Multimodal Machine Learning Workflows for Prediction of Psychosis in Patients With Clinical High-Risk Syndromes and Recent-Onset Depression
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- Nikolaos Koutsouleris
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
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- Dominic B. Dwyer
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
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- Franziska Degenhardt
- Institute of Human Genetics, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
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- Carlo Maj
- Institute of Genomic Statistics and Bioinformatics, University of Bonn, Bonn, Germany
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- Maria Fernanda Urquijo-Castro
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
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- Rachele Sanfelici
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
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- David Popovic
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
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- Oemer Oeztuerk
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
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- Shalaila S. Haas
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York
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- Johanna Weiske
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
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- Anne Ruef
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
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- Lana Kambeitz-Ilankovic
- Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
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- Linda A. Antonucci
- Department of Education, Psychology, and Communication, University of Bari Aldo Moro, Bari, Italy
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- Susanne Neufang
- Department of Psychiatry and Psychotherapy, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
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- Christian Schmidt-Kraepelin
- Department of Psychiatry and Psychotherapy, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
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- Stephan Ruhrmann
- Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
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- Nora Penzel
- Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
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- Joseph Kambeitz
- Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
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- Theresa K. Haidl
- Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
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- Marlene Rosen
- Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
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- Katharine Chisholm
- Institute for Mental Health, University of Birmingham, Birmingham, United Kingdom
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- Anita Riecher-Rössler
- Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland
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- Laura Egloff
- Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland
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- André Schmidt
- Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland
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- Christina Andreou
- Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland
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- Jarmo Hietala
- Department of Psychiatry, University of Turku, Turku, Finland
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- Timo Schirmer
- GE Healthcare GmbH (previously GE Global Research GmbH), Munich, Germany
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- Georg Romer
- Department of Child and Adolescent Psychiatry, University of Münster, Münster, Germany
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- Petra Walger
- Department of Child and Adolescent Psychiatry, Psychotherapy and Psychosomatics, LVR Clinic Düsseldorf, Düsseldorf, Germany
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- Maurizia Franscini
- Department of Child and Adolescent Psychiatry and Psychotherapy, University of Zürich, Zürich, Switzerland
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- Nina Traber-Walker
- Department of Child and Adolescent Psychiatry and Psychotherapy, University of Zürich, Zürich, Switzerland
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- Benno G. Schimmelmann
- University Hospital of Child and Adolescent Psychiatry, University Hospital Hamburg-Eppendorf, Hamburg, Germany
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- Rahel Flückiger
- University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
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- Chantal Michel
- University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
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- Wulf Rössler
- Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry Zurich, Zurich, Switzerland
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- Oleg Borisov
- Institute of Genomic Statistics and Bioinformatics, University of Bonn, Bonn, Germany
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- Peter M. Krawitz
- Institute of Genomic Statistics and Bioinformatics, University of Bonn, Bonn, Germany
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- Karsten Heekeren
- Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry Zurich, Zurich, Switzerland
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- Roman Buechler
- Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry Zurich, Zurich, Switzerland
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- Christos Pantelis
- Melbourne Neuropsychiatry Centre, University of Melbourne and Melbourne Health, Melbourne, Australia
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- Peter Falkai
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
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- Raimo K. R. Salokangas
- Department of Psychiatry, University of Turku, Turku, Finland
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- Rebekka Lencer
- Department of Psychiatry and Psychotherapy, University of Münster, Münster, Germany
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- Alessandro Bertolino
- Department of Basic Medical Science, Neuroscience and Sense Organs, University of Bari Aldo Moro, Bari, Italy
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- Stefan Borgwardt
- Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland
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- Markus Noethen
- Institute of Human Genetics, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
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- Paolo Brambilla
- Department of Neurosciences and Mental Health, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
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- Stephen J. Wood
- Centre for Youth Mental Health, University of Melbourne, Melbourne, Australia
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- Rachel Upthegrove
- Institute for Mental Health, University of Birmingham, Birmingham, United Kingdom
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- Frauke Schultze-Lutter
- Department of Psychiatry and Psychotherapy, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
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- Anastasia Theodoridou
- Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry Zurich, Zurich, Switzerland
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- Eva Meisenzahl
- Department of Psychiatry and Psychotherapy, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
収録刊行物
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- JAMA Psychiatry
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JAMA Psychiatry 78 (2), 195-, 2021-02-01
American Medical Association (AMA)