Evidence map›Paper›PMID 40045191›Full record

ArticleBMC geriatrics2025

Internet use and healthcare utilization among older adults in China: a nationally representative cross-sectional study.

Rize Jing, Xiaozhen Lai, Long Li, Hufeng Wang

Abstract read
In one paragraph

Article in BMC geriatrics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

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3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Rize Jing *School of Population and Health, Renmin University of China, Beijing, China.
Xiaozhen Lai *School of Public Health, Peking University, Beijing, China.
Long LiCenter for Population and Development Studies, Renmin University of China, Beijing, China. ruclilong@ruc.edu.cn.
Hufeng WangBigdata and Responsible Artificial Intelligence for National Governance, Renmin University of China, Beijing, China.

Funding

Fundamental Research Funds for the Central Universities 24XNQZ19National Natural Science Foundation of China 72404274
6 · The paper itself

Abstract

backgroundResearch on whether Internet use is related to older adults' health service use is limited. Hence, this study aimed to empirically examine the associations between Internet use and the different types of healthcare utilization among Chinese older adults and whether there were urban or rural differences.

methodsThis study used large-scale nationwide data for Chinese older adults from the 2018 China Longitudinal Aging Social Survey (CLASS). The main explanatory variables were general Internet use and different types of Internet usage, including usage for communication, entertainment, and as instruments. The outcome measures included outpatient and inpatient care utilization, specifically examining the choice of health providers after an illness, the rate of outpatient care utilization after an illness, hospital admission, and the number of hospital admissions in the past two years. Logistic regression, zero-inflated negative binomial regression, and multinomial logistic regression were conducted to assess the associations between Internet use and healthcare utilization. Given the potential urban-rural disparities in Internet use, we applied an interaction term between Internet use and urban-rural status in each model to examine its moderating effects. The potential bias was addressed using the propensity score matching (PSM) method.

resultsCompared with older adults who did not use the Internet, Internet users had a lower probability of hospital admission in the past two years (OR: 0.63, 95% CI: 0.55-0.72), fewer hospital admissions (IRR: 0.80, 95% CI: 0.69-0.93), and a higher probability of choosing outpatient care in hospitals after an illness (RRR: 1.22, 95% CI: 1.01-1.47). Using the Internet for communication showed the strongest association with healthcare utilization among different types of Internet use. The urban/rural interaction term was negatively associated with outpatient care utilization but positively associated with inpatient care utilization.

conclusionsThis study highlights the important role of the Internet in shaping healthcare utilization, particularly in addressing urban-rural disparities. Implementing Internet-based interventions among older adults is recommended to reduce disparities and improve healthcare access.

Indexed as

Internet UsePatient Acceptance of Health CareAgedAged, 80 and overChinaCross-Sectional StudiesFemaleHumansLongitudinal StudiesMaleMiddle AgedRural PopulationUrban PopulationHealthcare utilizationInternet useOlder adultsResource substitute and complementUrban-rural differences

Identifiers

PMID40045191
PMCPMC11881273

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LicenceCC BY-NC-ND
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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.