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

被引:22
|
作者
Zhou, Sijia [1 ]
Zhao, Jingping [2 ,3 ,4 ,5 ]
Zhang, Lulu [1 ]
机构
[1] South China Univ Technol, Affiliated Hosp 2, Dept Psychiat, Guangzhou Peoples Hosp 1, Guangzhou, Peoples R China
[2] Cent South Univ, Mental Hlth Inst, Xiangya Hosp 2, Changsha, Peoples R China
[3] Chinese Natl Clin Res Ctr Mental Disorders, Changsha, Peoples R China
[4] Chinese Natl Technol Inst Mental Disorders, Dept Psychiat, Changsha, Peoples R China
[5] Hunan Key Lab Psychiat & Mental Hlth, Changsha, Peoples R China
来源
FRONTIERS IN PSYCHIATRY | 2022年 / 13卷
关键词
artificial intelligence; deep learning; machine; intervention; diagnosis; DEEP NEURAL-NETWORKS; MENTAL-HEALTH; THERAPY; ONLINE;
D O I
10.3389/fpsyt.2022.811665
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
BackgroundInnovative 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. MethodsThis 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. ResultsNine 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. LimitationsThe 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. ConclusionsAI 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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页数:7
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