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1.
Med Care ; 61(11): 760-764, 2023 11 01.
Article in English | MEDLINE | ID: mdl-37737739

ABSTRACT

OBJECTIVE: To compare the prevalence of West Virginia Medicaid (WVM) beneficiaries with type 1 diabetes (T1D) with a WVM administrative claim for continuous glucose monitoring (CGM) supplies by whether they received medical care from a board-certified endocrinologist. METHODS: A total of 1494 WVM beneficiaries aged 20-64 with T1D were retrospectively followed from May 2018 to April 2020. The sample consisted of 2 groups: those receiving medical care from board-certified endocrinologists and those receiving medical care from other providers. CGM prevalence is compared before and after WVM started providing insurance coverage for beneficiaries with T1D to use CGM systems in May 2019 using linear regression with and without adjustments for patient characteristics. RESULTS: Thirty-five percent of beneficiaries received care from a board-certified endocrinologist at any point during the sample period. Post-May 2019, the prevalence of WVM administrative claims for CGM supplies was significantly higher among beneficiaries receiving care from an endocrinologist compared with other providers. CONCLUSIONS: Receiving diabetes care from a board-certified endocrinologist is positively associated with having administrative claims for CGM supplies.


Subject(s)
Diabetes Mellitus, Type 1 , United States , Humans , Cohort Studies , Medicaid , Retrospective Studies , West Virginia/epidemiology , Blood Glucose Self-Monitoring , Blood Glucose
2.
Diabet Med ; 39(2): e14673, 2022 02.
Article in English | MEDLINE | ID: mdl-34407249

ABSTRACT

AIMS: The objective of the study was to compare grade point averages (GPAs) on compulsory school exit exams (exam GPA) and educational attainment at age 16 and 20 for individuals with and without type 1 diabetes. METHODS: This study was a population-based retrospective cohort study, which included the 1991 to 1998 birth cohorts in Denmark. Follow-up was conducted at age 16 and 20 (follow-up period; 1 January, 2007 to 31 December, 2018). There were 2083 individuals with and 555,929 individuals without type 1 diabetes. Linear regression and generalized linear models compared outcomes with and without adjustments for socio-economic characteristics. RESULTS: A total of 558,012 individuals (51% males) were followed to the age of 20. Having type 1 diabetes was associated with a lower exam GPA when adjusting for socio-economic status (difference: -0.05 (95% CI, -0.09 to -0.01), a higher relative risk of not completing compulsory school by age 16 (1.37, 95% CI, 1.22 to 1.53)), and a higher relative risk of not completing or being enrolled in upper secondary education by age 20 (1.05, 95% CI, 1.00 to 1.10). Haemoglobin A1c (HbA1c) <58 mmol/mol (7.5%), >7 BGM/day and insulin pump use were associated with better educational achievement. CONCLUSION: Type 1 diabetes was associated with a marginally lower exam GPA and a higher risk of not completing compulsory school by age 16 and lower educational attainment by age 20. The findings were modified by HbA1c, BGM and insulin pump use.


Subject(s)
Diabetes Mellitus, Type 1/psychology , Educational Status , Forecasting , Population Surveillance , Registries , Schools/statistics & numerical data , Adolescent , Adult , Denmark/epidemiology , Diabetes Mellitus, Type 1/epidemiology , Female , Follow-Up Studies , Humans , Incidence , Male , Retrospective Studies , Young Adult
3.
Pediatr Diabetes ; 23(1): 73-83, 2022 02.
Article in English | MEDLINE | ID: mdl-34766429

ABSTRACT

OBJECTIVE: Mean differences in HbA1c across centers are well established, but less well understood. The aim was to assess whether differences in patient case-mix can explain the variation in mean HbA1c between pediatric diabetes centers in Denmark. The association between HbA1c , frequency of blood glucose monitoring (BGM), treatment modality, and center visits was investigated. RESEARCH DESIGN AND METHODS: This longitudinal nationwide study included 3866 Danish children with type 1 diabetes from 2013 to 2017 (n = 12,708 child-year observations) from 16 different pediatric diabetes centers. Mean HbA1c , proportion of children reaching HbA1c treatment target (HbA1c  ≤ 58 mmol/mol [7.5%]) were compared across centers using linear regression models. This was done with and without adjustment for socioeconomic characteristics (patient case-mix). RESULTS: The mean difference in HbA1c during follow-up was 11.6 mmol/mol (95% CI 7.9, 15.3) (1.1% [95% CI 0.7, 1.4]) when comparing the centers with the lowest versus highest mean HbA1c . The difference was attenuated and remained significant after adjustment for the patient case-mix (difference: 10.5 mmol/mol [95% CI 6.8, 14.2] (1.0% [95% CI 0.6, 1.3])). Overall, 6.8% of the differences in mean HbA1c across centers were explained by differences in the patient case-mix. Across centers, more frequent BGM was associated with lower HbA1c . The proportion of insulin pump users and number of visits was not associated with HbA1c . CONCLUSION: In a setting of universal health care, large differences in HbA1c across centers were found, and could not be explained by patient background, number of visits or use of technology. Only BGM was associated with center HbA1c .


Subject(s)
Diabetes Mellitus, Type 1/therapy , Health Facilities/classification , Quality of Health Care/standards , Blood Glucose/analysis , Child , Child, Preschool , Denmark/epidemiology , Diabetes Mellitus, Type 1/epidemiology , Female , Glycated Hemoglobin/analysis , Health Facilities/standards , Health Facilities/statistics & numerical data , Humans , Infant , Male , Quality of Health Care/statistics & numerical data , Risk Factors , Treatment Outcome
4.
J Health Econ ; 78: 102486, 2021 07.
Article in English | MEDLINE | ID: mdl-34192649

ABSTRACT

We leverage the onset of type 1 diabetes (T1D) in childhood to estimate the impact of a childhood health shock on parental labor supply. T1D is the second most common childhood chronic physical health condition, inheritability is low, the exact cause is unknown, the onset is unpredictable, and receiving treatment is crucial to survival. Using Danish administrative registry data with both an event study and difference-in-differences analysis shows that mothers shift to part-time work, marginally shift from the private to public sector, and experience a long-term 4-5% decrease in wage income. The dynamic effects reveal large initial impacts, but the magnitudes decrease (although are not eliminated) over time. Fathers do not experience any long-term reduction in wage income. This suggests part of the motherhood penalty is likely due to mothers bearing the economic burden when their child is diagnosed with a chronic health condition.


Subject(s)
Income , Parents , Child , Employment , Humans , Salaries and Fringe Benefits , Workforce
5.
Diabetes Care ; 43(11): 2886-2888, 2020 11.
Article in English | MEDLINE | ID: mdl-32900786

ABSTRACT

OBJECTIVE: To investigate school absenteeism before the clinical diagnosis of type 1 diabetes in children who develop the disease. RESEARCH DESIGN AND METHODS: This population-based, retrospective case-control study involved all Danish children who developed type 1 diabetes and attended public schools (n = 1,338) from 2010 to 2017. Those children were matched at a 1-to-5 ratio, on the basis of sex and date of birth, to children without diabetes (n = 6,690). Case and control absenteeism were compared monthly, starting with 12 months prior to the type 1 diabetes diagnosis through 12 months after diagnosis. RESULTS: Before the diabetes diagnosis (7-12 months), the mean number of days absent from school per month was 0.93 (SD 1.78) among children with diabetes and 0.93 (1.82) among control children (difference -0.004 days, P = 0.94). From 4 months before the diagnosis, children who developed diabetes had a statistically significant increase in absenteeism compared with control children (difference 0.24 days, P < 0.05). CONCLUSIONS: Children who were diagnosed with type 1 diabetes had increased school absenteeism 4 months before diagnosis.


Subject(s)
Absenteeism , Diabetes Mellitus, Type 1/diagnosis , Diabetes Mellitus, Type 1/epidemiology , Registries , Adolescent , Case-Control Studies , Child , Denmark/epidemiology , Diabetes Mellitus, Type 1/blood , Female , Glycated Hemoglobin/analysis , Humans , Male , Retrospective Studies , Schools
6.
Diabetologia ; 63(11): 2339-2348, 2020 11.
Article in English | MEDLINE | ID: mdl-32815027

ABSTRACT

AIMS/HYPOTHESIS: We aimed to examine the association of type 1 diabetes with school wellbeing among Danish children. METHODS: This is a population-based cohort study involving 436,439 Danish children, of which 1499 had a confirmed diagnosis of type 1 diabetes. The children were enrolled in grade levels 4 to 9 (middle school) in Danish public schools in the years 2014-2017. Questionnaire outcomes from the yearly National Wellbeing Survey related to self-efficacy, perceived competences, peer and teacher support, bullying and somatic symptoms were analysed. Ordered logistic regression was used to compare outcomes of children with and without type 1 diabetes, and to compare subgroups of children with type 1 diabetes by different levels of HbA1c and diabetes duration. Primary outcomes were answers to seven pre-specified questionnaire items (scale, 1 to 5). RESULTS: A total of 817,679 questionnaires were initiated, of which n = 2681 were from children with type 1 diabetes. Compared with the background population, children with type 1 diabetes expressed more peer support; adjusted OR 1.17 (95% CI 1.08, 1.27). Children with diabetes also reported more often having a headache; adjusted OR 1.09 (95% CI 1.00, 1.19). Overall, children with poor glycaemic control (HbA1c >70 mmol/mol) had worse outcomes on the wellbeing measures compared with the background population. Even after adjusting for socioeconomic status, they still reported significantly worse perceived competences, less teacher support and more somatic symptoms (stomach ache and headache). CONCLUSIONS/INTERPRETATION: In Denmark, children with type 1 diabetes generally feel well supported in school but have more headaches than other children. Poor glycaemic control is associated with worse psychological school-related wellbeing. Graphical abstract.


Subject(s)
Diabetes Mellitus, Type 1/epidemiology , Blood Glucose/metabolism , Cohort Studies , Denmark/epidemiology , Diabetes Mellitus, Type 1/blood , Female , Glycated Hemoglobin/metabolism , Humans , Male , Social Class , Surveys and Questionnaires
7.
Diabetes Care ; 42(8): 1398-1405, 2019 08.
Article in English | MEDLINE | ID: mdl-31123155

ABSTRACT

OBJECTIVE: To examine inequality in glycemic control by maternal educational level among children with type 1 diabetes in a setting with universal access to health care. RESEARCH DESIGN AND METHODS: This was a longitudinal nationwide study of 4,079 Danish children with type 1 diabetes between the years 2000 and 2013. Children were divided into four groups based on mothers' education prebirth (≤high school [n = 1,643], vocational or 2-year college [n = 1,548], bachelor's degree [n = 695], ≥master's degree [n = 193]). Means of socioeconomic and treatment characteristics were compared between groups. HbA1c and the number of daily glucose tests were compared repeatedly from onset until 5 years after onset across groups. HbA1c was compared across daily blood glucose testing frequency and groups. Linear regression was used to compare HbA1c across groups with and without adjustment for socioeconomic and treatment characteristics. RESULTS: Large differences in HbA1c across maternal education were found. The mean level of HbA1c during follow-up was 59.7 mmol/mol (7.6%) for children of mothers with ≥master's degrees and 68.7 mmol/mol (8.4%) for children of mothers with ≤high school (difference: 9.0 mmol/mol [95% CI 7.5, 10.6]; 0.8% [95% CI 0.7, 1.0]). The associations were attenuated but remained significant after adjustment. Observable characteristics explained 41.2% of the difference in HbA1c between children of mothers with ≤high school and mothers with ≥master's degree; 22.5% of the difference was explained by more frequent blood glucose monitoring among the children with the highly educated mothers. CONCLUSIONS: Family background is significantly related to outcomes for children with type 1 diabetes, even with universal access to health care.


Subject(s)
Blood Glucose/analysis , Diabetes Mellitus, Type 1/blood , Educational Status , Health Status Disparities , Mothers/statistics & numerical data , Blood Glucose Self-Monitoring , Child , Denmark , Female , Glycated Hemoglobin/analysis , Humans , Linear Models , Longitudinal Studies , Male , Outcome Assessment, Health Care , Socioeconomic Factors
8.
JAMA ; 321(5): 484-492, 2019 02 05.
Article in English | MEDLINE | ID: mdl-30721295

ABSTRACT

Importance: Type 1 diabetes has been associated with cardiovascular disease and late complications such as retinopathy and nephropathy. However, it is unclear whether there is an association between type 1 diabetes and school performance in children. Objective: To compare standardized reading and mathematics test scores of schoolchildren with type 1 diabetes vs those without diabetes. Design, Setting, and Participants: Population-based retrospective cohort study from January 1, 2011, to December 31, 2015 (end date of follow-up), including Danish public schoolchildren attending grades 2, 3, 4, 6, and 8. Test scores were obtained in math (n = 524 764) and reading (n = 1 037 006). Linear regression models compared outcomes with and without adjustment for socioeconomic characteristics. Exposures: Type 1 diabetes. Main Outcomes and Measures: Primary outcomes were pooled test scores in math and reading (range, 1-100). Results: Among 631 620 included public schoolchildren, the mean (SD) age was 10.31 (SD, 2.42) years, and 51% were male; 2031 had a confirmed diagnosis of type 1 diabetes. Overall, the mean combined score in math and reading was 56.11 (SD, 24.93). There were no significant differences in test scores found between children with type 1 diabetes (mean, 56.56) and children without diabetes (mean, 56.11; difference, 0.45 [95% CI, -0.31 to 1.22]). The estimated difference in test scores between children with and without type 1 diabetes from a linear regression model with adjustment for grade, test topic, and year was 0.24 (95% CI, -0.90 to 1.39) and 0.45 (95% CI, -0.58 to 1.49) with additional adjustment for socioeconomic status. Conclusions and Relevance: Among Danish public schoolchildren, there was no significant difference in standardized reading and mathematics test scores of children with type 1 diabetes compared with test scores of children without diabetes.


Subject(s)
Diabetes Mellitus, Type 1/psychology , Educational Measurement , Mathematics , Reading , Adolescent , Case-Control Studies , Child , Denmark , Diabetes Mellitus, Type 1/blood , Diabetes Mellitus, Type 1/ethnology , Educational Status , Female , Glycated Hemoglobin/analysis , Humans , Male , Retrospective Studies , Socioeconomic Factors
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