ArticleInformation processing & management2022
Multi-stage Internet public opinion risk grading analysis of public health emergencies: An empirical study on Microblog in COVID-19.
Article in Information processing & management, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed.
- Risk assessment of earthquake online public opinion based on behavioral motivation.Scientific reports · 2026Article
- Risk identification and assessment of Internet public opinion on public emergencies based on Bayesian network and association rule mining.Frontiers in public health · 2025Article
- How online public opinion evolves before and after policy adjustments in response to major public health emergencies.Frontiers in public health · 2025Article
- Beyond the basics: Exploring the impact of social media marketing enablers on business success.Heliyon · 2024Article
- Public Opinion About COVID-19 on a Microblog Platform in China: Topic Modeling and Multidimensional Sentiment Analysis of Social Media.Journal of medical Internet research · 2024Article
- COVID-19 Pandemic Risk Assessment: Systematic Review.Risk management and healthcare policy · 2024Review
- Generation paths of online public opinion impact in public health emergency: a fuzzy-set qualitative comparative analysis based on Chinese data.Frontiers in public health · 2024Article
- Article
- Public Opinions About Palliative and End-of-Life Care During the COVID-19 Pandemic: Twitter-Based Content Analysis.JMIR formative research · 2023Article
- Configurational patterns for COVID-19 related social media rumor refutation effectiveness enhancement based on machine learning and fsQCA.Information processing & management · 2023Article
- Public opinion communication mechanism of public health emergencies in Weibo: take the COVID-19 epidemic as an example.Frontiers in public health · 2023Article
- Corpus-based critical discourse analysis of reporting practices in English news reports on public health event in China and United States.Frontiers in psychology · 2023Article
- Strategic management and risk control of emergency hospital construction: SWOT and STPA framework from a systems thinking perspective.PloS one · 2023Article
- How local outbreak of COVID-19 affect the risk of internet public opinion: A Chinese social media case study.Technology in society · 2022Article
- Mining Public Opinions on COVID-19 Vaccination: A Temporal Analysis to Support Combating Misinformation.Tropical medicine and infectious disease · 2022Article
- An extended multi-criteria group decision-making method with psychological factors and bidirectional influence relation for emergency medical supplier selection.Expert systems with applications · 2022Article
- The fluctuation analysis of public opinion energy: Modeling social group opinion base on the event of social networks.Intelligent systems with applications · 2022Article
- Exploring the role of digital media dependency on the relationship between personal involvement and flashbulb memory during the pandemic: Empirical evidence from Mainland China.Frontiers in psychology · 2022Article
- Research on the Public Opinion Guidance Mechanism of Major Public Health Incidents.Frontiers in psychology · 2022Article
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
In the period of Corona Virus Disease 2019 (COVID-19), millions of people participate in the discussion of COVID-19 on the Internet, which can easily trigger public opinion and threaten social stability. This paper creatively proposes a multi-stage risk grading model of Internet public opinion for public health emergencies. On the basis of general public opinion risk grading analysis, the model continuously pays attention to the risk level of Internet public opinion based on the time scale of regular or major information updates. This model combines Analytic Hierarchy Process Sort II (AHPSort II) and Swing Weighting (SW) methods and proposes a new Multi-Criteria Decision Making (MCDM) method - AHPSort II-SW. Intuitionistic fuzzy number and linguistic fuzzy number are introduced into the model to evaluate the criteria that cannot be quantified. The multi-stage model is tested using more than 2,000 textual data about COVID-19 collected from Microblog, a leading social media platform in China. Seven public opinion risk assessments were conducted from January 23 to April 8, 2020. The empirical results show that in the early COVID-19 outbreak, the risk of public opinion is more serious on macroscopic view. In details, the risk of public opinion decreases slowly with time, but the emergence of important events may still increase the risk of public opinion. The analysis results are in line with the actual situation and verify the effectiveness of the method. Comparative analysis indicates the improved method is proved to be superior and effective, sensitivity analysis confirms its stability. Finally, management suggestions was provided, this study contributes to the literature on public opinion risk assessment and provides implications for practice.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.