Evidence map›Paper›PMID 42040080›Full record

SynthesisFrontiers in public health2026

The association between social capital and diabetes control: a systematic review and meta-analysis.

Yangyang Chen, Zefeng Chen, Zhan Gu, Jiashu Hu

Abstract readSystematic ReviewMeta-Analysis
In one paragraph

Synthesis in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Yangyang ChenFaculty of Sports Science, Ningbo University, Ningbo, China.
Zefeng ChenHangzhou Hospital of Traditional Chinese Medicine, Hangzhou, China.
Zhan GuDepartment of Integrative Medicine, Shanghai Pulmonary Hospital, Shanghai, China.
Jiashu HuSchool of Economics and Management, Shanghai University of Sport, Shanghai, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Diabetes is one of the fastest-growing global health challenges of the 21st century, with estimates suggesting 589 million adults aged 20-79 were living with diabetes in 2024. Although social capital has been shown to be associated with diabetes control, attempts to consolidate the evidence in the form of a systematic review have been limited. This comprehensive systematic review identified and synthesised international research findings of association between social capital and diabetes control to provide a consolidated evidence base to inform future research and policy development. Methods: All empirical quantitative and mixed methods studies investigating the association between social capital and DM were screened and included from the databases of ELSEVIER ScienceDirect, PubMed and Scopus. Identified literature was screened using review-specific inclusion criteria, the data were extracted from the included studies. The mixed effect sizes were calculated using a random-effects model, then subgroup analyses were conducted to investigate potential sources of heterogeneity. Results: After screening, 14 studies were enrolled. The findings demonstrated that social capital exerted a statistically significant, albeit small, effect on diabetes control. Social capital exhibited a more robust effect on diabetes control when the effect size was measured using SMD, self-control was measured as a discrete variable and from a behavioral perspective. Discussion: To date, this is the most comprehensive systematic review and meta-analysis to focus on the association between social capital and diabetes control. It suggests a positive association between social capital and DM control despite various measurements. In addition, it highlights key gaps in knowledge where future research could further illuminate the mechanisms through which social capital works to effect diabetes control and thus inform policy development. Systematic review registration: https://www.crd.york.ac.uk/PROSPERO/view/CRD42023461071, identifier PROSPERO (CRD42023461071).

Indexed as

Diabetes MellitusSocial CapitalHumanscognitive social capitaldiabetes mellitusoutcome-based health problemsself-care behaviorsstructural social capital

Identifiers

PMID42040080
PMCPMC13106361

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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 OpenQuestion graph.