Evidence map›Paper›PMID 42548637›Full record

ArticleFrontiers in public health2026

Beyond access: how heterogeneity of internet use differentially shapes cognitive function among Chinese older adults.

Rongrong Xiao, Hang Liang, Yifeng Liu, Zhihui Wei

Abstract read
In one paragraph

Article 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.

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0cells of the map it votes in
0citing papers in PubMed
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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

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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.

Rongrong Xiao *School of Social Development, Tianjin University of Technology, Tianjin, China.
Hang Liang *School of Economics and Management, Hubei Innovation Research Center of Rural Social Management, Hubei University of Technology, Wuhan, China.
Yifeng LiuSchool of Humanities and Social Sciences, Nanjing Forestry University, Nanjing, China.
Zhihui WeiSchool of Social Development, Tianjin University of Technology, Tianjin, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The intersection of digitalization and population aging has positioned internet use and cognitive function among older adults as a salient public health concern. However, existing research has predominantly treated internet use as a binary variable, failing to adequately uncover the heterogeneous effects of usage behaviors. Moreover, the moderating role of living arrangement has received insufficient attention. Methods: This study analyzed two-wave panel data from the China Longitudinal Aging Social Survey (CLASS) in 2018 and 2020, comprising 6,800 older adults aged 65 and above, yielding 13,600 person-wave observations. Cognitive function was assessed using the Mini-Mental State Examination (MMSE), encompassing orientation, memory, and calculation. Internet use was operationalized as a four-dimensional construct, including internet adoption, use intensity, device operation proficiency, and function types. Two-way fixed effects models were employed to estimate the associations between multidimensional internet use and cognitive function, and to test the moderating role of living arrangement. Results: Internet adoption exerted a protective effect on overall cognitive function. Among continuous users, use intensity and instrumental us promoted cognitive improvement, whereas device operation proficiency was negatively associated with cognitive function. These effects exhibited significant heterogeneity across cognitive subdomains, including orientation, memory, and calculation. Living arrangement moderated the association only at the level of internet adoption; specifically, co-residence with children attenuated the protective effect of internet adoption. Conclusion: Internet use exerts multidimensional and heterogeneous effects on cognitive function among older adults, moderated by living arrangement. These findings provide theoretical guidance for stratified digital intervention design.

Indexed as

CognitionInternetInternet UseAgedAged, 80 and overChinaDigital MediaEast Asian PeopleFemaleHumansLongitudinal StudiesMalecognitive functioninternet useliving arrangementmultidimensional internet useolder adults

Identifiers

PMID42548637
PMCPMC13429455

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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.