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Multimodal Machine Learning Workflows for Prediction of Psychosis in Patients With Clinical High-Risk Syndromes and Recent-Onset Depression.
Koutsouleris, Nikolaos; Dwyer, Dominic B; Degenhardt, Franziska; Maj, Carlo; Urquijo-Castro, Maria Fernanda; Sanfelici, Rachele; Popovic, David; Oeztuerk, Oemer; Haas, Shalaila S; Weiske, Johanna; Ruef, Anne; Kambeitz-Ilankovic, Lana; Antonucci, Linda A; Neufang, Susanne; Schmidt-Kraepelin, Christian; Ruhrmann, Stephan; Penzel, Nora; Kambeitz, Joseph; Haidl, Theresa K; Rosen, Marlene; Chisholm, Katharine; Riecher-Rössler, Anita; Egloff, Laura; Schmidt, André; Andreou, Christina; Hietala, Jarmo; Schirmer, Timo; Romer, Georg; Walger, Petra; Franscini, Maurizia; Traber-Walker, Nina; Schimmelmann, Benno G; Flückiger, Rahel; Michel, Chantal; Rössler, Wulf; Borisov, Oleg; Krawitz, Peter M; Heekeren, Karsten; Buechler, Roman; Pantelis, Christos; Falkai, Peter; Salokangas, Raimo K R; Lencer, Rebekka; Bertolino, Alessandro; Borgwardt, Stefan; Noethen, Markus; Brambilla, Paolo; Wood, Stephen J; Upthegrove, Rachel; Schultze-Lutter, Frauke.
Afiliação
  • Koutsouleris N; Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany.
  • Dwyer DB; Max-Planck Institute of Psychiatry, Munich, Germany.
  • Degenhardt F; Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom.
  • Maj C; Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany.
  • Urquijo-Castro MF; Institute of Human Genetics, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany.
  • Sanfelici R; Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, University of Duisburg-Essen, Essen, Germany.
  • Popovic D; Institute of Genomic Statistics and Bioinformatics, University of Bonn, Bonn, Germany.
  • Oeztuerk O; Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany.
  • Haas SS; Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany.
  • Weiske J; Max-Planck School of Cognition, Leipzig, Germany.
  • Ruef A; Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany.
  • Kambeitz-Ilankovic L; International Max-Planck Research School for Translational Psychiatry, Munich, Germany.
  • Antonucci LA; Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany.
  • Neufang S; International Max-Planck Research School for Translational Psychiatry, Munich, Germany.
  • Schmidt-Kraepelin C; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York.
  • Ruhrmann S; Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany.
  • Penzel N; Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany.
  • Kambeitz J; Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany.
  • Haidl TK; Department of Education, Psychology, and Communication, University of Bari Aldo Moro, Bari, Italy.
  • Rosen M; Department of Psychiatry and Psychotherapy, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany.
  • Chisholm K; Department of Psychiatry and Psychotherapy, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany.
  • Riecher-Rössler A; Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany.
  • Egloff L; Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany.
  • Schmidt A; Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany.
  • Andreou C; Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany.
  • Hietala J; Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany.
  • Schirmer T; Institute for Mental Health, University of Birmingham, Birmingham, United Kingdom.
  • Romer G; Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland.
  • Walger P; Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland.
  • Franscini M; Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland.
  • Traber-Walker N; Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland.
  • Schimmelmann BG; Department of Psychiatry, University of Turku, Turku, Finland.
  • Flückiger R; GE Healthcare GmbH (previously GE Global Research GmbH), Munich, Germany.
  • Michel C; Department of Child and Adolescent Psychiatry, University of Münster, Münster, Germany.
  • Rössler W; Department of Child and Adolescent Psychiatry, Psychotherapy and Psychosomatics, LVR Clinic Düsseldorf, Düsseldorf, Germany.
  • Borisov O; Department of Child and Adolescent Psychiatry and Psychotherapy, University of Zürich, Zürich, Switzerland.
  • Krawitz PM; Department of Child and Adolescent Psychiatry and Psychotherapy, University of Zürich, Zürich, Switzerland.
  • Heekeren K; University Hospital of Child and Adolescent Psychiatry, University Hospital Hamburg-Eppendorf, Hamburg, Germany.
  • Buechler R; University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland.
  • Pantelis C; University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland.
  • Falkai P; University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland.
  • Salokangas RKR; Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry Zurich, Zurich, Switzerland.
  • Lencer R; Institute of Genomic Statistics and Bioinformatics, University of Bonn, Bonn, Germany.
  • Bertolino A; Institute of Genomic Statistics and Bioinformatics, University of Bonn, Bonn, Germany.
  • Borgwardt S; Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry Zurich, Zurich, Switzerland.
  • Noethen M; Department of Psychiatry and Psychotherapy I, LVR Hospital Cologne, Cologne, Germany.
  • Brambilla P; Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry Zurich, Zurich, Switzerland.
  • Wood SJ; Department of Neuroradiology, University Hospital of Zurich, Zurich, Switzerland.
  • Upthegrove R; Melbourne Neuropsychiatry Centre, University of Melbourne and Melbourne Health, Melbourne, Australia.
  • Schultze-Lutter F; Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany.
JAMA Psychiatry ; 78(2): 195-209, 2021 02 01.
Article em En | MEDLINE | ID: mdl-33263726
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Transtornos Psicóticos / Esquizofrenia / Transtorno Depressivo / Aprendizado de Máquina Tipo de estudo: Clinical_trials / Diagnostic_studies / Etiology_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Adult / Female / Humans / Male País/Região como assunto: Europa Idioma: En Revista: JAMA Psychiatry Ano de publicação: 2021 Tipo de documento: Article
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Transtornos Psicóticos / Esquizofrenia / Transtorno Depressivo / Aprendizado de Máquina Tipo de estudo: Clinical_trials / Diagnostic_studies / Etiology_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Adult / Female / Humans / Male País/Região como assunto: Europa Idioma: En Revista: JAMA Psychiatry Ano de publicação: 2021 Tipo de documento: Article