Evidence map›Paper›PMID 42792305›Full record

ArticleBehavioral sciences (Basel, Switzerland)2026

AI Chatbot Dependence as an Indirect Link Between Social Anxiety and Psychological Resilience: The Moderating Role of Perceived Social Support.

Xiaotong Shen, Changyuan Liu, Jinzhe Yan

Abstract read
In one paragraph

Article in Behavioral sciences (Basel, Switzerland), 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

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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.

Xiaotong ShenDepartment of Business Administration, Gachon University, Seongnam 13120, Republic of Korea.ORCID 0009-0003-6523-270X
Changyuan LiuDepartment of Business Administration, Gachon University, Seongnam 13120, Republic of Korea.
Jinzhe YanDepartment of Business Administration, Gachon University, Seongnam 13120, Republic of Korea.ORCID 0000-0002-9843-1743

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Generative artificial intelligence has transformed AI chatbots into systems that can provide information, emotional feedback, and social interaction. Although prior research has examined AI adoption, trust, and continuance intention, less is known about sustained reliance on AI chatbots and its relationship with psychological adaptation. Drawing on an integrated compensation-resource framework, this study examined whether social anxiety was indirectly associated with psychological resilience through AI chatbot dependence and whether this association varied across levels of perceived social support. Cross-sectional survey data from 395 adult AI chatbot users recruited through an online survey platform in China were analyzed using regression-based path analysis and PROCESS Model 7. Social anxiety was positively associated with AI chatbot dependence and negatively associated with psychological resilience, while AI chatbot dependence was negatively associated with resilience after accounting for social anxiety. A small but statistically significant negative indirect association was observed through AI chatbot dependence. Higher perceived social support was associated with a weaker social anxiety-dependence association and a smaller negative indirect association. This buffering pattern was statistically significant but modest and weakened rather than eliminated the indirect association. These findings identify a context-specific pattern of statistical associations in human-AI interaction while underscoring the need for longitudinal research to establish temporal and causal direction.

Indexed as

AI chatbot dependencedigital mental healthgenerative artificial intelligenceperceived social supportpsychological resiliencesocial anxiety

Identifiers

PMID42792305
PMCPMC13603173

What OpenQuestion holds

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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.