ArticleInternational journal for equity in health2015
The influence of socioeconomic status on future risk for developing Type 2 diabetes in the Canadian population between 2011 and 2022: differential associations by sex.
Article in International journal for equity in health, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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Who cites it
26 citing papers in PubMed.
- Effectiveness of a community paramedic-led health assessment and education initiative in a seniors' residence building: the Community Health Assessment Program through Emergency Medical Services (CHAP-EMS).BMC emergency medicine · 2017Trial
- Incidence, prevalence, and burden of type 2 diabetes in China: Trend and projection from 1990 to 2050.Chinese medical journal · 2025Article
- Prevalence and socioeconomic factors of diabetes: a population-based cross-sectional analysis from Jordan.Journal of global health · 2025Article
- Older adults in social housing: A systemically vulnerable population that needs to be prioritized.Health affairs scholar · 2024Article
- Lower Socioeconomic Status is Associated with an Increased Incidence and Spectrum of Major Congenital Heart Disease and Associated Extracardiac Pathology.Pediatric cardiology · 2024Article
- Exploring Mediators of Mental Health Service Use Among Transgender Individuals in Ontario, Canada.Canadian journal of psychiatry. Revue canadienne de psychiatrie · 2023Article
- Bridging ethics and epidemiology: Modelling ethical standards of health equity.SSM - population health · 2023Article
- Impact of Social Vulnerability on Diabetes-Related Cardiovascular Mortality in the United States.Journal of the American Heart Association · 2023Article
- Socioeconomic inequalities in diabetes prevalence: the case of Egypt between 2008 and 2015.BMC public health · 2023Article
- Association of Sustained Low or High Income and Income Changes With Risk of Incident Type 2 Diabetes Among Individuals Aged 30 to 64 Years.JAMA network open · 2023Article
- An analysis of sex differences and socioeconomic deprivation among Canadian children with high blood pressure: a retrospective, cross-sectional study.Pediatric nephrology (Berlin, Germany) · 2023Article
- Sex differences in type 2 diabetes.Diabetologia · 2023Review
- Self-Management of Diabetes and Associated Factors among Patients Seeking Chronic Care in Tshwane, South Africa: A Facility-Based Study.International journal of environmental research and public health · 2023Article
- Socioeconomic inequalities in diabetes prevalence: the case of South Africa between 2003 and 2016.BMC public health · 2023Article
- Influence of Gender in Diabetes Mellitus and Its Complication.International journal of molecular sciences · 2022Review
- Sex differences in the association between fatty liver and type 2 diabetes incidence in non-obese Japanese: A retrospective cohort study.Journal of diabetes investigation · 2021Article
- Development and Validation of a Machine Learning Model Using Administrative Health Data to Predict Onset of Type 2 Diabetes.JAMA network open · 2021Article
- Predicting adverse outcomes due to diabetes complications with machine learning using administrative health data.NPJ digital medicine · 2021Article
- Survey Research on Health Inequalities: Exploring the Availability of Indicators of Multiple Forms of Capital in Canadian Datasets.International journal of public health · 2021Article
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Abstract
backgroundArticulating future risk of diabetes at the population level can inform prevention strategies. While previous studies have characterized diabetes burden according to socioeconomic status (SES), none have studied future risk.
methodsWe quantified the influence of multiple constructs of SES on future diabetes risk using the Diabetes Population Risk Tool (DPoRT), a validated risk prediction algorithm that generates 10-year rates of new diabetes cases. We applied DPoRT to adults aged 30-64 in the 2011-2012 Canadian Community Health Survey (n = 65,372) and calculated risk for 2021-22. A multi-category outcome was created classifying risk as low (≤5%), moderate (greater than 5% and less than 20%), and high (≥20%), then assessed the impact of individual-level SES indicators, and area-level measures of marginalization on being moderate or high risk using multinomial logistic regression, stratified by sex.
resultsWe found nuanced profiles of social determinants by sex, where women are more sensitive to social context. Women living in households where highest educational attainment was less than secondary school were at greater risk [odds ratio (OR) of high compared to low diabetes risk 3.10, 95% confidence interval (CI) 2.19-4.40, p < 0.0001). The same relationship was less pronounced for males (OR 2.17, 95% CI 1.42-3.32, p = 0.0004). Lower household income and being food insecure predicted high future diabetes risk for women (OR 1.37, 95% CI 1.01-1.86, p = 0.0418 comparing quintile 1 to quintile 5; OR 2.64, 95% CI 1.78-3.92, p < 0.0001 comparing severely food insecure to food secure), but not men (OR 1.15, 95% CI 0.84-1.57, p = 0.3818 and OR 1.22, 95% CI 0.71-2.10, p = 0.4815). At the area-level, material deprivation was significantly associated with increased future risk comparing the most to the least deprived (OR females 2.39, 95% CI 1.77-3.23; OR males 1.61, 95% CI 1.22-2.14). Additionally, a strong protective effect was observed for women living in ethnically dense areas (OR 0.75, 95% CI 0.63-0.89, p = 0.0011) which was not as pronounced for men (OR 0.95, 95% CI 0.76-1.18, p = 0.6351).
conclusionsThis study characterized socio-contextual predictors for future diabetes risk, showing sex-specific effects. Diabetes prevention must consider factors beyond individual-level behavioral lifestyle change and actively take steps to mitigate the adverse impacts of socio-contextual factors.
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