Evidence map›Paper›PMID 39828686›Full record

Observational studyInternational journal for equity in health2025

Navigating diabetes care inequities: an observational study linking chronic care model's structural elements to process and outcomes of type 2 diabetes care in Belgium.

Philippe Bos, Katrien Danhieux, Edwin Wouters, Josefien van Olmen, Veerle Buffel

Abstract readObservational Study
In one paragraph

Observational study in International journal for equity in health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Philippe Bos *Department of Sociology, University of Antwerp, Antwerp, Belgium. Philippe.Bos@Uantwerpen.be.
Katrien Danhieux *Department of Family Medicine and Population Health, University of Antwerp, Antwerp, Belgium.
Edwin WoutersDepartment of Sociology, University of Antwerp, Antwerp, Belgium.
Josefien van OlmenDepartment of Family Medicine and Population Health, University of Antwerp, Antwerp, Belgium.
Veerle BuffelDepartment of Sociology, Vrije Universiteit Brussel, Brussels, Belgium.

Funding

Fonds Wetenschappelijk Onderzoek G0B4721NHorizon 2020 Framework Programme 825432
6 · The paper itself

Abstract

backgroundAlthough the Chronic Care Model (CCM) provides the essential structural components of practice organisation to deliver high-quality type 2 diabetes (T2D) care, little is known about which of its elements are most important, and the extent to which it may reduce social inequities in the quality of T2D care. This study aims to assess the association between the implementation of CCM's structural elements and the quality of T2D care processes and outcomes in Flanders (Belgium), paying specific attention to differences by patients' socioeconomic vulnerability.

methodsWe developed a longitudinal database combining information on primary care practices' CCM implementation, with individual-level health insurance and medical lab data. Our sample included 7,593 T2D patients aged 40 years and above from 58 primary care practices in Flanders, followed up from 2017 to 2019. Medical lab data were available for a subsample of 4,549 patients. By estimating a series of hierarchical mixed-effects models, we assessed the association between primary care practices' CCM implementation and two process and two outcome indicators of T2D care. In addition, we explored cross-level interactions with patients' socioeconomic vulnerability.

resultsPatients were more likely to have their HbA1c tested twice a year and LDL cholesterol tested yearly in practices with a higher overall CCM implementation. Regarding the different CCM elements, the clinical information system and linkages to the community were significantly associated with higher odds of being up-to-date with HbA1c testing, whereas stronger community linkages was the only dimension significantly associated with yearly LDL cholesterol testing. While socioeconomic vulnerable patients were less likely to have their HbA1c tested twice yearly, this difference disappeared in the highest-scoring practices. Regarding the outcome indicators, only a negligible proportion of variation in HbA1c and LDL cholesterol levels was due to systematic differences between practices, and hence, no clinically relevant associations with the CCM elements were found.

conclusionOur pioneering findings support the social capital pathway, as CCM implementation is associated with a reduction in the healthcare inequity gap in the T2D care process. This suggests that promoting CCM implementation may improve healthcare equity, particularly in regions with significant socioeconomic disparities or high concentrations of deprived individuals.

Indexed as

Diabetes Mellitus, Type 2Healthcare DisparitiesAdultAgedBelgiumChronic Care ModelFemaleHumansLongitudinal StudiesMaleMiddle AgedPrimary Health CareQuality of Health CareSocioeconomic FactorsBelgiumChronic care modelDiabetes careHealth inequitiesPrimary careQuality of care

Identifiers

PMID39828686
PMCPMC11744845

What Socratic holds

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LicenceCC BY
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Registered trials

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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 Socratic graph.