Can AI applied on MRI reliably predict shunt response in INPH? A comprehensive exploration of deep learning and radiomics approaches using preoperative MRI

• Klara Mogensen ,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: klara.mogensen@umu.se

  Affiliation Department of Diagnostics and Intervention, Biomedical Engineering and Radiation Physics, Umeå University, Umeå, Sweden

  https://orcid.org/0009-0004-6341-8444

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• Valerio Guarrasi,

  Roles Formal analysis, Methodology, Software, Supervision, Writing – review & editing

  Affiliation Unit of Artificial Intelligence and Computer Systems, Department of Engineering, Università Campus Bio-Medico di Roma, Rome, Italy

  https://orcid.org/0000-0002-1860-7447

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• Sofia Behndig,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliations Department of Diagnostics and Intervention, Biomedical Engineering and Radiation Physics, Umeå University, Umeå, Sweden, Department of Diagnostics and Intervention, Diagnostic Radiology, Umeå University, Umeå, Sweden

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• Johan Eriksson De Ryst,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Clinical Sciences, Neurosciences, Umeå University, Umeå, Sweden

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• Paolo Soda,

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

  Affiliations Department of Diagnostics and Intervention, Biomedical Engineering and Radiation Physics, Umeå University, Umeå, Sweden, Unit of Artificial Intelligence and Computer Systems, Department of Engineering, Università Campus Bio-Medico di Roma, Rome, Italy

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• Anders Eklund,

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

  Affiliations Department of Diagnostics and Intervention, Biomedical Engineering and Radiation Physics, Umeå University, Umeå, Sweden, Umeå Center for Functional Brain Imaging, Umeå University, Umeå, Sweden

  https://orcid.org/0000-0002-2031-722X

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• Jan Malm,

  Roles Data curation, Funding acquisition, Investigation, Project administration, Supervision, Writing – review & editing

  Affiliation Department of Clinical Sciences, Neurosciences, Umeå University, Umeå, Sweden

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• Sara Qvarlander

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

  Affiliation Department of Diagnostics and Intervention, Biomedical Engineering and Radiation Physics, Umeå University, Umeå, Sweden

  https://orcid.org/0000-0002-1454-4725

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