Measures of the gap in living standards, life expectancy, education, health and employment between Indigenous and non-Indigenous Australians are primarily derived from administrative data sources. However, Indigenous identification in these data sources is affected by administrative practices, missing data, inconsistency, and error. As these factors have changed over time, assessing whether the gap between Indigenous and non-Indigenous Australians has changed over time, based on data unadjusted for these sources of error can potentially lead to misguided conclusions. Combining administrative data on the same individuals collected from different sources provides a method by which a more consistent derived Indigenous status can be applied across all records for an individual within a linked data environment. We used the Western Australian Data Linkage system to produce derived Indigenous statuses for individuals using a range of algorithms. We found that these algorithms reduced the amount of missing data and improved within-individual consistency. Based on these findings, we recommend our Multi-Stage Median algorithm be used as the standard indicator of Indigenous status for any reporting based on administrative datasets when multiple datasets are available for linkage, and that algorithmic approaches also be considered for improving the quality of other demographic variables from administrative data sources.

BackgroundConcerns have been raised of a potential connection between excessive online activity outside the academic realm and increased levels of psychological distress in young people. Young Minds Matter: the second Australian Child and Adolescent Survey of Mental Health and Wellbeing provides estimates of the prevalence of online activity and allows an exploration of associations between this activity, a range of mental disorders, socio-demographic characteristics and risk taking behaviour.MethodsBased on a randomized nationally representative sample, a household survey of mental health and wellbeing (Young Minds Matter) was conducted in 2013-14. Interviews were conducted with 6,310 parents and carers of 4–17 year-olds (55 % response rate), together with self-report questionnaires completed by 2,967 11–17 year-olds in these households (89 % response rate). The survey identified a range of mental disorders and emotional problems using a variety of diagnostic tools, with the self-report including questions about use of the Internet and electronic games. Five behaviours were measured related to this activity, with ‘problem behaviour’ being defined as exhibiting at least four out of five behaviours.ResultsLevels of Internet use (98.9 %, CI 98.5–99.3 %) and electronic gaming (85.3 %, CI 83.9–86.6 %) were high, and 3.9 % (CI 3.2–4.6 %) of young people reported problem behaviour. The proportion of girls with very high levels of psychological distress and problem behaviour (41.8 %,CI 28.8–54.9 %) was twice that for boys (19.4 %, CI 7.7–31.1 %). Those engaging with a range of risk factors reported higher prevalence of problem behaviour than others. Youth who suffered from emotional problems or high levels of psychological distress spent the most time online or playing games. Multivariate analysis showed associations with problem behaviour and having attempted suicide, experiencing high to very high levels of psychological distress, using alcohol, and living in a poorly functioning family. It was not possible to determine the direction of the associations.ConclusionThere are links between problem behaviours associated with Internet use and electronic gaming, and mental disorders and risk-taking behaviour in young people. Further studies are required to determine whether these are precursors or sequelae.Electronic supplementary materialThe online version of this article (doi:10.1186/s12889-016-3058-1) contains supplementary material, which is available to authorized users.

Objective: This study presents rates of suicide thoughts and behaviours of police and emergency services personnel around Australia. In addition, it examines personal (i.e. mental health, substance use) and working environment risk and protective factors. Method: A stratified random sample of personnel from 33 Australian emergency services organisations were invited to participate in a mental health and wellbeing survey. In total, 14,868 Australian ambulance, fire and rescue, police and state emergency services employees participated and self-reported any suicidal thoughts, plans and/or attempts in the 12 months prior to the survey or at any stage in their life. Logistic regressions assessed factors associated with suicidal thoughts and behaviours. Results: Employees reported notably higher rates of suicidal thoughts and plans than the general Australian adult population, but not attempts. Male, single/divorced, non-heterosexual or longer-serving employees reported higher rates of suicidal thoughts and behaviours across each sector. Perceptions of stigma regarding mental health conditions from others in the workplace, negative impact of work on one’s private life and low meaning of work were associated with suicidal thoughts, while bullying significantly differentiated who planned and attempted suicide from those who reported suicidal thoughts only. Higher resilience and social support were associated with lower suicidal thoughts, while intermittent explosive anger and illegal drug use were associated with higher rates of suicidal thoughts. Post-traumatic stress disorder symptoms significantly differentiated who planned suicide, while misuse of prescription drugs and psychological distress differentiated who attempted suicide from those who only reported suicidal thoughts. Conclusion: Amid inherently stressful occupations, it is important that workplaces function in a way that supports their personnel. Access to mental health services should be promoted and readily available to personnel.

Poly drug use in adolescents represents a significant public health issue, heightening risk for abuse, dependency, and a variety of short-and long-term psychological, psychosocial, and health consequences. However, past studies have typically examined just one or two substances in isolation and there is a lack of research that has comprehensively examined possible predictors of poly drug use in adolescents. To inform the development of comprehensive prevention programs that can simultaneously target multiple substances, the present study sought to identify psychological, environmental, and demographic factors that are most strongly associated with alcohol, tobacco, and cannabis poly drug use. Adolescents aged 15 to 17 years (n=1661; 50.9% male) completed a survey on their use of alcohol, tobacco, and cannabis over the last 30 days. Various psychological, environmental, and demographic factors were also assessed. Weighted multiple-level logistic regression was conducted to assess the factors associated with poly drug use. In total, 20.3% of respondents had used at least one substance, 6.7% reported using two substances, and 3.3% reported using all three substances. The most common combined pattern of use was alcohol and tobacco, followed by alcohol and cannabis. Several factors emerged as significant, with conduct problems, depression, and the school environment accounting for the most variance. Specific psychological and environmental factors appear to be particularly important domains to target in adolescent substance use prevention programs. Early identification of adolescent depression and conduct problems and the development of programs that address these symptoms in youth may be effective approaches to delaying or preventing poly drug use in this population.