Article

Machine learning-based prediction of future dementia using routine clinical MRI brain scans and healthcare data

2025-11-14

Abstract excerpt

<h4>Importance</h4> Early identification of dementia risk is essential for preventive care and timely enrolment into disease-modifying interventions. Current approaches rely on costly, invasive, or research-only methods not feasible at scale within public health systems. <h4>Objective</h4> To test whether routinely acquired NHS brain MRI scans can be used to predict future dementia diagnosis and whether confiden...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: df1bd120-7529-5e73-a8f3-6b781dc94b90
DOI: 10.1101/2025.11.12.25340070

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Machine learning-based prediction of future dementia using routine clinical MRI brain scans and healthcare dataDOI 10.1101/2025.11.12.25340070Read

Machine learning models for dementia risk prediction: Evidence from the Sydney Memory and Ageing StudySemantic proximity Read

Identifying incident dementia by applying machine learning to a very large administrative claims datasetSemantic proximity Read

Development and validation of a deep learning framework for Alzheimer’s disease classificationSemantic proximity Read

Machine Learning methods for predicting conversion from mild cognitive impairment to Alzheimer’s disease. A systematic review.Semantic proximity Read

Developing multifactorial dementia prediction models using clinical variables from cohorts in the US and AustraliaSemantic proximity Read

Prediction, prognosis and monitoring of neurodegeneration at biobank-scale via machine learning and imagingSemantic proximity Read

Development of Alzheimer’s Disease Risk Score for Future Primary Care: A White-Box ApproachSemantic proximity Read

Development and Validation of a Novel Dementia Risk Score in the UK Biobank CohortSemantic proximity Read

Artificial intelligence for diagnosis and prognosis in neuroimaging for dementia; a systematic reviewSemantic proximity Read

Interpretable MRI-Based Deep Learning for Alzheimer’s Risk and ProgressionSemantic proximity Read

Integrative Machine Learning Approach to Risk Prediction for Dementia and Alzheimer’s DiseaseSemantic proximity Read

A Practical Alzheimer Disease Classifier via Brain Imaging-Based Deep Learning on 85,721 SamplesSemantic proximity Read