Evidence map›Paper›PMID 42677183›Full record

ArticleFrontiers in public health2026

Internet use and physical activity among older adults in China: a multi-dimensional analysis with endogeneity mitigation.

Xiaolu Li, Benle Zhan

Abstract read
In one paragraph

Article in Frontiers in public health, 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.

Xiaolu LiCollege of Physical Education, Yan'an University, Yan'an, China.
Benle ZhanCollege of Physical Education, Chengdu University, Chengdu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: As population aging accelerates globally, promoting physical activity among older adults has emerged as a central public health challenge. Although internet use has been widely promoted as a potential enabler of healthy aging, its net effects on exercise behavior and the underlying mechanisms remain theoretically ambiguous and empirically underexplored, particularly in large developing economies. Methods: Using nationally representative microdata from the 2022 China Family Panel Studies (CFPS) covering 6,860 adults aged 60 and above, we examine the association between internet use and three dimensions of exercise behavior: participation, frequency, and intensity. Baseline logistic and OLS regression models are complemented by Karlson-Holm-Breen (KHB) decomposition to assess two hypothesized mediating pathways-learning-oriented health empowerment and entertainment-oriented instant gratification-and by doubly robust treatment-effect estimators (IPWRA and AIPW) to address endogeneity arising from health selection and unobserved confounding. Results: Internet use is significantly and positively associated with exercise participation (OR = 1.36, Conclusion: Internet use is associated with exercise participation among older adults in China primarily through direct mechanisms not captured by the learning or entertainment pathways examined. These findings suggest that digital inclusion policies should be integrated into broader public health strategies for active aging, with emphasis on enabling purposeful online engagement rather than passive digital consumption.

Indexed as

ExerciseInternet UseAgedChinaDigital MediaFemaleHumansMaleMiddle Agedactive agingdigital healtheffectinternet usemediation analysisolder adultsphysical activity

Identifiers

PMID42677183
PMCPMC13527928

What OpenQuestion holds

Textmetadata
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.