ArticleBMC public health2020
Adolescent multiple risk behaviours cluster by number of risks rather than distinct risk profiles in the ALSPAC cohort.
Article in BMC public health, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Prenatal Alcohol Exposure and the Development of Multiple Risk Behaviors in Adolescence: A Birth Cohort Study.Alcohol, clinical & experimental research · 2026Article
- Family Support, Communication with Parents, and Adolescent Health Risk Behaviour: A Case of HBSC Study from Bulgaria and Lithuania.Children (Basel, Switzerland) · 2025Article
- Coping Tendency as a Mediator in the Relationship Between Psychological Resilience and Health Problems Among College Students.Psychology research and behavior management · 2024Article
- Joint associations of physical activity and sedentary time with adiposity during adolescence: ALSPAC.European journal of public health · 2022Article
- Are American Indian/Alaska Native Adolescent Health Behaviors Different? A Review of AI/AN Youth Involved in Native STAND Curriculum, 2014-2017 United States.Maternal and child health journal · 2021Review
- Article
- Multi-Substance Use Behaviors: Prevalence and Correlates of Alcohol, Tobacco and Other Drug (ATOD) Use among University Students in Finland.International journal of environmental research and public health · 2021Article
- Young adult cancer risk behaviours originate in adolescence: a longitudinal analysis using ALSPAC, a UK birth cohort study.BMC cancer · 2021Article
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Authors and funding
5 authors.
Funding
Abstract
backgroundExperimentation with new behaviours during adolescence is normal. However, engagement in two or more risk behaviours, termed multiple risk behaviours is associated with socioeconomic disadvantage and poor health and social outcomes. Evidence of how adolescents cluster based on their risk behaviours is mixed.
methodsLatent Class Analysis was used to study patterns of engagement in 10 self-reported risk behaviours (including substance use, self-harm and sexual health) from the Avon Longitudinal Study of Parents and Children (ALSPAC) cohort at ages 15-16 years. Data was available for 6556 adolescents. Associations between risk profile and sex were explored.
resultsA 3-class model for both females and males was deemed to have acceptable fit. Whilst we found evidence of a sex difference in the risk behaviours reported within each class, the sex-specific results were very similar in many respects. For instance, the prevalence of membership of the high-risk class was 8.5% for males and 8.7% for females and both groups had an average of 5.9 behaviours. However, the classes were both statistically dubious, with class separation (entropy) being poor as well as conceptually problematic, because the resulting classes did not provide distinct profiles and varied only by quantity of risk-behaviours.
conclusionClusters of adolescents were not characterised by distinct risk behaviour profiles, and provide no additional insight for intervention strategies. Given this is a more complicated, software-specific method, we conclude that an equally effective, but more readily replicable approach is to use a count of the number of risk behaviours.
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