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Computational network models for forecasting and control of mental health trajectories in digital applications.

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Title: Computational network models for forecasting and control of mental health trajectories in digital applications.
Authors: Fechtelpeter J; Hector Institute for Artificial Intelligence in Psychiatry, Central Institute of Mental Health (CIMH), Medical Faculty Mannheim, Heidelberg University (UHD), Heidelberg, Germany. janik.fechtelpeter@zi-mannheim.de.; Dept. of Psychiatry and Psychotherapy, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany. janik.fechtelpeter@zi-mannheim.de.; Dept. of Theoretical Neuroscience, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany. janik.fechtelpeter@zi-mannheim.de.; RG Machine Learning Human Behavior, Interdisciplinary Center for Scientific Computing, UHD, Heidelberg, Germany. janik.fechtelpeter@zi-mannheim.de., Rauschenberg C; Dept. of Public Mental Health, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany.; German Center for Mental Health (DZPG), partner site Mannheim-Heidelberg-Ulm, Mannheim, Germany., Goetzl C; Department of Forensic Psychiatry and Psychotherapy, Ulm University, Ulm, Germany., Hiller S; Technical University of Munich, TUM School of Medicine and Health, Department of Psychiatry and Psychotherapy, TUM University Hospital, Munich, Germany., Wierzba E; Dept. of Public Mental Health, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany., Emonds N; Hector Institute for Artificial Intelligence in Psychiatry, Central Institute of Mental Health (CIMH), Medical Faculty Mannheim, Heidelberg University (UHD), Heidelberg, Germany.; Dept. of Psychiatry and Psychotherapy, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany.; RG Machine Learning Human Behavior, Interdisciplinary Center for Scientific Computing, UHD, Heidelberg, Germany., Krumm S; Department of Psychiatry and Psychotherapy, Medical Faculty, Leipzig University, Leipzig, Germany., Reininghaus U; Dept. of Public Mental Health, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany.; German Center for Mental Health (DZPG), partner site Mannheim-Heidelberg-Ulm, Mannheim, Germany.; Health Service and Population Research Dept., Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK.; ESRC Centre for Society and Mental Health, King's College London, London, UK., Durstewitz D; Dept. of Theoretical Neuroscience, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany.; Faculty of Physics and Astronomy, UHD, Heidelberg, Germany., Koppe G; Hector Institute for Artificial Intelligence in Psychiatry, Central Institute of Mental Health (CIMH), Medical Faculty Mannheim, Heidelberg University (UHD), Heidelberg, Germany.; Dept. of Psychiatry and Psychotherapy, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany.; RG Machine Learning Human Behavior, Interdisciplinary Center for Scientific Computing, UHD, Heidelberg, Germany.; Hertie Institute for AI in Brain Health, University of Tübingen, Tübingen, Germany.
Source: NPJ digital medicine [NPJ Digit Med] 2025 Dec 30; Vol. 9 (1), pp. 70. Date of Electronic Publication: 2025 Dec 30.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Fechtelpeter+J%22">Fechtelpeter J</searchLink>; Hector Institute for Artificial Intelligence in Psychiatry, Central Institute of Mental Health (CIMH), Medical Faculty Mannheim, Heidelberg University (UHD), Heidelberg, Germany. janik.fechtelpeter@zi-mannheim.de.; Dept. of Psychiatry and Psychotherapy, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany. janik.fechtelpeter@zi-mannheim.de.; Dept. of Theoretical Neuroscience, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany. janik.fechtelpeter@zi-mannheim.de.; RG Machine Learning Human Behavior, Interdisciplinary Center for Scientific Computing, UHD, Heidelberg, Germany. janik.fechtelpeter@zi-mannheim.de.<br /><searchLink fieldCode="AU" term="%22Rauschenberg+C%22">Rauschenberg C</searchLink>; Dept. of Public Mental Health, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany.; German Center for Mental Health (DZPG), partner site Mannheim-Heidelberg-Ulm, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Goetzl+C%22">Goetzl C</searchLink>; Department of Forensic Psychiatry and Psychotherapy, Ulm University, Ulm, Germany.<br /><searchLink fieldCode="AU" term="%22Hiller+S%22">Hiller S</searchLink>; Technical University of Munich, TUM School of Medicine and Health, Department of Psychiatry and Psychotherapy, TUM University Hospital, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Wierzba+E%22">Wierzba E</searchLink>; Dept. of Public Mental Health, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Emonds+N%22">Emonds N</searchLink>; Hector Institute for Artificial Intelligence in Psychiatry, Central Institute of Mental Health (CIMH), Medical Faculty Mannheim, Heidelberg University (UHD), Heidelberg, Germany.; Dept. of Psychiatry and Psychotherapy, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany.; RG Machine Learning Human Behavior, Interdisciplinary Center for Scientific Computing, UHD, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Krumm+S%22">Krumm S</searchLink>; Department of Psychiatry and Psychotherapy, Medical Faculty, Leipzig University, Leipzig, Germany.<br /><searchLink fieldCode="AU" term="%22Reininghaus+U%22">Reininghaus U</searchLink>; Dept. of Public Mental Health, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany.; German Center for Mental Health (DZPG), partner site Mannheim-Heidelberg-Ulm, Mannheim, Germany.; Health Service and Population Research Dept., Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK.; ESRC Centre for Society and Mental Health, King's College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Durstewitz+D%22">Durstewitz D</searchLink>; Dept. of Theoretical Neuroscience, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany.; Faculty of Physics and Astronomy, UHD, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Koppe+G%22">Koppe G</searchLink>; Hector Institute for Artificial Intelligence in Psychiatry, Central Institute of Mental Health (CIMH), Medical Faculty Mannheim, Heidelberg University (UHD), Heidelberg, Germany.; Dept. of Psychiatry and Psychotherapy, CIMH, Medical Faculty Mannheim, UHD, Heidelberg, Germany.; RG Machine Learning Human Behavior, Interdisciplinary Center for Scientific Computing, UHD, Heidelberg, Germany.; Hertie Institute for AI in Brain Health, University of Tübingen, Tübingen, Germany.
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              Text: 2025 Dec 30
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