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Main Authors: Phillips, Samantha C., Ng, Lynnette Hui Xian, Zhou, Wenqi, Carley, Kathleen M.
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2407.19406
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author Phillips, Samantha C.
Ng, Lynnette Hui Xian
Zhou, Wenqi
Carley, Kathleen M.
author_facet Phillips, Samantha C.
Ng, Lynnette Hui Xian
Zhou, Wenqi
Carley, Kathleen M.
contents Effective public health messaging benefits from understanding antecedents to unstable attitudes that are more likely to be influenced. This work investigates the relationship between moral and emotional bases for attitudes towards COVID-19 vaccines and variance in stance. Evaluating nearly 1 million X users over a two month period, we find that emotional language in tweets about COVID-19 vaccines is largely associated with more variation in stance of the posting user, except anger and surprise. The strength of COVID-19 vaccine attitudes associated with moral values varies across foundations. Most notably, liberty is consistently used by users with no or less variation in stance, while fairness and sanctity are used by users with more variation. Our work has implications for designing constructive pro-vaccine messaging and identifying receptive audiences.
format Preprint
id arxiv_https___arxiv_org_abs_2407_19406
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Moral and emotional influences on attitude stability towards COVID-19 vaccines on social media
Phillips, Samantha C.
Ng, Lynnette Hui Xian
Zhou, Wenqi
Carley, Kathleen M.
Computers and Society
Effective public health messaging benefits from understanding antecedents to unstable attitudes that are more likely to be influenced. This work investigates the relationship between moral and emotional bases for attitudes towards COVID-19 vaccines and variance in stance. Evaluating nearly 1 million X users over a two month period, we find that emotional language in tweets about COVID-19 vaccines is largely associated with more variation in stance of the posting user, except anger and surprise. The strength of COVID-19 vaccine attitudes associated with moral values varies across foundations. Most notably, liberty is consistently used by users with no or less variation in stance, while fairness and sanctity are used by users with more variation. Our work has implications for designing constructive pro-vaccine messaging and identifying receptive audiences.
title Moral and emotional influences on attitude stability towards COVID-19 vaccines on social media
topic Computers and Society
url https://arxiv.org/abs/2407.19406