Evidence map›Paper›PMID 42780935›Full record

ArticleFrontiers in psychology2026

Online shopping self-efficacy and emotional closeness to shopping-circle members as dual pathways: the association between product familiarity and Generation Z consumers' willingness to disclose.

Mi Shi, Lanxi Wang, Miao Guo, Mengxian Chen

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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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.

Mi ShiSchool of Economics and Management, Tiangong University, Tianjin, China.
Lanxi WangSchool of Economics and Management, Tiangong University, Tianjin, China.
Miao GuoSchool of Economics and Management, Tiangong University, Tianjin, China.
Mengxian ChenSchool of Economics and Management, Tiangong University, Tianjin, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: As digital natives, Generation Z exhibits distinct attitudes, values, and information behaviors, characterized by a heightened willingness to disclose personal information. This study investigates the associations between product familiarity and willingness to disclose among Generation Z consumers, with online shopping self-efficacy and emotional closeness to shopping-circle members as mediating variables and sense of community in shopping circles (particularly its emotional resonance dimension) as a moderating variable. By integrating the theory of planned behavior and social identity theory, with insights from the recently proposed vulnerability and emotional bond theory, this study develops a dual-mediation model to elucidate the psychological mechanisms underlying Generation Z's willingness to disclose in digital consumer contexts. Methods: To test the proposed relationships, a quantitative survey was administered to 524 participants. The theoretical framework-encompassing hypothesized paths, mediating effects, and moderating effects-was examined using covariance-based structural equation modeling (CB-SEM) implemented in R. Results: Product familiarity showed a significant positive association with willingness to disclose. This association was mediated through the dual paths of online shopping self-efficacy and emotional closeness to shopping-circle members. Sense of community in shopping circles negatively moderated the relationships between product familiarity and both mediators, as well as the indirect effects of the two mediating paths. Conclusion: These findings indicate dual pathways of online shopping self-efficacy and emotional closeness to shopping-circle members linking product familiarity to willingness to disclose and highlight the boundary role of sense of community in shopping circles. The study contributes to psychological theories of information disclosure in digital environments and offers empirical insights into youth behavioral decision-making in online communities.

Indexed as

emotional closeness to shopping-circle membersonline shopping self-efficacyproduct familiaritysense of community in shopping circleswillingness to disclose

Identifiers

PMID42780935
PMCPMC13597866

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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.