Evidence map›Paper›PMID 42807895›Full record

ArticleAustralian journal of psychology2026

From boredom to problematic AI chatbot use: a three-wave half-longitudinal mediation study of loneliness and dual-system self-control.

Jiahui Yuan, Kai Zhou, Chen Zhang

Abstract read
In one paragraph

Article in Australian journal of 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

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

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.

Jiahui YuanSchool of Marxism, North China University of Water Resources and Electric Power, Zhengzhou, China.
Kai ZhouSchool of Marxism, North China University of Water Resources and Electric Power, Zhengzhou, China.ORCID https://orcid.org/0009-0005-1592-1560
Chen ZhangSchool of Marxism, China University of Mining and Technology, Xuzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Problematic use of AI chatbots (PUAIC) is an emerging concern. Drawing on the I-PACE model and the dual-system model of self-control, this study examined the mediating roles of loneliness, the control system, and the impulsive system. Methods: A three-wave half-longitudinal mediation design was used with 551 Chinese college students at baseline. Boredom proneness was assessed at Time 1, loneliness and the control and impulsive systems at Time 2, and PUAIC at Time 3. Missing data were handled using 20 multiply imputed datasets, and PROCESS Model 81 was estimated with sex and grade level as covariates. Results: Pooled analyses showed that boredom proneness was associated with loneliness (β = .57), the impulsive system (β = .31), the control system (β = -.38), and PUAIC directly (β = .25; all p < .001). Significant indirect effects occurred through loneliness (.073), the impulsive system (.077), and the serial loneliness-impulsive-system pathway (.038). Conclusion: The findings suggest that boredom proneness may be associated with later PUAIC directly and indirectly through loneliness and impulsive tendencies. These associations may inform the development of prevention strategies for PUAIC that address loneliness and impulsive tendencies among college students.

Indexed as

Boredom pronenessdual-system self-controlhalf-longitudinal mediationlonelinessproblematic use of AI chatbots

Identifiers

PMID42807895
PMCPMC13618079

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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.