• Title/Summary/Keyword: Psychosocial Big Data

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Study of Mental Disorder Schizophrenia, based on Big Data

  • Hye-Sun Lee
    • International Journal of Advanced Culture Technology
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    • v.11 no.4
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    • pp.279-285
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    • 2023
  • This study provides academic implications by considering trends of domestic research regarding therapy for Mental disorder schizophrenia and psychosocial. For the analysis of this study, text mining with the use of R program and social network analysis method have been used and 65 papers have been collected The result of this study is as follows. First, collected data were visualized through analysis of keywords by using word cloud method. Second, keywords such as intervention, schizophrenia, research, patients, program, effect, society, mind, ability, function were recorded with highest frequency resulted from keyword frequency analysis. Third, LDA (latent Dirichlet allocation) topic modeling result showed that classified into 3 keywords: patient, subjects, intervention of psychosocial, efficacy of interventions. Fourth, the social network analysis results derived connectivity, closeness centrality, betweennes centrality. In conclusion, this study presents significant results as it provided basic rehabilitation data for schizophrenia and psychosocial therapy through new research methods by analyzing with big data method by proposing the results through visualization from seeking research trends of schizophrenia and psychosocial therapy through text mining and social network analysis.

Factors Associated With Subjective Life Expectancy: Comparison With Actuarial Life Expectancy

  • Bae, Jaekyoung;Kim, Yeon-Yong;Lee, Jin-Seok
    • Journal of Preventive Medicine and Public Health
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    • v.50 no.4
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    • pp.240-250
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    • 2017
  • Objectives: Subjective life expectancy (SLE) has been found to show a significant association with mortality. In this study, we aimed to investigate the major factors affecting SLE. We also examined whether any differences existed between SLE and actuarial life expectancy (LE) in Korea. Methods: A cross-sectional survey of 1000 individuals in Korea aged 20-59 was conducted. Participants were asked about SLE via a self-reported questionnaire. LE from the National Health Insurance database in Korea was used to evaluate differences between SLE and actuarial LE. Age-adjusted least-squares means, correlations, and regression analyses were used to test the relationship of SLE with four categories of predictors: demographic factors, socioeconomic factors, health behaviors, and psychosocial factors. Results: Among the 1000 participants, women (mean SLE, 83.43 years; 95% confidence interval, 82.41 to 84.46 years; 48% of the total sample) had an expected LE 1.59 years longer than that of men. The socioeconomic factors of household income and housing arrangements were related to SLE. Among the health behaviors, smoking status, alcohol status, and physical activity were associated with SLE. Among the psychosocial factors, stress, self-rated health, and social connectedness were related to SLE. SLE had a positive correlation with actuarial estimates (r=0.61, p<0.001). Gender, household income, history of smoking, and distress were related to the presence of a gap between SLE and actuarial LE. Conclusions: Demographic factors, socioeconomic factors, health behaviors, and psychosocial factors showed significant associations with SLE, in the expected directions. Further studies are needed to determine the reasons for these results.

A National Study on Adolescent Alcohol Use Prevalence and Related Factors (청소년 음주행위의 실태 및 변화와 관련 요인들에 관한 연구)

  • Kim, Yong-Seok;Kim, Jung-Woo;Kim, Sung-Chun
    • Korean Journal of Social Welfare
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    • v.47
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    • pp.71-106
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    • 2001
  • The purposes of this study were to provide information on the prevalence and change of Korean adolescent alcohol use and to identify related factors to adolescent alcohol use. This study collected data from a total of 4,373 adolescents nationally. Followings are the major findings of this study. First, 75.7 percent of respondents reported that they tried alcohol in their life time. More male respondents tried alcohol in their lifetime than female respondents, but there was no big difference. Findings on alcohol consumption by grade showed that as adolescents get older, they are more likely to try alcohol. Second, this study also found that whereas the drinking rates of male adolescents and higher graders were steady, the rates of female adolescents and lower graders were increased since 1997. Third, this study compared its findings with adolescent alcohol use in the United States. Little differences existed in measures of adolescent alcohol use in the two countries, but the differences in the rates of the past-month alcohol use and heavy drinking was greater in Korean adolescents than in American adolescents. Finally, this study found that peer related factors such as friend's alcohol use was the strongest factor related to respondents' alcohol use. Family-related factors and respondents' levels of psychosocial resources (cognitive control, coping skills, social support) were also significantly related to their alcohol use. This study suggest that future studies consider cultural aspects and regional differences in order to understand adolescent alcohol use in more depth.

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