Evidence map›Paper›PMID 40980028›Full record

ArticleFrontiers in psychiatry2025

From comfortable to conflicted: a three-year longitudinal symptom evolution of problematic Internet use among junior high school students.

Yanjun Kang, Xun Feng, Tong Zhang, Kexin Yin, Peng Wang

Abstract read
In one paragraph

Article in Frontiers in psychiatry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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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

1 citing paper in PubMed.

  1. 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

5 authors.

Yanjun KangSchool of Psychology, Shandong Normal University, Jinan, China.
Xun FengSchool of Psychology, Shandong Normal University, Jinan, China.
Tong ZhangSchool of Psychology, Shandong Normal University, Jinan, China.
Kexin YinSchool of Psychology, Shandong Normal University, Jinan, China.
Peng WangSchool of Education, Wenzhou University, Wenzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Problematic Internet use (PIU) is frequently regarded as a potential mental health concern and poses significant risks to the well-being of adolescents. Previous studies have predominantly focused on the influencing factors and harms of PIU, with less attention directed towards symptom manifestations and age differences, especially among junior high school students entering adolescence. Methods: This study used network analysis to explore the core symptoms and symptom relationships of PIU among junior high school students over three years. This study recruited 302 sixth-graders (T1: M=11.6, SD=0.65) who were assessed using the Problematic Internet Use Scale four times, resulting in four networks. Results: The network analysis showed that at T1, 'hard to control' and 'being conflicted' had the highest correlation. At T2-T4,'being comfortable' and 'Feel bad mood' exhibited the highest correlation. At T1 and T2, 'being comfortable' was the core PIU symptom, reflecting students' psychological dependence on the Internet in early middle school. However, 'being conflicted' becomes the most critical symptom in later middle school as they age, revealing the increasing contradiction between cognition and behaviour. In general, "being comfortable", "feel bad mood", and "being conflicted", which constitute the key nodes in the PIU relationship network, generally maintained high-intensity centrality across the four measurements. Network comparison tests indicated similar network structures and connection strengths across the four measurements, with no significant gender differences. Conclusions: The current study indicated that in the early stage of junior high school, implementing precise interventions for the symptom of "being comfortable" may help prevent the further deepening of problematic Internet use, while in the later stage of junior high school, close attention should be paid to the problem of "being conflicted" among adolescents. In addition, interventions for problematic Internet use issues do not need to take gender into account. This study provides evidence for understanding the dynamic changes in PIU among junior high school students and serve as a reference for formulating more appropriate and effective prevention and intervention measures.

Indexed as

junior high school studentslongitudinal studynetwork analysisnetwork comparisonproblematic Internet use

Identifiers

PMID40980028
PMCPMC12447571

What Socratic holds

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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 Socratic graph.