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

BACKGROUND: Innovative technologies, such as machine learning, big data, and artificial intelligence (AI) are approaches adopted for personalized medicine, and psychological interventions and diagnosis are facing huge paradigm shifts. In this literature review, we aim to highlight potential applicat...

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Detalles Bibliográficos
Autores principales: Zhou, Sijia, Zhao, Jingping, Zhang, Lulu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8968136/
https://www.ncbi.nlm.nih.gov/pubmed/35370846
http://dx.doi.org/10.3389/fpsyt.2022.811665
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author Zhou, Sijia
Zhao, Jingping
Zhang, Lulu
author_facet Zhou, Sijia
Zhao, Jingping
Zhang, Lulu
author_sort Zhou, Sijia
collection PubMed
description BACKGROUND: Innovative technologies, such as machine learning, big data, and artificial intelligence (AI) are approaches adopted for personalized medicine, and psychological interventions and diagnosis are facing huge paradigm shifts. In this literature review, we aim to highlight potential applications of AI on psychological interventions and diagnosis. METHODS: This literature review manifest studies that discuss how innovative technology as deep learning (DL) and AI is affecting psychological assessment and psychotherapy, we performed a search on PUBMED, and Web of Science using the terms “psychological interventions,” “diagnosis on mental health disorders,” “artificial intelligence,” and “deep learning.” Only studies considering patients' datasets are considered. RESULTS: Nine studies met the inclusion criteria. Beneficial effects on clinical symptoms or prediction were shown in these studies, but future study is needed to determine the long-term effects. LIMITATIONS: The major limitation for the current study is the small sample size, and lies in the lack of long-term follow-up-controlled studies for a certain symptom. CONCLUSIONS: AI such as DL applications showed promising results on clinical practice, which could lead to profound impact on personalized medicine for mental health conditions. Future studies can improve furthermore by increasing sample sizes and focusing on ethical approvals and adherence for online-therapy.
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spelling pubmed-89681362022-04-01 Application of Artificial Intelligence on Psychological Interventions and Diagnosis: An Overview Zhou, Sijia Zhao, Jingping Zhang, Lulu Front Psychiatry Psychiatry BACKGROUND: Innovative technologies, such as machine learning, big data, and artificial intelligence (AI) are approaches adopted for personalized medicine, and psychological interventions and diagnosis are facing huge paradigm shifts. In this literature review, we aim to highlight potential applications of AI on psychological interventions and diagnosis. METHODS: This literature review manifest studies that discuss how innovative technology as deep learning (DL) and AI is affecting psychological assessment and psychotherapy, we performed a search on PUBMED, and Web of Science using the terms “psychological interventions,” “diagnosis on mental health disorders,” “artificial intelligence,” and “deep learning.” Only studies considering patients' datasets are considered. RESULTS: Nine studies met the inclusion criteria. Beneficial effects on clinical symptoms or prediction were shown in these studies, but future study is needed to determine the long-term effects. LIMITATIONS: The major limitation for the current study is the small sample size, and lies in the lack of long-term follow-up-controlled studies for a certain symptom. CONCLUSIONS: AI such as DL applications showed promising results on clinical practice, which could lead to profound impact on personalized medicine for mental health conditions. Future studies can improve furthermore by increasing sample sizes and focusing on ethical approvals and adherence for online-therapy. Frontiers Media S.A. 2022-03-17 /pmc/articles/PMC8968136/ /pubmed/35370846 http://dx.doi.org/10.3389/fpsyt.2022.811665 Text en Copyright © 2022 Zhou, Zhao and Zhang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychiatry
Zhou, Sijia
Zhao, Jingping
Zhang, Lulu
Application of Artificial Intelligence on Psychological Interventions and Diagnosis: An Overview
title Application of Artificial Intelligence on Psychological Interventions and Diagnosis: An Overview
title_full Application of Artificial Intelligence on Psychological Interventions and Diagnosis: An Overview
title_fullStr Application of Artificial Intelligence on Psychological Interventions and Diagnosis: An Overview
title_full_unstemmed Application of Artificial Intelligence on Psychological Interventions and Diagnosis: An Overview
title_short Application of Artificial Intelligence on Psychological Interventions and Diagnosis: An Overview
title_sort application of artificial intelligence on psychological interventions and diagnosis: an overview
topic Psychiatry
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8968136/
https://www.ncbi.nlm.nih.gov/pubmed/35370846
http://dx.doi.org/10.3389/fpsyt.2022.811665
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