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Diagnosis of Schizophrenia Based on the Data of Various Modalities: Biomarkers and Machine Learning Techniques (Review).

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Title: Diagnosis of Schizophrenia Based on the Data of Various Modalities: Biomarkers and Machine Learning Techniques (Review).
Authors: Sharaev MG; Senior Researcher; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia; Department Senior Researcher; N.A. Alekseyev Psychiatric Clinical Hospital No.1, 2 Zagorodnoye Shosse, Moscow, 117152, Russia., Malashenkova IK; Head of the Laboratory of Molecular Immunology and Virology; National Research Center 'Kurchatov Institute', 1 Akademika Kurchatova Square, Moscow, 123182, Russia; Senior Researcher, Laboratory of Clinical Immunology; Federal Research and Clinical Center of Physical-Chemical Medicine, Federal Medical Biological Agency of Russia, 1A Malaya Pirogovskaya St., Moscow, 119435, Russia., Maslennikova AV; Researcher, Laboratory of Human Higher Nervous Activity; Institute of Higher Nervous Activity and Neurophysiology, Russian Academy of Sciences, 5A Butlerova St., Moscow, 117485, Russia., Zakharova NV; Head of the Laboratory for Fundamental Research Methods, Research Clinical Center of Neuropsychiatry; N.A. Alekseyev Psychiatric Clinical Hospital No.1, 2 Zagorodnoye Shosse, Moscow, 117152, Russia., Bernstein AV; Professor, Professor of the Center of Applied Artificial Intelligence; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia., Burnaev EV; Associate Professor, Professor of the Center of Applied Artificial Intelligence; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia., Mamedova GS; Junior Researcher, Laboratory for Fundamental Research Methods, Research Clinical Center of Neuropsychiatry; N.A. Alekseyev Psychiatric Clinical Hospital No.1, 2 Zagorodnoye Shosse, Moscow, 117152, Russia., Krynskiy SA; Researcher, Laboratory of Molecular Immunology and Virology; National Research Center 'Kurchatov Institute', 1 Akademika Kurchatova Square, Moscow, 123182, Russia., Ogurtsov DP; Researcher, Laboratory of Molecular Immunology and Virology; National Research Center 'Kurchatov Institute', 1 Akademika Kurchatova Square, Moscow, 123182, Russia., Kondrateva EA; PhD Student; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia., Druzhinina PV; PhD Student; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia., Zubrikhina MO; PhD Student; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia., Arkhipov AY; Researcher, Laboratory of Human Higher Nervous Activity; Institute of Higher Nervous Activity and Neurophysiology, Russian Academy of Sciences, 5A Butlerova St., Moscow, 117485, Russia., Strelets VB; Chief Researcher, Laboratory of Human Higher Nervous Activity; Institute of Higher Nervous Activity and Neurophysiology, Russian Academy of Sciences, 5A Butlerova St., Moscow, 117485, Russia., Ushakov VL; Associate Professor, Chief Researcher, Institute for Advanced Brain Research; Lomonosov Moscow State University, 27/1 Lomonosov Avenue, Moscow, 119192, Russia; Head of the Department; N.A. Alekseyev Psychiatric Clinical Hospital No.1, 2 Zagorodnoye Shosse, Moscow, 117152, Russia; Senior Researcher; National Research Nuclear University MEPhI, 31 Kashirskoye Shosse, Moscow, 115409, Russia.
Source: Sovremennye tekhnologii v meditsine [Sovrem Tekhnologii Med] 2022; Vol. 14 (5), pp. 53-75. Date of Electronic Publication: 2022 Sep 29.
Publication Type: Journal Article; Review; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Nizhegorodskai︠a︡ gosudarstvennai︠a︡ medit︠s︡inskai︠a︡ akademii︠a Country of Publication: Russia (Federation) NLM ID: 101604515 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2309-995X (Electronic) Linking ISSN: 20764243 NLM ISO Abbreviation: Sovrem Tekhnologii Med Subsets: MEDLINE
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  Data: Diagnosis of Schizophrenia Based on the Data of Various Modalities: Biomarkers and Machine Learning Techniques (Review).
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  Data: <searchLink fieldCode="AU" term="%22Sharaev+MG%22">Sharaev MG</searchLink>; Senior Researcher; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia; Department Senior Researcher; N.A. Alekseyev Psychiatric Clinical Hospital No.1, 2 Zagorodnoye Shosse, Moscow, 117152, Russia.<br /><searchLink fieldCode="AU" term="%22Malashenkova+IK%22">Malashenkova IK</searchLink>; Head of the Laboratory of Molecular Immunology and Virology; National Research Center 'Kurchatov Institute', 1 Akademika Kurchatova Square, Moscow, 123182, Russia; Senior Researcher, Laboratory of Clinical Immunology; Federal Research and Clinical Center of Physical-Chemical Medicine, Federal Medical Biological Agency of Russia, 1A Malaya Pirogovskaya St., Moscow, 119435, Russia.<br /><searchLink fieldCode="AU" term="%22Maslennikova+AV%22">Maslennikova AV</searchLink>; Researcher, Laboratory of Human Higher Nervous Activity; Institute of Higher Nervous Activity and Neurophysiology, Russian Academy of Sciences, 5A Butlerova St., Moscow, 117485, Russia.<br /><searchLink fieldCode="AU" term="%22Zakharova+NV%22">Zakharova NV</searchLink>; Head of the Laboratory for Fundamental Research Methods, Research Clinical Center of Neuropsychiatry; N.A. Alekseyev Psychiatric Clinical Hospital No.1, 2 Zagorodnoye Shosse, Moscow, 117152, Russia.<br /><searchLink fieldCode="AU" term="%22Bernstein+AV%22">Bernstein AV</searchLink>; Professor, Professor of the Center of Applied Artificial Intelligence; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia.<br /><searchLink fieldCode="AU" term="%22Burnaev+EV%22">Burnaev EV</searchLink>; Associate Professor, Professor of the Center of Applied Artificial Intelligence; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia.<br /><searchLink fieldCode="AU" term="%22Mamedova+GS%22">Mamedova GS</searchLink>; Junior Researcher, Laboratory for Fundamental Research Methods, Research Clinical Center of Neuropsychiatry; N.A. Alekseyev Psychiatric Clinical Hospital No.1, 2 Zagorodnoye Shosse, Moscow, 117152, Russia.<br /><searchLink fieldCode="AU" term="%22Krynskiy+SA%22">Krynskiy SA</searchLink>; Researcher, Laboratory of Molecular Immunology and Virology; National Research Center 'Kurchatov Institute', 1 Akademika Kurchatova Square, Moscow, 123182, Russia.<br /><searchLink fieldCode="AU" term="%22Ogurtsov+DP%22">Ogurtsov DP</searchLink>; Researcher, Laboratory of Molecular Immunology and Virology; National Research Center 'Kurchatov Institute', 1 Akademika Kurchatova Square, Moscow, 123182, Russia.<br /><searchLink fieldCode="AU" term="%22Kondrateva+EA%22">Kondrateva EA</searchLink>; PhD Student; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia.<br /><searchLink fieldCode="AU" term="%22Druzhinina+PV%22">Druzhinina PV</searchLink>; PhD Student; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia.<br /><searchLink fieldCode="AU" term="%22Zubrikhina+MO%22">Zubrikhina MO</searchLink>; PhD Student; Skolkovo Institute of Science and Technology (Skoltech), Territory of Skolkovo Innovation Center, Bldg 1, 30 Bolshoy Boulevard, Moscow, 121205, Russia.<br /><searchLink fieldCode="AU" term="%22Arkhipov+AY%22">Arkhipov AY</searchLink>; Researcher, Laboratory of Human Higher Nervous Activity; Institute of Higher Nervous Activity and Neurophysiology, Russian Academy of Sciences, 5A Butlerova St., Moscow, 117485, Russia.<br /><searchLink fieldCode="AU" term="%22Strelets+VB%22">Strelets VB</searchLink>; Chief Researcher, Laboratory of Human Higher Nervous Activity; Institute of Higher Nervous Activity and Neurophysiology, Russian Academy of Sciences, 5A Butlerova St., Moscow, 117485, Russia.<br /><searchLink fieldCode="AU" term="%22Ushakov+VL%22">Ushakov VL</searchLink>; Associate Professor, Chief Researcher, Institute for Advanced Brain Research; Lomonosov Moscow State University, 27/1 Lomonosov Avenue, Moscow, 119192, Russia; Head of the Department; N.A. Alekseyev Psychiatric Clinical Hospital No.1, 2 Zagorodnoye Shosse, Moscow, 117152, Russia; Senior Researcher; National Research Nuclear University MEPhI, 31 Kashirskoye Shosse, Moscow, 115409, Russia.
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