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Comparative analysis of machine learning algorithms for multi-syndrome classification of neurodegenerative syndromes.

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Title: Comparative analysis of machine learning algorithms for multi-syndrome classification of neurodegenerative syndromes.
Authors: Lampe L; AICURA Medical GmbH, Berlin, Germany. leonie.lampe@aicura-medical.com.; Clinic for Cognitive Neurology, University Clinic Leipzig, Leipzig, Germany. leonie.lampe@aicura-medical.com.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany. leonie.lampe@aicura-medical.com., Niehaus S; AICURA Medical GmbH, Berlin, Germany.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.; Carl Gustav Carus Faculty of Medicine, Institute for Medical Informatics and Biometry, TU Dresden, Dresden, Germany., Huppertz HJ; Swiss Epilepsy Clinic, Klinik Lengg, Zurich, Switzerland., Merola A; AICURA Medical GmbH, Berlin, Germany., Reinelt J; AICURA Medical GmbH, Berlin, Germany., Mueller K; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany., Anderl-Straub S; Department of Neurology, University of Ulm, Ulm, Germany., Fassbender K; Department of Neurology, Saarland University, Homburg, Germany., Fliessbach K; Clinic for Neurodegenerative Diseases and Geriatric Psychiatry, German Center for Neurodegenerative Diseases (DZNE), University of Bonn, Bonn, Germany., Jahn H; Clinic for Psychiatry and Psychotherapy, University Hospital Hamburg-Eppendorf, Hamburg, Germany., Kornhuber J; Department of Psychiatry and Psychotherapy, Friedrich-Alexander-University of Erlangen-Nuremberg, Erlangen, Germany., Lauer M; Department of Psychiatry and Psychotherapy, University Wuerzburg, Würzburg, Germany., Prudlo J; Department of Neurology, DZNE, University of Rostock, Rostock, Germany., Schneider A; Clinic for Neurodegenerative Diseases and Geriatric Psychiatry, German Center for Neurodegenerative Diseases (DZNE), University of Bonn, Bonn, Germany., Synofzik M; Department of Neurodegenerative Diseases, Centre for Neurology & Hertie-Institute for Clinical Brain Research, University of Tuebingen, Tübingen, Germany.; DZNE, Tübingen, Germany., Danek A; Department of Neurology, Ludwig-Maximilians-Universität München, Munich, Germany., Diehl-Schmid J; Department of Psychiatry and Psychotherapy, Technical University of Munich, Munich, Germany., Otto M; Department of Neurology, University of Ulm, Ulm, Germany., Villringer A; Clinic for Cognitive Neurology, University Clinic Leipzig, Leipzig, Germany.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany., Egger K; Department of Neuroradiology, University Hospital of Freiburg, Freiburg, Germany., Hattingen E; Department of Neuroradiology, University Hospital of Frankfurt, Frankfurt, Germany., Hilker-Roggendorf R; Department of Neurology, Klinikum Vest, Recklinghausen, Germany., Schnitzler A; Institute of Clinical Neurosciences and Medical Psychology, Heinrich Heine University of Düsseldorf, Düsseldorf, Germany., Südmeyer M; Institute of Clinical Neurosciences and Medical Psychology, Heinrich Heine University of Düsseldorf, Düsseldorf, Germany.; Department of Neurology, Ernst von Bergmann Klinikum, Potsdam, Germany., Oertel W; Department of Neurology, Philips-University Marburg, Marburg, Germany., Kassubek J; Department of Neurology, University of Ulm, Ulm, Germany., Höglinger G; Department of Neurology, Technical University of Munich, Munich, Germany.; German Center for Neurodegenerative Diseases, Munich, Germany., Schroeter ML; Clinic for Cognitive Neurology, University Clinic Leipzig, Leipzig, Germany. schroet@cbs.mpg.de.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany. schroet@cbs.mpg.de.
Corporate Authors: FTLD-Consortium Germany, German Atypical Parkinson Consortium Study Group
Source: Alzheimer's research & therapy [Alzheimers Res Ther] 2022 May 03; Vol. 14 (1), pp. 62. Date of Electronic Publication: 2022 May 03.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: BioMed Central Ltd Country of Publication: England NLM ID: 101511643 Publication Model: Electronic Cited Medium: Internet ISSN: 1758-9193 (Electronic) NLM ISO Abbreviation: Alzheimers Res Ther Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Lampe+L%22">Lampe L</searchLink>; AICURA Medical GmbH, Berlin, Germany. leonie.lampe@aicura-medical.com.; Clinic for Cognitive Neurology, University Clinic Leipzig, Leipzig, Germany. leonie.lampe@aicura-medical.com.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany. leonie.lampe@aicura-medical.com.<br /><searchLink fieldCode="AU" term="%22Niehaus+S%22">Niehaus S</searchLink>; AICURA Medical GmbH, Berlin, Germany.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.; Carl Gustav Carus Faculty of Medicine, Institute for Medical Informatics and Biometry, TU Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Huppertz+HJ%22">Huppertz HJ</searchLink>; Swiss Epilepsy Clinic, Klinik Lengg, Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Merola+A%22">Merola A</searchLink>; AICURA Medical GmbH, Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Reinelt+J%22">Reinelt J</searchLink>; AICURA Medical GmbH, Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Mueller+K%22">Mueller K</searchLink>; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.<br /><searchLink fieldCode="AU" term="%22Anderl-Straub+S%22">Anderl-Straub S</searchLink>; Department of Neurology, University of Ulm, Ulm, Germany.<br /><searchLink fieldCode="AU" term="%22Fassbender+K%22">Fassbender K</searchLink>; Department of Neurology, Saarland University, Homburg, Germany.<br /><searchLink fieldCode="AU" term="%22Fliessbach+K%22">Fliessbach K</searchLink>; Clinic for Neurodegenerative Diseases and Geriatric Psychiatry, German Center for Neurodegenerative Diseases (DZNE), University of Bonn, Bonn, Germany.<br /><searchLink fieldCode="AU" term="%22Jahn+H%22">Jahn H</searchLink>; Clinic for Psychiatry and Psychotherapy, University Hospital Hamburg-Eppendorf, Hamburg, Germany.<br /><searchLink fieldCode="AU" term="%22Kornhuber+J%22">Kornhuber J</searchLink>; Department of Psychiatry and Psychotherapy, Friedrich-Alexander-University of Erlangen-Nuremberg, Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Lauer+M%22">Lauer M</searchLink>; Department of Psychiatry and Psychotherapy, University Wuerzburg, Würzburg, Germany.<br /><searchLink fieldCode="AU" term="%22Prudlo+J%22">Prudlo J</searchLink>; Department of Neurology, DZNE, University of Rostock, Rostock, Germany.<br /><searchLink fieldCode="AU" term="%22Schneider+A%22">Schneider A</searchLink>; Clinic for Neurodegenerative Diseases and Geriatric Psychiatry, German Center for Neurodegenerative Diseases (DZNE), University of Bonn, Bonn, Germany.<br /><searchLink fieldCode="AU" term="%22Synofzik+M%22">Synofzik M</searchLink>; Department of Neurodegenerative Diseases, Centre for Neurology & Hertie-Institute for Clinical Brain Research, University of Tuebingen, Tübingen, Germany.; DZNE, Tübingen, Germany.<br /><searchLink fieldCode="AU" term="%22Danek+A%22">Danek A</searchLink>; Department of Neurology, Ludwig-Maximilians-Universität München, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Diehl-Schmid+J%22">Diehl-Schmid J</searchLink>; Department of Psychiatry and Psychotherapy, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Otto+M%22">Otto M</searchLink>; Department of Neurology, University of Ulm, Ulm, Germany.<br /><searchLink fieldCode="AU" term="%22Villringer+A%22">Villringer A</searchLink>; Clinic for Cognitive Neurology, University Clinic Leipzig, Leipzig, Germany.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.<br /><searchLink fieldCode="AU" term="%22Egger+K%22">Egger K</searchLink>; Department of Neuroradiology, University Hospital of Freiburg, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Hattingen+E%22">Hattingen E</searchLink>; Department of Neuroradiology, University Hospital of Frankfurt, Frankfurt, Germany.<br /><searchLink fieldCode="AU" term="%22Hilker-Roggendorf+R%22">Hilker-Roggendorf R</searchLink>; Department of Neurology, Klinikum Vest, Recklinghausen, Germany.<br /><searchLink fieldCode="AU" term="%22Schnitzler+A%22">Schnitzler A</searchLink>; Institute of Clinical Neurosciences and Medical Psychology, Heinrich Heine University of Düsseldorf, Düsseldorf, Germany.<br /><searchLink fieldCode="AU" term="%22Südmeyer+M%22">Südmeyer M</searchLink>; Institute of Clinical Neurosciences and Medical Psychology, Heinrich Heine University of Düsseldorf, Düsseldorf, Germany.; Department of Neurology, Ernst von Bergmann Klinikum, Potsdam, Germany.<br /><searchLink fieldCode="AU" term="%22Oertel+W%22">Oertel W</searchLink>; Department of Neurology, Philips-University Marburg, Marburg, Germany.<br /><searchLink fieldCode="AU" term="%22Kassubek+J%22">Kassubek J</searchLink>; Department of Neurology, University of Ulm, Ulm, Germany.<br /><searchLink fieldCode="AU" term="%22Höglinger+G%22">Höglinger G</searchLink>; Department of Neurology, Technical University of Munich, Munich, Germany.; German Center for Neurodegenerative Diseases, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Schroeter+ML%22">Schroeter ML</searchLink>; Clinic for Cognitive Neurology, University Clinic Leipzig, Leipzig, Germany. schroet@cbs.mpg.de.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany. schroet@cbs.mpg.de.
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  Data: <searchLink fieldCode="CA" term="%22FTLD-Consortium+Germany%22">FTLD-Consortium Germany</searchLink><br /><searchLink fieldCode="CA" term="%22German+Atypical+Parkinson+Consortium+Study+Group%22">German Atypical Parkinson Consortium Study Group</searchLink>
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  Data: <searchLink fieldCode="JN" term="%22101511643%22">Alzheimer's research & therapy</searchLink> [Alzheimers Res Ther] 2022 May 03; Vol. 14 (1), pp. 62. <i>Date of Electronic Publication: </i>2022 May 03.
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