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Bio
I work closely with clinical collaborators across King’s Health Partners applying machine learning to patient records at scale. My research develops machine learning methods based on knowledge graphs that combine large public datasets with health records to predict and explain patient outcomes. The focus is on delivering real world clinical value through multiple clinical collaborations including atrial fibrillation management, patient flow, adverse drug reactions, cancer subtyping and kidney failure. I did my PhD at Cambridge University where I worked on applying systems biology methods to neurodegenerative disease, then I joined the Dobson group at KCL in 2016 as a postdoctoral research fellow in the National Institute for Health Research Maudsley Biomedical Research Centre (NIHR Maudsley BRC).
Research Interests:
Using knowledge graphs to improve machine learning performance
Putting machine learning into clinical practice with explainability and real-time support
Natural language processing methods for clinical text
Modelling patient trajectories (PhD supervision)
Research Interests:
Using knowledge graphs to improve machine learning performance
Putting machine learning into clinical practice with explainability and real-time support
Natural language processing methods for clinical text
Modelling patient trajectories (PhD supervision)
Research Interests
Papers共 47 篇Author StatisticsCo-AuthorSimilar Experts
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IEEE journal of biomedical and health informaticsno. 7 (2024): 4238-4248
JOURNAL OF PSYCHIATRIC RESEARCH (2023): 228-228
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J. Wu, D. Biswas, T. Seale,D. Bean, N. Fairhurst, G. Kaye, R. Dobson, P. Chowienczyk, A. Shah,K. O'gallagher
Journal of Psychiatric Research (2023): 228-228
Rebecca Bendayan,Zeljko Kraljevic,Shaweena Shaari,Jayati Das-Munshi,Leona Leipold,Jaya Chaturvedi, Luwaiza Mirza, Sarah Aldelemi,Thomas Searle,Natalia Chance,Aurelie Mascio,Naoko Skiada,
BMJ openno. 1 (2022): e054414-e054414
Zeljko Kraljevic,Daniel Bean,Anthony Shek,Rebecca Bendayan,Joshua Au Yeung,Alexander Deng,Alfie Baston, Jack Ross, Esther Idowu,James T. Teo,Richard J. B. Dobson
CoRR (2022)
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Journal of psychiatric research (2022): 228-228
Journal of psychiatric research (2022): 167-173
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