Evidence map›Paper›PMID 39916743›Full record

ArticleFrontiers in psychiatry2025

Network analysis of the association between social anxiety and problematic smartphone use in college students.

Wanying Xing, Xianyang Wang, Tingwei Feng, Jiaxin Xie, Chang Liu, Xiuchao Wang, Hui Wang, Lei Ren, Xufeng Liu

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 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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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3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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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

9 authors.

Wanying XingDepartment of Military Medical Psychology, Air Force Medical University, Xi' an, China.
Xianyang WangDepartment of Military Medical Psychology, Air Force Medical University, Xi' an, China.
Tingwei FengDepartment of Military Medical Psychology, Air Force Medical University, Xi' an, China.
Jiaxin XieDepartment of Military Medical Psychology, Air Force Medical University, Xi' an, China.
Chang LiuBrainPark, School of Psychological Sciences, Turner Institute for Brain and Mental Health, Monash University, Clayton, VIC, Australia.
Xiuchao WangDepartment of Military Medical Psychology, Air Force Medical University, Xi' an, China.
Hui WangDepartment of Military Medical Psychology, Air Force Medical University, Xi' an, China.
Lei RenMilitary Psychology Section, Logistics University of People's Armed Police Force, Tianjin, China.
Xufeng LiuDepartment of Military Medical Psychology, Air Force Medical University, Xi' an, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Social anxiety (SA) and problematic smartphone use (PSU) have become increasingly common among college students in recent decades, with research indicating a mutual increase in risk. This study aim to deepen the understanding of how SA and PSU are interconnected at the symptom-level within this demographic using network analysis. Methods: We recruited 1,197 college students from four institutions in Shaanxi Province, China. Symptoms of SA and PSU were assessed through self-report questionnaires. A regularized Gaussian graphical model was used to estimate the relationships between these symptoms. We calculated Bridge Expected Influence (BEI) to identify key symptoms contributing to their co-occurrence. Additionally, a network comparison test was conducted to examine potential gender differences in the BEI values of the SA-PSU network. Results: Distinct relationships were observed between SA and PSU symptoms. Notably, the connections between 'Get embarrassed very easily' (SA3) and 'shyness in new situations' (PSU1), as well as between SA3 and 'Escape or relieve negative moods' (PSU8), showed the strongest inter-construct connections. SA3 and PSU8 were identified as the key symptoms contributing to the co-occurrence, with the highest BEI. Network comparison tests between males and females revealed no significant differences in global expected influence, between-community edges weights, and BEI. Conclusion: The key bridging symptoms this study identified supports the existing theories about the co-occurrence of SA and PSU, and contributes to understanding the underlying mechanisms. Our findings suggest that interventions targeting negative emotions in daily interactions could be effective in reducing PSU.

Indexed as

college studentsnetwork analysisproblematic smartphone usesex differencesocial anxiety

Identifiers

PMID39916743
PMCPMC11799245

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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.