ArticleBMC public health2023
Association between sociodemographic determinants and health behaviors, and clustering of health risk behaviors among 28,047 adults: a cross-sectional study among adults from the general Norwegian population.
Article in BMC public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 12 citations in OpenAlex.
- Physical Activity and Untreated Dental Caries in Brazil: Implications for Population-Based Caries Risk Assessment.Dentistry journal · 2026Article
- Positive change in lifestyle behaviors improve cognitive health in older adults: a 10-year cohort study.Archives of public health = Archives belges de sante publique · 2026Article
- Article
- Nutrition knowledge and healthy-eating attitudes: the role of physical activity and lifestyle factors in adults.Frontiers in nutrition · 2026Article
- The Clustering of Lifestyle Risk Factors in the Serbian Adult Population and Association with Self-Rated Health.Zdravstveno varstvo · 2025Article
- Bridging Lifestyle and Screening for Cancer Prevention: A Comprehensive Analysis of Cancer-Related Lifestyle and Screening Attitudes in Adults.Medicina (Kaunas, Lithuania) · 2025Article
- Co-occurrence and clustering characteristics of health risk behaviors among older adults in China.Frontiers in public health · 2025Article
- Who is seeking information about traumatic brain injury? Characterizing online course participants.Health promotion international · 2024Article
- Exploring personal aptitudes and personality traits that, together with social determinants, shape health behaviors and conduct: a thematic analysis based on the Capability, Opportunity, Motivation and Behavior (COM-B) change system.Frontiers in public health · 2024Article
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Authors and funding
3 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundUnderstanding the associations between health behaviors and which subgroups are at risk of developing health risk behaviors is vital knowledge to develop effective public health interventions to reduce the high prevalence of non-communicable diseases (NCDs). The objective of the study was to assess the association between physical activity, diet, tobacco use, and alcohol consumption and sociodemographic determinants (sex and education), and to examine clustering patterns of these health behaviors.
methodData was collected from an online self-reported questionnaire from the Norwegian public health survey conducted in 2019. The study sample consisted of 28,047 adults (≥ 18 years old) from Agder county in Southern Norway. Chi-square tests and logistic regression analysis were used to determine the association between sex and education according to physical activity, diet, tobacco use and alcohol consumption. Linear regression was used to examine the association between educational level and number of health risk behaviors, and cluster analysis were performed to determine cluster patterns.
resultsFemales were more likely than men to meet the national public health recommendations for diet (p < 0.001), tobacco use (p < 0.01), and alcohol consumption (p < 0.001). High education was associated with meeting the recommendations for each of the four health behaviors and with a lower risk of having three or four health risk behaviors simultaneously. Furthermore, clustering of health risk behaviors was observed in five of the sixteen health behavior patterns.
conclusionOur findings show a higher risk of having multiple health risk behaviors for males and individuals with low education, and these subgroup findings could inform public health policy and be target goals in future public health interventions. Clustering patterns were observed in over 30% of the health behavior patterns. More research is needed on the causal relationship between health behaviors and socioeconomic factors, and the association between clustering and health outcomes to design effective interventions in the future.
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