Evidence map›Paper›PMID 41559268›Full record

ArticleScientific reports2026

Digital divide and healthcare service utilization among older adults with chronic liver disease in China: a nationwide cross-sectional study.

Yang Feng, Ke Pu, Chang Liu

Abstract read
In one paragraph

Article in Scientific reports, 2026. 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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

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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

3 authors.

Yang FengDepartment of Hepatobiliary Surgery and Liver Transplantation, The Second Affiliated Hospital of Xi'an Jiaotong University, 157th Xiwu Road, 710004, Shaanxi, Xi'an, P.R. China.
Ke PuDepartment of Gastroenterology, Affiliated Hospital of North Sichuan Medical College, Nanchong, 637000, Sichuan, P.R. China.
Chang LiuDepartment of Hepatobiliary Surgery and Liver Transplantation, The Second Affiliated Hospital of Xi'an Jiaotong University, 157th Xiwu Road, 710004, Shaanxi, Xi'an, P.R. China. liuchangfh@xjtu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The digital divide may exacerbate healthcare disparities among vulnerable populations. However, evidence regarding its impact on healthcare utilization among chronic liver disease (CLD) patients remains limited, particularly using comprehensive multidimensional assessments. This study aimed to investigate the association between multidimensional digital divide and healthcare service utilization among Chinese adults with CLD. We analyzed data from 405 CLD patients (aged ≥ 45 years) from the China Health and Retirement Longitudinal Study (CHARLS) Wave 5 (2020). Digital divide was assessed through a comprehensive framework incorporating access, usage, and application dimensions, measured by internet use, device diversity, usage breadth, WeChat use, and mobile payment capability. Healthcare service utilization was defined as any hospitalization in the past year or outpatient visit in the past month. Multivariable logistic regression models, subgroup analyses, and sensitivity analyses including alternative outcome definitions, quartile analysis, and propensity score matching were performed. Among participants (median age 58.2 years, 51.6% male), 53.1% experienced digital divide. Healthcare service utilization was significantly lower among those with digital divide (hospitalization: 13.5% vs. 27.4%, P = 0.001; outpatient visits: 21.9% vs. 56.8%, P < 0.001). After full adjustment, standardized digital divide dimensions showed strong associations with healthcare utilization: access dimension (OR = 2.89, 95%CI: 2.18–3.84), usage dimension (OR = 3.13, 95%CI: 2.34–4.17), application dimension (OR = 1.67, 95%CI: 1.33–2.10), and overall score (OR = 3.63, 95%CI: 2.66–4.94). Significant age interactions were observed (P < 0.001). Sensitivity analyses confirmed robustness, with propensity-matched analysis showing OR = 2.63 (95%CI: 1.53–3.75). Multidimensional digital divide substantially impacts healthcare service utilization among CLD patients. Targeted interventions addressing digital disparities are needed to ensure equitable healthcare access in the digital era.

Indexed as

Digital DivideLiver DiseasesPatient Acceptance of Health CareAgedChinaChronic DiseaseCross-Sectional StudiesDigital HealthFemaleHospitalizationHumansLongitudinal StudiesMaleMiddle AgedAgingDigital divideHealthcare utilizationHealth inequalityLiver disease

Identifiers

PMID41559268
PMCPMC12864921

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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.