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Forecasting migraine with time-series machine learning from mobile health data.

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Title: Forecasting migraine with time-series machine learning from mobile health data.
Authors: Faisal F; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway. fahim.faisal@ntnu.no.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway. fahim.faisal@ntnu.no., Poole AC; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology and Neurophysiology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway., Danelakis A; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Computer Science, NTNU Norwegian University of Science and Technology, Trondheim, Norway., Wergeland T; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology and Neurophysiology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway., Bjørk M; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Clinical Medicine, University of Bergen, Bergen, Norway.; Department of Neurology, Haukeland University Hospital, Bergen, Norway., Khanevski AN; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology, Haukeland University Hospital, Bergen, Norway., Kristoffersen ES; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology, Akershus University Hospital, Lørenskog, Norway.; Department of General Practice, Institute of Health and Society, University of Oslo, Oslo, Norway., Kumelj T; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway., Larsen ICK; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology, University Hospital of North Norway, Tromsø, Norway., Lunder OV; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology, Akershus University Hospital, Lørenskog, Norway., Matharu M; Headache and Facial Pain Group, UCL Institute of Neurology and National Hospital for Neurology and Neurosurgery, London, UK., Nachev P; High Dimensional Neurology Group, UCL Queen Square Institute of Neurology, University College London, London, UK., Simpson MR; Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway., Tronvik E; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology and Neurophysiology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway., Vetvik KG; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology, Akershus University Hospital, Lørenskog, Norway., Winsvold BS; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway.; Department of Neurology, Oslo University Hospital, Oslo, Norway.; HUNT Center for Molecular and Clinical Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway., Øie LR; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology and Neurophysiology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway., Øvrevik AB; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Clinical Medicine, University of Bergen, Bergen, Norway.; Department of Neurology, Haukeland University Hospital, Bergen, Norway., Stubberud A; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.
Source: The journal of headache and pain [J Headache Pain] 2026 Mar 30; Vol. 27 (1). Date of Electronic Publication: 2026 Mar 30.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100940562 Publication Model: Electronic Cited Medium: Internet ISSN: 1129-2377 (Electronic) Linking ISSN: 11292369 NLM ISO Abbreviation: J Headache Pain Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Faisal+F%22">Faisal F</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway. fahim.faisal@ntnu.no.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway. fahim.faisal@ntnu.no.<br /><searchLink fieldCode="AU" term="%22Poole+AC%22">Poole AC</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology and Neurophysiology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.<br /><searchLink fieldCode="AU" term="%22Danelakis+A%22">Danelakis A</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Computer Science, NTNU Norwegian University of Science and Technology, Trondheim, Norway.<br /><searchLink fieldCode="AU" term="%22Wergeland+T%22">Wergeland T</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology and Neurophysiology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.<br /><searchLink fieldCode="AU" term="%22Bjørk+M%22">Bjørk M</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Clinical Medicine, University of Bergen, Bergen, Norway.; Department of Neurology, Haukeland University Hospital, Bergen, Norway.<br /><searchLink fieldCode="AU" term="%22Khanevski+AN%22">Khanevski AN</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology, Haukeland University Hospital, Bergen, Norway.<br /><searchLink fieldCode="AU" term="%22Kristoffersen+ES%22">Kristoffersen ES</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology, Akershus University Hospital, Lørenskog, Norway.; Department of General Practice, Institute of Health and Society, University of Oslo, Oslo, Norway.<br /><searchLink fieldCode="AU" term="%22Kumelj+T%22">Kumelj T</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.<br /><searchLink fieldCode="AU" term="%22Larsen+ICK%22">Larsen ICK</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology, University Hospital of North Norway, Tromsø, Norway.<br /><searchLink fieldCode="AU" term="%22Lunder+OV%22">Lunder OV</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology, Akershus University Hospital, Lørenskog, Norway.<br /><searchLink fieldCode="AU" term="%22Matharu+M%22">Matharu M</searchLink>; Headache and Facial Pain Group, UCL Institute of Neurology and National Hospital for Neurology and Neurosurgery, London, UK.<br /><searchLink fieldCode="AU" term="%22Nachev+P%22">Nachev P</searchLink>; High Dimensional Neurology Group, UCL Queen Square Institute of Neurology, University College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Simpson+MR%22">Simpson MR</searchLink>; Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway.<br /><searchLink fieldCode="AU" term="%22Tronvik+E%22">Tronvik E</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology and Neurophysiology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.<br /><searchLink fieldCode="AU" term="%22Vetvik+KG%22">Vetvik KG</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology, Akershus University Hospital, Lørenskog, Norway.<br /><searchLink fieldCode="AU" term="%22Winsvold+BS%22">Winsvold BS</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway.; Department of Neurology, Oslo University Hospital, Oslo, Norway.; HUNT Center for Molecular and Clinical Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.<br /><searchLink fieldCode="AU" term="%22Øie+LR%22">Øie LR</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neurology and Neurophysiology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.<br /><searchLink fieldCode="AU" term="%22Øvrevik+AB%22">Øvrevik AB</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Clinical Medicine, University of Bergen, Bergen, Norway.; Department of Neurology, Haukeland University Hospital, Bergen, Norway.<br /><searchLink fieldCode="AU" term="%22Stubberud+A%22">Stubberud A</searchLink>; NorHead Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.; Department of Neuromedicine and Movement Sciences, NTNU Norwegian University of Science and Technology, Trondheim, Norway.
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