Frederik Barkhof | MANIFOLD Labhttps://manifold.cs.ucl.ac.uk/author/frederik-barkhof/Frederik BarkhofHugo Blox Builder (https://hugoblox.com)en-usMon, 02 Feb 2026 00:00:00 +0000https://manifold.cs.ucl.ac.uk/media/icon_hu11734318148517933569.pngFrederik Barkhofhttps://manifold.cs.ucl.ac.uk/author/frederik-barkhof/Investigating the Utility of Explainable Artificial Intelligence for Neuroimaging-Based Dementia Diagnosis and Prognosishttps://manifold.cs.ucl.ac.uk/publication/martin-hbm-2026/Mon, 02 Feb 2026 00:00:00 +0000https://manifold.cs.ucl.ac.uk/publication/martin-hbm-2026/<!-- <div class="alert alert-note"> <div> Click the <em>Cite</em> button above to demo the feature to enable visitors to import publication metadata into their reference management software. </div> </div> <div class="alert alert-note"> <div> Click the <em>Slides</em> button above to demo Academic&rsquo;s Markdown slides feature. </div> </div> Supplementary notes can be added here, including [code and math](https://sourcethemes.com/academic/docs/writing-markdown-latex/). -->Association of Brain Age With Physical Disability and Cognitive Impairment in People With Multiple Sclerosis of the Same Agehttps://manifold.cs.ucl.ac.uk/publication/association-of-brain-age-with-physical-disability-and-cognitive-impairment-in-people-with-multiple-sclerosis-of-the-same-age/Thu, 01 Jan 2026 00:00:00 +0000https://manifold.cs.ucl.ac.uk/publication/association-of-brain-age-with-physical-disability-and-cognitive-impairment-in-people-with-multiple-sclerosis-of-the-same-age/Explainable artificial intelligence for neuroimaging-based dementia diagnosis and prognosishttps://manifold.cs.ucl.ac.uk/publication/explainable-artificial-intelligence-for-neuroimaging-based-dementia-diagnosis-and-prognosis/Wed, 01 Jan 2025 00:00:00 +0000https://manifold.cs.ucl.ac.uk/publication/explainable-artificial-intelligence-for-neuroimaging-based-dementia-diagnosis-and-prognosis/<p><strong>Authors:</strong> Sophie A. Martin, An Zhao, Jiongqi Qu, Phoebe Imms, Andrei Irimia, Frederik Barkhof, admin</p> <p><strong>DOI:</strong> <a href="https://doi.org/10.1101/2025.01.13.25320382" target="_blank" rel="noopener">https://doi.org/10.1101/2025.01.13.25320382</a></p>Assessing brain involvement in Fabry disease with deep learning and the brain‐age paradigmhttps://manifold.cs.ucl.ac.uk/publication/assessing-brain-involvement-in-fabry-disease-with-deep-learning-and-the-brain-age-paradigm/Mon, 01 Jan 2024 00:00:00 +0000https://manifold.cs.ucl.ac.uk/publication/assessing-brain-involvement-in-fabry-disease-with-deep-learning-and-the-brain-age-paradigm/<p><strong>Authors:</strong> Alfredo Montella, Mario Tranfa, Alessandra Scaravilli, Frederik Barkhof, Arturo Brunetti, admin, Michela Gravina, Stefano Marrone, Daniele Riccio, Eleonora Riccio, Carlo Sansone, Letizia Spinelli, Maria Petracca, Antonio Pisani, Sirio Cocozza, Giuseppe Pontillo</p> <p><strong>DOI:</strong> <a href="https://doi.org/10.1002/hbm.26599" target="_blank" rel="noopener">https://doi.org/10.1002/hbm.26599</a></p>Interpretable deep learning for dementia: a systematic reviewhttps://manifold.cs.ucl.ac.uk/publication/martin-2023-aandd/Fri, 03 Feb 2023 00:00:00 +0000https://manifold.cs.ucl.ac.uk/publication/martin-2023-aandd/<!-- <div class="alert alert-note"> <div> Click the <em>Cite</em> button above to demo the feature to enable visitors to import publication metadata into their reference management software. </div> </div> <div class="alert alert-note"> <div> Click the <em>Slides</em> button above to demo Academic&rsquo;s Markdown slides feature. </div> </div> Supplementary notes can be added here, including [code and math](https://sourcethemes.com/academic/docs/writing-markdown-latex/). -->Interpretable machine learning for dementia: A systematic reviewhttps://manifold.cs.ucl.ac.uk/publication/interpretable-machine-learning-for-dementia-a-systematic-review/Sun, 01 Jan 2023 00:00:00 +0000https://manifold.cs.ucl.ac.uk/publication/interpretable-machine-learning-for-dementia-a-systematic-review/<p><strong>Authors:</strong> Sophie A. Martin, Florence J. Townend, Frederik Barkhof, James H. Cole</p> <p><strong>DOI:</strong> <a href="https://doi.org/10.1002/alz.12948" target="_blank" rel="noopener">https://doi.org/10.1002/alz.12948</a></p>The value of arterial spin labelling perfusion <scp>MRI</scp> in brain age predictionhttps://manifold.cs.ucl.ac.uk/publication/the-value-of-arterial-spin-labelling-perfusion-scp-mri-scp-in-brain-age-prediction/Sun, 01 Jan 2023 00:00:00 +0000https://manifold.cs.ucl.ac.uk/publication/the-value-of-arterial-spin-labelling-perfusion-scp-mri-scp-in-brain-age-prediction/<p><strong>Authors:</strong> Mathijs B. J. Dijsselhof, Michelle Barboure, Michael Stritt, Wibeke Nordhøy, Alle Meije Wink, Dani Beck, Lars T. Westlye, admin, Frederik Barkhof, Henk J. M. M. Mutsaerts, Jan Petr</p> <p><strong>DOI:</strong> <a href="https://doi.org/10.1002/hbm.26242" target="_blank" rel="noopener">https://doi.org/10.1002/hbm.26242</a></p>Longitudinal Assessment of Multiple Sclerosis with the Brain‐Age Paradigmhttps://manifold.cs.ucl.ac.uk/publication/longitudinal-assessment-of-multiple-sclerosis-with-the-brain-age-paradigm/Wed, 01 Jan 2020 00:00:00 +0000https://manifold.cs.ucl.ac.uk/publication/longitudinal-assessment-of-multiple-sclerosis-with-the-brain-age-paradigm/<p><strong>Authors:</strong> admin, Joel Raffel, Tim Friede, Arman Eshaghi, Wallace J. Brownlee, Declan Chard, Nicola De Stefano, Christian Enzinger, Lukas Pirpamer, Massimo Filippi, Claudio Gasperini, Maria Assunta Rocca, Alex Rovira, Serena Ruggieri, Jaume Sastre‐Garriga, Maria Laura Stromillo, Bernard M. J. Uitdehaag, Hugo Vrenken, Frederik Barkhof, Richard Nicholas, Olga Ciccarelli</p> <p><strong>DOI:</strong> <a href="https://doi.org/10.1002/ana.25746" target="_blank" rel="noopener">https://doi.org/10.1002/ana.25746</a></p>