Literature DB >> 32715430

Can Artificial Intelligence Improve Psychotherapy Research and Practice?

Rachel L Horn1, John R Weisz2.   

Abstract

Leonard Bickman's article on the future of artificial intelligence (AI) in psychotherapy research paints an encouraging picture of the progress to be made in this field. We support his perspective, but we also offer some cautionary notes about the boost AI can provide. We suggest that AI is not likely to transform psychotherapy research or practice to the degree seen in pharmacology and medicine because the factors that contribute to treatment response in these realms differ so markedly from one another, and in ways that do not favor advances in psychotherapy. Despite this limitation, it seems likely that AI will have a beneficial impact, improving empirical analysis through data-driven model development, tools for addressing the limitations of traditional regression methods, and novel means of personalizing treatment. In addition, AI has the potential to augment the reach of the researcher and therapist by expanding our ability to gather data and deliver interventions beyond the confines of the lab or clinical office.

Keywords:  Artificial intelligence; Machine learning; Methodological limitations; Psychotherapy

Year:  2020        PMID: 32715430     DOI: 10.1007/s10488-020-01056-9

Source DB:  PubMed          Journal:  Adm Policy Ment Health        ISSN: 0894-587X


  10 in total

1.  A prognostic index (PI) as a moderator of outcomes in the treatment of depression: A proof of concept combining multiple variables to inform risk-stratified stepped care models.

Authors:  Lorenzo Lorenzo-Luaces; Robert J DeRubeis; Annemieke van Straten; Bea Tiemens
Journal:  J Affect Disord       Date:  2017-02-07       Impact factor: 4.839

2.  Are Psychotherapies for Young People Growing Stronger? Tracking Trends Over Time for Youth Anxiety, Depression, Attention-Deficit/Hyperactivity Disorder, and Conduct Problems.

Authors:  John R Weisz; Sofie Kuppens; Mei Yi Ng; Rachel A Vaughn-Coaxum; Ana M Ugueto; Dikla Eckshtain; Katherine A Corteselli
Journal:  Perspect Psychol Sci       Date:  2018-12-20

Review 3.  Little Treatments, Promising Effects? Meta-Analysis of Single-Session Interventions for Youth Psychiatric Problems.

Authors:  Jessica L Schleider; John R Weisz
Journal:  J Am Acad Child Adolesc Psychiatry       Date:  2016-11-25       Impact factor: 8.829

4.  The history, current status, and possible future of precision mental health.

Authors:  Robert J DeRubeis
Journal:  Behav Res Ther       Date:  2019-11-06

Review 5.  Computer therapy for the anxiety and depression disorders is effective, acceptable and practical health care: An updated meta-analysis.

Authors:  G Andrews; A Basu; P Cuijpers; M G Craske; P McEvoy; C L English; J M Newby
Journal:  J Anxiety Disord       Date:  2018-02-01

Review 6.  Annual Research Review: Building a science of personalized intervention for youth mental health.

Authors:  Mei Yi Ng; John R Weisz
Journal:  J Child Psychol Psychiatry       Date:  2015-10-15       Impact factor: 8.982

7.  Examination of real-time fluctuations in suicidal ideation and its risk factors: Results from two ecological momentary assessment studies.

Authors:  Evan M Kleiman; Brianna J Turner; Szymon Fedor; Eleanor E Beale; Jeff C Huffman; Matthew K Nock
Journal:  J Abnorm Psychol       Date:  2017-05-08

8.  The Personalized Advantage Index: translating research on prediction into individualized treatment recommendations. A demonstration.

Authors:  Robert J DeRubeis; Zachary D Cohen; Nicholas R Forand; Jay C Fournier; Lois A Gelfand; Lorenzo Lorenzo-Luaces
Journal:  PLoS One       Date:  2014-01-08       Impact factor: 3.240

9.  Delivering Cognitive Behavior Therapy to Young Adults With Symptoms of Depression and Anxiety Using a Fully Automated Conversational Agent (Woebot): A Randomized Controlled Trial.

Authors:  Kathleen Kara Fitzpatrick; Alison Darcy; Molly Vierhile
Journal:  JMIR Ment Health       Date:  2017-06-06

10.  Precision medicine for long-term depression outcomes using the Personalized Advantage Index approach: cognitive therapy or interpersonal psychotherapy?

Authors:  Suzanne C van Bronswijk; Robert J DeRubeis; Lotte H J M Lemmens; Frenk P M L Peeters; John R Keefe; Zachary D Cohen; Marcus J H Huibers
Journal:  Psychol Med       Date:  2019-11-22       Impact factor: 7.723

  10 in total
  3 in total

Review 1.  Using Artificial Intelligence to Enhance Ongoing Psychological Interventions for Emotional Problems in Real- or Close to Real-Time: A Systematic Review.

Authors:  Patricia Gual-Montolio; Irene Jaén; Verónica Martínez-Borba; Diana Castilla; Carlos Suso-Ribera
Journal:  Int J Environ Res Public Health       Date:  2022-06-24       Impact factor: 4.614

Review 2.  Application of Artificial Intelligence on Psychological Interventions and Diagnosis: An Overview.

Authors:  Sijia Zhou; Jingping Zhao; Lulu Zhang
Journal:  Front Psychiatry       Date:  2022-03-17       Impact factor: 4.157

3.  Festschrift for Leonard Bickman: Introduction to The Future of Children's Mental Health Services Special Issue.

Authors:  Sonja K Schoenwald; Catherine P Bradshaw; Kimberly Eaton Hoagwood; Marc S Atkins; Nicholas Ialongo; Susan R Douglas
Journal:  Adm Policy Ment Health       Date:  2020-09
  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.