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印度公民对 COVID-19 疫苗副作用的看法——一项机器学习研究。

Indian citizen's perspective about side effects of COVID-19 vaccine - A machine learning study.

机构信息

National Institute of Technology, Trichy, India.

Nielsen India Private Limited, Delhi, India.

出版信息

Diabetes Metab Syndr. 2021 Jul-Aug;15(4):102172. doi: 10.1016/j.dsx.2021.06.009. Epub 2021 Jun 10.

Abstract

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.

摘要

背景与目的

自印度开始 COVID-19 疫苗接种运动以来,公民一直在社交媒体上分享他们对此的看法。本研究考察了印度公民对 COVID-19 疫苗副作用的态度。

方法

本研究使用社交媒体帖子。我们使用 Python 收集了关注 COVID-19 疫苗副作用的印度人的社交媒体帖子。在研究一,我们进行了情感分析,以了解印度公民对 COVID-19 疫苗副作用的总体态度,在研究二,我们进行了主题建模,以分析公民在接种 COVID-19 疫苗后表达的主要副作用。

结果

我们的研究表明,印度公民发布的关于 COVID-19 疫苗副作用的推文,近 78.5% 的推文要么是中性的,要么是积极的。我们的主题建模研究发现,对工作场所效率的恐惧和对死亡的恐惧是导致印度公民对 COVID-19 疫苗副作用产生负面情绪的两个主要因素。

结论

虽然印度政府积极鼓励公民接种疫苗很重要,但帮助公民理解疫苗接种计划的重要性也很重要。教育公民了解疫苗接种计划的积极方面的最佳方法是解决公民在他们的 COVID-19 疫苗的社交媒体帖子中表达的恐惧。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a599/8189737/14a35fa135a2/gr1_lrg.jpg

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