Sociodemographic data and APOE-ε4 augmentation for MRI-based detection of amnestic mild cognitive impairment using deep learning systems

• Obioma Pelka,

  Roles Methodology, Software, Validation, Visualization, Writing – original draft

  Affiliations Department of Computer Science, University of Applied Sciences and Arts Dortmund (FHDO), Dortmund, NRW, Germany, Department of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, University of Duisburg-Essen, Essen, NRW, Germany

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• Christoph M. Friedrich ,

  Roles Conceptualization, Funding acquisition, Methodology, Supervision, Writing – review & editing

  * E-mail: christoph.friedrich@fh-dortmund.de

  Affiliations Department of Computer Science, University of Applied Sciences and Arts Dortmund (FHDO), Dortmund, NRW, Germany, Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, University of Duisburg-Essen, Essen, NRW, Germany

  http://orcid.org/0000-0001-7906-0038

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• Felix Nensa,

  Roles Resources, Supervision, Validation, Writing – review & editing

  Affiliation Department of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, University of Duisburg-Essen, Essen, NRW, Germany

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• Christoph Mönninghoff,

  Roles Resources

  Affiliation Clinic for Neuroradiology, Clemens Hospital, Münster, NRW, Germany

  http://orcid.org/0000-0003-3946-9386

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• Louise Bloch,

  Roles Writing – original draft

  Affiliations Department of Computer Science, University of Applied Sciences and Arts Dortmund (FHDO), Dortmund, NRW, Germany, Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, University of Duisburg-Essen, Essen, NRW, Germany

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• Karl-Heinz Jöckel,

  Roles Data curation, Resources, Writing – review & editing

  Affiliation Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, University of Duisburg-Essen, Essen, NRW, Germany

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• Sara Schramm,

  Roles Data curation, Resources, Writing – review & editing

  Affiliation Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, University of Duisburg-Essen, Essen, NRW, Germany

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• Sarah Sanchez Hoffmann,

  Roles Data curation, Resources, Writing – review & editing

  Affiliation Department of Neurology, University Hospital of Essen, University of Duisburg-Essen, Essen, NRW, Germany

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• Angela Winkler,

  Roles Data curation, Resources

  Affiliation Department of Neurology, University Hospital of Essen, University of Duisburg-Essen, Essen, NRW, Germany

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• Christian Weimar ,

  Contributed equally to this work with: Christian Weimar, Martha Jokisch

  Roles Data curation, Resources, Validation, Writing – review & editing

  Affiliation Department of Neurology, University Hospital of Essen, University of Duisburg-Essen, Essen, NRW, Germany

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• Martha Jokisch ,

  Contributed equally to this work with: Christian Weimar, Martha Jokisch

  Roles Data curation, Validation, Writing – original draft

  Affiliation Department of Neurology, University Hospital of Essen, University of Duisburg-Essen, Essen, NRW, Germany

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• for the Alzheimer’s Disease Neuroimaging Initiative

  ¶Membership of the Alzheimer’s Disease Neuroimaging Initiative is listed in the Acknowledgments.

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