Art

J-GLOBAL ID：202002288574364897   Reference number：20A0620569

Integrating machining learning and multimodal neuroimaging to detect schizophrenia at the level of the individual

個々のレベルで統合失調症を検出するための機械学習とマルチモーダル神経イメージングの統合【JST・京大機械翻訳】

Author (22)： Lei Du (Huaxi MR Research Center (HMRRC), Department of Radiology, West China Hospital of Sichuan University, Chengdu, China) ,  Lei Du (Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, De Crespigny Park, London, UK) ,  Pinaya Walter H. L. (Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, De Crespigny Park, London, UK) ,  Young Jonathan (Department of Neuroimaging, Institute of Psychiatry, Psychology, and Neuroscience, King’s College London, London, UK) ,  van Amelsvoort Therese (Department of Psychiatry and Neuropsychology, School of Mental Health and Neuroscience, Maastricht University Medical Center, Maastricht, The Netherlands) ,  Marcelis Machteld (Department of Psychiatry and Neuropsychology, School of Mental Health and Neuroscience, Maastricht University Medical Center, Maastricht, The Netherlands) ,  Marcelis Machteld (Mental Health Care Institute Eindhoven (GGzE), Eindhoven, The Netherlands) ,  Donohoe Gary (School of Psychology & Center for neuroimaging and Cognitive Genomics, NUI Galway University, Galway, Ireland) ,  Mothersill David O. (School of Psychology & Center for neuroimaging and Cognitive Genomics, NUI Galway University, Galway, Ireland) ,  Corvin Aiden (Department of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland) ,  Vieira Sandra (Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, De Crespigny Park, London, UK) ,  Huang Xiaoqi (Huaxi MR Research Center (HMRRC), Department of Radiology, West China Hospital of Sichuan University, Chengdu, China) ,  Lui Su (Huaxi MR Research Center (HMRRC), Department of Radiology, West China Hospital of Sichuan University, Chengdu, China) ,  Scarpazza Cristina (Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, De Crespigny Park, London, UK) ,  Scarpazza Cristina (Department of General Psychology, University of Padua, Padua, Italy) ,  Arango Celso (Child and Adolescent Department of Psychiatry, Hospital General Universitario Gregorio Maranon, School of Medicine, Universidad Complutense Madrid, IiSGM, CIBERSAM, Madrid, Spain) ,  Bullmore Ed (Brain Mapping Unit, Department of Psychiatry, University of Cambridge, Cambridge, UK) ,  Gong Qiyong (Huaxi MR Research Center (HMRRC), Department of Radiology, West China Hospital of Sichuan University, Chengdu, China) ,  Gong Qiyong (Psychoradiology Research Unit of Chinese Academy of Medical Sciences, West China Hospital of Sichuan University, Chengdu, Sichuan, China) ,  Gong Qiyong (Department of Radiology, Shengjing Hospital of China Medical University, Shenyang, Liaoning, China) ,  McGuire Philip (Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, De Crespigny Park, London, UK) ,  Mechelli Andrea (Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, De Crespigny Park, London, UK)
Material： Human Brain Mapping
Volume： 41  Issue： 5  Page： 1119-1135  Publication year： 2020 
JST Material Number： W2600A  ISSN： 1065-9471  Document type： Article
Article type： 原著論文  Country of issue： United States (USA)  Language： ENGLISH (EN)

Abstract/Point： Schizophrenia is a severe psyc...

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Thesaurus term： support vector machine ,  bed rest ,  connectivity ,  *machine learning ,  prognosis ,  measure ,  *multimode ,  LF ,  graph theory ,  white matter ,  grey matter ,  *schizophrenia
Semi thesaurus term： モダリティ ,  機能的MRI ,  *ニューロイメージング , 【Automatic Indexing@JST】

Author keywords (5)： functional connectivity ,  graph theoretical analysis ,  machine learning ,  neuroimaging ,  schizophrenia

JST classification (5)： Psychiatric diagnosis  (GR02000T) ,  Basic psychiatry  (GR01020I) ,  Central nervous system  (EJ12030F) ,  Genetic variation  (EC01030Y) ,  Mental disorders  (GR03000A)

Terms in the title (5)： 統合失調症 ,  機械学習 ,  マルチモーダル ,  神経イメージング ,  統合