殖保健的重要组成部分。接受医学终止妊娠的妇女对其经历的反馈至关重要,这有助于从业人员确定妇女的需求,并开发必要的工具来改进人工流产护理流程。然而,收集这些反馈意见是一项相当具有挑战性的工作。社交媒体为分享堕胎经历的女性提供了匿名性:这项探索性信息病理学研究旨在通过法国社交媒体上的帖子,分析与药物流产过程相关的个人医疗症状、不同经历和信息动态:这项回顾性研究分析了2017年1月1日至2021年11月30日期间在法国发布的帖子。研究人员使用特定关键词从所有法语的普通和专业公开网络论坛中提取帖子。对提取的信息进行了清理和化名处理。使用自动自然语言处理方法来识别经历过药物流产的女性的帖子。使用 Biterm 主题建模来确定主要讨论主题,并使用《监管活动医学词典》来确定医学术语。使用定性研究方法探讨了遇到的困难,直到概念达到饱和:通过对 5398 个已识别帖子(3409 名用户)的分析,确定了 9 个主要议题:个人经历(2413 个帖子,44.7%)、社区支持(1058 个帖子,19.6%)、疼痛和出血(797 个帖子,14.8%)、心理体验(n=760,14.1%)、疗效质疑(n=410,7.6%)、社会压力(n=373,6.9%)、积极体验(n=257,4.8%)、月经周期紊乱(n=107,2%)和报告的无效(n=104,1.9%)。在 3409 名用户中,有 1024 人(30.0%)在 5398 个帖子中的 1627 个帖子(30.1%)中提到了疼痛,疼痛是最常报告的医学术语。24.5%的病例(1627 个帖子中的 399 个)认为疼痛严重到难以忍受。缺乏信息是用户在使用过程中和使用后最常遇到的困难:我们的研究结果表明,法国妇女利用社交媒体分享她们的经历,提供和寻求支持,并提供和接收有关药物流产的信息。信息胚胎学似乎是获得妇女反馈的有用工具,因此为加强对接受药物流产的妇女的护理提供了机会。
{"title":"Experiences of Women With Medical Abortion Care Reflected in Social Media (VEILLE Study): Noninterventional Retrospective Exploratory Infodemiology Study.","authors":"Giulia Gouy, Luisa Attali, Paméla Voillot, Patrick Fournet, Aubert Agostini","doi":"10.2196/49335","DOIUrl":"10.2196/49335","url":null,"abstract":"<p><strong>Background: </strong>Abortion (also known as termination of pregnancy) is an essential element of women's reproductive health care. Feedback from women who underwent medical termination of pregnancy about their experience is crucial to help practitioners identify women's needs and develop necessary tools to improve the abortion care process. However, the collection of this feedback is quite challenging. Social media offer anonymity for women who share their abortion experience.</p><p><strong>Objective: </strong>This exploratory infodemiology study aimed to analyze, through French social media posts, personal medical symptoms and the different experiences and information dynamics associated with the medical abortion process.</p><p><strong>Methods: </strong>A retrospective study was performed by analyzing posts geolocated in France and published from January 1, 2017, to November 30, 2021. Posts were extracted from all French-language general and specialized publicly available web forums using specific keywords. Extracted messages were cleaned and pseudonymized. Automatic natural language processing methods were used to identify posts from women having experienced medical abortion. Biterm topic modeling was used to identify the main discussion themes and the Medical Dictionary for Regulatory Activities was used to identify medical terms. Encountered difficulties were explored using qualitative research methods until the saturation of concepts was reached.</p><p><strong>Results: </strong>Analysis of 5398 identified posts (3409 users) led to the identification of 9 major topics: personal experience (n=2413 posts, 44.7%), community support (n=1058, 19.6%), pain and bleeding (n=797, 14.8%), psychological experience (n=760, 14.1%), questioned efficacy (n=410, 7.6%), social pressure (n=373, 6.9%), positive experiences (n=257, 4.8%), menstrual cycle disorders (n=107, 2%), and reported inefficacy (n=104, 1.9%). Pain, which was mentioned in 1627 (30.1%) of the 5398 posts by 1024 (30.0%) of the 3409 users, was the most frequently reported medical term. Pain was considered severe to unbearable in 24.5% of the cases (399 of the 1627 posts). Lack of information was the most frequently reported difficulty during and after the process.</p><p><strong>Conclusions: </strong>Our findings suggest that French women used social media to share their experiences, offer and find support, and provide and receive information regarding medical abortion. Infodemiology appears to be a useful tool to obtain women's feedback, therefore offering the opportunity to enhance care in women undergoing medical abortion.</p>","PeriodicalId":73554,"journal":{"name":"JMIR infodemiology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11099808/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140873926","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Perceptions of Health Misinformation on Social Media: Cross-Sectional Survey Study. 对社交媒体上健康误导的看法:跨部门调查研究。
Pub Date : 2024-04-30 DOI: 10.2196/51127
Anna Gaysynsky, Nicole Senft Everson, Kathryn Heley, Wen-Ying Sylvia Chou

Background: Health misinformation on social media can negatively affect knowledge, attitudes, and behaviors, undermining clinical care and public health efforts. Therefore, it is vital to better understand the public's experience with health misinformation on social media.

Objective: The goal of this analysis was to examine perceptions of the social media information environment and identify associations between health misinformation perceptions and health communication behaviors among US adults.

Methods: Analyses used data from the 2022 Health Information National Trends Survey (N=6252). Weighted unadjusted proportions described respondents' perceptions of the amount of false or misleading health information on social media ("perceived misinformation amount") and how difficult it is to discern true from false information on social media ("perceived discernment difficulty"). Weighted multivariable logistic regressions examined (1) associations of sociodemographic characteristics and subjective literacy measures with misinformation perceptions and (2) relationships between misinformation perceptions and health communication behaviors (ie, sharing personal or general health information on social media and using social media information in health decisions or in discussions with health care providers).

Results: Over one-third of social media users (35.61%) perceived high levels of health misinformation, and approximately two-thirds (66.56%) reported high perceived discernment difficulty. Odds of perceiving high amounts of misinformation were lower among non-Hispanic Black/African American (adjusted odds ratio [aOR] 0.407, 95% CI 0.282-0.587) and Hispanic (aOR 0.610, 95% CI 0.449-0.831) individuals compared to White individuals. Those with lower subjective health literacy were less likely to report high perceived misinformation amount (aOR 0.602, 95% CI 0.374-0.970), whereas those with lower subjective digital literacy were more likely to report high perceived misinformation amount (aOR 1.775, 95% CI 1.400-2.251). Compared to White individuals, Hispanic individuals had lower odds of reporting high discernment difficulty (aOR 0.620, 95% CI 0.462-0.831). Those with lower subjective digital literacy (aOR 1.873, 95% CI 1.478-2.374) or numeracy (aOR 1.465, 95% CI 1.047-2.049) were more likely to report high discernment difficulty. High perceived misinformation amount was associated with lower odds of sharing general health information on social media (aOR 0.742, 95% CI 0.568-0.968), using social media information to make health decisions (aOR 0.273, 95% CI 0.156-0.479), and using social media information in discussions with health care providers (aOR 0.460, 95% CI 0.323-0.655). High perceived discernment difficulty was associated with higher odds of using social media information in health decisions (aOR 1.724, 95% CI 1.208-2.460) and health care provider discussions

背景:社交媒体上的健康误导信息会对人们的知识、态度和行为产生负面影响,破坏临床护理和公共卫生工作。因此,更好地了解公众对社交媒体上健康误导信息的体验至关重要:本分析的目的是研究美国成年人对社交媒体信息环境的看法,并确定对健康误导信息的看法与健康传播行为之间的关联:分析使用了 2022 年健康信息全国趋势调查(N=6252)的数据。未经调整的加权比例描述了受访者对社交媒体上虚假或误导性健康信息量("感知到的错误信息量")以及对社交媒体上真假信息辨别难度("感知到的辨别难度")的感知。加权多变量逻辑回归研究了(1)社会人口特征和主观素养测量与错误信息感知之间的关系,以及(2)错误信息感知与健康交流行为(即在社交媒体上分享个人或一般健康信息,以及在健康决策或与医疗服务提供者讨论时使用社交媒体信息)之间的关系:超过三分之一的社交媒体用户(35.61%)认为存在大量健康误导信息,约三分之二的社交媒体用户(66.56%)认为辨别信息的难度很大。与白人相比,非西班牙裔黑人/非洲裔美国人感知到大量错误信息的几率较低(调整后的几率比 [aOR] 0.407,95% CI 0.282-0.587),西班牙裔美国人感知到大量错误信息的几率较低(调整后的几率比 0.610,95% CI 0.449-0.831)。主观健康素养较低的人较少报告高感知误导信息量(aOR 0.602,95% CI 0.374-0.970),而主观数字素养较低的人更有可能报告高感知误导信息量(aOR 1.775,95% CI 1.400-2.251)。与白人相比,西班牙裔人报告高辨别难度的几率较低(aOR 0.620,95% CI 0.462-0.831)。主观数字素养较低(aOR 1.873,95% CI 1.478-2.374)或计算能力较低(aOR 1.465,95% CI 1.047-2.049)的人更有可能报告高辨别难度。感知到的错误信息量高与在社交媒体上分享一般健康信息(aOR 0.742,95% CI 0.568-0.968)、使用社交媒体信息做出健康决定(aOR 0.273,95% CI 0.156-0.479)以及在与医疗服务提供者讨论时使用社交媒体信息(aOR 0.460,95% CI 0.323-0.655)的几率较低有关。高感知辨别难度与在健康决策中使用社交媒体信息(aOR 1.724,95% CI 1.208-2.460)和在与医疗服务提供者讨论时使用社交媒体信息(aOR 1.389,95% CI 1.035-1.864)的几率较高相关:社交媒体用户普遍认为健康误导信息普遍存在且难以辨别,这两种看法与社会人口特征、文化程度和健康传播行为都有独特的联系。这些见解有助于为未来的健康传播干预措施提供依据。
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引用次数: 0
Evaluating the Disease-Related Experiences of TikTok Users With Lupus Erythematosus: Qualitative and Content Analysis. 评估红斑狼疮 TikTok 用户与疾病相关的经历:定性与内容分析
Pub Date : 2024-04-17 DOI: 10.2196/51211
Lindsey J Wanberg, David R Pearson
BACKGROUNDLupus erythematosus (LE) is an autoimmune condition that is associated with significant detriments to quality of life and daily functioning. TikTok, a popular social networking platform for sharing short videos, provides a unique opportunity to understand experiences with LE within a nonclinical sample, a population that is understudied in LE research. This is the first qualitative study that explores LE experiences using the TikTok platform.OBJECTIVEThis study aims to evaluate the disease-related experiences of TikTok users with LE using qualitative and content analysis.METHODSTikTok videos were included if the hashtags included #lupus, were downloadable, were in English, and involved the personal experience of an individual with LE. A codebook was developed using a standardized inductive approach of iterative coding until saturation was reached. NVivo (Lumivero), a qualitative analysis software platform, was used to code videos and perform content analysis. Inductive thematic analysis was used to derive themes from the data.RESULTSA total of 153 TikTok videos met the inclusion criteria. The most common codes were experiences with symptoms (106/153, 69.3%), mucocutaneous symptoms (61/153, 39.9%), and experiences with treatment (59/153, 38.6%). Experiences with symptoms and mucocutaneous symptoms had the greatest cumulative views (25,381,074 and 14,879,109 views, respectively). Five thematic conclusions were derived from the data: (1) mucocutaneous symptoms had profound effects on the mental health and body image of TikTok users with LE; (2) TikTok users' negative experiences with health care workers were often derived from diagnostic delays and perceptions of "medical gaslighting"; (3) TikTok users tended to portray pharmacologic and nonpharmacologic interventions, such as diet and naturopathic remedies, positively, whereas pharmacologic treatments were portrayed negatively or referred to as "chemotherapy"; (4) LE symptoms, particularly musculoskeletal symptoms and fatigue, interfered with users' daily functioning; and (5) although TikTok users frequently had strong support systems, feelings of isolation were often attributed to battling an "invisible illness."CONCLUSIONSThis study demonstrates that social media can provide important, clinically relevant information for health practitioners caring for patients with chronic conditions such as LE. As mucocutaneous symptoms were the predominant drivers of distress in our sample, the treatment of hair loss and rash is vital in this population. However, pharmacologic therapies were often depicted negatively, reinforcing the significance of discussions on the safety and effectiveness of these treatments. In addition, while TikTok users demonstrated robust support systems, feelings of having an "invisible illness" and "medical gaslighting" dominated negative interactions with others. This underscores the importance of providing validation in clinical interactions.
背景红斑狼疮(LE)是一种自身免疫性疾病,严重影响患者的生活质量和日常功能。TikTok 是一个用于分享短视频的流行社交网络平台,它为了解非临床样本中的红斑狼疮患者的经历提供了一个独特的机会。本研究旨在通过定性分析和内容分析,评估 TikTok 用户的狼疮相关疾病经历。采用标准化的归纳法迭代编码,直到达到饱和为止,编制了编码手册。使用定性分析软件平台 NVivo (Lumivero) 对视频进行编码和内容分析。结果共有 153 个 TikTok 视频符合纳入标准。最常见的代码是症状经历(106/153,69.3%)、粘膜症状(61/153,39.9%)和治疗经历(59/153,38.6%)。症状经历和粘膜症状的累计浏览量最大(分别为 25,381,074 次和 14,879,109 次)。从数据中得出了五个主题结论:(1) 皮肤黏膜症状对 TikTok 用户的心理健康和身体形象产生了深远影响;(2) TikTok 用户与医护人员之间的负面经历往往源于诊断延误和对 "医托 "的看法;(3) TikTok 用户倾向于正面描述药物和非药物干预措施,如饮食和自然疗法,而药物治疗则被负面描述或称为 "化疗";(4) LE 症状,尤其是肌肉骨骼症状和疲劳,干扰了用户的日常功能;以及 (5) 尽管 TikTok 用户通常拥有强大的支持系统,但孤独感往往被归因于与 "隐形疾病 "作斗争。"结论本研究表明,社交媒体可以为护理 LE 等慢性病患者的医疗从业人员提供重要的临床相关信息。在我们的样本中,粘膜症状是造成困扰的主要原因,因此脱发和皮疹的治疗对这一人群至关重要。然而,药物疗法往往被负面描述,这就加强了对这些疗法的安全性和有效性进行讨论的重要性。此外,虽然 TikTok 用户展示了强大的支持系统,但 "隐形疾病 "和 "医学毒气 "的感觉主导了与他人的负面互动。这强调了在临床互动中提供验证的重要性。
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引用次数: 0
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JMIR infodemiology
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