Evidence map›Paper›PMID 25889800›Full record

ArticleInternational journal for equity in health2015

Socioeconomic disparities in preventable hospitalization among adults with diabetes in Taiwan: a multilevel modelling approach.

Pei-Ching Chen, Ching-Yao Tsai, Lin-Chung Woung, Yue-Chune Lee

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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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18citing papers in PubMed, 2 pooled it
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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

18 citing papers in PubMed, 2 syntheses or guidelines pooled it.

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  10. Social Determinants of Diabetes-Related Preventable Hospitalization in Taiwan: A Spatial Analysis.International journal of environmental research and public health · 2021
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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

4 authors.

Pei-Ching ChenInstitute of Health and Welfare Policy, National Yang-Ming University, No.155, Sec. 2, Linong St, Beitou Dist, Taipei City, 112, Taiwan. peiching@ntu.edu.tw.
Ching-Yao TsaiDepartment of Ophthalmology, Zhongxing Branch, Taipei City Hospital, No.145, Zhengzhou Rd, Datong Dist, Taipei City, 103, Taiwan. dac58@tpech.gov.tw.
Lin-Chung WoungDepartment of Ophthalmology, Zhongxing Branch, Taipei City Hospital, No.145, Zhengzhou Rd, Datong Dist, Taipei City, 103, Taiwan. wounglc@tpech.gov.tw.
Yue-Chune LeeInstitute of Health and Welfare Policy, National Yang-Ming University, No.155, Sec. 2, Linong St, Beitou Dist, Taipei City, 112, Taiwan. yclee@ym.edu.tw.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

Diabetes Mellitus, Type 2Educational StatusIncomeModels, TheoreticalAdultAgedCohort StudiesFemaleHospitalizationHumansLogistic ModelsMaleMiddle AgedTaiwan

Identifiers

PMID25889800
PMCPMC4377057

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.