The emotions for COVID-19 vaccine: Insights from Twitter analytics about hesitancy and willingness for vaccination

被引:0
|
作者
Singh, Shiwangi [1 ]
Dhir, Sanjay [2 ]
Sushil [2 ]
机构
[1] Indian Inst Management, Ranchi, Jharkhand, India
[2] Indian Inst Technol Delhi, New Delhi, India
关键词
COVID-19; vaccine; Policy implications; Emotion classification; Hesitancy; Willingness; Sentiments; Vaccination program; SEMANTIC NETWORK ANALYSIS; SENTIMENT; MOVEMENT;
D O I
10.1016/j.jpolmod.2024.05.005
中图分类号
F [经济];
学科分类号
02 ;
摘要
The declaration by the World Health Organization and government-initiated actions by different countries for the COVID-19 vaccine have led to the rapid evolution of sentiments on various social media platforms. Real-time data related to vaccination has grown the need to anticipate the changes in vaccine uptake. Using Twitter dataset, the study models different emotions and their associated word. The emotions are majorly classified into hesitancy and willingness for vaccination. The study categorizes the tweets into pre-launch, post-launch, and booster doses of the COVID-19 vaccine. Based on comparative analysis, most sentiments were related to hesitancy for vaccination during pre-launch. In post-launch, the majority of sentiments were oriented towards willingness for vaccination. However, during the booster dose, the sentiments were oriented toward happy, adequate, and free emotions. Over the time period, the willingness of the COVID-19 vaccine has improved. The practitioners and policymakers can obtain real-time sentiments based on this approach and strategize the long-term vaccination policy for COVID-19 and other vaccination programs. (c) 2024 The Society for Policy Modeling. Published by Elsevier Inc. All rights are reserved, including those for text and data mining, AI training, and similar technologies.
引用
收藏
页码:964 / 984
页数:21
相关论文
共 50 条
  • [31] COVID-19 Vaccine Hesitancy
    Storey, Doug
    GLOBAL HEALTH-SCIENCE AND PRACTICE, 2022, 10 (01):
  • [32] Attitudes towards COVID-19 vaccination, vaccine hesitancy and intention to take the vaccine
    Cordina, Maria
    Lauri, Mary A.
    Lauri, Josef
    PHARMACY PRACTICE-GRANADA, 2021, 19 (01):
  • [33] COVID-19 vaccine hesitancy
    Eve Dubé
    Noni E. MacDonald
    Nature Reviews Nephrology, 2022, 18 : 409 - 410
  • [34] COVID-19 vaccine hesitancy
    Dube, Eve
    MacDonald, Noni E.
    NATURE REVIEWS NEPHROLOGY, 2022, 18 (07) : 409 - 410
  • [35] Vaccine Hesitancy and Anti-Vaccination Attitudes during the Start of COVID-19 Vaccination Program: A Content Analysis on Twitter Data
    Kucukali, Hueseyin
    Atac, Oemer
    Palteki, Ayse Seval
    Tokac, Ayse Zuelal
    Hayran, Osman
    VACCINES, 2022, 10 (02)
  • [36] Trajectory of COVID-19 Vaccine Hesitancy Over Time and Association of Initial Vaccine Hesitancy With Subsequent Vaccination
    Siegler, Aaron J.
    Luisi, Nicole
    Hall, Eric W.
    Bradley, Heather
    Sanchez, Travis
    Lopman, Benjamin A.
    Sullivan, Patrick S.
    JAMA NETWORK OPEN, 2021, 4 (09)
  • [37] Social media and COVID-19 vaccination hesitancy: mediating role of the COVID-19 vaccine perception
    Nguyen, Duy Van
    Nguyen, Phi -Hung
    HELIYON, 2022, 8 (09)
  • [38] COVID-19 vaccine willingness prior to and during the COVID-19 vaccination rollout in Australia
    Wang, Bing
    Nolan, Rebecca
    Krumeich, Benjamin
    D'Onise, Katina
    Marshall, Helen
    HUMAN VACCINES & IMMUNOTHERAPEUTICS, 2022, 18 (05)
  • [39] What has been learned about COVID-19 vaccine hesitancy in Pakistan: Insights from a narrative review
    Tharwani, Zoaib Habib
    Kumar, Prince
    Marfani, Wajeeha Bilal
    Shaeen, Sean Kaisser
    Adnan, Alishba
    Mohanan, Parvathy
    Islam, Zarmina
    Essar, Mohammad Yasir
    HEALTH SCIENCE REPORTS, 2022, 5 (06)
  • [40] COVID-19 pediatric vaccine Hesitancy: Themes and interactions with verified twitter accounts
    Le, Nicolette
    Mcmann, Tiana J.
    Wenzel, Christine
    Li, Zhuoran
    Xu, Qing
    Cuomo, Raphael E.
    Yang, Joshua
    Mackey, Tim K.
    VACCINE, 2025, 47