I develop machine learning methods and quantitative imaging tools to study disease, and evaluate how they perform in clinical data.
Neuroimaging & neurological disease
MRI methods for epilepsy lesion detection, seizure recurrence prediction, Alzheimer’s disease and Friedreich’s ataxia.
Occupational lung disease & thoracic imaging
HRCT assessment in dust-exposed workers, quantitative lung imaging, and relationships between imaging and pulmonary function.
Clinical AI evaluation & translation
Robust validation, multi-site data analysis, diagnostic performance, and reproducible workflows that support clinical interpretation.