Survival analysis of the duration of rumors during the COVID-19 pandemic

被引:3
|
作者
Liu, Xiaoyan [1 ]
Zhang, Lele [1 ]
Sun, Lixiang [1 ]
Liu, Ran [2 ]
机构
[1] Beijing Jiaotong Univ, Sch Languages & Commun Studies, Beijing 100044, Peoples R China
[2] Wenzhou Med Univ, Sch Med Humanities & Management, Wenzhou 325035, Peoples R China
关键词
Rumor; Duration; COVID-19; Survival analysis; SOCIAL MEDIA; INFORMATION; EPIDEMIC;
D O I
10.1186/s12889-024-17991-3
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
BackgroundThe emergence of the COVID-19 pandemic towards the end of 2019 triggered a relentless spread of online misinformation, which significantly impacted societal stability, public perception, and the effectiveness of measures to prevent and control the epidemic. Understanding the complex dynamics and characteristics that determine the duration of rumors is crucial for their effective management. In response to this urgent requirement, our study takes survival analysis method to analyze COVID-19 rumors comprehensively and rigorously. Our primary aim is to clarify the distribution patterns and key determinants of their persistence. Through this exploration, we aim to contribute to the development of robust rumor management strategies, thereby reducing the adverse effects of misinformation during the ongoing pandemic.MethodsThe dataset utilized in this research was sourced from Tencent's "Jiao Zhen" Verification Platform's "Real-Time Debunking of Novel Coronavirus Pneumonia" system. We gathered a total of 754 instances of rumors from January 18, 2020, to January 17, 2023. The duration of each rumor was ascertained using the Baidu search engine. To analyze these rumors, survival analysis techniques were applied. The study focused on examining various factors that might influence the rumors' longevity, including the theme of the content, emotional appeal, the credibility of the source, and the mode of presentation.ResultsOur study's results indicate that a rumor's lifecycle post-emergence typically progresses through three distinct phases: an initial rapid decline phase (0-25 days), followed by a stable phase (25-1000 days), and ultimately, an extinction phase (beyond 1000 days). It is observed that half of the rumors fade within the first 25 days, with an average duration of approximately 260.15 days. When compared to the baseline category of prevention and treatment rumors, the risk of dissipation is markedly higher in other categories: policy measures rumors are 3.58 times more likely to perish, virus information rumors have a 0.52 times higher risk, epidemic situation rumors are 4.86 times more likely to die out, and social current affairs rumors face a 2.02 times increased risk. Additionally, in comparison to wish rumors, bogie rumors and aggression rumors have 0.26 and 0.27 times higher risks of dying, respectively. In terms of presentation, graphical and video rumors share similar dissolution risks, whereas textual rumors tend to have a longer survival time. Interestingly, the credibility of the rumor's source does not significantly impact its longevity.ConclusionThe survival time of rumors is strongly linked to their content theme and emotional appeal, whereas the credibility of the source and the format of presentation have a more auxiliary influence. This study recommends that government agencies should adopt specific strategies to counter rumors. Experts and scholars are encouraged to take an active role in spreading health knowledge. It's important for the public to proactively seek trustworthy sources for accurate information. Media platforms are advised to maintain journalistic integrity, verify the accuracy of information, and guide the public towards improved media literacy. These actions, collectively, can foster a collaborative alliance between the government and the media, effectively combating misinformation.
引用
收藏
页数:17
相关论文
共 50 条
  • [41] Triage during the COVID-19 pandemic
    Kucewicz-Czech, Ewa
    Damps, Maria
    ANAESTHESIOLOGY INTENSIVE THERAPY, 2020, 52 (04) : 312 - 315
  • [42] CIBERESP during the COVID-19 pandemic
    Ruiz Cantero, Maria Teresa
    GACETA SANITARIA, 2020, 34 (06) : 628 - 628
  • [43] Surgery during the COVID-19 pandemic
    Shanthanna, Harsha
    Uppal, Vishal
    LANCET, 2020, 396 (10261): : E74 - E74
  • [44] Vaccination during the COVID-19 pandemic
    Danchin, Margie
    AUSTRALIAN JOURNAL OF GENERAL PRACTICE, 2020, 49 (10) : 621 - 621
  • [45] Stigma during the COVID-19 pandemic
    Bagcchi, Sanjeet
    LANCET INFECTIOUS DISEASES, 2020, 20 (07): : 782 - 782
  • [46] Dengue during the COVID-19 pandemic
    Wilder-Smith, Annelies
    JOURNAL OF TRAVEL MEDICINE, 2021, 28 (08)
  • [47] Stroke During COVID-19 Pandemic
    Sezgin, Mine
    Ekizoglu, Esme
    Yesilot, Nilufer
    Coban, Oguzhan
    NOROPSIKIYATRI ARSIVI-ARCHIVES OF NEUROPSYCHIATRY, 2020, 57 (02): : 83 - 84
  • [48] Sleep During the COVID-19 Pandemic
    Papagiouvanni, Ioanna
    Kotoulas, Serafeim-Chrysovalantis
    Vettas, Christos
    Sourla, Evdokia
    Pataka, Athanasia
    CURRENT PSYCHIATRY REPORTS, 2022, 24 (11) : 635 - 643
  • [49] Psychopharmacotherapy during the COVID-19 pandemic
    Seifert, J.
    Heck, J.
    Eckermann, G.
    Singer, M.
    Bleich, S.
    Grohmann, R.
    Toto, S.
    NERVENARZT, 2020, 91 (07): : 604 - 610
  • [50] Controversies during the COVID-19 pandemic
    Cornistein, Wanda
    Desse, Javier
    Nuccetelli, Yanina
    Santonato, Daniela
    Rodriguez, Viviana M.
    De Cristofano, Analia
    Ines Staneloni, Maria
    Paula Herrera, Maria
    Colque, Angel
    MEDICINA-BUENOS AIRES, 2021, 81 (02) : 241 - 251