Machine Learning and Non-Affective Psychosis: Identification, Differential Diagnosis, and Treatment

被引:0
作者
Maria Ferrara
Giorgia Franchini
Melissa Funaro
Marcello Cutroni
Beatrice Valier
Tommaso Toffanin
Laura Palagini
Luigi Zerbinati
Federica Folesani
Martino Belvederi Murri
Rosangela Caruso
Luigi Grassi
机构
[1] University of Ferrara,Department of Neuroscience and Rehabilitation, Institute of Psychiatry
[2] Yale School of Medicine,Department of Psychiatry
[3] University of Modena and Reggio Emilia,Department of Physics, Informatics and Mathematics
[4] University of Ferrara,Department of Mathematics and Computer Science
[5] Harvey Cushing/John Hay Whitney Medical Library,undefined
[6] Yale University,undefined
来源
Current Psychiatry Reports | 2022年 / 24卷
关键词
Machine learning; Psychotic disorders; Schizophrenia; Clinical high risk; Digital phenotyping;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:925 / 936
页数:11
相关论文
共 89 条
[61]  
Kambeitz SV(2020)Development of an Al-based web diagnostic system for phenotyping psychiatric disorders Front Psychiatry 11 26094-77
[62]  
Kalmady LA(2020)Generalizability of machine learning for classification of schizophrenia based on resting-state functional MRI data Hum Brain Mapp 41 456-2607
[63]  
Antonucci Y-W(2020)Treatment response prediction and individualized identification of first-episode drug-naive schizophrenia using brain functional connectivity Mol Psychiatry 25 19-137
[64]  
Chang X-L(2020)Stable biomarker identification for predicting schizophrenia in the human connectome Neuroimage Clin 27 1037-undefined
[65]  
Cai B(2021)Multisite schizophrenia classification by integrating structural magnetic resonance imaging data with polygenic risk score Neuroimage Clin 32 59-undefined
[66]  
Cao L(2019)Low-rank network signatures in the triple network separate schizophrenia and major depressive disorder Neuroimage Clin 22 675-undefined
[67]  
Gutierrez-Gomez K(2018)Multi-site diagnostic classification of schizophrenia using discriminant deep learning with functional connectivity MRI EBioMedicine 30 20-undefined
[68]  
Hu W(2017)Multimodal discrimination of schizophrenia using hybrid weighted feature concatenation of brain functional connectivity and anatomical features with an extreme learning machine Front Neuroinform 11 27S-undefined
[69]  
Han LL(2019)Machine learning technique reveals intrinsic characteristics of schizophrenia: an alternative method Brain Imaging Behav 13 69-undefined
[70]  
Zeng MNI(2019)Resting-state anticorrelated networks in schizophrenia Psychiatry Res Neuroimaging 284 2598-undefined