Evidence map›Paper›PMID 40577713›Full record

ArticleJournal of medical Internet research2025

Examining the Impact of Digital Inclusion on Depression Among Older Adults in China: Mediating Role of Noncognitive Abilities.

Xinru Li, Chengyu Chen, Xiyan Li, Yuyang Li, Shujuan Xiao, Jianan Han, Yanan Wang, Chichen Zhang

Abstract read
In one paragraph

Article in Journal of medical Internet research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

2 citing papers in PubMed.

  1. Article
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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

8 authors.

Xinru LiSchool of Public Health, Southern Medical University, Guangzhou, China.ORCID https://orcid.org/0000-0003-4846-9193
Chengyu ChenSchool of Health Management, Southern Medical University, Guangzhou, China.ORCID https://orcid.org/0009-0008-7311-200X
Xiyan LiSchool of Health Management, Southern Medical University, Guangzhou, China.ORCID https://orcid.org/0009-0001-1057-8928
Yuyang LiSchool of Health Management, Southern Medical University, Guangzhou, China.ORCID https://orcid.org/0009-0009-6901-4527
Shujuan XiaoSchool of Public Health, Southern Medical University, Guangzhou, China.ORCID https://orcid.org/0009-0002-6941-7720
Jianan HanSchool of Health Management, Southern Medical University, Guangzhou, China.ORCID https://orcid.org/0009-0008-0376-4336
Yanan WangSchool of Health Management, Southern Medical University, Guangzhou, China.ORCID https://orcid.org/0009-0008-3682-8228
Chichen ZhangSchool of Public Health, Southern Medical University, Guangzhou, China.ORCID https://orcid.org/0000-0003-1095-9939

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIn the digital and intelligent era, a considerable number of older adults in China still have a low level of digital inclusion. Although existing literature has explored the relationship between the use of the internet and depression among older adults to some extent, it mainly focused on surface aspects rather than delving into the underlying mechanism of action among digital inclusion, depression, and noncognitive abilities, which remains unclear.

objectiveThis study aims to explore the mediating role of noncognitive abilities between digital inclusion and depression among older adults in China, as well as the parallel mediating roles of each dimension of the Big Five personality traits in the relationship between them.

methodsWe extracted cross-sectional data from a nationally representative survey, namely the China Family Panel Studies, which centered on older adults (aged 60 years or older). The Center for Epidemiologic Studies Depression Scale (CES-D 8), which consists of 8 items, was used to determine the presence of depression. The 15-item short version of the Big Five Personality Scale was used to measure the noncognitive abilities of older adults. Model 4 of the PROCESS macro (Andrew F. Hayes) program was applied to test, respectively, the mediating role of noncognitive abilities between digital inclusion and depression status, as well as the parallel mediating roles of each dimension of the Big Five personality traits in the relationship between them.

resultsThis study found that digital inclusion was negatively related to depression in older adults (β=-.054, t

conclusionsOur results demonstrate that digital inclusion is a negative predictor of depression among older adults, and noncognitive abilities play a partial mediating role between digital inclusion and depression status. Moreover, conscientiousness, extraversion, openness, and emotional stability of the Big Five personality traits have parallel mediating effects between digital inclusion and depression status.

Indexed as

DepressionInternetAgedAged, 80 and overChinaCross-Sectional StudiesFemaleHumansMaleMiddle AgedPersonalityBig Five personalitydepressiondigital inclusionnon-cognitive abilities

Identifiers

PMID40577713
PMCPMC12254705

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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.