Evidence map›Paper›PMID 39886258›Full record

ArticleSSM - population health2025

Technology for sustainable living: The impact of digital inclusion on the health of China's elderly living alone.

Yong Yan, Huixia Xing

Abstract read
In one paragraph

Article in SSM - population health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing 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

10 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Review
  5. Article
  6. Article
  7. Article
  8. Article
  9. Digital Inclusion for Neurodiverse and Vulnerable Communities in the Global South: A Policy Analysis Study.Inquiry : a journal of medical care organization, provision and financing
    Article
  10. 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

2 authors.

Yong YanSchool of Insurance and Economics, University of International Business and Economics, 100029, Beijing, China.
Huixia XingSchool of Finance, Henan University of Economics and Law, 450046, Zhengzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Enhancing elderly health has become an important measure for coping with population ageing and building a healthy China. Among them, older adults living alone seem to suffer from greater loneliness and psychological stress. We analyzed data from the China Health and Retirement Longitudinal Study in 2015, 2018, and 2020, and carried out an empirical investigation into the impact of digital inclusion on the health of elderly individuals living alone, using two-way fixed effects models and two-stage least squares. The findings suggest that digital inclusion could positively impact the health of older people living alone. Specifically, for a one-standard-deviation increase in digital inclusion, the depression scale score decreases by 0.48 (α = -0.21, p < 0.01); the cognitive function score increases by 0.27(α = 0.12, p < 0.01); the instrumental activities of daily living score would decrease by 0.11 (α = -0.05, p < 0.01). An increase of 1 in the digital inclusion score decreases the self-rated health score by 0.02 (α = -0.02, p < 0.01). It can significantly enhance the health status of elderly people who live alone through mechanisms of improving life satisfaction, increasing the utilization of preventive health care services, and promoting social participation. Subsequent analyses identified varying effects of digital inclusion on older adults living alone, influenced by their income and education levels. In particular, digital inclusion substantially enhanced instrument activities of daily living among the aged who lived alone and with higher income and educational backgrounds. However it had no significant effect on older people living alone with lower incomes and educational backgrounds. The insights from this study could be invaluable for policymakers in promoting broader adoption of digital technologies among older adults living alone.

Indexed as

ChinaDigital inclusionMental healthOlder adults living alonePhysical health

Identifiers

PMID39886258
PMCPMC11780947

What OpenQuestion 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 OpenQuestion graph.