Analysis of public concerns about influenza vaccinations by mining a massive online question dataset in Japan. Issue 27 (8th June 2016)
- Record Type:
- Journal Article
- Title:
- Analysis of public concerns about influenza vaccinations by mining a massive online question dataset in Japan. Issue 27 (8th June 2016)
- Main Title:
- Analysis of public concerns about influenza vaccinations by mining a massive online question dataset in Japan
- Authors:
- Nawa, Nobutoshi
Kogaki, Shigetoyo
Takahashi, Kunihiko
Ishida, Hidekazu
Baden, Hiroki
Katsuragi, Shinichi
Narita, Jun
Tanaka-Taya, Keiko
Ozono, Keiichi - Abstract:
- Highlights: The largest Japanese Q&A bulletin board service data including more than 16 million questions was analyzed. We noted the emergence of similar questions in the same period every year. Concerns regarding effectiveness abruptly increased during the epidemic period. Pregnant or breastfeeding women increasingly asked questions about feasibility from October. Providing accurate and timely information is essential to promote vaccinations. Abstract: Background: Elucidating public concerns regarding vaccinations is important for successful immunization programs. The objective of the present study was to categorize public concerns regarding influenza vaccinations in Japan by analyzing a massive web-based question dataset. Methods: The Yahoo! Chiebukuro (Japanese Yahoo! Answers) Dataset, which includes more than 16 million questions collected between April 2004 and April 2009, was used in this study. We sequentially filtered data to obtain questions on influenza vaccinations. Any questions that met our exclusion criteria concerning veterinary vaccines or computer virus vaccines were removed from the analysis. Filtered questions and their answers were manually analyzed for their content by a team of board-certified pediatricians. Results: After filtering data, we obtained 1950 questions regarding influenza vaccinations. The three most frequently asked questions were regarding the vaccination schedule, safety, and effectiveness. When we analyzed monthly trends in questionHighlights: The largest Japanese Q&A bulletin board service data including more than 16 million questions was analyzed. We noted the emergence of similar questions in the same period every year. Concerns regarding effectiveness abruptly increased during the epidemic period. Pregnant or breastfeeding women increasingly asked questions about feasibility from October. Providing accurate and timely information is essential to promote vaccinations. Abstract: Background: Elucidating public concerns regarding vaccinations is important for successful immunization programs. The objective of the present study was to categorize public concerns regarding influenza vaccinations in Japan by analyzing a massive web-based question dataset. Methods: The Yahoo! Chiebukuro (Japanese Yahoo! Answers) Dataset, which includes more than 16 million questions collected between April 2004 and April 2009, was used in this study. We sequentially filtered data to obtain questions on influenza vaccinations. Any questions that met our exclusion criteria concerning veterinary vaccines or computer virus vaccines were removed from the analysis. Filtered questions and their answers were manually analyzed for their content by a team of board-certified pediatricians. Results: After filtering data, we obtained 1950 questions regarding influenza vaccinations. The three most frequently asked questions were regarding the vaccination schedule, safety, and effectiveness. When we analyzed monthly trends in question contents, we noted the emergence of similar questions in the same period every year. Therefore, we classified the time periods of each year into three parts: (1) from April to the commencement of seasonal influenza vaccinations (September), (2) from October until the epidemic period, and (3) the epidemic period. Two interesting results were obtained: concerns regarding effectiveness abruptly increased during the epidemic period, and pregnant or breastfeeding women increasingly asked questions regarding feasibility between October and the epidemic period. Conclusions: The questions and concerns collected and analyzed in this study illustrate that the public have questions about the influenza vaccine and also that questions changed with periodical consistency. These results highlight the possible usefulness of providing the public with the latest and correct information to their questions in a timely manner, for example via an official health website. … (more)
- Is Part Of:
- Vaccine. Volume 34:Issue 27(2016)
- Journal:
- Vaccine
- Issue:
- Volume 34:Issue 27(2016)
- Issue Display:
- Volume 34, Issue 27 (2016)
- Year:
- 2016
- Volume:
- 34
- Issue:
- 27
- Issue Sort Value:
- 2016-0034-0027-0000
- Page Start:
- 3207
- Page End:
- 3213
- Publication Date:
- 2016-06-08
- Subjects:
- Influenza vaccinations -- Vaccine confidence -- Vaccination coverage -- Public concern -- Big data
Vaccines -- Periodicals
615.372 - Journal URLs:
- http://www.sciencedirect.com/science/journal/0264410X ↗
http://www.clinicalkey.com/dura/browse/journalIssue/0264410X ↗
http://www.clinicalkey.com.au/dura/browse/journalIssue/0264410X ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.vaccine.2016.01.008 ↗
- Languages:
- English
- ISSNs:
- 0264-410X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 9138.628000
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