An analysis of COVID-19 vaccine sentiments and opinions on Twitter. (July 2021)
- Record Type:
- Journal Article
- Title:
- An analysis of COVID-19 vaccine sentiments and opinions on Twitter. (July 2021)
- Main Title:
- An analysis of COVID-19 vaccine sentiments and opinions on Twitter
- Authors:
- Yousefinaghani, Samira
Dara, Rozita
Mubareka, Samira
Papadopoulos, Andrew
Sharif, Shayan - Abstract:
- Highlights: 4 million tweets were used to identify vaccine sentiments opinions. Positive sentiment about the COVID-19 vaccine was the dominant polarity on Twitter. Vaccine objection and hesitancy were more than vaccine interest. Content producer against vaccination were partly Twitter bots or political activists. Well-known individuals and organizations wrote in favour of vaccination. Abstract: Objective: We identified public sentiments and opinions toward the COVID-19 vaccines based on the content of Twitter. Materials and methods: We retrieved 4, 552, 652 publicly available tweets posted within the timeline of January 2020 to January 2021. Following extraction, we identified vaccine sentiments and opinions of tweets and compared their progression by time, geographical distribution, main themes, keywords, posts engagement metrics and accounts characteristics. Results: We found a slight difference in the prevalence of positive and negative sentiments, with positive being the dominant polarity and having higher engagements. The amount of discussion on vaccine rejection and hesitancy was more than interest in vaccines during the course of the study, but the pattern was different in various countries. We found the accounts producing vaccine opposition content were partly Twitter bots or political activists while well-known individuals and organizations generated the content in favour of vaccination. Conclusion: Understanding sentiments and opinions toward vaccination usingHighlights: 4 million tweets were used to identify vaccine sentiments opinions. Positive sentiment about the COVID-19 vaccine was the dominant polarity on Twitter. Vaccine objection and hesitancy were more than vaccine interest. Content producer against vaccination were partly Twitter bots or political activists. Well-known individuals and organizations wrote in favour of vaccination. Abstract: Objective: We identified public sentiments and opinions toward the COVID-19 vaccines based on the content of Twitter. Materials and methods: We retrieved 4, 552, 652 publicly available tweets posted within the timeline of January 2020 to January 2021. Following extraction, we identified vaccine sentiments and opinions of tweets and compared their progression by time, geographical distribution, main themes, keywords, posts engagement metrics and accounts characteristics. Results: We found a slight difference in the prevalence of positive and negative sentiments, with positive being the dominant polarity and having higher engagements. The amount of discussion on vaccine rejection and hesitancy was more than interest in vaccines during the course of the study, but the pattern was different in various countries. We found the accounts producing vaccine opposition content were partly Twitter bots or political activists while well-known individuals and organizations generated the content in favour of vaccination. Conclusion: Understanding sentiments and opinions toward vaccination using Twitter may help public health agencies to increase positive messaging and eliminate opposing messages in order to enhance vaccine uptake. … (more)
- Is Part Of:
- International journal of infectious diseases. Volume 108(2021)
- Journal:
- International journal of infectious diseases
- Issue:
- Volume 108(2021)
- Issue Display:
- Volume 108, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 108
- Issue:
- 2021
- Issue Sort Value:
- 2021-0108-2021-0000
- Page Start:
- 256
- Page End:
- 262
- Publication Date:
- 2021-07
- Subjects:
- Communicable diseases -- Social media -- Text mining -- Vaccine
Communicable diseases -- Periodicals
Communicable Diseases -- Periodicals
Communicable diseases
Periodicals
Electronic journals
616.9 - Journal URLs:
- http://bibpurl.oclc.org/web/73769 ↗
http://www.journals.elsevier.com/international-journal-of-infectious-diseases/ ↗
http://www.sciencedirect.com/science/journal/12019712 ↗
http://www.clinicalkey.com/dura/browse/journalIssue/12019712 ↗
http://www.clinicalkey.com.au/dura/browse/journalIssue/12019712 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ijid.2021.05.059 ↗
- Languages:
- English
- ISSNs:
- 1201-9712
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.304750
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 18302.xml