Evidence map›Paper›PMID 42707219›Full record

ArticleFrontiers in public health2026

From loneliness to internet addiction in adolescents: disentangling the within-person mediating role of rumination via RI-CLPM.

Yu Deng, Tianna Xiong, Baojuan Ye, Qi Dai, Kai Jing, Haibin Huang

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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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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Yu Deng *School of Education, Jiangxi Normal University, Nanchang, China.
Tianna Xiong *School of Psychology, Jiangxi Normal University, Nanchang, China.
Baojuan YeSchool of Psychology, Jiangxi Normal University, Nanchang, China.
Qi DaiSchool of Psychology, Jiangxi Normal University, Nanchang, China.
Kai JingSchool of Education, Jiangxi Normal University, Nanchang, China.
Haibin HuangSchool of Education, Jiangxi Normal University, Nanchang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Internet addiction symptoms have received increasing research attention as a public health concern among adolescents, with well-documented negative impacts on psychological wellbeing and social functioning. Although loneliness has been identified as an important correlate and prospective risk factor for Internet addiction symptoms, the longitudinal mechanisms underlying this relationship remain underexplored. This three-wave longitudinal study examines the mediating role of rumination in the link between loneliness and internet addiction among Chinese adolescents. Methods: A total of 743 Chinese junior high school students ( Results: At the between-person level, the random intercepts of loneliness, rumination, and internet addiction were not significantly correlated. At the within-personmental health crisislevel, significant bidirectional and unidirectional cross-lagged effects emerged. Specifically, higher-than-usual loneliness predicted subsequent increases in rumination and internet addiction. Elevated rumination, in turn, predicted greater subsequent internet addiction. Internet addiction was also prospectively associated with subsequent increases in both loneliness and rumination, suggesting a reciprocal within-person cycle. Longitudinal mediation analyses revealed that rumination significantly mediated the within-person pathway from loneliness to self-reported Internet addiction. However, the standardized indirect effect was modest, suggesting limited practical magnitude. The reverse indirect effect was not significant. Conclusions: By employing RI-CLPM, this study delineates the dynamic within-person processes associated with adolescent internet addiction at the individual level. These findings identify rumination as a cognitive mechanism linking the emotional experience of loneliness to the development of Internet addiction symptoms. The results suggest the potential value of targeting both loneliness and maladaptive ruminative thinking in prevention and intervention efforts aimed at reducing internet addiction among adolescents.

Indexed as

Adolescent BehaviorBehavior, AddictiveInternet Addiction DisorderLonelinessRumination, CognitiveAdolescentChinaFemaleHumansInternetLongitudinal StudiesMaleRisk Factorsadolescentsinternet addictionlonelinessrandom intercept cross-lagged panel model(RI-CLPM)rumination

Identifiers

PMID42707219
PMCPMC13547008

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