Evidence map›Paper›PMID 42792364›Full record

ArticleBehavioral sciences (Basel, Switzerland)2026

The Effects of Chatbot Recovery Strategies and Anthropomorphic Image Type on Service Recovery Satisfaction: The Mediating Roles of Perceived Warmth and Competence.

Ye Wang, Yaoqun Xu, Tung-Ju Wu

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.

Ye WangSchool of Computer and Information Engineering, Harbin University of Commerce, Harbin 150028, China.ORCID 0000-0002-4577-8137
Yaoqun XuSchool of Computer and Information Engineering, Harbin University of Commerce, Harbin 150028, China.ORCID 0000-0002-5047-9350
Tung-Ju WuSchool of Management, Harbin Institute of Technology, Harbin 150001, China.ORCID 0000-0001-7474-1774

Funding

Fundamental Research Funds for the Provincial Universities of Heilongjiang Province 2024-KYYWF-010National Social Science Fund of China 25CGL030Philosophy and Social Science Foundation of Heilongjiang Province 24GLC001
6 · The paper itself

Abstract

The widespread adoption of chatbots enables companies to provide customer service at low cost and with high efficiency. However, the inherent limitations of chatbots often lead to service failures, highlighting the necessity of effective recovery strategies. Nevertheless, the optimal approaches for chatbots to implement self-recovery strategies remain unclear. Drawing on the Computers As Social Actors (CASA) paradigm and the Stereotype Content Model (SCM), this study investigates the interactive effects of recovery strategies (emotional recovery strategy vs. informational recovery strategy) and anthropomorphic image types (warm image vs. competent image) on service recovery satisfaction. It also examines the psychological mechanisms and boundary conditions underlying these effects. Based on two offline experiments with university students (Study 1:

Indexed as

anthropomorphic imagechatbot recoveryperceived competenceperceived warmthrecovery strategyservice failureservice recovery satisfaction

Identifiers

PMID42792364
PMCPMC13603550

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.