Health care utilization trends across the transition period in a national cohort of adolescents and young adults with type 1 diabetes
Open accessAbstract
OBJECTIVE: Lack of effective transition from pediatric to adult care may contribute to adverse outcomes in young adults with type 1 diabetes. The understanding of outpatient and acute care utilization patterns across the adolescent to young adult transition age in type 1 diabetes populations is suboptimal in the U.S. RESEARCH DESIGN AND METHODS: We studied claims data from 14,616 individuals diagnosed with type 1 diabetes, aged 16–24 years, and enrolled in a large national health plan for ≥1 year from 2005 to 2012. Annual outpatient and emergency department visits and hospitalization rates were calculated at each age. Generalized estimating equations were used to assess the association of age-group (adolescents [age 16–18 years] vs. young adults [age 19–24 years]), outpatient visits, and sociodemographic variables with emergency department visit and hospitalization rates. RESULTS: Endocrinologist visits declined from 2.3 per year at age 16 years to 1.5 per year by age 22. Emergency department rates increased per year from 45 per 100 at age 16 to 63 per 100 at age 20, then decreased to 60 per 100 by age 24. Hospitalizations per year climbed from 14 per 100 at age 16 to 21 per 100 at age 19, then decreased to 17 per 100 by age 24. In statistical models, young adults experienced higher rates of emergency department visits (incidence rate ratio [IRR] 1.24 [95% CI 1.18, 1.31]) and hospitalizations (IRR 1.25 [95% CI 1.15, 1.36]) than adolescents. Additional significant predictors of emergency department visits and hospitalizations included female sex and Black race. Individuals with two or more endocrinologist visits per year were less likely to have emergency department visits and hospitalizations; higher income was also protective. CONCLUSIONS: Results highlight concerning increases in acute care utilization for young adults with type 1 diabetes who are less engaged with outpatient diabetes care and highlight socioeconomic risk factors that warrant further study.
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Young people with established diabetes in the pediatric age-group, especially during adolescence, experience greater rates of DKA than adults with diabetes.
“Young people with established diabetes in the pediatric age-group, especially during adolescence, experience greater rates of DKA than adults with diabetes (186).”
From 6. Glycemic Goals, Hypoglycemia, and Hyperglycemic Crises: Standards of Care in Diabetes-2026. (2026) · cites this paper as [186]
The paper’s background passage (page unavailable) reports high DKA rates in young adults relative to both older adults and younger adolescents—the reverse of the claimed adolescent-versus-adult pattern. Its Results also show higher overall emergency-department and hospitalization rates in young adults than adolescents, though those measures are not DKA-specific. (LLM, conf=0.87)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredDKA is often associated with psychosocial challenges, such as disordered eating behaviors, and with periods of transition, such as from pediatric to adult health care when there may be gaps in ambulatory care.
“Notably, the majority of DKA cases occur in those with established diabetes compared with those with newly diagnosed diabetes, often in association with psychosocial challenges, such as disordered eating behaviors, and during periods of transition, such as from pediatric to adult health care when there may be gaps in ambulatory care (186)(187)(188).”
From 6. Glycemic Goals, Hypoglycemia, and Hyperglycemic Crises: Standards of Care in Diabetes-2026. (2026) · cites this paper as [186]
The Abstract describes gaps between pediatric and adult diabetes care and identifies DKA as a risk for young adults with type 1 diabetes. The Conclusions link irregular endocrinology follow-up with DKA admission. Our copy does not link DKA to psychosocial challenges or disordered eating behaviors. (LLM, conf=0.86)
Experimental — accuracy not yet measuredOther factors associated with DKA include age 10-14 years, public insurance, and prior episodes of DKA.
“Other factors associated with DKA include age 10-14 years, public insurance, and prior episodes of DKA; use of insulin pump therapy does not appear to be associated with increased DKA occurrence in the current era.”
From 6. Glycemic Goals, Hypoglycemia, and Hyperglycemic Crises: Standards of Care in Diabetes-2026. (2026) · cites this paper as [186]
The Methods/Abstract describe a cohort aged 16–24, and the Conclusions state that publicly insured populations were not included. Our copy does not address whether age 10–14, public insurance, or prior DKA episodes are associated with DKA (searched those terms and variants). (LLM, conf=0.76)
Experimental — accuracy not yet measuredThe majority of DKA cases occur in those with established diabetes compared with those with newly diagnosed diabetes.
“Notably, the majority of DKA cases occur in those with established diabetes compared with those with newly diagnosed diabetes, often in association with psychosocial challenges, such as disordered eating behaviors, and during periods of transition, such as from pediatric to adult health care when there may be gaps in ambulatory care (186)(187)(188).”
From 6. Glycemic Goals, Hypoglycemia, and Hyperglycemic Crises: Standards of Care in Diabetes-2026. (2026) · cites this paper as [186]
The Conclusions discuss DKA risk in young adults and associations with gaps in endocrinology follow-up, but do not compare DKA cases in established versus newly diagnosed diabetes. Searches for that distinction and for DKA at diagnosis found no passage addressing which group accounts for the majority of cases. (LLM, conf=0.75)
Experimental — accuracy not yet measured
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Cites
Population Marginal Means in the Linear Model: An Alternative to Least Squares Means
Searle, S. R., Speed, F. M., & Milliken, G. A. (1980) · The American Statistician · doi:10.1080/00031305.1980.10483031 · Cited by 2,113 · see citing works
State of Type 1 Diabetes Management and Outcomes from the T1D Exchange in 2016–2018
Foster, N. C., Beck, R. W., Miller, K. M., Clements, M. A., Rickels, M. R., DiMeglio, L. A., Maahs, D. M., Tamborlane, W. V., Bergenstal, R., Smith, E., et al. (2019) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2018.0384 · Cited by 1,907 · see citing works
Krieger, N. R. (1992) · American Journal of Public Health · doi:10.2105/ajph.82.5.703 · Cited by 1,661 · see citing works
Preventable Hospitalizations and Access to Health Care
Bindman, A. B. (1995) · JAMA · doi:10.1001/jama.1995.03530040033037 · Cited by 905 · see citing works
Predictive Margins with Survey Data
Graubard, B. I., & Korn, E. L. (1999) · Biometrics · doi:10.1111/j.0006-341x.1999.00652.x · Cited by 875 · see citing works
Krieger, N., Chen, J. T., Waterman, P. D., Rehkopf, D. H., & Subramanian, S. V. (2003) · American Journal of Public Health · doi:10.2105/ajph.93.10.1655 · Cited by 711 · see citing works
Dabelea, D., Stafford, J. M., Mayer-Davis, E. J., D’Agostino, R., Dolan, L., Imperatore, G., Linder, B., Lawrence, J. M., Marcovina, S. M., Mottl, A. K., et al. (2017) · JAMA · doi:10.1001/jama.2017.0686 · Cited by 700 · see citing works
Peters, A., Laffel, L., & the American Diabetes Association Transitions Working Group (2011) · Diabetes Care · doi:10.2337/dc11-1723 · Cited by 581 · see citing works
Self-citationEstimation of Marginal Effects using Margeff
Bartus, T. (2005) · The Stata Journal Promoting communications on statistics and Stata · doi:10.1177/1536867x0500500303 · Cited by 465 · see citing works
14. Children and Adolescents: Standards of Medical Care in Diabetes—2022
(2021) · Diabetes Care · doi:10.2337/dc22-s014 · Cited by 379 · see citing works
Racial-ethnic disparities in management and outcomes among children with type 1 diabetes
Willi, S. M., Miller, K. M., DiMeglio, L. A., Klingensmith, G. J., Simmons, J. H., Tamborlane, W. V., Nadeau, K. J., Kittelsrud, J. M., Huckfeldt, P., Beck, R. W., et al. (2015) · Pediatrics · doi:10.1542/peds.2014-1774 · Cited by 367 · see citing works
Poor Prognosis of Young Adults With Type 1 Diabetes
Bryden, K. S., Dunger, D. B., Mayou, R., Peveler, R., & Neil, H. A. W. (2003) · Diabetes Care · doi:10.2337/diacare.26.4.1052 · Cited by 364 · see citing works
Current methods of transfer of young people with Type 1 diabetes to adult services
Kipps, S., Bahu, T. K., Ong, K. K., Ackland, F. M., Brown, R. S., Fox, C. T., Griffin, N., Knight, A. H., Mann, N. P., Neil, H. A. W., et al. (2002) · Diabetic Medicine · doi:10.1046/j.1464-5491.2002.00757.x · Cited by 327 · see citing works
Nakhla, M. M., Daneman, D., To, T. M., Paradis, G., & Guttmann, A. (2009) · PEDIATRICS · doi:10.1542/peds.2009-0041 · Cited by 309 · see citing works
Use of geocoding and surname analysis to estimate race and ethnicity.
Fiscella, K., & Fremont, A. M. (2006) · Health Services Research · doi:10.1111/j.1475-6773.2006.00551.x · Cited by 272 · see citing works
Transitioning From Pediatric to Adult Care
Weissberg-Benchell, J. A., Wolpert, H. A., & Anderson, B. J. (2007) · Diabetes Care · doi:10.2337/dc07-1249 · Cited by 270 · see citing works
FARSANI, S. F. F., Brodovicz, K. G., Soleymanlou, N., Marquard, J., Wissinger, E., & Maiese, B. A. (2017) · BMJ Open · doi:10.1136/bmjopen-2017-016587 · Cited by 252 · see citing works
Effect of a Copayment on Use of the Emergency Department in a Health Maintenance Organization
Selby, J. V., FIREMAN, B. H., & Swain, B. E. (1996) · New England Journal of Medicine · doi:10.1056/nejm199603073341006 · Cited by 246 · see citing works
The Clinical Endocrinology Workforce: Current Status and Future Projections of Supply and Demand
Vigersky, R. A., Fish, L., Hogan, P., Stewart, A., Kutler, S., Ladenson, P. W., McDermott, M., & Hupart, K. H. (2014) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2014-2257 · Cited by 238 · see citing works
Clements, M. A., Foster, N. C., Maahs, D. M., Schatz, D., Olson, B. A., Tsalikian, E., Lee, J. M., Solorzano, C. M. B., Tamborlane, W. V., Chen, V., et al. (2015) · Pediatric Diabetes · doi:10.1111/pedi.12295 · Cited by 228 · see citing works
Effect of Cost Sharing on Screening Mammography in Medicare Health Plans
Trivedi, A. N., Rakowski, W., & Ayanian, J. Z. (2008) · New England Journal of Medicine · doi:10.1056/nejmsa070929 · Cited by 219 · see citing works
Reid, R. J., Roos, N. P., MacWilliam, L., Frohlich, N., & Black, C. (2002) · Health Services Research · doi:10.1111/1475-6773.01029 · Cited by 212 · see citing works
Racial-Ethnic Inequity in Young Adults With Type 1 Diabetes
Agarwal, S., Kanapka, L. G., Raymond, J. K., Walker, A., Gerard-Gonzalez, A., Kruger, D., Redondo, M. J., Rickels, M. R., Shah, V. N., Butler, A., et al. (2020) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgaa236 · Cited by 205 · see citing works
Health Care Transition in Patients With Type 1 Diabetes
Garvey, K. C., Wolpert, H. A., Rhodes, E. T., Laffel, L. M., KLEINMAN, K. P., Beste, M. G., Wolfsdorf, J. I., & Finkelstein, J. A. (2012) · Diabetes Care · doi:10.2337/dc11-2434 · Cited by 197 · see citing works
Self-citationValidation of an Algorithm for Categorizing the Severity of Hospital Emergency Department Visits
Ballard, D. W., Price, M., Fung, V., Brand, R., Reed, M., FIREMAN, B. H., Newhouse, J. P., Selby, J. V., & Hsu, J. T.-A. (2009) · Medical Care · doi:10.1097/mlr.0b013e3181bd49ad · Cited by 185 · see citing works
Relationship Between Quality of Care and Racial Disparities in Medicare Health Plans
Trivedi, A. N., Zaslavsky, A. M., Schneider, E. C., & Ayanian, J. Z. (2006) · JAMA · doi:10.1001/jama.296.16.1998 · Cited by 175 · see citing works
Busse, F. P., Hiermann, P., Galler, A., Stümvoll, M., Wiessner, T., Kiess, W., & Kapellen, T. M. (2006) · Hormone Research in Paediatrics · doi:10.1159/000096583 · Cited by 173 · see citing works
Pettus, J., Zhou, F. L., Shepherd, L. C., Preblick, R., Hunt, P. R., Paranjape, S., Miller, K. M., & Edelman, S. V. (2019) · Diabetes Care · doi:10.2337/dc19-0830 · Cited by 162 · see citing works
Wharam, J. F., Landon, B. E., Galbraith, A. A., KLEINMAN, K. P., Soumerai, S. B., & Ross‐Degnan, D. (2007) · JAMA · doi:10.1001/jama.297.10.1093 · Cited by 157 · see citing works
Self-citationJacobson, A. M., Hauser, S. T., Willett, J. B., Wolfsdorf, J. I., & Herman, L. J. (1997) · The Journal of Pediatrics · doi:10.1016/s0022-3476(97)70101-x · Cited by 121 · see citing works
Lai, C. W., Lipman, T. H., Willi, S. M., & Hawkes, C. P. (2021) · Diabetes Care · doi:10.2337/dc20-1663 · Cited by 114 · see citing works
Dependence on Emergency Care among Young Adults in the United States
Fortuna, R. J., Robbins, B. W., Mani, N., & Halterman, J. S. (2010) · Journal of General Internal Medicine · doi:10.1007/s11606-010-1313-1 · Cited by 106 · see citing works
Garvey, K. C., Foster, N. C., Agarwal, S., DiMeglio, L. A., Anderson, B. J., Corathers, S. D., Desimone, M. E., Libman, I. M., Lyons, S. K., Peters, A. L., et al. (2016) · Diabetes Care · doi:10.2337/dc16-1729 · Cited by 102 · see citing works
Self-citationChanges in Ambulatory Health Care Use During the Transition to Young Adulthood
Callahan, S. T., & Cooper, W. O. (2009) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2009.09.010 · Cited by 101 · see citing works
Psychosocial and Socioeconomic Risk Factors for Premature Death in Young People With Type 1 Diabetes
Laing, S. P., Jones, M. E., Swerdlow, A. J., Burden, A. C., & Gatling, W. (2005) · Diabetes Care · doi:10.2337/diacare.28.7.1618 · Cited by 101 · see citing works
Helgeson, V. S., Reynolds, K. A., Snyder, P. R., Palladino, D. K., Becker, D. J., Siminerio, L. M., & Escobar, O. (2012) · Diabetic Medicine · doi:10.1111/dme.12067 · Cited by 96 · see citing works
Lotstein, D. S., Kuo, A. A., Strickland, B. B., & Tait, F. (2010) · PEDIATRICS · doi:10.1542/peds.2010-1466f · Cited by 90 · see citing works
Garvey, K. C., Teló, G. H., Needleman, J. S., Forbes, P., Finkelstein, J. A., & Laffel, L. M. (2015) · Diabetes Care · doi:10.2337/dc15-1775 · Cited by 88 · see citing works
Self-citationPredictors of Care Gaps in Adolescents With Complex Chronic Condition Transitioning to Adulthood
Goossens, E., Bovijn, L., Gewillig, M. H. M. L., Budts, W., & Moons, P. (2016) · PEDIATRICS · doi:10.1542/peds.2015-2413 · Cited by 74 · see citing works
Wharam, J. F., Zhang, F., Eggleston, E., Lu, C. Y., Soumerai, S. B., & Ross‐Degnan, D. (2018) · Diabetes Care · doi:10.2337/dc17-1183 · Cited by 54 · see citing works
Self-citationAdherence to Guidelines for Youths With Diabetes Mellitus
Waitzfelder, B., Pihoker, C., KLINGENSMITH, G. J., Case, D., Anderson, A., Bell, R. A., Lawrence, J. M., Mayer‐Davis, E. J., Imperatore, G., Standiford, D. A., et al. (2011) · PEDIATRICS · doi:10.1542/peds.2010-3641 · Cited by 53 · see citing works
Trends in Hospitalizations for Diabetes Among Children and Young Adults
Lee, J. M., Okumura, M. J., Freed, G. L., Menon, R. K., & Davis, M. M. (2007) · Diabetes Care · doi:10.2337/dc07-0769 · Cited by 50 · see citing works
Outpatient Care Preceding Hospitalization for Diabetic Ketoacidosis
Crossen, S. S., Wilson, D. M., Saynina, O., & Sanders, L. (2016) · PEDIATRICS · doi:10.1542/peds.2015-3497 · Cited by 24 · see citing works
Differences in Health Care Access and Utilization Between Adolescents and Young Adults With Asthma
Chua, K., Schuster, M. A., & McWilliams, J. M. (2013) · PEDIATRICS · doi:10.1542/peds.2012-2881 · Cited by 22 · see citing works
Health Care Utilization and Costs of Publicly-Insured Children with Diabetes in California
Lee, J. M., H, V. S. M. P., Sanders, L., Chamberlain, L. J., & Wise, P. H. (2015) · The Journal of Pediatrics · doi:10.1016/j.jpeds.2015.04.067 · Cited by 19 · see citing works
Nip, A. S. Y., & Lodish, M. B. (2021) · Diabetes Care · doi:10.2337/dc21-0555 · Cited by 16 · see citing works
Looking forward to transition: perspectives on transition from pediatric to adult diabetes care
Raymond, J. K., Duke, D. C., Shimomaeda, L., & Harris, M. A. (2013) · Diabetes Management · doi:10.2217/dmt.13.27 · Cited by 15 · see citing works
Gaffney, A. W., Christopher, A. S., Katz, A., Chateau, D. G., McDougall, C., Bor, D. H., Himmelstein, D. U., Woolhandler, S. J., & McCormick, D. (2019) · Journal of General Internal Medicine · doi:10.1007/s11606-019-05006-6 · Cited by 15 · see citing works
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Research works printed but not linked: 1
- [7]7. Pacaud D, Yale J, Stephure D, Dele-Davies H. Problems in transition from pediatric to adult care in individuals with diabetes. Can J Diabetes 2005;40:29-35
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6. Glycemic Goals, Hypoglycemia, and Hyperglycemic Crises: Standards of Care in Diabetes-2026.
American Diabetes Association Professional Practice Committee for Diabetes*, Bajaj, M., McCoy, R. G., Balapattabi, K., Bannuru, R. R., Bellini, N. J., Bennett, A. K., Beverly, E. A., Briggs Early, K., ChallaSivaKanaka, S., et al. (2026) · Diabetes Care · doi:10.2337/dc26-s006 · Cited by 172 · see citing works
Self-citation
- Authors
- Garvey, K. C., Finkelstein, J. A., Zhang, F., LeCates, R., Laffel, L., & Wharam, J. F.
- Affiliations
- Boston Children's Hospital (US)
- Harvard Pilgrim Health Care (US)
- Duke University (US)
- Corresponding author
- Garvey, Katharine C.
- Venue
- Diabetes Care
- Publisher
- American Diabetes Association
- Published
- 2022-08-24
- Volume
- 45
- Issue
- 11
- Pages
- 2509-2517
- ISSN
- 0149-5992 (ISSN-L)
- 1935-5548
- PMC
- PMC9679267
- OpenAlex
- W4293105723
- Semantic Scholar
- 8d383d641a664aec8813003a53f4689e4d97869c
- Cited by
- 34
- References
- 48
- Citations by year
- 2026: 15 · 2025: 9 · 2024: 5 · 2023: 4 · 2022: 1
- FWCI
- 5.98
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Diabetes Care (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute of Diabetes and Digestive and Kidney Diseases (K23DK102655)
- Topics
- Health Sciences › Health Professions › Speech and Hearing › Adolescent and Pediatric Healthcare
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Keywords
- type 1 diabetes, adolescents, young adults, transition to adult care, health care utilization, emergency department visits, hospitalization, outpatient visits, socioeconomic disparities, sex differences, racial disparities, income
- MeSH terms
- Adolescent, Adult, Child, Diabetes Mellitus, Type 1, Emergency Service, Hospital, Female, Hospitalization, Humans, Middle Aged, Patient Acceptance of Health Care, Young Adult, Transition to Adult Care
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