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Conversational Agents in the Treatment of Mental Health Problems: Mixed-Method Systematic Review.


ABSTRACT: BACKGROUND:The use of conversational agent interventions (including chatbots and robots) in mental health is growing at a fast pace. Recent existing reviews have focused exclusively on a subset of embodied conversational agent interventions despite other modalities aiming to achieve the common goal of improved mental health. OBJECTIVE:This study aimed to review the use of conversational agent interventions in the treatment of mental health problems. METHODS:We performed a systematic search using relevant databases (MEDLINE, EMBASE, PsycINFO, Web of Science, and Cochrane library). Studies that reported on an autonomous conversational agent that simulated conversation and reported on a mental health outcome were included. RESULTS:A total of 13 studies were included in the review. Among them, 4 full-scale randomized controlled trials (RCTs) were included. The rest were feasibility, pilot RCTs and quasi-experimental studies. Interventions were diverse in design and targeted a range of mental health problems using a wide variety of therapeutic orientations. All included studies reported reductions in psychological distress postintervention. Furthermore, 5 controlled studies demonstrated significant reductions in psychological distress compared with inactive control groups. In addition, 3 controlled studies comparing interventions with active control groups failed to demonstrate superior effects. Broader utility in promoting well-being in nonclinical populations was unclear. CONCLUSIONS:The efficacy and acceptability of conversational agent interventions for mental health problems are promising. However, a more robust experimental design is required to demonstrate efficacy and efficiency. A focus on streamlining interventions, demonstrating equivalence to other treatment modalities, and elucidating mechanisms of action has the potential to increase acceptance by users and clinicians and maximize reach.

SUBMITTER: Gaffney H 

PROVIDER: S-EPMC6914342 | biostudies-literature | 2019 Oct

REPOSITORIES: biostudies-literature

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Conversational Agents in the Treatment of Mental Health Problems: Mixed-Method Systematic Review.

Gaffney Hannah H   Mansell Warren W   Tai Sara S  

JMIR mental health 20191018 10


<h4>Background</h4>The use of conversational agent interventions (including chatbots and robots) in mental health is growing at a fast pace. Recent existing reviews have focused exclusively on a subset of embodied conversational agent interventions despite other modalities aiming to achieve the common goal of improved mental health.<h4>Objective</h4>This study aimed to review the use of conversational agent interventions in the treatment of mental health problems.<h4>Methods</h4>We performed a s  ...[more]

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