ArticleFrontiers in endocrinology2023
Socioeconomic status and diabetes technology use in youth with type 1 diabetes: a comparison of two funding models.
Article in Frontiers in endocrinology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed.
- The Hidden Everyday-Life Burden of Pediatric Type 1 Diabetes: A Household Implementation Framework for Modern Diabetes Technology and Family Care.Current diabetes reports · 2026Review
- Integrating Pharmacists into CGM-Enabled Digital Diabetes Care: Advancing Personalized and Data-Driven Management.Healthcare (Basel, Switzerland) · 2026Review
- Clinical and socioeconomic determinants of glycaemic control derived from continuous glucose monitoring in adults with type 1 diabetes.Frontiers in endocrinology · 2026Article
- Impact of Socioeconomic Deprivation on Access to Diabetes Technology in Children With Type 1 Diabetes Mellitus.Cureus · 2025Article
- Understanding inequities in access to diabetes technologies in children and young people with type 1 diabetes: Qualitative study of healthcare professionals' perspectives and views.Diabetic medicine : a journal of the British Diabetic Association · 2025Article
- The Impact of Public Policy on Equitable Access to Technology for Children and Youth Living with Type 1 Diabetes in British Columbia, Canada.Diabetes technology & therapeutics · 2025Article
- Developing a Quality Improvement Framework to Enhance the Health System User Experience for Individuals Living With Type 1 Diabetes: The Reshape T1D Study.Health expectations : an international journal of public participation in health care and health policy · 2025Article
- The Need for Peer Support and Codesigned Services: A Qualitative Study to Understand Diabetes Education Program Needs of Adolescents With Type 1 Diabetes.Pediatric diabetes · 2025Article
- Disparities in Diabetes Technology Uptake in Youth and Young Adults With Type 1 Diabetes: A Global Perspective.Journal of the Endocrine Society · 2024Review
- Single-arm, first-in-human feasibility study results for an ultra-low-cost insulin pump.BMC endocrine disorders · 2024Article
- AMCP Market Insights Health Plan Best Practice: Implementing continuous glucose monitoring to improve patient outcomes in diabetes.Journal of managed care & specialty pharmacy · 2024Review
Corrections and comments
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Authors and funding
14 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Technology use, including continuous glucose monitoring (CGM) and insulin pump therapy, is associated with improved outcomes in youth with type 1 diabetes (T1D). In 2017 CGM was universally funded for youth with T1D in Australia. In contrast, pump access is primarily accessed through private health insurance, self-funding or philanthropy. The study aim was to investigate the use of diabetes technology across different socioeconomic groups in Australian youth with T1D, in the setting of two contrasting funding models. Methods: A cross-sectional evaluation of 4957 youth with T1D aged <18 years in the national registry was performed to determine technology use. The Index of Relative Socio-Economic Disadvantage (IRSD) derived from Australian census data is an area-based measure of socioeconomic status (SES). Lower quintiles represent greater disadvantage. IRSD based on most recent postcode of residence was used as a marker of SES. A multivariable generalised linear model adjusting for age, diabetes duration, sex, remoteness classification, and location within Australia was used to determine the association between SES and device use. Results: CGM use was lower in IRSD quintile 1 in comparison to quintiles 2 to 5 (p<0.001) where uptake across the quintiles was similar. A higher percentage of pump use was observed in the least disadvantaged IRSD quintiles. Compared to the most disadvantaged quintile 1, pump use progressively increased by 16% (95% CI: 4% to 31%) in quintile 2, 19% (6% to 33%) in quintile 3, 35% (21% to 50%) in quintile 4 and 51% (36% to 67%) in the least disadvantaged quintile 5. Conclusion: In this large national dataset, use of diabetes technologies was found to differ across socioeconomic groups. For nationally subsidised CGM, use was similar across socioeconomic groups with the exception of the most disadvantaged quintile, an important finding requiring further investigation into barriers to CGM use within a nationally subsidised model. User pays funding models for pump therapy result in lower use with socioeconomic disadvantage, highlighting inequities in this funding approach. For the full benefits of diabetes technology to be realised, equitable access to pump therapy needs to be a health policy priority.
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