Publications
My publications show how data can be integrated with physics-informed models to go beyond traditional machine learning approaches, enhancing patient-specific insights to support more informed diagnostic and therapeutic decisions.
Selected publications
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Harnessing 12-lead ECG and MRI data to personalise repolarisation profiles in cardiac digital twin models for enhanced virtual drug testing
Julia Camps‚ Zhinuo Jenny Wang‚ Ruben Doste‚ Maxx Holmes‚ Brodie Lawson‚ Jakub Tomek‚ Kevin Burrage‚ Alfonso Bueno−Orovio, and Blanca Rodriguez
In Medical Image Analysis. 2025. DOI 10.1016/j.media.2024.103361 | Code
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Digital Twinning of the Human Ventricular Activation Sequence to Clinical 12−lead ECGs and Magnetic Resonance Imaging Using Realistic Purkinje Networks for in Silico Clinical Trials
Julia Camps‚ Lucas Arantes Berg‚ Zhinuo Jenny Wang‚ Rafael Sebastian‚ Leto Luana Riebel‚ Ruben Doste‚ Xin Zhou‚ Rafael Sachetto‚ James Coleman‚ Brodie Lawson‚ Vicente Grau‚ Kevin Burrage‚ Alfonso Bueno−Orovio‚ Rodrigo Weber, and Blanca Rodriguez
In Medical Image Analysis. 2024. DOI 10.1016/j.media.2024.103108 | Code
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Inference of ventricular activation properties from non−invasive electrocardiography
Julia Camps‚ Brodie Lawson‚ Christopher Drovandi‚ Ana Minchole‚ Zhinuo Jenny Wang‚ Vicente Grau‚ Kevin Burrage, and Blanca Rodriguez
In Medical Image Analysis. 2021. DOI 10.1016/j.media.2021.102143 | Code
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Deep learning for freezing of gait detection in Parkinson’s disease patients in their homes using a waist-worn inertial measurement unit
Julià Camps, Albert Samà, Mario Martín, Daniel Rodriguez-Martin, Carlos Pérez-López, Joan M Moreno Arostegui, Joan Cabestany, Andreu Catala, Sheila Alcaine, Berta Mestre, Anna Prats, Maria C Crespo-Maraver, Timothy J Counihan, Patrick Browne, Leo R Quinlan, Gearoid O Laighin, Dean Sweeney, Hadas Lewy, Gabriel Vainstein, Alberto Costa, Roberta Annicchiarico, Angels Bayes, and Alejandro Rodriguez-Molinero
In Knowledge-Based Systems. 2018. DOI 10.1016/j.knosys.2017.10.017 | Code