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Indian citizen's perspective about side effects of COVID-19 vaccine – A machine learning study
BACKGROUND AND AIMS: Ever since the vaccination drive for COVID-19 has started in India, the citizens have been sharing their views on social media about it. The present study examines the attitude of Indian citizens towards the side effects of the COVID-19 vaccine. METHODS: Social media posts were...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Diabetes India. Published by Elsevier Ltd.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8189737/ https://www.ncbi.nlm.nih.gov/pubmed/34186350 http://dx.doi.org/10.1016/j.dsx.2021.06.009 |
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author | Sv, Praveen Tandon, Jyoti Vikas Hinduja, Hitesh |
author_facet | Sv, Praveen Tandon, Jyoti Vikas Hinduja, Hitesh |
author_sort | Sv, Praveen |
collection | PubMed |
description | BACKGROUND AND AIMS: Ever since the vaccination drive for COVID-19 has started in India, the citizens have been sharing their views on social media about it. The present study examines the attitude of Indian citizens towards the side effects of the COVID-19 vaccine. METHODS: Social media posts were used for this research. Using Python, we have collected social media posts of Indians focusing on side effects of COVID -19 vaccines. In study one, sentimental analysis was done to find overall attitude of Indian citizens towards the side effects of COVID-19 vaccine and in study two, topic modeling done to analyze the major side effects voiced out by the citizens after taking COVID-19 vaccine. RESULTS: The studies conducted have revealed that nearly 78.5% of tweets posted by Indian citizens about the side effects of the COVID-19 vaccine were either in neutral or positive sentiments. Our topic modeling studies have found that fear of efficiency in the workplace and the fear of death as the prime two issues that contributes Indian citizens to have negative sentiment about the side effects of the COVID-19 vaccine. CONCLUSION: While it is important for the Indian government to actively encourage its citizens to have vaccine, it is also important to help the citizens understand the important of the vaccination program. The best way to educate citizens regarding the positive aspect of the vaccination program is by addressing the fears, Indian citizens have voiced in their social media post about the COVID-19 vaccines. |
format | Online Article Text |
id | pubmed-8189737 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Diabetes India. Published by Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-81897372021-06-10 Indian citizen's perspective about side effects of COVID-19 vaccine – A machine learning study Sv, Praveen Tandon, Jyoti Vikas Hinduja, Hitesh Diabetes Metab Syndr Original Article BACKGROUND AND AIMS: Ever since the vaccination drive for COVID-19 has started in India, the citizens have been sharing their views on social media about it. The present study examines the attitude of Indian citizens towards the side effects of the COVID-19 vaccine. METHODS: Social media posts were used for this research. Using Python, we have collected social media posts of Indians focusing on side effects of COVID -19 vaccines. In study one, sentimental analysis was done to find overall attitude of Indian citizens towards the side effects of COVID-19 vaccine and in study two, topic modeling done to analyze the major side effects voiced out by the citizens after taking COVID-19 vaccine. RESULTS: The studies conducted have revealed that nearly 78.5% of tweets posted by Indian citizens about the side effects of the COVID-19 vaccine were either in neutral or positive sentiments. Our topic modeling studies have found that fear of efficiency in the workplace and the fear of death as the prime two issues that contributes Indian citizens to have negative sentiment about the side effects of the COVID-19 vaccine. CONCLUSION: While it is important for the Indian government to actively encourage its citizens to have vaccine, it is also important to help the citizens understand the important of the vaccination program. The best way to educate citizens regarding the positive aspect of the vaccination program is by addressing the fears, Indian citizens have voiced in their social media post about the COVID-19 vaccines. Diabetes India. Published by Elsevier Ltd. 2021 2021-06-10 /pmc/articles/PMC8189737/ /pubmed/34186350 http://dx.doi.org/10.1016/j.dsx.2021.06.009 Text en © 2021 Diabetes India. Published by Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Original Article Sv, Praveen Tandon, Jyoti Vikas Hinduja, Hitesh Indian citizen's perspective about side effects of COVID-19 vaccine – A machine learning study |
title | Indian citizen's perspective about side effects of COVID-19 vaccine – A machine learning study |
title_full | Indian citizen's perspective about side effects of COVID-19 vaccine – A machine learning study |
title_fullStr | Indian citizen's perspective about side effects of COVID-19 vaccine – A machine learning study |
title_full_unstemmed | Indian citizen's perspective about side effects of COVID-19 vaccine – A machine learning study |
title_short | Indian citizen's perspective about side effects of COVID-19 vaccine – A machine learning study |
title_sort | indian citizen's perspective about side effects of covid-19 vaccine – a machine learning study |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8189737/ https://www.ncbi.nlm.nih.gov/pubmed/34186350 http://dx.doi.org/10.1016/j.dsx.2021.06.009 |
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