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However, valence and arousal are the 2 larger, more persistent dimensions, and much of the literature uses only these 2 dimensions. In this paper, we explore the relationship between valence and arousal from the subjective experience of a group of underserved individuals classified as high risk in a 2 D model of affect.
A circumplex model of affect was developed based on the assumption that valence and arousal are the principal dimensions of affect [5].
JMIR Form Res 2023;7:e34989
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We employed sentiment analysis to assess the valence of tweets. Automated extraction generated data about social media features. Therefore, we put forward the following research questions:
Research question 1 (RQ1): How do content topics, content valence, and social media message features affect the popularity of tweets about COVID-19 vaccines?
Research question 2 (RQ2): How do content topics, content valence, and social media message features affect the virality of tweets about COVID-19 vaccines?
JMIR Public Health Surveill 2021;7(12):e32814
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In Figure 2, these 9 emotions are presented within the circumplex, depicting their valence and arousal coordinates. During each daily assessment, we created composite scores of valence and arousal as weighted sums of responses from all 9 emotion questionnaire items, with the reported emotion scores serving as weights. These two composite scores were the outcomes of this study.
JMIR Ment Health 2019;6(2):e10186
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