The increasing incidence of mental health problems among young people is a major concern in many Western countries. The causal mechanisms underlying these trends are not well established, but factors influenced by current societal changes ought to be implicated. Such factors include immigration and social adversity as well as the timing of taking on adult social roles (e.g. gainful employment, parenthood and own housing tenure). We therefore examined relationships between these factors and the risks of psychological distress as well as suicide attempts in young adults, with a focus on gender differences.
We conducted a population-based study including 10,081 individuals aged 18–29, recruited in 2002 and 2006 in Stockholm, Sweden. Data were collected by record linkage and questionnaires.
Non-European immigrants had an increased risk of distress, and female non-European immigrants had a markedly higher risk of suicide attempts. Both early parenthood (≤24 years) and not being a parent, being a student and the lack of own housing tenure were associated with distress, but only in women. In both sexes, financial strain was associated with the increased risk of distress and suicide attempts, while unemployment was only associated with distress.
Immigration from outside Europe and social adversity are associated with mental health problems in young adults, especially females. Postponed transition into adulthood is associated with poor mental health in young women. These factors are influenced by current societal changes, and may have contributed to the increasing incidence of mental health problems among young people in Western countries.
Citation: Kosidou K, Hellner-Gumpert C, Fredlund P, Dalman C, Hallqvist J, Isacsson G, et al. (2012) Immigration, Transition into Adult Life and Social Adversity in Relation to Psychological Distress and Suicide Attempts among Young Adults. PLoS ONE 7(10): e46284. https://doi.org/10.1371/journal.pone.0046284
Editor: Paula Braitstein, Indiana University and Moi University, United States of America
Received: June 13, 2012; Accepted: August 29, 2012; Published: October 3, 2012
Copyright: © Kosidou et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: This study was supported by a grant by the Stockholm County Council, Swedish Council for Working Life and Social Research (DNR 2007–2064). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Young adulthood is the peak age for the onset of most mental disorders and is a period of crucial importance for the establishment of emotional well-being in adult life , , . Mental health problems, including psychological distress and depressive symptoms , , , , ,  as well as suicide attempts , , ,  are reported to be increasing among young people, especially females, in many Western countries. Little is known about the socio-demographic distribution and causes of this apparent epidemic, although factors influenced by societal changes are likely to be implicated. Such changes include increasing migration rates  and social disadvantages such as youth unemployment and poverty . Immigrant populations have more than tripled in most western countries since the 1960s  and in Sweden in 2011, about 15% of the population was born abroad. In the European Union over the past decade, youth unemployment has been about twice as high as that of the total population (http://epp.eurostat.ec.europa.eu/statistics_explained/index.php/Unemployment_statistics.). Furthermore, the transition into adult life has also changed considerably during recent decades, with the attainment of employment, family and housing being delayed to an older age, probably reflecting increasing labour market demands for an educated workforce, shortage of rental housing and women’s emancipation as well as other cultural changes , , , , . Such societal and cultural changes may affect the mental health of young people, but their contributions to the growing occurrence of ill health are not well known. We therefore studied the relationships between immigrant status, transition into adult life (as reflected by employment status, age at becoming a parent and housing tenure), social adversity (including unemployment and financial strain) and psychological distress as well as suicide attempts (two dimensions of mental ill health that are reportedly increasing), in a large population-based sample of young adults. Since these factors may influence mental health differently between young men and young women, the latter group having a higher prevalence of both psychological distress and suicide attempts, our study focused on possible gender differences.
The study population consisted of those men and women aged 18–29 who participated in the 2002 (N = 4,911) and 2006 (N = 5,170) survey waves of the Stockholm Public Health Cohort . The surveys used area- and, in 2002, also sex-stratified, random samples of the population of Stockholm County aged 18–84 years. The sample was drawn from the Total Population Register, a register held by Statistics Sweden that records basic demographic and socioeconomic information for the total population in Sweden. An equal number of individuals were sampled per municipality, resulting in a total sample size of 49,909 and 56,634 for 2002 and 2006 respectively. The sample size was tailored to enable adequately powered estimations of age-, sex- and municipality-specific prevalence of core health determinants. Data were collected using postal or web-based questionnaires that elicited information on socio-demographic factors, psychological distress, suicide attempts as well as other health and life-style characteristics. Self-reported exposure and outcome information was complemented by information from longitudinal health and socio-demographic data registers, regarding study participants as well as their first-degree relatives. The key to our ability to link these registers was the unique personal identification number assigned to each resident of Sweden. Response rates among individuals aged 18–29 were 54% in 2002 and 51% in 2006, respectively. Non-responders were more likely to be men, born outside Sweden, single or separated, unemployed and with lower incomes . Written informed consent was obtained from all study participants and the Stockholm regional ethical review board granted approval for the study.
Information about country of birth was attained by linkage with the Longitudinal Integration Database for Health Insurance and Labour Market Studies (LISA), held by Statistics Sweden (http://www.scb.se). We categorized immigrant status as native Swede, European and Non-European first generation immigrant (those born outside Sweden in Europe and elsewhere, respectively), and European and Non-European second generation immigrant (Swedish-born to parents with origins outside Sweden in Europe or elsewhere, respectively). In both surveys, the participants reported their current employment status, which was categorized as: student, employed, unemployed and other (housewives, sick leave, disability pension or parental leave). Financial strain was assessed via the questions: (i) “In the past 12 months have you spent your entire paycheque/pension or run out of money and been forced to borrow from relatives and friends in order to buy groceries or pay the rent?” and (ii) “In the past 12 months have you spent your entire paycheque or run out of money and been forced to turn to social services in order to buy groceries or pay the rent?” For both questions there were three response alternatives: “No”, “Yes, once”, “Yes, many times”. These were combined to create a three-category variable: no financial strain; sought financial help from others; sought social benefits. Data on study participants’ age at becoming a parent were collected from the Swedish Multigenerational Register  and grouped as: 14–19 years of age, 20–24 years of age, 25–29 years of age, and nonparent. Housing tenure was measured with two questions: (i) “What kind of housing do you live in?” and (ii) “With whom do you share your housing?” Data were grouped in three categories: owning/renting (including owners and first hand renters); living with family of origin (including parents and siblings); lacking own tenure (including second hand tenures, lodgers and those in student accommodation).
Psychological distress was assessed via the 12-item version of the General Health Questionnaire (GHQ-12) . The GHQ-12 has been validated for use in the Swedish population  and a cut-off score of ≥3 (using the recommended standard 0-0-1-1 scoring) is generally used in public health surveys and research reports to denote significant psychological distress, consistent with the presence of a common mental disorder , , . Lifetime suicide attempts were assessed by a question based on the work of Meehan : “Have you ever made an attempt to take your life?” There were four answer alternatives: “No, never”, “Yes, in the last week”, “Yes, in the last year”, “Yes, more than a year ago”. Responders choosing the three positive alternatives were considered as having had lifetime suicide attempts. “Suicide attempt” is the usual expression among laymen. Since we did not address the question of lethal intent, the expression should be interpreted as deliberate self-harm.
Information on parental socio-economic status (SES) was obtained through linkage to Statistics Sweden and the Swedish Population and Housing Census of 1990. Register-based data were supplemented by self-reported information on parental SES, available from the 2002 survey. Parental SES was defined as the highest SES of the mother or father, classified according to the Swedish socio-economic classification developed by Statistics Sweden  as: unskilled workers, skilled workers, lower non-manual employees, intermediate non-manual employees, higher non-manual employees and self-employed. Data on parental education was obtained by linkage with LISA and grouped in three categories: compulsory (0–9 years in duration), upper secondary (10–12 years in duration) and higher (>12 years in duration), according to the highest educational achievement of the mother or father. School performance was defined as grade point averages in the final year of compulsory education (year 9, when participants were approximately 16 years old), retrieved from the National School Register at the Swedish National Agency for Education (available at http://www.skolverket.se), and categorized into quintiles according to year of graduation. Information on hospital admissions for mental disorders (any diagnosis in Chapter V of ICD-8 and 9 or Chapter F of ICD-10) in study participants and their parents was obtained from the Swedish National Patient Register (available at http://www.socialstyrelsen.se). A positive psychiatric history was defined as any admission prior to completing the surveys in participants, and at any time in parents.
Analyses were conducted using SAS version 9.1 (SAS Institute Inc., Cary, N.C., USA). In order to increase statistical power for the analyses, the 2002 and 2006 samples were pooled. There were 76 individuals that had participated in both surveys, and these were excluded from the analyses. The final analytical sample consisted of 10,081 individuals. Statistical methods for reweighting for non-response can be applied when non-respondents can be appropriately characterized, as is the case in Sweden where extensive total population registers are available . Calibration weights, designed to re-calculate the population structure with compensation for systematic non-response, have been created for each survey by Statistics Sweden and were used in this study. The weights are constructed on the basis of available auxiliary variables from national registries and their co-variation with survey data. The auxiliary variables include sex, age, country of birth, civil status, income, educational level, sickness allowance and area of residence. We carried out logistic regression analyses to estimate crude and adjusted odds ratios (OR) and their 95% confidence intervals (CI) of psychological distress and suicide attempts in relation to immigrant status, employment status, financial strain, age at becoming a parent and housing tenure. All analyses were adjusted for age, and then further in multivariate models such that: (i) immigrant status was adjusted for parental SES, parental education and parental history of inpatient psychiatric care; and (ii) indicators of social adversity and transition into adult life were adjusted for parental SES, parental education, immigrant status, school performance, parental and individual history of inpatient psychiatric care as well as for each other. Analyses were conducted separately among men and women. In order to evaluate whether factors were differentially associated with psychological distress and suicide attempts in men and women, we calculated the synergy index (SI) . The SI is a measure of departure from additivity, which reflects whether a joint effect is greater than the sum of the independent effects (of gender and the respective exposures). The SI is defined as [OR11−OR00]/[(OR01−OR00)+(OR10−OR00)], where the first and second index digits indicate the absence or presence of the two respective risk factors under study. The index denotes synergy if its value exceeds 1.0 and antagonism if it is less than 1.0.
Characteristics of the study participants are presented in Table 1. Psychological distress and lifetime suicide attempts were respectively about 50% and twice as common in women as in men.
Psychological distress was somewhat more common in non-European second generation immigrants of both sexes, as compared to native Swedes (Table 2). In women, first generation non-European immigrants also had a higher risk of distress. For suicide attempts, the gender difference in the relationship between immigration status and suicide attempts was even more marked, and we noted a strong synergistic effect of being both female and of non-European origins (SI 4.58, 95% CI 1.97–10.67). Non-European first generation immigrant women had a more than 3-fold elevated risk of suicide attempts (OR 3.52, 95% CI 2.61–4.74) as compared to native Swedes, while the excess risk among second generation immigrant women was less pronounced (OR 1.60, 95% CI 1.23–2.10). In contrast, there was no association between immigrant status and suicide attempts in men.
Unemployed men and women, and those reporting financial strain, had two to threefold increases in risk of distress (Table 3). Women who were students or off the labour market for other reasons also had a higher risk of distress compared to those employed, but these associations were less striking (Table 3). There was also a clear gender difference, with no evidence of any relationships in men, and statistically significant SIs for female gender and being a student or being off the labour market for other reasons (SIs 1.62, 95% CI 1.15–2.27 and 1.33, 95% CI 0.73–2.41, respectively). Women who had a first childbirth as teenagers had an OR of 3.68 (95% CI 1.88–7.17) for distress, and both women who became mothers at the age of 20–24 as well as those not having children had less marked but still statistically significantly elevated risks of distress compared to women who became mothers at the age of 25–29 (Table 3). Furthermore, age- and gender-stratified analysis showed that among women of 25–29 years old, nulliparous women had an OR of 1.71 for distress (95% CI 1.25–2.36) as compared to those whose first childbirth was at the age of 25–29. Parenthood did not, however, seem to be related to men’s distress, although SIs were not statistically significant (SIs 2.42, 95% CI 0.31–18.74 and 3.83, 95% CI 0.41–35.94 for female gender and parenthood before the age of 25 and nonparents, respectively). The lack of one’s own housing tenure slightly increased the risk of distress in women but not in men (SI 1.52, 95% CI 1.01–2.28). Finally, financial strain was associated with an increased risk of suicide attempts in both sexes, but the other aspects of social adversity or the taking on of adult social roles were unrelated to such attempts (Table 4).
Findings from this large population-based study show that immigration from outside Europe is associated with poor mental health in young people, and especially in young women. The striking risk increase for suicide attempts in non-European immigrant women is of particular concern. Furthermore, postponement of adulthood, as reflected by later attainment of employment and housing tenure as well as becoming a parent at a later age, appear to be related to poor mental health, but only in young women. Lastly, social adversity, particularly financial strain, is strongly related to mental ill health in young people regardless of gender.
Our finding that suicide attempts were more common among women, but not men, who were first or second generation non-European immigrants, is in line with one recent study from the Netherlands . That study found an elevated risk of suicide attempts among young women, but not men, of Turkish ancestry. A Swedish record-linkage study demonstrated a positive relationship between immigration and hospital admissions for self-inflicted injury, but did not find significant gender differences . Our finding that non-European immigrants had a higher risk of distress, regardless of gender, corroborates that of a Belgian study . As this study examined adults regardless of age, our study adds to prior research by showing a high prevalence of psychological distress among younger non-European immigrants. Young people facing unfavourable socio-economic circumstances like financial strain and unemployment had a high risk of distress in our study, which is in line with prior reports , , . The association between economic disadvantage and suicidal behaviour in young people has been well documented  and is confirmed in our study among both men and women. In contrast, the relationships between employment status, age of parenthood and housing tenure and mental health differed between men and women. Our findings support those of an Australian study that demonstrated improvement in mental health among young women transitioning from studying to paid employment while the opposite was true for the inverse transition and for those that were unemployed . Women giving birth at an early age as well as nulliparous women reported higher levels of psychological distress than those with a first birth at the age of 25–29. This finding is in line with some earlier reports that the effect of age at first birth on mental health for women is curvilinear, with first births at both young and older ages (i.e. after age 30) being positively associated with psychological distress , .
This study’s strengths include its large population-based sample and the combined use of self-reported and register-based data. We used validated instruments to identify cases of psychological distress  and suicide attempters . We were able to adjust for confounding effects of severe parental and individual psychopathology assessed from valid psychiatric care registers , . There are, however, also limitations. Causal inference regarding our findings for employment status, financial strain and housing tenure is problematic, since it is based on cross-sectional analyses. We studied young individuals, who are least likely to participate in surveys . Although we used weights to adjust for non-participation, selection bias may have influenced our results to some extent. Furthermore, analyses of suicide attempts were sometimes based on small numbers. Lastly, we did not have information on all possible determinants of mental ill health in young adulthood, e.g. childhood/teenage psychopathology or abuse, and thus confounding cannot be ruled out.
The strong relationship between non-European origin and suicide attempts in young women could not be explained by parental or individual socio-economic conditions in these data. Many of the non-European immigrants are refugees and it cannot be determined to what extent traumatic experiences before coming to Sweden and circumstances in Sweden, respectively, may contribute. It may be that young non-European immigrant women face adverse living conditions and possibly cultural and family conflicts not shared by their male peers, which may be of relevance for prevention. Previous research suggests that such intergenerational conflicts as well as social marginalization and discrimination , ,  may mediate the relationship between immigration and mental ill health. Cultural differences may predict such adverse phenomena, which might explain why only non-European immigrant women had a higher risk of distress and attempted suicides in our study.
Financial strain and unemployment were positively related to psychological distress in both sexes in our study. Thus living conditions, job opportunities and the socio-economic environment in which young people establish themselves early in life are important for mental health. Furthermore, financial strain was also associated with the risk of suicide attempts, indicating that poverty is an important determinant of suicidal behaviour in young people. Our results may also reflect reverse causality, i.e. that mental ill-health hampers gainful employment and hence prosperity, since they are based on cross-sectional analyses. It should, however, be noted that the relationships remained after adjustment for severe mental illness, which is why financial strain may have a causal role in the development of mental ill health in young people. Furthermore, although mental health problems could lead to financial strain via unemployment, unemployment per se was not independently associated with suicide attempts in our study. This finding contradicts some previous reports that found a correlation between unemployment and suicidal behaviour in young people , , . It might be that poverty and other confounding factors explain much of the connection between unemployment and suicidal behaviour found in previous studies , or that the extensive Swedish social security system characterized by large expenditures on active labour-market programs and unemployment benefits partly alleviates the impact of unemployment on the mental health of young people in this country.
Entering the work force, attaining residential independence and becoming a parent are core role transitions signalling the entry into adulthood. In our study, postponed transition to such adult roles was associated with poor mental health, but only among women. Correlates like physical health, unfulfilled expectations about family forming and deviations from culturally expected birth timing may all mediate the association between not giving birth before the age of 30 and distress. It may also be that taking on mature social roles and responsibilities such as parenthood and employment improves emotional well-being especially in women. This mechanism could possibly also explain why women lacking their own housing tenure had higher levels of distress, after adjustment for possible socio-economic confounders. Lacking one’s own housing tenure may involve less control and responsibility in the young women’s lives and thus threaten emotional well-being. Furthermore, the attainment of paid employment and family as well as residential independence may also reflect young peoplés chances and ability to make independent reproductive, occupational and lifestyle choices. The gender differences found in our study indicate that the transition into adult life and making such choices may be especially problematic for young women who encounter difficulties and ambiguities that are not paralleled among young men.
Early motherhood was also related to poor mental health among women. Early childbearing perhaps relates to mental ill health both because it may reflect a disordered transition from adolescence into adulthood, and because it may itself disrupt that transition . Early motherhood shapes the life course in ways that might diminish a woman’s capacity to develop personal resources and social capital, and hence erode emotional and physical well-being .
Finally, our study indicates that psychological distress and suicide attempts have partly different determinants. Psychological distress relates to a broad range of life circumstances and concurrent adversities while more serious psychiatric morbidity, as reflected by suicide attempts, relates only to some of them. However, psychological distress is itself a risk factor for suicide attempts among young people  and even milder forms of distress are linked to long-term disability . Thus, factors influencing a young person’s risk for distress may have long-term importance even for more serious mental health problems.
In conclusion, youth unemployment and poverty are related to mental ill health in young adults and immigration from outside Europe is related to mental ill health, especially among young women. Postponement of the adoption of adult roles is also related to poor mental health in young women. All these factors reflect the way and the context in which young people pave their path early in life and are influenced by societal changes. Recent societal changes influencing these phenomena may have contributed to the increasing rates of mental health problems in young adults, especially young females, in Western countries.
Conceived and designed the experiments: KK CM CD CHG GI JH. Analyzed the data: KK PF CM CD JH. Wrote the paper: KK CHG PF CD JH GI CM.
- 1. Suvisaari J, Aalto-Setälä T, Tuulio-Henriksson A, Härkänen T, Saarni SI, et al. (2009) Mental disorders in young adulthood. Psychol Med 39: 287–299.
- 2. Kessler RC, Demler O, Frank RG, Olfson M, Pincus HA, et al. (2005) Prevalence and treatment of mental disorders, 1990 to 2003. N Engl J Med 352: 2515–2523.
- 3. Jacobi F, Wittchen H-U, Hoöting C, Höfler M, Pfister H, et al. (2004) Prevalence, co-morbidity and correlates of mental disorders in the general population: results from the German Health Interview and Examination Survey (GHS). Psychol Med 34: 597–611.
- 4. Kosidou K, Magnusson C, Mittendorfer-Rutz E, Hallqvist J, Hellner Gumpert C, et al. (2010) Recent time trends in levels of self-reported anxiety, mental health service use and suicidal behaviour in Stockholm. Acta Psychiatr Scand 122: 47–55.
- 5. Schepman K, Collishaw S, Gardner F, Maughan B, Scott J, et al. (2011) Do changes in parent mental health explain trends in youth emotional problems? Soc Sci Med 73: 293–300.
- 6. Sigfusdottir ID, Asgeirsdottir BB, Sigurdsson JF, Gudjonsson GH (2008) Trends in depressive symptoms, anxiety symptoms and visits to healthcare specialists: a national study among Icelandic adolescents. Scand J Public Health 36: 361–368.
- 7. Tick NT, van der Ende J, Verhulst FC (2007) Twenty-year trends in emotional and behavioural problems in Dutch children in a changing society. Acta Psychiatr Scand 116: 473–482.
Bremberg S (2006) Ungdomar, stress och psykisk ohälsa. SOU, Statens Offentliga Utredningar: Stockholm.
- 9. West P, Sweeting H (2003) Fifteen, female and stressed: changing patterns of psychological distress over time. J Child Psychol Psychiatry 44: 399–411.
- 10. Kokkevi A, Rotsika V, Arapaki A, Richardson C (2011) Increasing self-reported suicide attempts by adolescents in Greece between 1984 and 2007. Soc Psychiatry Psychiatr Epidemiol 46: 231–237.
- 11. Bogdanovica I, Jiang GX, Löhr C, Schmidtke A, Mittendorfer-Rutz E (2011) Changes in rates, methods and characteristics of suicide attempters over a 15-year period: comparison between Stockholm, Sweden, and Würzburg, Germany. Soc Psychiatry Psychiatr Epidemiol 46: 1103–1014.
Schmidtke A, Bille-Brahe U, De Leo D, Kerkhof A (2004) Suicidal Behavior in Europe. Results from the WHO/EURO Multicentre Study on Suicidal Behaviour. Cambridge: Hogrefe & Huber.
Statistics Sweden (2007) Children and their Families 2006. Demographic Reports, 2007:4. Örebro: Statistics Sweden.
- 14. Lager A, Bremberg SG (2009) Association between labour market trends and trends in young people’s mental health in ten European countries 1983–2005. BMC Public Health 9: 325.
OECD (Organisation for economic co-operation and development) (2008) A Profile of Immigrant Populations in the 21st Century: Data from OECD Countries. Paris: OECD.
OECD (Organisation for economic co-operation and development) (2012) Family database. Available: www.oecd.org/els/social/family/database. Accessed 08 June 2012.
Eurostat (2010) Population and social conditions. Available: http://epp.eurostat.ec.europa.eu/cache/ITY_OFFPUB/KS-SF-10-050/EN/KS-SF-10-050-EN.PDF. Accessed 08 June 2012.
Statens Offentliga Utredningar (SOU) 2007:14 (2007) Renovering av bostadsmarknaden efterlyses! Om ungas möjlighet till en egen bostad. [A plea for renewal of the housing market! About young adult’s opportunity to a housing of their own]. Slutbetänkande av boutredningen. Stockholm: Fritzes.
Fussell E, Furstenburg FF (2005) The transition to adulthood during the twentieth century: Race, nativity and gender. In: Settersten A, Furstenberg FF, Rumbaut RG, editors. On the frontier of adulthood: Theory, research, and public policy. Chicago: University of Chicago Press. 29–75.
- 20. Ryan P (2001) The School-to-Work Transition: A Cross-national Perspective. J Econ Lit 39: 34–92.
Svensson A, Fredlund P, Laflamme L, Hallqvist J, Alfredson J, et al. (2012) Cohort Profile: The Stockholm Public Health Cohort. Int J Epidemiol: In press.
Stockholms läns landsting (Stockholm County Council) (2007) Stockholms ll. Folkhälsorapport folkhälsan i Stockholms län [Public Health in Stockholm County], Stockholm: Stockholms läns landsting.
- 23. Ekbom A (2011) The Swedish Multi-generation Register. Methods Mol Bio 675: 215–220.
- 24. Goldberg DP, Gater R, Sartorius N, Ustun TB, Piccinelli M, et al. (1997) The validity of two versions of the GHQ in the WHO study of mental illness in general health care. Psychol Med 27: 191–197.
Sconfienza C (1998) Mätning av psykiskt välbefinnande bland ungdomar i Sverige: användning av GHQ-12 [Measuring mental well-being among young people in Sweden: application of GHQ 12]. In: National Institute for Working Life, editor. Arbete och hälsa, 1998:22 Volume 33. Solna: National Institute for Working Life. Available: http://gupea.ub.gu.se/handle/2077/4181. Accessed 08 June 2012.
Wadman C, Boström G, Karlsson AS (2008) Health on equal terms? Results from the 2006 Swedish National Public Health Survey. Stockholm: Swedish National Institute of Public Health. Available: http://www.fhi.se/PageFiles/4351/A2008_1_health%20on%20equal%20terms.pdf. Accessed 08 June 2012.
- 27. Lindstrom M (2004) Social capital, the miniaturisation of community and self-reported global and psychological health. Soc Sci Med 59: 595–607.
- 28. Meehan PJ, Lamb JA, Saltzman LE, O’Carroll PW (1992) Attempted suicide among young adults: progress toward a meaningful estimate of prevalence. Am J Psychiatry 149: 41–44.
Statistics Sweden (1982) Socioekonomisk indelning (SEI) [Swedish socio-economic classification]. Stockholm: Statistics Sweden. Available: http://www.scb.se/Grupp/Hitta_statistik/Forsta_Statistik/Klassifikationer/_Dokument/SEI-AGG_Eng.pdf. Accessed 08 June 2012.
- 30. Lundström S, Särndal CE (1999) Calibration as a Standard Method for Treatment of Nonresponse. J Off Stat 15: 305–327.
- 31. Lundberg M, Fredlund P, Hallqvist J, Diderichsen F (1996) A SAS-program calculating three measures of interaction with confidence intervals. Epidemiology 7: 655–656.
- 32. Burger I, van Hemert AM, Schudel WJ, Middelkoop BJ (2009) Suicidal behavior in four ethnic groups in the Hague, 2002–2004. Crisis 30: 63–67.
- 33. Jablonska B, Lindberg L, Lindblad F, Hjern A (2009) Ethnicity, socio-economic status and self-harm in Swedish youth: a national cohort study. Psychol Med 39: 87–94.
- 34. Levecque K, Lodewyckx I, Vranken J (2007) Depression and generalised anxiety in the general population in Belgium: a comparison between native and immigrant groups. J Affect Disord 97: 229–239.
- 35. Alonso J, Lépine JP; on behalf of the ESEMeD/MHEDEA 2000 Scientific Committee (2007) Overview of key data from the European Study of the Epidemiology of Mental Disorders (ESEMeD). Journal of Clinical Psychiatry 68 Suppl 2: 3–9.
- 36. Andrews G, Henderson S, Hall W (2001) Prevalence, comorbidity, disability and service utilisation. Overview of the Australian National Mental Health Survey. Br J Psychiatry 178: 145–153.
- 37. Agerbo E, Nordentoft M, Mortensen PB (2002) Familial, psychiatric, and socioeconomic risk factors for suicide in young people: nested case-control study. BMJ 325: 74–77.
- 38. Lee C, Gramotnev H (2007) Life transitions and mental health in a national cohort of young Australian women. Dev Psychol 43: 877–888.
- 39. Carlson DL (2011) Explaining the curvilinear relationship between age at first birth and depression among women. Soc Sci Med 72: 494–503.
- 40. Mirowsky J, Ross CE (2002) Depression, parenthood, and age at first birth. Soc Sci Med 54: 1281–1298.
- 41. Sellgren C, Landén M, Lichtenstein P, Hultman CM, Långström N (2011) Validity of bipolar disorder hospital discharge diagnoses: file review and multiple register linkage in Sweden. Acta Psychiatr Scand 124: 447–453.
- 42. Jorgensen L, Ahlbom A, Allebeck P, Dalman C (2010) The Stockholm non-affective psychoses study (snaps): the importance of including out-patient data in incidence studies. Acta Psychiatr Scand 121: 389–392.
de Graaf R, Bilj RV, Smit F, Ravelli A, Vollebergh WAM (2000) Psychiatric and sociodemographic predictors of attrition in a longitudinal study. The Netherlands Mental Health Survey and Incidence Study (NEMESIS). American Journal of Epidemiology 152, 1039–1047.
- 44. Bursztein Lipsicas C, Henrik Mäkinen I (2010) Immigration and suicidality in the young. Can J Psychiatry 55: 274–281.
- 45. Clarke DE, Colantonio A, Rhodes AE, Escobar M (2008) Pathways to suicidality across ethnic groups in Canadian adults: the possible role of social stress. Psychol Med 38: 419–431.
- 46. Bhugra D (2005) Cultural identities and cultural congruency: a new model for evaluating mental distress in immigrants. Acta Psychiatr Scand 111: 84–93.
- 47. Borges G, Nock MK, Haro Abad JM, Hwang I, Sampson NA, et al. (2010) Twelve-month prevalence of and risk factors for suicide attempts in the World Health Organization World Mental Health Surveys. J Clin Psychiatry 71: 1617–1628.
- 48. Legleye S, Beck F, Peretti-Watel P, Chau N, Firdion JM (2010) Suicidal ideation among young French adults: association with occupation, family, sexual activity, personal background and drug use. J Affect Disord 123: 108–115.
- 49. Christoffersen MN, Poulsen HD, Nielsen A (2003) Attempted suicide among young people: risk factors in a prospective register based study of Danish children born in 1966. Acta Psychiatr Scand 108: 350–358.
- 50. Fergusson DM, Boden JM, Horwood LJ (2007) Unemployment and suicidal behavior in a New Zealand birth cohort: a fixed effects regression analysis. Crisis 28: 95–101.
- 51. Boden JM, Fergusson DM, John Horwood L (2008) Early motherhood and subsequent life outcomes. J Child Psychol Psychiatry 49: 151–160.
- 52. Webb RT, Marshall CE, Abel KM (2011) Teenage motherhood and risk of premature death: long-term follow-up in the ONS Longitudinal Study. Psychol Med 41: 1867–1877.
- 53. Nock MK, Borges G, Bromet EJ, Alonso J, Angermeyer M, et al. (2008) Cross-national prevalence and risk factors for suicidal ideation, plans and attempts. Br J Psychiatry 192: 98–110.
- 54. Rai D, Kosidou K, Lundberg M, Araya R, Lewis G, et al. (2011) Psychological distress and risk of long-term disability: population-based longitudinal study. J Epidemiol Community Health 66: 586–592.