Skip to main content

2020 | OriginalPaper | Buchkapitel

11. Mixed Effects Modeling of Multi-site Data-Health Behaviors Among Adolescents in Hong Kong, Macao, Taipei, Wuhan and Zhuhai

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

An important approach for global health and epidemiology research is to collect and use data from multiple study-sites within one or between various cultures to address high impact medical and health issues. When multisite data are used, it is challenge to deal with data heterogeneity, since such heterogeneity cannot be efficiently addressed using conventional multivariate regression methods. In this chapter, we describe application of mixed effects modeling, a statistical method designated for analyzing longitudinal trials, in analyzing cross-sectional multisite data. We demonstrate the application using data collected among middle and high school students in five Chinese cities (n = 13,950), including Hong Kong, Macau, Taipei, Wuhan, and Zhuhai. Data for lifestyle (sedentary, dietary, physical activity) and addictive behaviors (cigarette smoking, alcohol consumption and participation in gamble) were analyzed as outcomes. Factors at the individual and contextual level, as well as interventions between the two were associated with the outcome variables. Findings of this study indicate that although sharing a similar mainstream Chinese culture, these adolescent participants were significantly different from each other with regard to engagement in health-related behavior and the differences were associated with both individual- and contextual-level factors.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Chen, C. Y., Tang, G. M., & Huang, S. L. (2008). Transition from alcohol to other drugs among adolescents in Taiwan: The first drinking context matters. Journal of Studies on Alcohol and Drugs, 69(3), 378.CrossRef Chen, C. Y., Tang, G. M., & Huang, S. L. (2008). Transition from alcohol to other drugs among adolescents in Taiwan: The first drinking context matters. Journal of Studies on Alcohol and Drugs, 69(3), 378.CrossRef
Zurück zum Zitat Chen, X., Lau, M., Kan, M. Y., Chiang, I. C., Hu, Y. J., Gong, J., … Ngok, K. L. (2016). Lifestyle and addictive behaviors among Chinese adolescents in Hong Kong, Macau, Taipei, Wuhan, and Zhuhai—A first cross-subculture assessment. International Journal of Behavioral Medicine, 23(5), 561–570. https://doi.org/10.1007/s12529-016-9548-9 CrossRef Chen, X., Lau, M., Kan, M. Y., Chiang, I. C., Hu, Y. J., Gong, J., … Ngok, K. L. (2016). Lifestyle and addictive behaviors among Chinese adolescents in Hong Kong, Macau, Taipei, Wuhan, and Zhuhai—A first cross-subculture assessment. International Journal of Behavioral Medicine, 23(5), 561–570. https://​doi.​org/​10.​1007/​s12529-016-9548-9 CrossRef
Zurück zum Zitat Chen, X., Yu, B., Gong, J., Zeng, J., & MacDonell, K. K. (2015). The Domestic Migration Stress Questionnaire (DMSQ): Development and psychometric assessment. Journal of Social Science Studies, 2(2), 117–133.CrossRef Chen, X., Yu, B., Gong, J., Zeng, J., & MacDonell, K. K. (2015). The Domestic Migration Stress Questionnaire (DMSQ): Development and psychometric assessment. Journal of Social Science Studies, 2(2), 117–133.CrossRef
Zurück zum Zitat Chen, X., Yu, B., Zhou, D. J., Zhou, W., Gong, J., Li, S. Y., & Stanton, B. (2015). A Comparison of the number of men who have sex with men among rural-to-urban migrants with non-migrant rural and urban residents in Wuhan, China: A GIS/GPS-assisted random sample survey study. PLoS One, 10(8), e0134712. https://doi.org/10.1371/journal.pone.0134712 CrossRef Chen, X., Yu, B., Zhou, D. J., Zhou, W., Gong, J., Li, S. Y., & Stanton, B. (2015). A Comparison of the number of men who have sex with men among rural-to-urban migrants with non-migrant rural and urban residents in Wuhan, China: A GIS/GPS-assisted random sample survey study. PLoS One, 10(8), e0134712. https://​doi.​org/​10.​1371/​journal.​pone.​0134712 CrossRef
Zurück zum Zitat Chen, X., Stanton, B., Fang, X., Li, X., Lin, D., Zhang, J., … Yang, H. (2006). Perceived smoking norms, socioenvironmental factors, personal attitudes and adolescent smoking in China: A mediation analysis with longitudinal data. The Journal of Adolescent Health, 38(4), 359–368.CrossRef Chen, X., Stanton, B., Fang, X., Li, X., Lin, D., Zhang, J., … Yang, H. (2006). Perceived smoking norms, socioenvironmental factors, personal attitudes and adolescent smoking in China: A mediation analysis with longitudinal data. The Journal of Adolescent Health, 38(4), 359–368.CrossRef
Zurück zum Zitat Decker, M. R., Peitzmeier, S., Olumide, A., Acharya, R., Ojengbede, O., Covarrubias, L., … Brahmbhatt, H. (2014). Prevalence and health impact of intimate partner violence and non-partner sexual violence among female adolescents aged 15-19 years in vulnerable urban environments: A multi-country study. Journal of Adolescent Health, 55(6), S58–S67. https://doi.org/10.1016/j.jadohealth.2014.08.022 CrossRef Decker, M. R., Peitzmeier, S., Olumide, A., Acharya, R., Ojengbede, O., Covarrubias, L., … Brahmbhatt, H. (2014). Prevalence and health impact of intimate partner violence and non-partner sexual violence among female adolescents aged 15-19 years in vulnerable urban environments: A multi-country study. Journal of Adolescent Health, 55(6), S58–S67. https://​doi.​org/​10.​1016/​j.​jadohealth.​2014.​08.​022 CrossRef
Zurück zum Zitat Global Youth Tobacco Survey Collaborating Group. (2003). Differences in worldwide tobacco use by gender: Findings from the global youth tobacco survey. Journal of School Health, 73(6), 207–215.CrossRef Global Youth Tobacco Survey Collaborating Group. (2003). Differences in worldwide tobacco use by gender: Findings from the global youth tobacco survey. Journal of School Health, 73(6), 207–215.CrossRef
Zurück zum Zitat Hertz, D. G. (1993). Bio-psycho-social consequences of migration stress—A multidimensional approach. Israel Journal of Psychiatry and Related Sciences, 30(4), 204–212. Hertz, D. G. (1993). Bio-psycho-social consequences of migration stress—A multidimensional approach. Israel Journal of Psychiatry and Related Sciences, 30(4), 204–212.
Zurück zum Zitat Jessor, R. (1992). Reply—Risk behaviors in adolescence: A psychosocial framework for understanding and action. Developmental Review, 12, 374–390.CrossRef Jessor, R. (1992). Reply—Risk behaviors in adolescence: A psychosocial framework for understanding and action. Developmental Review, 12, 374–390.CrossRef
Zurück zum Zitat Lau, M., & Kan, M. (2010). Prevalence and correlates of problem behaviors among adolescents in Hong Kong. Asia-Pacific Journal of Public Health, 22(3), 354–364.CrossRef Lau, M., & Kan, M. (2010). Prevalence and correlates of problem behaviors among adolescents in Hong Kong. Asia-Pacific Journal of Public Health, 22(3), 354–364.CrossRef
Zurück zum Zitat Lee, A., Tsang, C. K., Lee, S., & To, C. (2001). A YRBS survey of youth risk behaviors at alternative high schools and mainstream high schools in Hong Kong. Journal of School Health, 71(9), 443–447.CrossRef Lee, A., Tsang, C. K., Lee, S., & To, C. (2001). A YRBS survey of youth risk behaviors at alternative high schools and mainstream high schools in Hong Kong. Journal of School Health, 71(9), 443–447.CrossRef
Zurück zum Zitat Li, J. P., & Zhou-ping, S. G. (2012). Food consumption patterns and per capita calorie intake of China in the past three decades. Journal of Food, Agriculture and Environment, 10(2), 201–206. Li, J. P., & Zhou-ping, S. G. (2012). Food consumption patterns and per capita calorie intake of China in the past three decades. Journal of Food, Agriculture and Environment, 10(2), 201–206.
Zurück zum Zitat Mathers, B. M., Degenhardt, L., Ali, H., Wiessing, L., Hickman, M., Mattick, R. P., … 2009 Reference Group to the UN on HIV and Injecting Drug Use. (2010). HIV prevention, treatment, and care services for people who inject drugs: A systematic review of global, regional, and national coverage. Lancet, 375(9719), 1014–1028. https://doi.org/10.1016/S0140-6736(10)60232-2 Mathers, B. M., Degenhardt, L., Ali, H., Wiessing, L., Hickman, M., Mattick, R. P., … 2009 Reference Group to the UN on HIV and Injecting Drug Use. (2010). HIV prevention, treatment, and care services for people who inject drugs: A systematic review of global, regional, and national coverage. Lancet, 375(9719), 1014–1028. https://​doi.​org/​10.​1016/​S0140-6736(10)60232-2
Zurück zum Zitat Mythily, S., Qiu, S., & Winslow, M. (2008). Prevalence and correlates of excessive internet use among youth in Singapore. Annals Academy of Medicine, 37(1), 9–14. Mythily, S., Qiu, S., & Winslow, M. (2008). Prevalence and correlates of excessive internet use among youth in Singapore. Annals Academy of Medicine, 37(1), 9–14.
Zurück zum Zitat Severson, R. K., Nomura, A. M., Grove, J. S., & Stemmermann, G. N. (1989). A prospective study of demographics, diet, and prostate cancer among men of Japanese ancestry in Hawaii. Cancer Research, 49(7), 1857–1860. Severson, R. K., Nomura, A. M., Grove, J. S., & Stemmermann, G. N. (1989). A prospective study of demographics, diet, and prostate cancer among men of Japanese ancestry in Hawaii. Cancer Research, 49(7), 1857–1860.
Zurück zum Zitat Steptoe, A., Wardle, J., Cui, W. W., Bellisle, F., Zotti, A. M., Baranyai, R., & Sanderman, R. (2002). Trends in smoking, diet, physical exercise, and attitudes toward health in European university students from 13 countries, 1990-2000. Preventive Medicine, 35(2), 97–104. https://doi.org/10.1006/pmed.2002.1048 CrossRef Steptoe, A., Wardle, J., Cui, W. W., Bellisle, F., Zotti, A. M., Baranyai, R., & Sanderman, R. (2002). Trends in smoking, diet, physical exercise, and attitudes toward health in European university students from 13 countries, 1990-2000. Preventive Medicine, 35(2), 97–104. https://​doi.​org/​10.​1006/​pmed.​2002.​1048 CrossRef
Zurück zum Zitat Tian, B., Zhang, W., & Qian, L. (2007). Health behaviors and protective factors of school students aged 13-15 years old in four cities of China. International Electronic Journal of Health Education, 10, 35–59. Tian, B., Zhang, W., & Qian, L. (2007). Health behaviors and protective factors of school students aged 13-15 years old in four cities of China. International Electronic Journal of Health Education, 10, 35–59.
Zurück zum Zitat Weinehall, L., Lewis, C., Nafziger, A. N., Jenkins, P. L., Erb, T. A., Pearson, T. A., & Wall, S. (2001). Different outcomes for different interventions with different focus!—A cross-country comparison of community interventions in rural Swedish and US populations. Scandinavian Journal of Public Health. Supplement, 56, 46–58. Weinehall, L., Lewis, C., Nafziger, A. N., Jenkins, P. L., Erb, T. A., Pearson, T. A., & Wall, S. (2001). Different outcomes for different interventions with different focus!—A cross-country comparison of community interventions in rural Swedish and US populations. Scandinavian Journal of Public Health. Supplement, 56, 46–58.
Zurück zum Zitat Wong, L. K. (2010). Internet gambling: A school-based survey among Macau students. Social Behavior and Personality: An International Journal, 38(3), 365–371.CrossRef Wong, L. K. (2010). Internet gambling: A school-based survey among Macau students. Social Behavior and Personality: An International Journal, 38(3), 365–371.CrossRef
Zurück zum Zitat Woodward, D., Drager, N., Beaglehole, R., & Lipson, D. (2001). Globalization and health: A framework for analysis and action. Bulletin of the World Health Organization, 79(9), 875–881. Woodward, D., Drager, N., Beaglehole, R., & Lipson, D. (2001). Globalization and health: A framework for analysis and action. Bulletin of the World Health Organization, 79(9), 875–881.
Zurück zum Zitat Yeh, M. Y., Chiang, I. C., & Huang, S. Y. (2006). Alcohol use and problem drinking in Taiwanese adolescents: Comparison of the Han and indigenous populations. International Psychiatry, 3(2), 32–33.CrossRef Yeh, M. Y., Chiang, I. C., & Huang, S. Y. (2006). Alcohol use and problem drinking in Taiwanese adolescents: Comparison of the Han and indigenous populations. International Psychiatry, 3(2), 32–33.CrossRef
Zurück zum Zitat Yoshino, M., Kuhlmann, M. K., Kotanko, P., Greenwood, R. N., Pisoni, R. L., Port, F. K., … Levin, N. W. (2006). International differences in dialysis mortality reflect background general population atherosclerotic cardiovascular mortality. Journal of the American Society of Nephrology, 17(12), 3510–3519. https://doi.org/10.1681/ASN.2006020156 CrossRef Yoshino, M., Kuhlmann, M. K., Kotanko, P., Greenwood, R. N., Pisoni, R. L., Port, F. K., … Levin, N. W. (2006). International differences in dialysis mortality reflect background general population atherosclerotic cardiovascular mortality. Journal of the American Society of Nephrology, 17(12), 3510–3519. https://​doi.​org/​10.​1681/​ASN.​2006020156 CrossRef
Zurück zum Zitat Yu, B., Chen, X., & Li, S. (2014). Globalization, cross-culture stress and health. Zhonghua Liu Xing Bing Xue Za Zhi, 35(3), 338–341. Yu, B., Chen, X., & Li, S. (2014). Globalization, cross-culture stress and health. Zhonghua Liu Xing Bing Xue Za Zhi, 35(3), 338–341.
Metadaten
Titel
Mixed Effects Modeling of Multi-site Data-Health Behaviors Among Adolescents in Hong Kong, Macao, Taipei, Wuhan and Zhuhai
verfasst von
Xinguang Chen
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-35260-8_11

Premium Partner