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Accepted for/Published in: JMIR Mental Health

Date Submitted: May 21, 2025
Date Accepted: Feb 26, 2026

The final, peer-reviewed published version of this preprint can be found here:

Current Landscape of Mental Health Conversational Agents From a Trauma-Informed Care Lens: Scoping Review

Kollig F, Voelker K, Ryan E, Pfafman R, Nova FF

Current Landscape of Mental Health Conversational Agents From a Trauma-Informed Care Lens: Scoping Review

JMIR Ment Health 2026;13:e77876

DOI: 10.2196/77876

PMID: 42061294

PMCID: 13132591

Warning: This is an author submission that is not peer-reviewed or edited. Preprints - unless they show as "accepted" - should not be relied on to guide clinical practice or health-related behavior and should not be reported in news media as established information.

Current Landscape of Mental Health Conversational Agents from a Trauma-Informed Care Lens: Scoping Review

  • Faye Kollig; 
  • Kira Voelker; 
  • Emily Ryan; 
  • Rachel Pfafman; 
  • Fayika Farhat Nova

ABSTRACT

Background:

Conversational agents (CAs) are increasingly developed and deployed in a mental health context, raising questions of how to safely and ethically implement them.

Objective:

This scoping review identifies SAMHSA's trauma-informed care (TIC) framework as one avenue to do this and examines how the framework’s six core principles are currently being operationalized in the design and evaluation of mental health CAs (MHCAs), including relevant gaps and patterns within design recommendations.

Methods:

Online databases, as well as a secondary survey of citation lists from an initial search, were used to identify English-language journal articles and conference proceedings from 2000-2024 that empirically evaluated an independent, web- or app-based, unassisted conversational agent (CA) used for mental health, as well as including concepts from TIC.

Results:

Our analysis included 38 publications (68.4% published in 2020 or later) that explored 28 distinct MHCAs. 60.6% used experimental methods and 36.8% were user studies, with study samples skewing female (avg. 34.92% male), young (avg. age 32.52), and nonclinical (76.3%). MHCAs were largely rule-based prototypes. No studies cited TIC; 25 used terms explicitly included in TIC principles, though usually did not define them, while 38 used language that could be implicitly linked to one or more TIC principles. Overall, TIC principles were explicitly or implicitly included in disjointed and inconsistent ways across papers, but most often appeared in intervention design descriptions, assessed qualitatively, or were items in questionnaires evaluating other concepts. Trust, safety, transparency, empowerment, and collaboration were comparatively well-addressed, while peer support and cultural sensitivity were largely absent. Design recommendations, where present, were relatively broad and emphasized primarily customizability, consistency, and strengthening of user-MHCA relationships.

Conclusions:

Studies did not self-identify as using SAMHSA’s TIC, making it more difficult to identify its elements. The fragmented terms, disciplines, and metrics used make it difficult to draw more systematic conclusions about the current research landscape related to TIC, but our analysis indicates TIC to be a descriptive and potentially unifying framework and provides a starting point for explicitly trauma-informed MHCA research and design.


 Citation

Please cite as:

Kollig F, Voelker K, Ryan E, Pfafman R, Nova FF

Current Landscape of Mental Health Conversational Agents From a Trauma-Informed Care Lens: Scoping Review

JMIR Ment Health 2026;13:e77876

DOI: 10.2196/77876

PMID: 42061294

PMCID: 13132591

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