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The role of actors, targets, and witnesses: Examining gratitude exchanges in a social context
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In: JOURNAL OF POSITIVE PSYCHOLOGY, vol 17, iss 2 (2022)
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Psychological Well-Being of Left-Behind Children in China: Text Mining of the Social Media Website Zhihu.
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In: International journal of environmental research and public health, vol 19, iss 4 (2022)
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Abstract:
China's migrant population has significantly contributed to its economic growth; however, the impact on the well-being of left-behind children (LBC) has become a serious public health problem. Text mining is an effective tool for identifying people's mental state, and is therefore beneficial in exploring the psychological mindset of LBC. Traditional data collection methods, which use questionnaires and standardized scales, are limited by their sample sizes. In this study, we created a computational application to quantitively collect personal narrative texts posted by LBC on Zhihu, which is a Chinese question-and-answer online community website; 1475 personal narrative texts posted by LBC were gathered. We used four types of words, i.e., first-person singular pronouns, negative words, past tense verbs, and death-related words, all of which have been associated with depression and suicidal ideations in the Chinese Linguistic Inquiry Word Count (CLIWC) dictionary. We conducted vocabulary statistics on the personal narrative texts of LBC, and bilateral t-tests, with a control group, to analyze the psychological well-being of LBC. The results showed that the proportion of words related to depression and suicidal ideations in the texts of LBC was significantly higher than in the control group. The differences, with respect to the four word types (i.e., first-person singular pronouns, negative words, past tense verbs, and death-related words), were 5.37, 2.99, 2.65, and 2.00 times, respectively, suggesting that LBC are at a higher risk of depression and suicide than their counterparts. By sorting the texts of LBC, this research also found that child neglect is a main contributing factor to psychological difficulties of LBC. Furthermore, mental health problems and the risk of suicide in vulnerable groups, such as LBC, is a global public health issue, as well as an important research topic in the era of digital public health. Through a linguistic analysis, the results of this study confirmed that the experiences of left-behind children negatively impact their mental health. The present findings suggest that it is vital for the public and nonprofit sectors to establish online suicide prevention and intervention systems to improve the well-being of LBC through digital technology.
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Keyword:
Behavioral and Social Science; Clinical Research; Depression; left-behind children; linguistic analysis; Mental Health; personal narrative text; Prevention; psychological well-being; Suicide; text mining; textual analysis; Toxicology
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URL: https://escholarship.org/uc/item/74g2z1q0
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| 3 |
Arguing About “COVID” ; Metalinguistic Arguments on What Counts as a “COVID-19 Death”
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| 4 |
Continuous glucose monitoring use and glucose variability in very young children with type 1 diabetes (VibRate) ; A multinational prospective observational real-world cohort study
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Psychological Well-Being of Left-Behind Children in China: Text Mining of the Social Media Website Zhihu
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 4; Pages: 2127 (2022)
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Les Africains, sont-ils heureux? "Retour au rire" en temps de guerre, de famine et de misère
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In: 20 (2022)
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| 7 |
Are Africans happy? 'Return to laughter' in times of war, famine and misery
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In: 20 (2022)
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| 8 |
Online Networks and Subjective Well‐Being: The Effect of "Big Five Personality Traits"
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In: Social Inclusion ; 9 ; 4 ; 399-412 ; In Good Company? Personal Relationships, Network Embeddedness, and Social Inclusion (2022)
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| 9 |
Parenting of 1.5 generation Chinese Americans’ parents: A case study
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In: Journal of Global Education and Research (2022)
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| 10 |
Propuesta de intervención en personas adultas con obesidad a través de terapias de tercera generación
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Revisiting the Sustainable Happiness Model and Pie Chart: Can Happiness Be Successfully Pursued?
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In: JOURNAL OF POSITIVE PSYCHOLOGY, vol 16, iss 2 (2021)
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| 13 |
Comparing the effects of performing and recalling acts of kindness
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In: JOURNAL OF POSITIVE PSYCHOLOGY, vol 16, iss 1 (2021)
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| 15 |
Understanding cervical cancer screening barriers among migrant women ; a qualitative study with healthcare and community workers in portugal
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| 18 |
LEO 2018 - Leben mit geringer Literalität (Scientific Use File) ... : LEO 2018 - Living with Low Literacy (Scientific Use File) ...
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LEO 2018 - Leben mit geringer Literalität (Public Use File) ... : LEO 2018 - Living with Low Literacy (Public Use File) ...
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| 20 |
Examining Cross-Cultural Relationships Between Meaning in Life and Psychological Well-Being in Turkey and the United States
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In: Author (2021)
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