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  1. Article

    Open Access

    Evaluation of a self-administered iPad®-based processing speed assessment for people with multiple sclerosis in a clinical routine setting

    Limited resources often hinder regular cognitive assessment of people with multiple sclerosis (pwMS) in standard clinical care. A self-administered iPad®-based cognitive screening-tool (Processing Speed Test; ...

    Stefanie Hechenberger, Birgit Helmlinger, Christian Tinauer in Journal of Neurology (2024)

  2. No Access

    Chapter and Conference Paper

    Explainable Concept Map**s of MRI: Revealing the Mechanisms Underlying Deep Learning-Based Brain Disease Classification

    Motivation. While recent studies show high accuracy in the classification of Alzheimer’s disease using deep neural networks, the underlying learned concepts have not been investigated.

    Christian Tinauer, Anna Damulina, Maximilian Sackl in Explainable Artificial Intelligence (2024)

  3. Article

    Open Access

    Interpretable brain disease classification and relevance-guided deep learning

    Deep neural networks are increasingly used for neurological disease classification by MRI, but the networks’ decisions are not easily interpretable by humans. Heat map** by deep Taylor decomposition revealed...

    Christian Tinauer, Stefan Heber, Lukas Pirpamer, Anna Damulina in Scientific Reports (2022)