Evidence map›Paper›PMID 42220411›Full record

ArticleFrontiers in psychology2026

The impact of college students' social anxiety on human-machine trust: the mediating role of perceived intelligence and the moderating role of psychological anthropomorphism.

Zihan Li, Ciming Cai, Liwei Wu, Xiao Wang

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.

0numbers the graph read from it
0cells of the map it votes in
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

4 authors.

Zihan Li *School of Education and Psychology, Southwest Minzu University, Chengdu, China.
Ciming Cai *School of Education and Psychology, Southwest Minzu University, Chengdu, China.
Liwei WuSchool of Education and Psychology, Southwest Minzu University, Chengdu, China.
Xiao WangSchool of Humanities and Management Sciences, Southwest Medical University, Luzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: To explore the relationship between social anxiety among college students and human-machine trust, and to examine the mediating role of perceived intelligence and the moderating role of psychological anthropomorphism. Method: This study surveyed 596 Chinese college students using scales. A moderated mediation model was employed for analysis. Results: (1) Social anxiety is associated with human-machine trust, and both social anxiety and psychological anthropomorphism positively predicted perceived intelligence; (2) Perceived intelligence mediated the relationship between social anxiety and human-machine trust; (3) The moderating effect of psychological anthropomorphism on the perceived intelligence of human-machine trust is not significant; (4) Psychological anthropomorphism moderated the influence of social anxiety on perceived intelligence. Discussion: This study not only validates the applicability of CASA theory among college students with social anxiety in China but also provides insight into how these students develop their cognition of and trust in AI technology within a Chinese cultural context. It provides theoretical foundations and practical insights for developing human-computer interaction systems aligned with local sociopsychological characteristics.

Indexed as

Chinese college studentshuman-machine trustperceived intelligencepsychological anthropomorphismsocial anxiety

Identifiers

PMID42220411
PMCPMC13219257

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.