Appropriate assessment of ethnic differences in adolescent use of psychotropic medication: multilevel analysis of discriminatory accuracy

References

• Beckman, A., J. Merlo, J. W. Lynch, U. G. Gerdtham, M. Lindström, and T. Lithman. 2004. “Country of Birth, Socioeconomic Position, and Healthcare Expenditure: A Multilevel Analysis of Malmö, Sweden.” Journal of Epidemiology and Community Health 58 (2): 145–149. doi:10.1136/jech.58.2.145.
   PubMed Web of Science ®Google Scholar
• Bhopal, R. 1997. “Is Research into Ethnicity and Health Racist, Unsound or Important Science?” British Medical Journal 314 (7096): 1751–1756. doi: 10.1136/bmj.314.7096.1751
   PubMed Web of Science ®Google Scholar
• Brendler-Linqvist, M., Norredam, M., and A. Hjern. 2014. “Duration of Residence and Psychotropic Drug Use in Recently Settled Refugees in Sweden – A Register-based Study.” International Journal for Equity in Health 13 (1): 1–9. doi: 10.1186/1475-9276-13-1
   PubMed Web of Science ®Google Scholar
• Browne, W. J. 2004. MCMC Estimation in MLwiN. 2nd ed. London: Centre for Multilevel Modelling, Institute of Education, University of London.
   Google Scholar
• Cummings, J. R., and B. G. Druss. 2011. “Racial/Ethnic Differences in Mental Health Service Use among Adolescents with Major Depression.” Journal of the American Academy of Child & Adolescent Psychiatry 50 (2): 160–170. doi:10.1016/j.jaac.2010.11.004.
   PubMed Web of Science ®Google Scholar
• De Haan, A. M., A. E. Boon, R. R. Vermeiren, and J. T. De Jong. 2012. “Ethnic Differences in Utilization of Youth Mental Health Care.” Ethnicity and Health 17: 105–110. doi:10.1080/13557858.2011.645150.
   PubMed Web of Science ®Google Scholar
• Durkheim, E. 1964. The Rules of Sociological Method. 8th ed. New York: Free Press of Glencoe.
   Google Scholar
• Fazel, M., R. V. Reed, C. Panter-Brick, and A. Stei. 2012. “Mental Health of Displaced and Refugee Children Resettled in High-income Countries: Risk and Protective Factors.” The Lancet 379 (9812): 266–282. doi:10.1016/S0140-6736(11)60051-2.
   PubMed Web of Science ®Google Scholar
• Ford, T. 2008. “Practitioner Review : How Can Epidemiology Help Us Plan and Deliver Effective Child and Adolescent Mental Health Services?” Journal of Child Psychology and Psychiatry 49 (9): 900–914. doi: 10.1111/j.1469-7610.2008.01927.x.
   PubMed Web of Science ®Google Scholar
• Goldstein, H., W. Browne, and J. Rasbash. 2002. “Partitioning Variation in Multilevel Models.” Understanding Statistics 1: 223–232. doi: 10.1207/S15328031US0104_02
   Google Scholar
• Goodman, A., V. Patel, and D. A. Leon. 2010. “Why do British Indian Children have an Apparent Mental Health Advantage?” Journal of Child Psychology and Psychiatry 51 (10): 1171–1183. doi: 10.1111/j.1469-7610.2010.02260.x.
   PubMed Web of Science ®Google Scholar
• Hagell, A. ed. 2012. Changing Adolescence. Social Trends and Mental Health. Bristol: Policy Press.
   Google Scholar
• Hagquist, C. 2009. “Psychosomatic Health Problems among Adolescents in Sweden – Are the Time Trends Gender Related?” The European Journal of Public Health 19 (3): 331–336. doi: 10.1093/eurpub/ckp031.
   PubMed Web of Science ®Google Scholar
• Hoffmann, F., G. Glaeske, and C. J. Bachmann. 2014. “Trends in Antidepressant Prescriptions for Children and Adolescents in Germany from 2005 to 2012.” Pharmacoepidemiology and Drug Safety 23 (12): 1268–1272. doi: 10.1002/pds.3649.
   PubMed Web of Science ®Google Scholar
• Islam, M. K., J. Merlo, I. Kawachi, M. Lindström, and U. G. Gerdtham. 2006. “Social Capital and Health: Does Egalitarianism Matter? A Literature Review.” International Journal for Equity in Health 5: 3. doi:10.1186/1475-9276-5-3.
   PubMedGoogle Scholar
• Ivert, A. K., J. Merlo, R. Svensson, and M. Torstensson Levander. 2013. “How are Immigrant Background and Gender Associated with the Utilisation of Psychiatric Care among Adolescents?” Social Pyschiatri and Psychiatric Epidemiology 48 (5): 693–699. doi: 10.1007/s00127-012-0589-3.
   PubMed Web of Science ®Google Scholar
• Jansen, D. E. M. C., P. Wiegersma, J. Ormel, F. C. Verhulst, W. A. Vollebergh, and S. A. Reijneveld. 2012. “Need for Mental Health Care in Adolescents and Its Determinats: The TRAILS Study.” European Journal of Public Health 23 (2): 236–241. doi:10.1093/eurpub/cks087.
   PubMed Web of Science ®Google Scholar
• Khoury, M. J., C. A. Newill, and G. A. Chase. 1985. “Epidemiologic Evaluation of Screening for Risk Factors: Application to Genetic Screening.” American Journal of Public Health 75 (10): 1204–1208. doi: 10.2105/AJPH.75.10.1204.
   PubMed Web of Science ®Google Scholar
• Kuh, D., Y. Ben-Shlomo, J. Lynch, J. Hallqvist, and C. Power. 2003. “Life Course Epidemiology.” Journal of Epidemiology and Community Health 57 (10): 778–783. doi:10.1136/jech.57.10.778.
   PubMed Web of Science ®Google Scholar
• Lager, A., M. Berlin, I. Heimersson, and M. Danilesson. 2012. “Young People's Health. Health in Sweden: The National Public Health Report 2012. Chapter 3.” Scandinavian Journal of Public Health 40 (suppl. 9): 42–71. doi:10.1177/1403494812459459.
   PubMed Web of Science ®Google Scholar
• Mangrio, E. Wremp, A. Moghaddassi, M. Merlo, J. Bramhagen, A. C., and M. Rosvall. 2009. “Antibiotic Use among 8-month-old Children in Malmö, Sweden – In Relation to Child Characteristics and Parental Sociodemographic, Psychosocial and Lifestyle Factors.” BMC Paediatrics 9: 31–0. doi: 10.1186/1471-2431-9-31
   PubMed Web of Science ®Google Scholar
• Merlo, J. 2003. “Multilevel Analytical Approaches in Social Epidemiology: Measures of Health Variation Compared with Traditional Measures of Association.” Journal of Epidemiology and Community Health 57 (8): 550–552. doi:10.1136/jech.57.8.550.
   PubMed Web of Science ®Google Scholar
• Merlo, J. 2014. “Invited Commentary: Multilevel Analysis of Individual Heterogeneity – A Fundamental Critique of the Current Probabilistic Risk Factor Epidemiology.” American Journal of Epidemiology 180 (2): 208–212. doi: 10.1093/aje/kwu108.
   PubMed Web of Science ®Google Scholar
• Merlo, J., B. Chaix, H. Ohlsson, A. Beckman, K. Johnell, P. Hjerpe, L. Råstam, and K. Larsen. 2006. “A Brief Conceptual Tutorial of Multilevel Analysis in Social Epidemiology: Using Measures of Clustering in Multilevel Logistic Regression to Investigate Contextual Phenomena.” Journal of Epidemiology and Community Health 60 (4): 290–297. doi:10.1136/jech.2004.029454.
   PubMed Web of Science ®Google Scholar
• Merlo, J., B. Chaix, M. Yang, J. Lynch, and L. Rastam. 2005a. “A Brief Conceptual Tutorial of Multilevel Analysis in Social Epidemiology: Linking the Statistical Concept of Clustering to the Idea of Contextual Phenomenon.” Journal of Epidemiology and Community Health 59 (6): 443–449. doi: 10.1136/jech.2004.023473.
   PubMed Web of Science ®Google Scholar
• Merlo, J., B. Chaix, M. Yang, J. Lynch, and L. Rastam. 2005b. “A Brief Conceptual Tutorial on Multilevel Analysis in Social Epidemiology: Interpreting Neighbourhood Differences and the Effect of Neighbourhood Characteristics on Individual Health.” Journal of Epidemiology and Community Health 59 (12): 1022–1029. doi:10.1136/jech.2004.028035.
   PubMed Web of Science ®Google Scholar
• Merlo, J., B. Chaix, M. Yang, J. Lynch, and L. Rastam. 2005c. “A Brief Conceptual Tutorial on Multilevel Analysis in Social Epidemiology: Investigating Contextual Phenomena in Different Groups of People.” Journal of Epidemiology and Community Health 59 (9): 729–736. doi:10.1136/jech.2004.023929.
   PubMed Web of Science ®Google Scholar
• Merlo, J., H. Ohlsson, K. F. Lynch, B. Chaix, and S. V. Subramanian. 2009. “Individual and Collective Bodies: Using Measures of Variance and Association in Contextual Epidemiology.” Journal of Epidemiology and Community Health 63 (12): 1043–1048. doi:10.1136/jech.2009.088310.
   PubMed Web of Science ®Google Scholar
• Merlo, J., F. J. Viciana-Fernandez, and D. Ramiro-Farinas, for the Research Group of Longitudinal Database of Andalusian Population (LDAP). 2012. “Bringing the Individual Back to Small-area Variation Studies: A Multilevel Analysis of All-cause Mortality in Andalusia, Spain.” Social Science and Medicine 75 (8): 1477–1487. doi:10.1016/j.socscimed.2012.06.004.
   PubMed Web of Science ®Google Scholar
• Moons, K. G., J. A. de Groot, W. Bouwmeester, W. Y. Vergouwe, S. Mallett, D. G. Altman, J. B. Reitsma, and G. S. Collins. 2014. “Critical Appraisal and Data Extraction for Systematic Reviews of Prediction Modelling Studies: The CHARMS Checklist.” PLoS Medicine 11 (10): e1001744. doi:10.1371/journal.pmed.1001744.
   PubMed Web of Science ®Google Scholar
• Mulinari, S., A. Bredström, and J. Merlo. 2015. “Questioning the Discriminatory Accuracy of Broad Migrant Categories in Public Health: Self-rated Health in Sweden.” The European journal of public health 25 (6): 911–917. doi: 10.1093/eurpub/ckv099
   PubMed Web of Science ®Google Scholar
• National Board of Health and Welfare. 2013. Barns och ungas hälsa, vård och omsorg 2013 [Childrens and Adolescents Health, Health Care and Welfare]. Stockholm: National Board od Health and Welfare.
   Google Scholar
• Pepe, M. S., H. Janes, G. Longton, W. Leisenring, and P. Newcomb. 2004. “Limitations of the Odds Ratio in Gauging the Performance of a Diagnostic, Prognostic, or Screening Marker.” American Journal of Epidemiology 159 (9): 882–890. doi:10.1093/aje/kwh101.
   PubMed Web of Science ®Google Scholar
• RingbäckWeitoft, G., Ö. Ericsson, E. Löfroth, and M. Rosén. 2008. “Equal Access to Treatment? Population-based Follow-up of Drugs Dispensed to Patients After Acute Myocardial Infarction in Sweden.” European Journal of Clinical Pharmacology 64 (4): 417–24. doi: 10.1007/s00228-007-0425-y
   PubMed Web of Science ®Google Scholar
• Sheldon, T. A., and H. Parker. 1992. “Race and Ethnicity in Health Research.” Journal of Public Health 14 (2): 104–110.
   Web of Science ®Google Scholar
• Sjölander, M., M. Eriksson, K. Asplund, B. Norrving, and E. L. Glader. 2015. “Socioeconomic Inequalities in the Prescription of Oral Anticoagulants in Stroke Patients with Atrial Fibrillation.” Stroke 46 (8): 2220–2225. doi: 10.1161/STROKEAHA.115.009718
   PubMed Web of Science ®Google Scholar
• Spiegelhalter, D. J., N. G. Best, B. P. Best, and A. van der Linde. 2002. “Bayesian Measures of Model Complexity and Fit.” Journal of the Royal Statistical Society: Series B (Statistical Methodology) 64 (4): 583–639. doi: 10.1111/1467-9868.00353
   Web of Science ®Google Scholar
• Steinhuasen, H. C., and C. Bisgaard. 2013. “Nationwide Time Trends in Dispensed Prescriptions of Psychotropic Medication for Children and Adolescents in Denmark.” Acta Psychiatrica Scandinavica 129 (3): 221–231. doi: 10.1111/acps.1215.
   PubMed Web of Science ®Google Scholar
• Stevens, G. W., and W. A. Volleberg. 2008. “Mental Health in Migrant Children.” Journal of Child Psychology and Psychiatry 49 (3): 276–294. doi:10.1111/j.1469-7610.2007.01848.x.
   PubMed Web of Science ®Google Scholar
• Sweeting, H., R. Young, and P. West. 2009. “GHQ Increases among Scottish 15 year olds 1987–2006.” Social Psychiatry and Psychiatric Epidemiology 44 (7): 579–586. doi:10.1007/s00127-008-0462-6.
   PubMed Web of Science ®Google Scholar
• Van Leeuwen, W., S. Nilsson, and J. Merlo. 2012. “Mother's Country of Birth and Prescription of Psychotropic Medication in Swedish Adolescents: A Life Course Approach.” BMJ open 2012 2: e001260. doi:10.1136/bmjopen-2012-001260.
   Google Scholar
• Verhulp, E. E., G. W. Stevens, R. van de Schoot, and W. A. Vollebergh. 2013. “Understanding Ethnic Differences in Mental Health Service Use för Adolescents Internalizing Problems: The Role of Emotional Problem Identification.” European Child & Adolescent Psychiatry 22: 413–421. doi:10.1007/s00787-013-0380-3.
   PubMed Web of Science ®Google Scholar
• Wadman, C., G. Boström, and A. S. Karlsson. 2009. “Health on Equal Terms? Results from the 2006 Swedish National Public Health Survey. Statens folkhälsoinstitut 2008:1.” Accessed January 5, 2015. http://www.folkhalsomyndigheten.se/pagefiles/12230/A2008_1_health%20on20%equal%20terms.pdf.
   Google Scholar
• Wagner, P., and J. Merlo. 2013. “Measures of Discriminatory Accuracy in Multilevel Analysis.” European Journal of Epidemiology 28 (Supplement 1): 135.
   Google Scholar
• Wagner, P., and J. Merlo. 2014. “Discriminatory Accuracy of a Random Effect in Multilevel Logistic Regression.” 20th IEA World Congress of Epidemiology (WCE2014).
   Google Scholar