Literature DB >> 32715427

Improving Mental Health Services: A 50-Year Journey from Randomized Experiments to Artificial Intelligence and Precision Mental Health.

Leonard Bickman1.   

Abstract

This conceptual paper describes the current state of mental health services, identifies critical problems, and suggests how to solve them. I focus on the potential contributions of artificial intelligence and precision mental health to improving mental health services. Toward that end, I draw upon my own research, which has changed over the last half century, to highlight the need to transform the way we conduct mental health services research. I identify exemplars from the emerging literature on artificial intelligence and precision approaches to treatment in which there is an attempt to personalize or fit the treatment to the client in order to produce more effective interventions.

Entities:  

Keywords:  Artificial intelligence; Machine learning; Mental health services; Precision medicine; Precision mental health; Randomized clinical trials (RCTs)

Mesh:

Year:  2020        PMID: 32715427      PMCID: PMC7382706          DOI: 10.1007/s10488-020-01065-8

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


  238 in total

1.  The relationship between change in therapeutic alliance ratings and improvement in youth symptom severity: whose ratings matter the most?

Authors:  Leonard Bickman; Ana Regina Vides de Andrade; M Michele Athay; Jason I Chen; Alessandro S De Nadai; Brittany L Jordan-Arthur; Marc S Karver
Journal:  Adm Policy Ment Health       Date:  2012-03

2.  GEMS: a system for automated cancer diagnosis and biomarker discovery from microarray gene expression data.

Authors:  Alexander Statnikov; Ioannis Tsamardinos; Yerbolat Dosbayev; Constantin F Aliferis
Journal:  Int J Med Inform       Date:  2005-08       Impact factor: 4.046

3.  The alliance in adult psychotherapy: A meta-analytic synthesis.

Authors:  Christoph Flückiger; A C Del Re; Bruce E Wampold; Adam O Horvath
Journal:  Psychotherapy (Chic)       Date:  2018-05-24

Review 4.  Interpreting nullity. The Fort Bragg experiment--a comparative success or failure?

Authors:  K Hoagwood
Journal:  Am Psychol       Date:  1997-05

5.  Does feedback improve psychotherapy outcomes compared to treatment-as-usual for adults and youth?

Authors:  Katelyn M Dyason; Dianne C Shanley; Analise O'Donovan; Samantha Low-Choy
Journal:  Psychother Res       Date:  2019-05-24

6.  Reflections on Randomized Control Trials.

Authors:  Angus Deaton; Nancy Cartwright
Journal:  Soc Sci Med       Date:  2018-04-28       Impact factor: 4.634

7.  Clinical or gimmickal: The use and effectiveness of mobile mental health apps for treating anxiety and depression.

Authors:  Jamie M Marshall; Debra A Dunstan; Warren Bartik
Journal:  Aust N Z J Psychiatry       Date:  2019-09-25       Impact factor: 5.744

8.  Editorial: In the Causal Labyrinth: Finding the Path From Early Trauma to Neurodevelopment.

Authors:  Glenn N Saxe
Journal:  J Am Acad Child Adolesc Psychiatry       Date:  2018-12-21       Impact factor: 8.829

9.  Does big data require a methodological change in medical research?

Authors:  Amke Caliebe; Friedhelm Leverkus; Gerd Antes; Michael Krawczak
Journal:  BMC Med Res Methodol       Date:  2019-06-17       Impact factor: 4.615

10.  The Future of Precision Medicine: Potential Impacts for Health Technology Assessment.

Authors:  James Love-Koh; Alison Peel; Juan Carlos Rejon-Parrilla; Kate Ennis; Rosemary Lovett; Andrea Manca; Anastasia Chalkidou; Hannah Wood; Matthew Taylor
Journal:  Pharmacoeconomics       Date:  2018-12       Impact factor: 4.981

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  15 in total

1.  Reform 2.0: Augmenting Innovative Mental Health Interventions.

Authors:  Leonard Bickman
Journal:  Adm Policy Ment Health       Date:  2021-03

2.  Performance of a Supervisor Observational Coding System and an Audit and Feedback Intervention.

Authors:  Jason E Chapman; Sonja K Schoenwald; Ashli J Sheidow; Phillippe B Cunningham
Journal:  Adm Policy Ment Health       Date:  2022-03-01

3.  Implementation methodology from a social systems informatics and engineering perspective applied to a parenting training program.

Authors:  Carlos G Gallo; Cady Berkel; Anne Mauricio; Irwin Sandler; Sharlene Wolchik; Juan A Villamar; Sanjay Mehrotra; C Hendricks Brown
Journal:  Fam Syst Health       Date:  2021-03       Impact factor: 1.950

4.  Editorial: Transforming Youth Mental Health Treatment Through Digital Technology.

Authors:  John F M Gleeson; Heleen Riper; Mario Alvarez-Jimenez
Journal:  Front Psychiatry       Date:  2020-11-27       Impact factor: 4.157

Review 5.  AI-Based Prediction and Prevention of Psychological and Behavioral Changes in Ex-COVID-19 Patients.

Authors:  Krešimir Ćosić; Siniša Popović; Marko Šarlija; Ivan Kesedžić; Mate Gambiraža; Branimir Dropuljić; Igor Mijić; Neven Henigsberg; Tanja Jovanovic
Journal:  Front Psychol       Date:  2021-12-28

Review 6.  Machine Learning Methods for Predicting Postpartum Depression: Scoping Review.

Authors:  Kiran Saqib; Amber Fozia Khan; Zahid Ahmad Butt
Journal:  JMIR Ment Health       Date:  2021-11-24

7.  A Coordinated and Optimized Mechanism of Artificial Intelligence for Student Management by College Counselors Based on Big Data.

Authors:  Zhen Yang; Muhammad Talha
Journal:  Comput Math Methods Med       Date:  2021-11-25       Impact factor: 2.238

8.  Evolution of Telehealth in Ambulatory Psychiatry: A One Year Perspective.

Authors:  Pamela Peck; John Torous; Sabra Sullivan
Journal:  Adm Policy Ment Health       Date:  2021-07-01

9.  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

10.  Retiring, Rethinking, and Reconstructing the Norm of Once-Weekly Psychotherapy.

Authors:  Jessica L Schleider; Mallory L Dobias; Michael C Mullarkey; Thomas Ollendick
Journal:  Adm Policy Ment Health       Date:  2020-09-28
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