Counselor type (Human/AI) and consultation intention: a moderated mediation model of trust and psychological counseling scenarios

Abstract Objectives In some services involving social and emotional needs (such as psychological counseling), people seem to prefer human services over AI. Exploring the psychological mechanisms behind this preference can help increase people’s acceptance of AI-based psychological counseling. This s...

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Main Authors: Wei-zhong Zhang, Rong Lian
Format: Article
Language:English
Published: BMC 2025-04-01
Series:BMC Psychology
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Online Access:https://doi.org/10.1186/s40359-025-02741-w
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author Wei-zhong Zhang
Rong Lian
author_facet Wei-zhong Zhang
Rong Lian
author_sort Wei-zhong Zhang
collection DOAJ
description Abstract Objectives In some services involving social and emotional needs (such as psychological counseling), people seem to prefer human services over AI. Exploring the psychological mechanisms behind this preference can help increase people’s acceptance of AI-based psychological counseling. This study aims to explore the differences in people’s consultation intention for human versus AI across different counseling scenarios, as well as the role of trust (including cognitive and emotional trust) between humans and AI. Methods A total of 477 participants (297 in Study 1 and 180 in Study 2) were randomly assigned to different groups for counseling imagination tasks and then completed self-report questionnaires. Results The results of Study 1 demonstrated a significantly higher consultation intention towards human counselors in social emotional scenarios, while no significant preference was observed in cognitive analytical scenarios. Study 2 replicated the findings of Study 1, and further revealed that: (1) cognitive and affective trust played a multiple mediating role between counselor type and consultation intention in social emotional scenarios; (2) there existed a suppressing effect in the relationship model between cognitive trust, counselor type, and counseling intentions in cognitive analytical scenarios; (3) psychological counseling scenarios moderated the relationship between cognitive trust/counselor type and consultation intention. Conclusion These findings offer practical guidance for the development of AI-driven psychological consultation products and carry theoretical implications for research pertaining to human-AI interaction.
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spelling doaj-art-24a0f5deddd542fab33c4b2ea7af61132025-08-20T03:18:53ZengBMCBMC Psychology2050-72832025-04-0113111210.1186/s40359-025-02741-wCounselor type (Human/AI) and consultation intention: a moderated mediation model of trust and psychological counseling scenariosWei-zhong Zhang0Rong Lian1School of Education, Fujian Polytechnic Normal UniversitySchool of Psychology, Fujian Normal UniversityAbstract Objectives In some services involving social and emotional needs (such as psychological counseling), people seem to prefer human services over AI. Exploring the psychological mechanisms behind this preference can help increase people’s acceptance of AI-based psychological counseling. This study aims to explore the differences in people’s consultation intention for human versus AI across different counseling scenarios, as well as the role of trust (including cognitive and emotional trust) between humans and AI. Methods A total of 477 participants (297 in Study 1 and 180 in Study 2) were randomly assigned to different groups for counseling imagination tasks and then completed self-report questionnaires. Results The results of Study 1 demonstrated a significantly higher consultation intention towards human counselors in social emotional scenarios, while no significant preference was observed in cognitive analytical scenarios. Study 2 replicated the findings of Study 1, and further revealed that: (1) cognitive and affective trust played a multiple mediating role between counselor type and consultation intention in social emotional scenarios; (2) there existed a suppressing effect in the relationship model between cognitive trust, counselor type, and counseling intentions in cognitive analytical scenarios; (3) psychological counseling scenarios moderated the relationship between cognitive trust/counselor type and consultation intention. Conclusion These findings offer practical guidance for the development of AI-driven psychological consultation products and carry theoretical implications for research pertaining to human-AI interaction.https://doi.org/10.1186/s40359-025-02741-wAIConsultation intentionTrustPsychological counseling scenariosAlgorithm aversion
spellingShingle Wei-zhong Zhang
Rong Lian
Counselor type (Human/AI) and consultation intention: a moderated mediation model of trust and psychological counseling scenarios
BMC Psychology
AI
Consultation intention
Trust
Psychological counseling scenarios
Algorithm aversion
title Counselor type (Human/AI) and consultation intention: a moderated mediation model of trust and psychological counseling scenarios
title_full Counselor type (Human/AI) and consultation intention: a moderated mediation model of trust and psychological counseling scenarios
title_fullStr Counselor type (Human/AI) and consultation intention: a moderated mediation model of trust and psychological counseling scenarios
title_full_unstemmed Counselor type (Human/AI) and consultation intention: a moderated mediation model of trust and psychological counseling scenarios
title_short Counselor type (Human/AI) and consultation intention: a moderated mediation model of trust and psychological counseling scenarios
title_sort counselor type human ai and consultation intention a moderated mediation model of trust and psychological counseling scenarios
topic AI
Consultation intention
Trust
Psychological counseling scenarios
Algorithm aversion
url https://doi.org/10.1186/s40359-025-02741-w
work_keys_str_mv AT weizhongzhang counselortypehumanaiandconsultationintentionamoderatedmediationmodeloftrustandpsychologicalcounselingscenarios
AT ronglian counselortypehumanaiandconsultationintentionamoderatedmediationmodeloftrustandpsychologicalcounselingscenarios