2022
DOI: 10.1609/icwsm.v16i1.19277
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Social Media Reveals Urban-Rural Differences in Stress across China

Abstract: Modelling differential stress expressions in urban and rural regions in China can provide a better understanding of the effects of urbanization on psychological well-being in a country that has rapidly grown economically in the last two decades. Using Weibo posts from over 65,000 users across 329 counties, we build hierarchical mixed-effects models to understand linguistic differences in the experiences and expressions of stress in urban-rural China. We analyze phrases, topical themes, and psycho-linguistic wo… Show more

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Cited by 7 publications
(4 citation statements)
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“…We avoid these problems by reducing the textual embedding with Uniform Manifold Approximation and Projection (UMAP) (McInnes et al 2018), the state-of-the-art method. We reduce the 768 dimensions to 5, as suggested in (Zhang et al 2022;Jimenez Villalonga 2021).…”
Section: Methodsmentioning
confidence: 99%
See 2 more Smart Citations
“…We avoid these problems by reducing the textual embedding with Uniform Manifold Approximation and Projection (UMAP) (McInnes et al 2018), the state-of-the-art method. We reduce the 768 dimensions to 5, as suggested in (Zhang et al 2022;Jimenez Villalonga 2021).…”
Section: Methodsmentioning
confidence: 99%
“…As prior work indicates that income and self-reported positive sentiment are usually correlated (Easterlin 1974;Giorgi et al 2021;Cui et al 2022), we now look at the relationship between income and post sentiment. We calculate the median of the sentiment scores for the posts of the neighborhoods in the same income group and each % of the duration of the month.…”
Section: Income and User Sentimentmentioning
confidence: 99%
See 1 more Smart Citation
“…In China, one of the world's most densely populated countries, a remarkable surge in social media usage, particularly among Chinese adolescents, has been observed, as Forbes' latest statistics [2] indicate that 4.8 billion people will be involved in the medium by 2023. In contrast to the West, where Facebook, Instagram, and YouTube reign supreme, numerous innovative social platforms are now being developed in China [3]. According to the latest figures from Weiboyi, WeChat is ranked as China's top essential social commerce platform, followed by Weibo, Little Red Book, and Douyin [4].…”
Section: Introductionmentioning
confidence: 99%