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Shishir Rao
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BEHRT: Transformer for Electronic Health Records
Y Li*, S Rao*, JRA Solares, A Hassaine, D Canoy, Y Zhu, K Rahimi, ...
Scientific reports, 2020
4392020
An explainable Transformer-based deep learning model for the prediction of incident heart failure
S Rao, Y Li, R Ramakrishnan, A Hassaine, D Canoy, J Cleland, ...
IEEE J Biomed Health Inform., 2022
58*2022
Hi-BEHRT: Hierarchical Transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records
Y Li, M Mamouei, G Salimi-Khorshidi, S Rao, A Hassaine, D Canoy, ...
IEEE Journal of Biomedical and Health Informatics, 2022
562022
Perinatal health predictors using artificial intelligence: A review
R Ramakrishnan, S Rao, JR He
Women's Health 17, 17455065211046132, 2021
482021
COVID-19 trajectories among 57 million adults in England: a cohort study using electronic health records
JH Thygesen, C Tomlinson, S Hollings, MA Mizani, A Handy, A Akbari, ...
The Lancet Digital Health, 2022
462022
Deep Bayesian Gaussian processes for uncertainty estimation in electronic health records
Y Li, S Rao, A Hassaine, R Ramakrishnan, D Canoy, G Salimi-Khorshidi, ...
Scientific reports 11 (1), 1-13, 2021
302021
Association between cardiometabolic disease multimorbidity and all-cause mortality in 2 million women and men registered in UK general practices
D Canoy, J Tran, M Zottoli, R Ramakrishnan, A Hassaine, S Rao, Y Li, ...
BMC medicine 19 (1), 1-10, 2021
292021
Learning multimorbidity patterns from electronic health records using non-negative matrix factorisation
A Hassaine, D Canoy, JRA Solares, Y Zhu, S Rao, Y Li, M Zottoli, ...
Journal of Biomedical Informatics 112, 103606, 2020
272020
How Much Lowering of Blood Pressure Is Required to Prevent Cardiovascular Disease in Patients With and Without Previous Cardiovascular Disease?
D Canoy, M Nazarzadeh, E Copland, Z Bidel, S Rao, Y Li, K Rahimi
Current Cardiology Reports, 1-10, 2022
212022
Targeted-BEHRT: Deep Learning for Observational Causal Inference on Longitudinal Electronic Health Records
S Rao, M Mamouei, G Salimi-Khorshidi, Y Li, R Ramakrishnan, ...
IEEE Transactions on Neural Networks and Learning Systems, 1-12, 2022
182022
Validation of risk prediction models applied to longitudinal electronic health record data for the prediction of major cardiovascular events in the presence of data shifts
Y Li, G Salimi-Khorshidi, S Rao, D Canoy, A Hassaine, T Lukasiewicz, ...
European Heart Journal-Digital Health 3 (4), 535-547, 2022
82022
Transfer Learning in Electronic Health Records through Clinical Concept Embedding
JRA Solares, Y Zhu, A Hassaine, S Rao, Y Li, M Mamouei, D Canoy, ...
arXiv preprint arXiv:2107.12919, 2021
52021
Stratification of diabetes in the context of comorbidities, using representation learning and topological data analysis
M Wamil, A Hassaine, S Rao, Y Li, M Mamouei, D Canoy, M Nazarzadeh, ...
Scientific Reports 13 (1), 11478, 2023
32023
Mediation of metabolic syndrome in the association between long-term co-exposure to road traffic noise, air pollution and incident type 2 diabetes
X Hu, T Yang, Z Xu, J Jin, J Wang, S Rao, G Li, YS Cai, J Huang
Ecotoxicology and Environmental Safety 258, 114992, 2023
32023
Systolic Blood Pressure and Cardiovascular Risk in Patients With Diabetes: A Prospective Cohort Study
S Rao, Y Li, M Nazarzadeh, D Canoy, M Mamouei, A Hassaine, ...
Hypertension, 2023
32023
Sodium-based paracetamol: impact on blood pressure, cardiovascular events, and all-cause mortality
S Rao, M Nazarzadeh, D Canoy, Y Li, J Huang, M Mamouei, ...
European Heart Journal, ehad535, 2023
22023
Long-Term Exposure to Road Traffic Noise and Incident Heart Failure: Evidence From UK Biobank
T Yang, X Hu, J Wang, S Rao, YS Cai, G Li, J Huang, K Rahimi
JACC: Heart Failure, 2023
22023
Clinical outcome prediction under hypothetical interventions--a representation learning framework for counterfactual reasoning
Y Li, M Mamouei, S Rao, A Hassaine, D Canoy, T Lukasiewicz, K Rahimi, ...
arXiv preprint arXiv:2205.07234, 2022
22022
Gout and incidence of 12 cardiovascular diseases: a case–control study including 152 663 individuals with gout and 709 981 matched controls
LD Ferguson, G Molenberghs, G Verbeke, K Rahimi, S Rao, IB McInnes, ...
The Lancet Rheumatology 6 (3), e156-e167, 2024
12024
Efficacy of decentralised home-based antihypertensive treatment in older adults with multimorbidity and polypharmacy (ATEMPT): an open-label randomised controlled pilot trial
J Majert, M Nazarzadeh, R Ramakrishnan, Z Bidel, D Hedgecott, ...
The Lancet Healthy Longevity, 2024
12024
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