Evidence map›Paper›PMID 41960275›Full record

ArticleFrontiers in psychology2026

Active ageing in the digital era: digital literacy, social networks, and mental health among older adults in China.

Ling Zong, Kexin Zhou

Abstract read
In one paragraph

Article in Frontiers in psychology, 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

2 authors.

Ling ZongSchool of Health, Jiangsu Vocational Institute of Commerce, Nanjing, China.
Kexin ZhouNational Research Center for Resettlement, Hohai University, Nanjing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: In the context of rapid population ageing and the global pursuit of Sustainable Development Goal 3 (Good Health and Wellbeing), understanding how digital capabilities shape psychological wellbeing among older adults has become increasingly important. This study aims to examine the impact of digital literacy on the mental health of middle-aged and older adults in China and to explore the mediating role of social networks in this relationship. Methods: This study uses data from 9,507 respondents drawn from the fourth wave of the China Longitudinal Ageing Study (CLASS) conducted in 2020. Ordinary least squares (OLS) regression and generalized method of moments (GMM) estimation are employed to examine the association between digital literacy and psychological wellbeing. A mediation model is further constructed to test whether social networks serve as an underlying mechanism. Results: The results indicate that the average mental health score of older adults is 20.09, while the mean digital literacy score is 0.203. Digital literacy has a significant positive effect on psychological wellbeing (OLS: Conclusion: The findings suggest that digital literacy enhances psychological wellbeing among middle-aged and older adults both directly and indirectly by strengthening social connectedness. This study highlights the importance of integrating digital inclusion strategies into mental health promotion systems for ageing populations and emphasizes the role of supportive social networks in promoting active ageing and sustainable wellbeing in the digital era.

Indexed as

digital literacymental healtholder adultspsychological wellbeingsocial networkssustainable development goals

Identifiers

PMID41960275
PMCPMC13057462

What Socratic holds

Textmetadata
LicenceCC BY
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.