Proceedings of the International e-Conference on Advances in Computer Engineering and Communication Systems (ICACECS 2023)

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Public Perception of Myocarditis and Pericarditis Risk after Covid-19 Vaccination

Authors
Anmolpreet Kaur1, *, Kamaljit Kaur1, Kiranbir Kaur1
1Department of Computer Engineering and Technology, Guru Nanak Dev University, Amritsar, Punjab, India
*Corresponding author. Email: anmolpreet6295@gmail.com
Corresponding Author
Anmolpreet Kaur
Available Online 21 December 2023.
DOI
10.2991/978-94-6463-314-6_3How to use a DOI?
Keywords
Sentiment classification; Fine-tuned BERT Model; pretraining; Covid-19; vaccines; vaccination; myocarditis; pericarditis
Abstract

Due to widespread development of COVID, there are health concerns across the world. The vaccinations are created as a result. Myocarditis and pericarditis are a couple of the adverse effects connected to COVID-19 immunizations, particularly the Pfizer-BioNTech and Moderna vaccines. As a result, it is necessary to examine people's sentiment. Social media is now a rich source of information where users may publish, comment, or tweet about their thoughts and experiences. In this study, we used a Fine-tuned BERT deep learning model and assess 2980 tweets from Twitter using tweepy to find people's perspectives on myocarditis and pericarditis following immunization. We discovered that negative tweets made up around 74.47% of the entire data while positive tweets made up 25.53% with Overall accuracy, F1-score, precision, and recall for the model were 0.911, 0.912, 0.926, 0.928 respectively.

Copyright
© 2023 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of the International e-Conference on Advances in Computer Engineering and Communication Systems (ICACECS 2023)
Series
Atlantis Highlights in Computer Sciences
Publication Date
21 December 2023
ISBN
10.2991/978-94-6463-314-6_3
ISSN
2589-4900
DOI
10.2991/978-94-6463-314-6_3How to use a DOI?
Copyright
© 2023 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

risenwbib
TY  - CONF
AU  - Anmolpreet Kaur
AU  - Kamaljit Kaur
AU  - Kiranbir Kaur
PY  - 2023
DA  - 2023/12/21
TI  - Public Perception of Myocarditis and Pericarditis Risk after Covid-19 Vaccination
BT  - Proceedings of the International e-Conference on Advances in Computer Engineering and Communication Systems (ICACECS 2023)
PB  - Atlantis Press
SP  - 18
EP  - 32
SN  - 2589-4900
UR  - https://doi.org/10.2991/978-94-6463-314-6_3
DO  - 10.2991/978-94-6463-314-6_3
ID  - Kaur2023
ER  -