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Psychological Well-Being of Left-Behind Children in China: Text Mining of the Social Media Website Zhihu.
In: International journal of environmental research and public health, vol 19, iss 4 (2022)
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2
A study of the correlation between a speaker’s appearance and people’s perception of their accent ...
Li, Zhi. - : Macquarie University, 2022
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3
A study of the correlation between a speaker’s appearance and people’s perception of their accent ...
Li, Zhi. - : Macquarie University, 2022
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4
Commonsense Knowledge-Aware Prompt Tuning for Few-Shot NOTA Relation Classification
In: Applied Sciences; Volume 12; Issue 4; Pages: 2185 (2022)
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5
Psychological Well-Being of Left-Behind Children in China: Text Mining of the Social Media Website Zhihu
In: Int J Environ Res Public Health (2022)
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.
Keyword: Article
URL: https://doi.org/10.3390/ijerph19042127
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8871950/
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6
AutoChart: A Dataset for Chart-to-Text Generation Task ...
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7
BackSwipe: Back-of-device Word-Gesture Interaction on Smartphones
In: Proc SIGCHI Conf Hum Factor Comput Syst (2021)
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8
Anatomical Study on the Safety of Anterior Cervical Craniovertebral Fusion with Clival Screw Placement in Children Aged 1–6 Years
In: Int J Gen Med (2021)
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9
Developing an online academic writing tutorial for non-native English speaking international graduate students in diverse programs of studies
In: Teaching Culturally and Linguistically Diverse International Students in Open or Online Learning Environments: A Research Symposium (2021)
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10
Using Corpus Analyses to Help Address the DIF Interpretation: Gender Differences in Standardized Writing Assessment
In: Front Psychol (2020)
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11
Chinese medical students’ interest in COVID-19 pandemic
In: World J Virol (2020)
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12
Hazardous Waste Disposal Enterprise Selection in China Using Hesitant Fuzzy PROMETHEE
In: Int J Environ Res Public Health (2020)
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13
Fritz Langs "Die Nibelungen" (1924) aus ideologiekritischer Sicht. Die politische und ideologische Funktion des Nibelungenliedes
Li, Zhi [Verfasser]. - München : GRIN Verlag, 2019
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14
Fritz Langs "Die Nibelungen" (1924) aus ideologiekritischer Sicht. Die politische und ideologische Funktion des Nibelungenliedes
Li, Zhi [Verfasser]. - München : GRIN Verlag, 2019
DNB Subject Category Language
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15
Additional file 1: of A framework for assessing local transmission risk of imported malaria cases ...
Lei, Lei; Richards, Jack; Li, Zhi-Hong. - : figshare, 2019
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16
Additional file 1: of A framework for assessing local transmission risk of imported malaria cases ...
Lei, Lei; Richards, Jack; Li, Zhi-Hong. - : figshare, 2019
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17
A study of the correlation between a speaker’s appearance and people’s perception of their accent
Li, Zhi. - : Sydney, Australia : Macquarie University, 2019
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18
Mammography and MRI manifestations of breast angiosarcoma
Wu, Wen-Hai; Ji, Qing-Lin; Li, Zhi-Zheng. - : BioMed Central, 2019
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19
WeChat as a Platform for Problem-Based Learning in a Dental Practical Clerkship: Feasibility Study
Zhang, Wei; Li, Zheng-Rong; Li, Zhi. - : JMIR Publications, 2019
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20
A Model-Based Fuzzy Control Approach to Achieving Adaptation with Contextual Uncertainties ...
Yang, Zhuoqun; Jin, Zhi; Li, Zhi. - : arXiv, 2017
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