Maintenance Notice

Due to necessary scheduled maintenance, the JMIR Publications website will be unavailable from Wednesday, July 01, 2020 at 8:00 PM to 10:00 PM EST. We apologize in advance for any inconvenience this may cause you.

Who will be affected?

Accepted for/Published in: JMIR Mental Health

Date Submitted: Mar 27, 2019
Date Accepted: Jul 18, 2019

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

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

Gaffney H, Mansell W, Tai S

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

JMIR Ment Health 2019;6(10):e14166

DOI: 10.2196/14166

PMID: 31628789

PMCID: 6914342

Warning: This is an author submission that is not peer-reviewed or edited.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.

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

  • Hannah Gaffney; 
  • Warren Mansell; 
  • Sara Tai

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.


 Citation

Please cite as:

Gaffney H, Mansell W, Tai S

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

JMIR Ment Health 2019;6(10):e14166

DOI: 10.2196/14166

PMID: 31628789

PMCID: 6914342

Download PDF


Request queued. Please wait while the file is being generated. It may take some time.

© The authors. All rights reserved. This is a privileged document currently under peer-review/community review (or an accepted/rejected manuscript). Authors have provided JMIR Publications with an exclusive license to publish this preprint on it's website for review and ahead-of-print citation purposes only. While the final peer-reviewed paper may be licensed under a cc-by license on publication, at this stage authors and publisher expressively prohibit redistribution of this draft paper other than for review purposes.