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Integrating Artificial Intelligence into Psychological Counseling: A Narrative Review and Governance Framework.

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Title: Integrating Artificial Intelligence into Psychological Counseling: A Narrative Review and Governance Framework.
Authors: Erdemir, Nuri1 (AUTHOR) nuri.erdemir@inonu.edu.tr, Sumbas, Ezgi1 (AUTHOR)
Source: Inquiry (00469580). 3/31/2026, Vol. 63, p1-16. 16p.
Subject Terms: *Health services accessibility, *Documentation, *Empathy, *Mental health services, *Artificial intelligence, *Counseling, *Labor supply, *Algorithms, Risk assessment, Medical protocols, Professional practice, Medical technology, Professional ethics, Health policy, Medical care, Clinical decision support systems, Clinical governance, Privacy, Data security failures, Responsibility, Digital health, Natural language processing, Diagnostic errors, Conceptual structures, Informed consent (Medical law), Quality assurance, Individualized medicine, Therapeutic alliance, Integrated health care delivery, Chatbots, Medical ethics
Abstract: The growing global demand for mental health services has created substantial gaps in access and service delivery due to limited workforce and resources. In this context, artificial intelligence (AI) is emerging as a supportive technology in psychological counseling with the potential to enhance access and capacity. This narrative review critically examines the peer-reviewed literature on AI applications in psychological counseling and proposes an approach for responsible integration. A narrative review was conducted synthesizing recent peer-reviewed studies on AI-based tools relevant to psychological counseling (eg, chatbots, large language models, predictive analytics, and decision support systems). Evidence was thematically analyzed across opportunities, risks/limitations, and ethical–professional responsibilities, and used to inform a multi-layer governance framework for responsible use. The literature indicates that AI may improve accessibility, enable more personalized interventions, and support counselors in areas such as clinical decision-making, monitoring, and documentation. Key risks and limitations include limited empathic capacity, algorithmic bias, misleading outputs and potential misdiagnosis, data privacy and security breaches, and digital inequalities that may widen disparities. Ethical considerations emphasize strengthening informed consent, preserving the therapeutic alliance, maintaining transparency about AI use, and ensuring continuous human oversight. The proposed governance framework delineates roles, accountability, and safeguards at the clinical practice, organizational/health-system, and regulatory levels. AI should be positioned as a tool that complements—rather than replaces—human counselors in psychological counseling. Developing ethical guidelines, strengthening regulatory and institutional safeguards, and integrating AI literacy into counselor training are essential to ensure responsible, safe, and equitable implementation. [ABSTRACT FROM AUTHOR]
Copyright of Inquiry (00469580) is the property of Sage Publications Inc. and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
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  Data: Integrating Artificial Intelligence into Psychological Counseling: A Narrative Review and Governance Framework.
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  Data: <searchLink fieldCode="JN" term="%22Inquiry+%2800469580%29%22">Inquiry (00469580)</searchLink>. 3/31/2026, Vol. 63, p1-16. 16p.
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  Data: The growing global demand for mental health services has created substantial gaps in access and service delivery due to limited workforce and resources. In this context, artificial intelligence (AI) is emerging as a supportive technology in psychological counseling with the potential to enhance access and capacity. This narrative review critically examines the peer-reviewed literature on AI applications in psychological counseling and proposes an approach for responsible integration. A narrative review was conducted synthesizing recent peer-reviewed studies on AI-based tools relevant to psychological counseling (eg, chatbots, large language models, predictive analytics, and decision support systems). Evidence was thematically analyzed across opportunities, risks/limitations, and ethical–professional responsibilities, and used to inform a multi-layer governance framework for responsible use. The literature indicates that AI may improve accessibility, enable more personalized interventions, and support counselors in areas such as clinical decision-making, monitoring, and documentation. Key risks and limitations include limited empathic capacity, algorithmic bias, misleading outputs and potential misdiagnosis, data privacy and security breaches, and digital inequalities that may widen disparities. Ethical considerations emphasize strengthening informed consent, preserving the therapeutic alliance, maintaining transparency about AI use, and ensuring continuous human oversight. The proposed governance framework delineates roles, accountability, and safeguards at the clinical practice, organizational/health-system, and regulatory levels. AI should be positioned as a tool that complements—rather than replaces—human counselors in psychological counseling. Developing ethical guidelines, strengthening regulatory and institutional safeguards, and integrating AI literacy into counselor training are essential to ensure responsible, safe, and equitable implementation. [ABSTRACT FROM AUTHOR]
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  Data: <i>Copyright of Inquiry (00469580) is the property of Sage Publications Inc. and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.)
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RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1177/00469580261438322
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      – Code: eng
        Text: English
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      – SubjectFull: Health services accessibility
        Type: general
      – SubjectFull: Documentation
        Type: general
      – SubjectFull: Empathy
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      – SubjectFull: Mental health services
        Type: general
      – SubjectFull: Artificial intelligence
        Type: general
      – SubjectFull: Counseling
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      – SubjectFull: Labor supply
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      – SubjectFull: Algorithms
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      – SubjectFull: Risk assessment
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      – SubjectFull: Medical protocols
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      – SubjectFull: Professional ethics
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      – SubjectFull: Clinical governance
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      – SubjectFull: Privacy
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      – SubjectFull: Data security failures
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      – SubjectFull: Chatbots
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      – SubjectFull: Medical ethics
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      – TitleFull: Integrating Artificial Intelligence into Psychological Counseling: A Narrative Review and Governance Framework.
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              Text: 3/31/2026
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