Evidence map›Paper›PMID 42694088›Full record

ArticleFrontiers in psychology2026

Beyond homogeneity: celebrity worship types and perceived stress as key roles in the relationship between smartphone addiction and cyberbullying among young women.

Mengru Sun

Abstract read
In one paragraph

Article in Frontiers in psychology, 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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2 · The registry

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3 · Its place in the literature

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No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

1 author.

Mengru SunCollege of Media and International Culture, Zhejiang University, Hangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The rapid proliferation of information and communication technologies (ICTs) has given rise to increasingly sophisticated forms of cyberbullying, with expanding penetration scope and escalating severity of harm. Despite well-documented gender differences in cyberbullying involvement, the underlying mechanisms among young female adults remain insufficiently understood. Methods: The present study examined the relationship between smartphone addiction and cyberbullying penetration among young female adults, investigating the mediating role of celebrity worship (Entertainment-Social, Intense-Personal, and Borderline Pathological dimensions) and the moderating role of perceived stress. A moderated mediation model was proposed and empirically tested using survey data from 524 female undergraduate students in eastern China. Results: Results indicated that smartphone addiction was positively associated with cyberbullying penetration both directly and indirectly. Specifically, the direct effect of smartphone addiction on cyberbullying penetration was significant only when Entertainment-Social worship served as the mediator. Intense-Personal worship and Borderline Pathological worship significantly mediated the smartphone addiction-cyberbullying penetration relationship, whereas Entertainment-Social worship did not. Furthermore, perceived stress significantly moderated the association between Borderline Pathological worship and cyberbullying penetration, but did not moderate the pathways involving Entertainment-Social or Intense-Personal worship. Discussion: The findings contribute to the growing literature on the adverse behavioral consequences of smartphone addiction, particularly its association with increased cyberbullying involvement. Moreover, this study advances understanding of the gendered mechanisms underlying cyberbullying by focusing on young women. We also highlight the complex, multi-determined nature of cyberbullying and reinforce the necessity of examining both risk and protective factors within integrated theoretical frameworks that account for individual, relational, and contextual influences.

Indexed as

celebrity worshipcyberbullying penetrationperceived stresssmartphone addictionwomenyoung adults

Identifiers

PMID42694088
PMCPMC13537976

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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.