Smartphone-Based Self-Monitoring, Treatment, and Automatically Generated Data in Children, Adolescents, and Young Adults With Psychiatric Disorders: Systematic Review.
child and adolescent psychiatry
eHealth
mHealth
mobile phone
psychiatry
systematic review
Journal
JMIR mental health
ISSN: 2368-7959
Titre abrégé: JMIR Ment Health
Pays: Canada
ID NLM: 101658926
Informations de publication
Date de publication:
29 Oct 2020
29 Oct 2020
Historique:
received:
13
12
2019
accepted:
09
09
2020
revised:
27
02
2020
entrez:
29
10
2020
pubmed:
30
10
2020
medline:
30
10
2020
Statut:
epublish
Résumé
Psychiatric disorders often have an onset at an early age, and early identification and intervention help improve prognosis. A fine-grained, unobtrusive, and effective way to monitor symptoms and level of function could help distinguish severe psychiatric health problems from normal behavior and potentially lead to a more efficient use of clinical resources in the current health care system. The use of smartphones to monitor and treat children, adolescents, and young adults with psychiatric disorders has been widely investigated. However, no systematic review concerning smartphone-based monitoring and treatment in this population has been published. This systematic review aims at describing the following 4 features of the eligible studies: (1) monitoring features such as self-assessment and automatically generated data, (2) treatment delivered by the app, (3) adherence to self-monitoring, and (4) results of the individual studies. We conducted a systematic literature search of the PubMed, Embase, and PsycInfo databases. We searched for studies that (1) included a smartphone app to collect self-monitoring data, a smartphone app to collect automatically generated smartphone-based data, or a smartphone-based system for treatment; (2) had participants who were diagnosed with psychiatric disorders or received treatment for a psychiatric disorder, which was verified by an external clinician; (3) had participants who were younger than 25 years; and (4) were published in a peer-reviewed journal. This systematic review was reported in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. The risk of bias in each individual study was systematically assessed. A total of 2546 unique studies were identified through literature search; 15 of these fulfilled the criteria for inclusion. These studies covered 8 different diagnostic groups: psychosis, eating disorders, depression, autism, self-harm, anxiety, substance abuse, and suicidal behavior. Smartphone-based self-monitoring was used in all but 1 study, and 11 of them reported on the participants' adherence to self-monitoring. Most studies were feasibility/pilot studies, and all studies on feasibility reported positive attitudes toward the use of smartphones for self-monitoring. In 2 studies, automatically generated data were collected. Three studies were randomized controlled trials investigating the effectiveness of smartphone-based monitoring and treatment, with 2 of these showing a positive treatment effect. In 2 randomized controlled trials, the researchers were blinded for randomization, but the participants were not blinded in any of the studies. All studies were determined to be at high risk of bias in several areas. Smartphones hold great potential as a modern, widely available technology platform to help diagnose, monitor, and treat psychiatric disorders in children and adolescents. However, a higher level of homogeneity and rigor among studies regarding their methodology and reporting of adherence would facilitate future reviews and meta-analyses.
Sections du résumé
BACKGROUND
BACKGROUND
Psychiatric disorders often have an onset at an early age, and early identification and intervention help improve prognosis. A fine-grained, unobtrusive, and effective way to monitor symptoms and level of function could help distinguish severe psychiatric health problems from normal behavior and potentially lead to a more efficient use of clinical resources in the current health care system. The use of smartphones to monitor and treat children, adolescents, and young adults with psychiatric disorders has been widely investigated. However, no systematic review concerning smartphone-based monitoring and treatment in this population has been published.
OBJECTIVE
OBJECTIVE
This systematic review aims at describing the following 4 features of the eligible studies: (1) monitoring features such as self-assessment and automatically generated data, (2) treatment delivered by the app, (3) adherence to self-monitoring, and (4) results of the individual studies.
METHODS
METHODS
We conducted a systematic literature search of the PubMed, Embase, and PsycInfo databases. We searched for studies that (1) included a smartphone app to collect self-monitoring data, a smartphone app to collect automatically generated smartphone-based data, or a smartphone-based system for treatment; (2) had participants who were diagnosed with psychiatric disorders or received treatment for a psychiatric disorder, which was verified by an external clinician; (3) had participants who were younger than 25 years; and (4) were published in a peer-reviewed journal. This systematic review was reported in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. The risk of bias in each individual study was systematically assessed.
RESULTS
RESULTS
A total of 2546 unique studies were identified through literature search; 15 of these fulfilled the criteria for inclusion. These studies covered 8 different diagnostic groups: psychosis, eating disorders, depression, autism, self-harm, anxiety, substance abuse, and suicidal behavior. Smartphone-based self-monitoring was used in all but 1 study, and 11 of them reported on the participants' adherence to self-monitoring. Most studies were feasibility/pilot studies, and all studies on feasibility reported positive attitudes toward the use of smartphones for self-monitoring. In 2 studies, automatically generated data were collected. Three studies were randomized controlled trials investigating the effectiveness of smartphone-based monitoring and treatment, with 2 of these showing a positive treatment effect. In 2 randomized controlled trials, the researchers were blinded for randomization, but the participants were not blinded in any of the studies. All studies were determined to be at high risk of bias in several areas.
CONCLUSIONS
CONCLUSIONS
Smartphones hold great potential as a modern, widely available technology platform to help diagnose, monitor, and treat psychiatric disorders in children and adolescents. However, a higher level of homogeneity and rigor among studies regarding their methodology and reporting of adherence would facilitate future reviews and meta-analyses.
Identifiants
pubmed: 33118950
pii: v7i10e17453
doi: 10.2196/17453
pmc: PMC7661256
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
e17453Informations de copyright
©Sigurd Melbye, Lars Vedel Kessing, Jakob Eyvind Bardram, Maria Faurholt-Jepsen. Originally published in JMIR Mental Health (http://mental.jmir.org), 29.10.2020.
Références
Soc Psychiatry Psychiatr Epidemiol. 2020 Jul;55(7):877-889
pubmed: 30874828
Schizophr Bull. 2011 May;37(3):524-30
pubmed: 21505119
J Clin Epidemiol. 2011 Apr;64(4):380-2
pubmed: 21185693
Arch Gen Psychiatry. 2005 Jun;62(6):593-602
pubmed: 15939837
Schizophr Bull. 2018 Aug 20;44(5):1070-1080
pubmed: 29566206
Am J Psychiatry. 2018 Sep 1;175(9):864-872
pubmed: 30021457
BMJ. 2009 Jul 21;339:b2535
pubmed: 19622551
J Psychiatr Res. 2018 Jan;96:239-246
pubmed: 29126059
JMIR Ment Health. 2018 Feb 27;5(1):e15
pubmed: 29487044
JMIR Ment Health. 2020 Jan 24;7(1):e14045
pubmed: 32012072
Annu Rev Clin Psychol. 2008;4:1-32
pubmed: 18509902
Eur Child Adolesc Psychiatry. 2016 Nov;25(11):1207-1216
pubmed: 27033353
Subst Abus. 2015;36(4):486-92
pubmed: 25310057
J Psychiatr Res. 2018 Dec;107:73-78
pubmed: 30347316
JMIR Mhealth Uhealth. 2018 Jan 30;6(1):e32
pubmed: 29382632
Int J Eat Disord. 2019 Oct;52(10):1191-1201
pubmed: 31429974
BMC Psychiatry. 2016 Apr 12;16:97
pubmed: 27068217
J Pediatr Adolesc Gynecol. 2017 Feb;30(1):116-122
pubmed: 27575408
Front Psychiatry. 2019 Aug 23;10:604
pubmed: 31507469
J Med Internet Res. 2019 Oct 27;21(10):e15362
pubmed: 31663859
Med J Aust. 2007 Oct 1;187(S7):S35-9
pubmed: 17908023
Br J Med Psychol. 1959;32(1):50-5
pubmed: 13638508
PLoS One. 2016 May 02;11(5):e0154248
pubmed: 27135410
NPJ Digit Med. 2018 Aug 14;1:34
pubmed: 31304316