Sophie A Martin | MANIFOLD Lab

Investigating the Utility of Explainable Artificial Intelligence for Neuroimaging-Based Dementia Diagnosis and Prognosis

Mon, 02 Feb 2026 00:00:00 +0000

Brain-age in ultra-low-field MRI: how well does it work?

Wed, 01 Jan 2025 00:00:00 +0000

Authors: Francesca Biondo, Carly Bennallick, Sophie A. Martin, Lemuel Puglisi, Thomas C. Booth, David A. Wood, Juan Eugenio Iglesias, František Váša, James H Cole

DOI: https://doi.org/10.1101/2025.10.19.25338298

Brain Matters: Exploring Bias in AI for Neuroimaging Research

Sun, 01 Oct 2023 00:00:00 +0000

Interpretable Alzheimer’s Disease Classification Via a Contrastive Diffusion Autoencoder

Mon, 05 Jun 2023 00:00:00 +0000

Interpretable deep learning for dementia: a systematic review

Fri, 03 Feb 2023 00:00:00 +0000

Interpretable machine learning for dementia: A systematic review

Sun, 01 Jan 2023 00:00:00 +0000

Authors: Sophie A. Martin, Florence J. Townend, Frederik Barkhof, James H. Cole

DOI: https://doi.org/10.1002/alz.12948

Interpretable Dementia Prediction

Mon, 01 Jan 0001 00:00:00 +0000

Developing a generalisable and interpretable framework for dementia prediction.

[1] Rob Matherson, “Model predicts cognitive decline due to Alzheimer’s, up to two years out” MIT News Office (2019) https://news.mit.edu/2019/model-predicts-alzheimers-decline-0802

Scottish Medical Imaging Archive

Mon, 01 Jan 0001 00:00:00 +0000

In collaboration with researchers from The University of Edinburgh and eDRIS (Public Health Scotland).