Evidence mapPaperPMID 41998612Full record

ArticleBMC public health2026

A narrower access gap, yet persistent divides: the digital inequality among China's urban-rural older adults.

Ran Xiaoxing, Chen Gong, Guo Bin

Abstract read
In one paragraph

Article in BMC 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

3 authors.

Ran XiaoxingCollege of Humanities and Law, Beijing University of Chemical Technology, Beijing, China.ORCID 0009-0000-7785-0693
Chen GongInstitute of Population Research, Peking University, Beijing, China. chengong@pku.edu.cn.
Guo BinInstitute of Population Research, Peking University, Beijing, China. botegb@126.com.ORCID 0000-0002-6515-1913

Funding

Fundamental Research Funds for the Central Universities buctrc202511National Social Science Fund of China 23CRK005
6 · The paper itself

Abstract

backgroundAs societies digitize, aging populations face emerging forms of digital inequality, manifesting distinct spatial disparities in rapidly developing contexts.

methodsThis study systematically examines the urban-rural digital divide among China’s older adults through a three-tier framework (access-usage-outcome), utilizing the Chinese General Social Survey (CGSS) data and employing comparative analysis, Probit, Oporbit and OLS regression.

resultsIt reveals a three-dimensional digital divide with distinct characteristics at each level. First, a comparison of the two cross-sectional surveys reveals that the urban-rural gap in access was substantially smaller in 2021 than in 2017. Second, the urban-rural gap in general internet usage was narrower in 2021 than in 2017. However, structural inequalities persist between urban and rural areas in terms of usage frequency. Most significantly, the pattern of the association between internet use and health differs substantially between urban and rural older adults in both survey years. Specifically, the association between frequency of internet use and health among rural older adults differs in timing and nature from that among their urban counterparts.

conclusionsThese findings confirm the three-stage diffusion mechanism of digital technology: a smaller access gap does not automatically translate into equal usage or equitable outcomes. They underscore the importance of evidence-based, multi-level digital inclusion policies that integrate long-term planning with targeted interventions to promote equitable participation.

Indexed as

Digital DivideInternet UseRural PopulationUrban PopulationAgedChinaCross-Sectional StudiesDigital MediaFemaleHumansMaleMiddle AgedSocioeconomic Disparities in HealthDigital divideHealth outcomesOlder adultsUrban-rural disparity

Identifiers

PMID41998612
PMCPMC13220382

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.