Evidence map›Paper›PMID 40245390›Full record

ArticleJournal of medical Internet research2025

The Association Between Internet Use and Co-occurring Health Care Needs: Cross-Sectional Study in China.

Yiqing Xing, Xuejiao Liu, Liang Zhang, Ruibo He

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. Not yet cited in PubMed.

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

4 authors.

Yiqing XingSchool of Political Science and Public Administration, Wuhan University, Wuhan, China.ORCID https://orcid.org/0009-0001-5389-3856
Xuejiao LiuSchool of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.ORCID https://orcid.org/0000-0001-9657-4647
Liang ZhangSchool of Political Science and Public Administration, Wuhan University, Wuhan, China.ORCID https://orcid.org/0009-0008-2552-1001
Ruibo HeSchool of Finance and Public Administration, Hubei University of Economics, Wuhan, China.ORCID https://orcid.org/0000-0001-5584-4268

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe need for health care underpins health care service provision and serves as the foundation for enhancing service capacity and allocating resources. Health care needs are influenced by health, social, and economic conditions and may exhibit different characteristics over time. However, previous studies have primarily focused on specific populations or types of needs, overlooking the diversity and complexity of residents' health care requirements. Furthermore, as informatization becomes a defining aspect of modern social development, the impact of internet utilization on the co-occurrence of health care needs remains unclear.

objectiveThis study aims to determine the co-occurrence of health care needs among residents in China, explore the relationship between internet use frequency and co-occurring health care needs, and analyze the potential pathways of influence.

methodsData were obtained from the "Survey on Chinese Residents' Health Services Needs in the New Era," conducted from July to August 2018, yielding a sample of 12,513 individuals. An association rule learning algorithm was used to analyze the characteristics of co-occurring health care needs among Chinese residents, while a generalized linear model was used to examine the relationship between internet use frequency and co-occurring health care needs. Additionally, physical exercise and health status were selected as mediating variables, and their mediating effects were assessed using a path analysis model.

resultsA substantial proportion of the surveyed population (8601/12,513, 68.74%) had 2 or more co-occurring health care needs, with a lower percentage among rural residents (4045/6053, 66.83%) compared with urban residents (4556/6460, 70.53%). Frequent internet users tended to have more co-occurring health care needs (β=.895, SE 0.019, P<.001). The results indicated a positive relationship between internet use frequency and both improved physical exercise (β=.121, P<.001) and health status (β=.026, P<.001). Notably, a high level of physical exercise was associated with an increase in co-occurring health care needs (β=.087, P<.001). By contrast, a significant negative correlation was observed between health status and co-occurring health care needs (β=-.787, P<.001), indicating that these needs decreased as health status improved.

conclusionsThe findings highlight the need for health policy makers and health care providers to address evolving health care needs and the impact of information technology on these needs. Furthermore, health care providers must adapt their services and delivery methods to meet residents' co-occurring health care needs. Meanwhile, policy makers and service managers should ensure that service delivery keeps pace with residents' changing needs through resource allocation, health insurance payment reforms, and performance incentives.

Indexed as

Health Services Needs and DemandInternetInternet UseAdolescentAdultAgedChinaCross-Sectional StudiesFemaleHumansMaleMiddle AgedSurveys and QuestionnairesYoung AdultChinese residentsco-occurring health care needshealth statusinternet usephysical exercise

Identifiers

PMID40245390
PMCPMC12046273

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LicenceCC BY
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Registered trials

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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.