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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...

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Autores principales: Sv, Praveen, Tandon, Jyoti, Vikas, Hinduja, Hitesh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Diabetes India. Published by Elsevier Ltd. 2021
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.
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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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