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Use of Mobile and Wearable Artificial Intelligence in Child and Adolescent Psychiatry: Scoping Review

BACKGROUND: Mental health disorders are a leading cause of medical disabilities across an individual’s lifespan. This burden is particularly substantial in children and adolescents because of challenges in diagnosis and the lack of precision medicine approaches. However, the widespread adoption of w...

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Autores principales: Welch, Victoria, Wy, Tom Joshua, Ligezka, Anna, Hassett, Leslie C, Croarkin, Paul E, Athreya, Arjun P, Romanowicz, Magdalena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8961347/
https://www.ncbi.nlm.nih.gov/pubmed/35285812
http://dx.doi.org/10.2196/33560
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author Welch, Victoria
Wy, Tom Joshua
Ligezka, Anna
Hassett, Leslie C
Croarkin, Paul E
Athreya, Arjun P
Romanowicz, Magdalena
author_facet Welch, Victoria
Wy, Tom Joshua
Ligezka, Anna
Hassett, Leslie C
Croarkin, Paul E
Athreya, Arjun P
Romanowicz, Magdalena
author_sort Welch, Victoria
collection PubMed
description BACKGROUND: Mental health disorders are a leading cause of medical disabilities across an individual’s lifespan. This burden is particularly substantial in children and adolescents because of challenges in diagnosis and the lack of precision medicine approaches. However, the widespread adoption of wearable devices (eg, smart watches) that are conducive for artificial intelligence applications to remotely diagnose and manage psychiatric disorders in children and adolescents is promising. OBJECTIVE: This study aims to conduct a scoping review to study, characterize, and identify areas of innovations with wearable devices that can augment current in-person physician assessments to individualize diagnosis and management of psychiatric disorders in child and adolescent psychiatry. METHODS: This scoping review used information from the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines. A comprehensive search of several databases from 2011 to June 25, 2021, limited to the English language and excluding animal studies, was conducted. The databases included Ovid MEDLINE and Epub ahead of print, in-process and other nonindexed citations, and daily; Ovid Embase; Ovid Cochrane Central Register of Controlled Trials; Ovid Cochrane Database of Systematic Reviews; Web of Science; and Scopus. RESULTS: The initial search yielded 344 articles, from which 19 (5.5%) articles were left on the final source list for this scoping review. Articles were divided into three main groups as follows: studies with the main focus on autism spectrum disorder, attention-deficit/hyperactivity disorder, and internalizing disorders such as anxiety disorders. Most of the studies used either cardio-fitness chest straps with electrocardiogram sensors or wrist-worn biosensors, such as watches by Fitbit. Both allowed passive data collection of the physiological signals. CONCLUSIONS: Our scoping review found a large heterogeneity of methods and findings in artificial intelligence studies in child psychiatry. Overall, the largest gap identified in this scoping review is the lack of randomized controlled trials, as most studies available were pilot studies and feasibility trials.
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spelling pubmed-89613472022-03-30 Use of Mobile and Wearable Artificial Intelligence in Child and Adolescent Psychiatry: Scoping Review Welch, Victoria Wy, Tom Joshua Ligezka, Anna Hassett, Leslie C Croarkin, Paul E Athreya, Arjun P Romanowicz, Magdalena J Med Internet Res Review BACKGROUND: Mental health disorders are a leading cause of medical disabilities across an individual’s lifespan. This burden is particularly substantial in children and adolescents because of challenges in diagnosis and the lack of precision medicine approaches. However, the widespread adoption of wearable devices (eg, smart watches) that are conducive for artificial intelligence applications to remotely diagnose and manage psychiatric disorders in children and adolescents is promising. OBJECTIVE: This study aims to conduct a scoping review to study, characterize, and identify areas of innovations with wearable devices that can augment current in-person physician assessments to individualize diagnosis and management of psychiatric disorders in child and adolescent psychiatry. METHODS: This scoping review used information from the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines. A comprehensive search of several databases from 2011 to June 25, 2021, limited to the English language and excluding animal studies, was conducted. The databases included Ovid MEDLINE and Epub ahead of print, in-process and other nonindexed citations, and daily; Ovid Embase; Ovid Cochrane Central Register of Controlled Trials; Ovid Cochrane Database of Systematic Reviews; Web of Science; and Scopus. RESULTS: The initial search yielded 344 articles, from which 19 (5.5%) articles were left on the final source list for this scoping review. Articles were divided into three main groups as follows: studies with the main focus on autism spectrum disorder, attention-deficit/hyperactivity disorder, and internalizing disorders such as anxiety disorders. Most of the studies used either cardio-fitness chest straps with electrocardiogram sensors or wrist-worn biosensors, such as watches by Fitbit. Both allowed passive data collection of the physiological signals. CONCLUSIONS: Our scoping review found a large heterogeneity of methods and findings in artificial intelligence studies in child psychiatry. Overall, the largest gap identified in this scoping review is the lack of randomized controlled trials, as most studies available were pilot studies and feasibility trials. JMIR Publications 2022-03-14 /pmc/articles/PMC8961347/ /pubmed/35285812 http://dx.doi.org/10.2196/33560 Text en ©Victoria Welch, Tom Joshua Wy, Anna Ligezka, Leslie C Hassett, Paul E Croarkin, Arjun P Athreya, Magdalena Romanowicz. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 14.03.2022. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included.
spellingShingle Review
Welch, Victoria
Wy, Tom Joshua
Ligezka, Anna
Hassett, Leslie C
Croarkin, Paul E
Athreya, Arjun P
Romanowicz, Magdalena
Use of Mobile and Wearable Artificial Intelligence in Child and Adolescent Psychiatry: Scoping Review
title Use of Mobile and Wearable Artificial Intelligence in Child and Adolescent Psychiatry: Scoping Review
title_full Use of Mobile and Wearable Artificial Intelligence in Child and Adolescent Psychiatry: Scoping Review
title_fullStr Use of Mobile and Wearable Artificial Intelligence in Child and Adolescent Psychiatry: Scoping Review
title_full_unstemmed Use of Mobile and Wearable Artificial Intelligence in Child and Adolescent Psychiatry: Scoping Review
title_short Use of Mobile and Wearable Artificial Intelligence in Child and Adolescent Psychiatry: Scoping Review
title_sort use of mobile and wearable artificial intelligence in child and adolescent psychiatry: scoping review
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8961347/
https://www.ncbi.nlm.nih.gov/pubmed/35285812
http://dx.doi.org/10.2196/33560
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