ArticleInternational journal for equity in health2015
Socioeconomic disparities in preventable hospitalization among adults with diabetes in Taiwan: a multilevel modelling approach.
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 18 papers, 2 of them syntheses that pooled it.
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Who cites it
18 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Socioeconomic Inequalities and Type 2 Diabetes Comorbidities: A Systematic Review and Meta-Analysis on Observational Studies.Endocrinology, diabetes & metabolism · 2026Pooled it
- Socioeconomic inequalities in hospitalizations for chronic ambulatory care sensitive conditions: a systematic review of peer-reviewed literature, 1990-2018.International journal for equity in health · 2020Pooled it
- The difference in type 2 diabetes care between the National Health Insurance beneficiaries and public assistance recipients in Japan: A retrospective cohort study based on claims data in a municipality.Journal of diabetes investigation · 2026Observational
- Age- and disability-based trends in potentially preventable hospitalizations: evidence from nationwide claims data in Korea.Epidemiology and health · 2026Article
- Associations between income/employment status and diabetes care processes, health behaviors, and health outcomes in Japan: A cross-sectional study using claims data linked to a questionnaire survey.Journal of diabetes investigation · 2024Article
- Participation and Outcomes among Disabled and Non-Disabled People in the Diabetes Pay-for-Performance Program.Healthcare (Basel, Switzerland) · 2023Article
- Examining the risk factors for overweight and obesity among women in Ghana: A multilevel perspective.Heliyon · 2023Article
- Rural-urban disparities in the incidence and treatment intensity of periodontal disease among patients with diabetes.Frontiers in public health · 2023Article
- Disparities in diabetes-related avoidable hospitalization among diabetes patients with disability using a nationwide cohort study.Scientific reports · 2022Article
- Social Determinants of Diabetes-Related Preventable Hospitalization in Taiwan: A Spatial Analysis.International journal of environmental research and public health · 2021Article
- Landscapes on Prevention Quality Indicators: A Spatial Analysis of Diabetes Preventable Hospitalizations in Portugal (2016-2017).International journal of environmental research and public health · 2020Article
- Impact of family physician integrated care program on decreasing utilization of emergency department visit and hospital admission: a population-based retrospective cohort study.BMC health services research · 2020Article
- Investigating the causal effect of socioeconomic status on quality of care under a universal health insurance system - a marginal structural model approach.BMC health services research · 2019Article
- Trends in Diabetes-Related Potentially Preventable Hospitalizations in Adult Population in Spain, 1997⁻2015: A Nation-Wide Population-Based Study.Journal of clinical medicine · 2019Article
- Socioeconomic inequalities in cardiometabolic control in patients with type 2 diabetes.BMC public health · 2018Article
- C-Peptide Level in Fasting Plasma and Pooled Urine Predicts HbA1c after Hospitalization in Patients with Type 2 Diabetes Mellitus.PloS one · 2016Article
- Socioeconomic Deprivation, Household Education, and Employment are Associated With Increased Hospital Admissions and Poor Glycemic Control in Children With Type 1 Diabetes Mellitus.The review of diabetic studies : RDSArticle
- Racial Disparities in Diabetes Hospitalization of Rural Medicare Beneficiaries in 8 Southeastern States.Health services research and managerial epidemiologyArticle
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4 authors.
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Abstract
introductionLiterature shows socioeconomic disparities are related to various aspects of diabetes care. However, few studies have explored the relationship between socioeconomics and healthcare outcomes, particularly with regard to preventable hospitalization. This cohort study employed hierarchical modelling to evaluate the role of socioeconomics at both the individual and regional levels in order to examine disparities associated with the preventable hospitalization of diabetes patients in Taiwan.
methodsThis study employed the Longitudinal Health Insurance Database 2010, which provided a representative cohort comprising one million people enrolled in Taiwan's National Health Insurance in 2010. All diabetes patients aged 18 and older who received regular care in 2010 were included in this study. The outcome examined in this study was diabetes-related preventable hospitalization during the period of 2010 to 2011. Socioeconomic status at the individual level was measured according to income and at the regional level according to level of urbanization and the proportion of residents who had completed college education. Control variables included age, gender, comorbidities, time of diabetes diagnosis, participated in the pay-for-performance program status, and the characteristics of regular sources of care, including the level of the facility (i.e., medical centre, regional hospital, local hospital, outpatient clinic) and ownership. Statistical analysis was performed using generalized linear mixed models.
resultsA total of 57,791 patients from 25 regions diagnosed with type-2 diabetes mellitus were identified in the National Health Insurance claim data for the year 2010. 1040 of these patients (1.8%) had at least one diabetes-related preventable hospitalization event during the period of 2010-2011. After controlling for the characteristics of patients and health care providers, our results show that dependents and patients in low and middle income brackets (OR = 2.48, 2.44, and 2.08 respectively) as well as those living in regions with a low, median, or high education bracket (OR = 1.32, 1.38, and 1.46 respectively) face a higher probability of preventable hospitalization.
conclusionsOur results demonstrate that the socioeconomic effects of higher education at the regional level as well as income at the individual level are important factors which affect disparities in diabetes-related preventable hospitalization.
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