Evidence map›Paper›PMID 42577167›Full record

ArticleFrontiers in public health2026

Latent profiles of problematic internet use and their associations with physical activity levels among college students: a cross-sectional study.

Wenzhi Peng, Zeng Zhou, Ziyi Chen

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.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

3 authors.

Wenzhi PengDepartment of Physical Education Teaching and Research, Central South University, Changsha, Hunan, China.
Zeng ZhouDepartment of Physical Education Teaching and Research, Central South University, Changsha, Hunan, China.
Ziyi ChenCollege of Physical Education and Health, Guangxi Normal University, Guilin, Guangxi, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: To identify latent profiles of problematic internet use (PIU) among college students and examine their associations with physical activity (PA) levels. Methods: A stratified cluster sampling survey was conducted among 2,660 college students from central China. Problematic short video, social media, and internet game use were assessed using validated scales, and PA level was measured using the Physical Activity Rating Scale-3. Latent profile analysis was performed to identify PIU profiles. Multinomial logistic regression was used to examine the associations between PA levels and profile membership after adjusting for sociodemographic characteristics. Results: Four heterogeneous latent profiles of problematic internet use were identified among college students: the Low-risk problematic use profile ( Conclusion: PIU among college students exhibits substantial heterogeneity. The observed associations between PA levels and profile membership may inform targeted PIU prevention strategies.

Indexed as

Behavior, AddictiveExerciseInternet Addiction DisorderInternet UseStudentsAdolescentChinaCross-Sectional StudiesDigital MediaFemaleHumansMaleSurveys and QuestionnairesUniversitiesVideo GamesYoung Adultbehavioral addictioncollege studentslatent profilesphysical activity levelsproblematic internet use

Identifiers

PMID42577167
PMCPMC13453751

What Socratic holds

Textmetadata
LicenceCC BY
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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.