| BEHRT: transformer for electronic health records Y Li, S Rao, JRA Solares, A Hassaine, R Ramakrishnan, D Canoy, Y Zhu, ... Scientific reports 10 (1), 7155, 2020 | 449 | 2020 |
| An explainable Transformer-based deep learning model for the prediction of incident heart failure S Rao, Y Li, R Ramakrishnan, A Hassaine, D Canoy, JG Cleland, ... IEEE Journal of Biomedical and Health Informatics, 2022 | 61* | 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 27 (2), 1106-1117, 2022 | 57 | 2022 |
| 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, 1-10, 2021 | 32 | 2021 |
| 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), 20685, 2021 | 32 | 2021 |
| 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 | 28 | 2020 |
| 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 24 (7), 851-860, 2022 | 24 | 2022 |
| 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, 2022 | 18 | 2022 |
| 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 | 8 | 2022 |
| 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 | 5 | 2021 |
| 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 | 3 | 2023 |
| 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 80 (3), 598-607, 2023 | 3 | 2023 |
| 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 44 (42), 4448-4457, 2023 | 2 | 2023 |
| 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 | 2 | 2022 |
| Behrtday: Dynamic mortality risk prediction using time-variant COVID-19 patient specific trajectories A Azhir, S Talebi, LH Merino, Y Li, T Lukasiewicz, E Argulian, J Narula, ... AMIA Summits on Translational Science Proceedings 2022, 120, 2022 | 2 | 2022 |
| Systolic blood pressure, chronic obstructive pulmonary disease and cardiovascular risk S Rao, M Nazarzadeh, Y Li, D Canoy, M Mamouei, G Salimi-Khorshidi, ... Heart 109 (16), 1216-1222, 2023 | 1 | 2023 |
| A comparative study of model-centric and data-centric approaches in the development of cardiovascular disease risk prediction models in the UK Biobank M Mamouei, T Fisher, S Rao, Y Li, G Salimi-Khorshidi, K Rahimi European Heart Journal-Digital Health 4 (4), 337-346, 2023 | | 2023 |
