Using normative modeling and machine learning for detecting mild traumatic brain injury from magnetoencephalography data

• Veera Itälinna,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Neuroscience and Biomedical Engineering, Aalto University School of Science, Aalto, Finland

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• Hanna Kaltiainen,

  Roles Conceptualization, Data curation, Investigation, Writing – original draft, Writing – review & editing

  Affiliations Department of Neuroscience and Biomedical Engineering, Aalto University School of Science, Aalto, Finland, Department of Neurology, Helsinki University Hospital and Clinical Neurosciences, Neurology, University of Helsinki, Helsinki, Finland

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• Nina Forss,

  Roles Conceptualization, Investigation, Writing – original draft, Writing – review & editing

  Affiliations Department of Neuroscience and Biomedical Engineering, Aalto University School of Science, Aalto, Finland, Department of Neurology, Helsinki University Hospital and Clinical Neurosciences, Neurology, University of Helsinki, Helsinki, Finland

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• Mia Liljeström ,

  Contributed equally to this work with: Mia Liljeström, Lauri Parkkonen

  Roles Conceptualization, Formal analysis, Investigation, Supervision, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: mia.liljestrom@aalto.fi (ML); lauri.parkkonen@aalto.fi (LP)

  Affiliations Department of Neuroscience and Biomedical Engineering, Aalto University School of Science, Aalto, Finland, BioMag Laboratory, HUS Medical Imaging Center, Helsinki University Hospital, Helsinki, Finland

  https://orcid.org/0000-0002-9110-6788

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• Lauri Parkkonen

  Contributed equally to this work with: Mia Liljeström, Lauri Parkkonen

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: mia.liljestrom@aalto.fi (ML); lauri.parkkonen@aalto.fi (LP)

  Affiliations Department of Neuroscience and Biomedical Engineering, Aalto University School of Science, Aalto, Finland, Aalto NeuroImaging, Aalto University School of Science, Aalto, Finland

  https://orcid.org/0000-0002-0130-0801

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