Evidence mapPaperPMID 41716545Full record

ArticleInnovation in aging2026

The impact of digital reverse mentoring on older adults' digital literacy: mediating roles of self-perceptions of aging and self-efficacy.

Jierong Hu, Minzhi Ye, Haotian Wan, WengIan Leong

Abstract read
In one paragraph

Article in Innovation in aging, 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.

Jierong HuDepartment of Innovative Social Work, Faculty of Health and Wellness, City University of Macau, Macao, China.ORCID https://orcid.org/0009-0009-1076-2774
Minzhi YeThe School of Social Work and the Department of Sociology, The University of Texas Rio Grande Valley, Edinburg, Texas, United States.ORCID https://orcid.org/0000-0001-9734-9599
Haotian WanDepartment of Innovative Social Work, Faculty of Health and Wellness, City University of Macau, Macao, China.
WengIan LeongDepartment of Innovative Social Work, Faculty of Health and Wellness, City University of Macau, Macao, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and Objectives: Digital literacy is critical for older adults to maintain social connections, access information, and support overall mental well-being. However, many older adults struggle with using digital devices. Guided by the self-fulfilling prophecy theory, this study investigates how digital reverse mentoring (DRM), referring to younger individuals assisting older adults in learning and using digital technology, is associated with digital literacy, with self-perceptions of aging and self-efficacy as mediators. Research Design and Methods: A cross-sectional study was conducted with 402 community-dwelling older adults aged 60+ in Macao, China. Control variables include gender, age, education, income, self-rated health, and home internet access. Structural equation modeling was employed to test hypothesized relationships and mediation effects. Results: DRM significantly improved digital literacy ( Discussion and Implication: This study highlights the importance of DRM educational interventions in boosting digital literacy among older adults by positively shaping their perceptions of aging. Addressing these perceptions can break down barriers and promote more inclusive digital participation. Future research should investigate the longitudinal effects and effective intervention strategies to enhance digital literacy. Innovation and Translational Significance: This study addresses the age-related digital divide by examining DRM as a strategy to improve digital literacy among older adults. Using a psychological framework, we identify perceived aging as a key mediator, showing that increased positive perceptions of aging and reduced negative perceptions of aging enhance digital outcomes. Findings suggest that DRM, as an empowering approach, can be effectively integrated into social service programs and policies to promote digital inclusion and reduce the age-related digital divide. This work offers a practical and evidence-based model for improving individual and societal outcomes in later life through intergenerational engagement.

Indexed as

Digital inclusionNegative perceptions of agingPositive perceptions of agingSelf-fulfilling prophecyStructural equation modeling

Identifiers

PMID41716545
PMCPMC12915416

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.