Evidence mapPaperPMID 42024876Full record

SynthesisJMIR aging2026

The Associations Between Digital Exclusion and Physical or Cognitive Function in Middle-Aged and Older Adults: Systematic Review and Meta-Analysis.

Jia Yu, Jundan Huang, Shuhan Zhou, Xiao Wan, Qi Xie, Yinan Zhao, Juan Yang, Hui Feng

Abstract readSystematic ReviewMeta-Analysis
In one paragraph

Synthesis in JMIR aging, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Jia Yu *Xiangya School of Nursing, Central South University, No. 172, Tongzipo Road, Yuelu District, Changsha, Hunan, China, 86 15173121969.ORCID http://orcid.org/0009-0004-6602-5486
Jundan Huang *Xiangya School of Nursing, Central South University, No. 172, Tongzipo Road, Yuelu District, Changsha, Hunan, China, 86 15173121969.ORCID http://orcid.org/0000-0002-3101-0493
Shuhan ZhouXiangya School of Nursing, Central South University, No. 172, Tongzipo Road, Yuelu District, Changsha, Hunan, China, 86 15173121969.ORCID http://orcid.org/0009-0009-4960-719X
Xiao WanXiangya School of Nursing, Central South University, No. 172, Tongzipo Road, Yuelu District, Changsha, Hunan, China, 86 15173121969.ORCID http://orcid.org/0000-0002-8164-6588
Qi XieXiangya School of Nursing, Central South University, No. 172, Tongzipo Road, Yuelu District, Changsha, Hunan, China, 86 15173121969.ORCID http://orcid.org/0009-0006-3006-4998
Yinan ZhaoXiangya School of Nursing, Central South University, No. 172, Tongzipo Road, Yuelu District, Changsha, Hunan, China, 86 15173121969.ORCID http://orcid.org/0000-0003-1755-5208
Juan YangHunan Traditional Chinese Medical College, Zhuzhou, Hunan, China.ORCID http://orcid.org/0009-0006-8754-7659
Hui FengXiangya School of Nursing, Central South University, No. 172, Tongzipo Road, Yuelu District, Changsha, Hunan, China, 86 15173121969.ORCID http://orcid.org/0000-0001-6930-4780

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Digital exclusion posed a significant challenge, especially in middle-aged and older adults, which affected their health outcomes. However, the evidence regarding the associations of digital exclusion on physical or cognitive function outcomes was controversial, and no systematic review had been performed to synthesize the pooled associations. Objective: This study aimed to explore the relationship between digital exclusion and physical or cognitive function in middle-aged and older adults. Methods: We conducted a systematic review and meta-analysis of cohort and cross-sectional studies, including Chinese or English publications retrieved from PubMed, Embase, Web of Science, PsycINFO, Scopus, CNKI, and Wanfang databases up to August 31, 2024. The risk of bias was evaluated using the Newcastle-Ottawa Scale (NOS). The pooled effect size was calculated based on odds ratios (ORs), hazard ratios, risk ratios, and 95% CIs. This study was registered on PROSPERO (CRD42024585459). Results: Nineteen studies met the inclusion criteria, including 13 cohort studies and 6 cross-sectional studies, which had moderate-to-low risk of bias. The pooled analysis indicated that digital exclusion had prospective associations with decreased basic activities of daily living (incidence rate ratio 1.35, 95% CI 1.12-1.64, I2=94.7%) and instrumental activities of daily living (incidence rate ratio 1.46, 95% CI 1.13-1.89, I2=96.2%), or cross-sectional association with activities of daily living (OR 1.23, 95% CI 0.41-3.73, I2=91%), with no statistical significance in the prospective association with frailty (OR 1.21, 95% CI 0.92-1.59, I2=95.2%). There were prospective associations between digital exclusion and dementia (hazard ratio 1.78, 95% CI 1.43-2.22, I2=0%), decreased Mini-Mental State Examination scores (OR 1.96, 95% CI 1.39-2.75, I2=0%), as well as cross-sectional associations with Mini-Mental State Examination scores (OR 2.90, 95% CI 2.07-4.07, I2=0%), and no statistical significance in the prospective association with cognitive impairment (risk ratio 2.08, 95% CI 0.98-4.44, I2=78.2%). Conclusions: Our findings indicated the negative associations of digital exclusion with physical and cognitive functions. Future research and clinical practice should consider designing digital interventions and services that match the physical and cognitive capacities and preferences of middle-aged and older adults, thereby improving digital engagement and reducing the harms associated with digital exclusion. Policies should focus on expanding access, reducing financial barriers, and improving digital literacy. However, due to the presence of heterogeneity and publication bias, the results should be interpreted cautiously.

Indexed as

CognitionActivities of Daily LivingAgedCross-Sectional StudiesDigital MediaHumansMiddle Agedcognitive functiondigital exclusioninternet nonusemeta-analysisphysical function

Identifiers

PMID42024876
PMCPMC13105444

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.