Research Interests

I am a Postdoctoral Research Associate in the Department of Biomedical Engineering, School of Biomedical Engineering & Imaging Sciences (BMEIS) at King's College London (KCL), London, UK.

My research is focused on the development of disease progression models to study infectious and neurodegenerative diseases using imaging and textual data. My work includes supervised machine-learning algorithms and time-series models, such as Gaussian Processes, and deep-learning models as LSTMs. Through my research, I aim to improve and translate newly developed models from computer vision and pattern recognition domains to healthcare problems.


Currently, I am working on disease progression and interventional models to study the progression of Tuberculosis Meningitis (TBM) in the brain, and the impact of some covariates on the patient's outcome. I also collaborated on COVID-19 research in the UK, where I developed a model to detect the early signs of infection from self-reported symptoms using data from a population-based study.



Work experience


February 2019 - Ongoing

Department of Biomedical Engineering, School of Biomedical Engineering Imaging Sciences, King's College London

Postdoctoral Research Associate


May 2018 - September 2019

Associates, Outsmart Insight

Consulting Analyst


October 2014 - July 2015

Division of Anaesthesia, Department of Medicine, University of Cambridge

MSc Internship - Quantitative comparison of multi-centre MRI data for mild to severe Traumatic Brain Injury


June 2013 - September 2013

Centre for Medical Imaging Computing, University College London

BSc Internship - Pattern Recognition for Neuroimaging


Education


November 2015 - January 2015

University College London, London, United Kingdom

PhD in Medical Imaging

Supervisors: Dr. Marc Modat, Ph.D and Professor Simon Mead, FRCP PhD


October 2013 - October 2015

Faculty of Sciences, University of Lisbon, Portugal

MSc in in Engineering Science, Biomedical Engineering and Biophysics

Thesis supervisor: Marta Correia, Ph.D, Rita Nunes, Ph.D


October 2010 - October 2013

Faculty of Sciences, University of Lisbon, Portugal

BSc in in Engineering Science

Thesis supervisor: Maria Joao Rosa, Ph.D

Contact

I am always open to collaborating on new research projects, and possible consultancy opportunities.

Please feel free to contact me via email, or through any of the links below.

E-mail: liane.dos_santos_canas@kcl.ac.uk

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