ActiTect: a generalizable machine learning pipeline for REM sleep behavior disorder screening through standardized actigraphy.
Saved in:
| Title: | ActiTect: a generalizable machine learning pipeline for REM sleep behavior disorder screening through standardized actigraphy. |
|---|---|
| Authors: | Bertram D; Faculty of Mathematics and Natural Sciences, University of Cologne, Cologne, Germany. dbertram@uni-koeln.de.; Institute for Biomedical Informatics, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany. dbertram@uni-koeln.de.; Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany. dbertram@uni-koeln.de., Ophey A; Medical Psychology | Neuropsychology and Gender Studies, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.; Cognitive Neuroscience, Insitute for Neuroscience and Medicine, INM-3, Research Center Juelich, Juelich, Germany., Röttgen S; Cognitive Neuroscience, Insitute for Neuroscience and Medicine, INM-3, Research Center Juelich, Juelich, Germany.; Department of Neurology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany., Kufer K; Center of Neurology, Department of Parkinson, Sleep and Movement Disorders, University Hospital Bonn, University of Bonn, Bonn, Germany.; German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany., Merten N; Department of Neurology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany., Fink GR; Cognitive Neuroscience, Insitute for Neuroscience and Medicine, INM-3, Research Center Juelich, Juelich, Germany.; Department of Neurology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany., Kalbe E; Medical Psychology | Neuropsychology and Gender Studies, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany., Hansen C; Department of Neurology, University Medical Center Schleswig-Holstein, Campus Kiel and Kiel University, Kiel, Germany., Maetzler W; Department of Neurology, University Medical Center Schleswig-Holstein, Campus Kiel and Kiel University, Kiel, Germany., Kapsecker M; Department of Informatics, Technical University of Munich, Munich, Germany.; Institute for Digital Medicine, University Hospital Bonn, Bonn, Germany., Reimer LM; Institute for Digital Medicine, University Hospital Bonn, Bonn, Germany., Jonas S; Institute for Digital Medicine, University Hospital Bonn, Bonn, Germany., Damgaard AT; Lundbeck Foundation Parkinson's Disease Research Center (PACE), Aarhus University, Aarhus, Denmark.; Department of Electrical and Computer Engineering, Aarhus University, Aarhus, Denmark., Bertelsen NB; Lundbeck Foundation Parkinson's Disease Research Center (PACE), Aarhus University, Aarhus, Denmark., Skjaerbaek C; Lundbeck Foundation Parkinson's Disease Research Center (PACE), Aarhus University, Aarhus, Denmark., Borghammer P; Lundbeck Foundation Parkinson's Disease Research Center (PACE), Aarhus University, Aarhus, Denmark.; Department of Nuclear Medicine, Aarhus University Hospital, Aarhus, Denmark., Groenewald K; Oxford Parkinson's Disease Centre and Division of Neurology, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK., Ratti PL; Oxford Parkinson's Disease Centre and Division of Neurology, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK., Hu MT; Oxford Parkinson's Disease Centre and Division of Neurology, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK., Moreau N; Institute for Biomedical Informatics, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.; Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany., Sommerauer M; Cognitive Neuroscience, Insitute for Neuroscience and Medicine, INM-3, Research Center Juelich, Juelich, Germany. michael.sommerauer@ukbonn.de.; Department of Neurology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany. michael.sommerauer@ukbonn.de.; Center of Neurology, Department of Parkinson, Sleep and Movement Disorders, University Hospital Bonn, University of Bonn, Bonn, Germany. michael.sommerauer@ukbonn.de.; German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany. michael.sommerauer@ukbonn.de., Bozek K; Institute for Biomedical Informatics, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany. k.bozek@uni-koeln.de.; Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany. k.bozek@uni-koeln.de.; Cluster of Excellence for Aging and Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany. k.bozek@uni-koeln.de. |
| Source: | NPJ digital medicine [NPJ Digit Med] 2026 Jun 13. Date of Electronic Publication: 2026 Jun 13. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med |
| Database: | MEDLINE Ultimate |
Be the first to leave a comment!
