Evidence map›Paper›PMID 41595040›Full record

ArticleBehavioral sciences (Basel, Switzerland)2026

Understanding Chinese Consumers' Purchase Resistance in Virtual Live Streaming Rooms: The Role of Negative Anthropomorphism Disconfirmation and Service Guarantees.

Fen Qin, Liting Li, Jie Mi

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.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

3 authors.

Fen QinCollege of Economics and Management, Taiyuan University of Technology, Taiyuan 030024, China.
Liting LiCollege of Economics and Management, Taiyuan University of Technology, Taiyuan 030024, China.ORCID 0000-0002-7478-7534
Jie MiCollege of Economics and Management, Taiyuan University of Technology, Taiyuan 030024, China.

Funding

Humanity and Social Science Youth Foundation of the Ministry of Education of China 23YJCZH172, 24YJCZH215National Natural Science Foundation of China 72302136
6 · The paper itself

Abstract

Virtual streamers (VSs) and virtual live streaming rooms (VLSRs) are increasingly being utilized in live-streaming commerce. However, consumer purchase resistance in VLSRs remains a salient issue. Grounded in the expectation disconfirmation theory and the product uncertainty perspective, this study adopts a multi-method approach to explore the mechanisms underlying purchase resistance in VLSRs and identify actionable mitigation strategies. Specifically, Study 1 employs a questionnaire survey to examine how negative VS anthropomorphism disconfirmation (NVAD) influences consumer purchase resistance in VLSRs. Study 2 utilizes an experiment to investigate the effectiveness of service guarantees in reducing consumers' purchase resistance intentions. The results indicate that NVAD impacts consumers purchase resistance in VLSRs via direct dissatisfaction and the chain mediation of perceived product fit uncertainty and dissatisfaction; for consumers with a higher need for interaction with a service employee, the positive relationship between NVAD and dissatisfaction with VLSRs will be stronger; service guarantees can reduce consumers' resistance. This study enriches the literature on human-AI interaction in VLSRs, consumer resistance behaviors, the expectation disconfirmation theory, product uncertainty, and service guarantees, providing empirical insights for retailers to mitigate consumers purchase resistance in VLSRs.

Indexed as

expectation disconfirmation theoryproduct uncertaintypurchase resistanceservice guaranteesvirtual live streaming rooms

Identifiers

PMID41595040
PMCPMC12837897

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.