| BEHRT: Transformer for Electronic Health Records Y Li*, S Rao*, JRA Solares, A Hassaine, D Canoy, Y Zhu, K Rahimi, ... Scientific reports, 2020 | 555 | 2020 |
| 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 | 88 | 2022 |
| 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 | 85* | 2022 |
| 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 | 60 | 2022 |
| Perinatal health predictors using artificial intelligence: A review R Ramakrishnan, S Rao, JR He Women's Health 17, 17455065211046132, 2021 | 59 | 2021 |
| 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 | 49 | 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), 1-10, 2021 | 44 | 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), 1-13, 2021 | 43 | 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 | 31 | 2020 |
| 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 | 24 | 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 | 12 | 2022 |
| 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 | 10 | 2023 |
| 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 | 9 | 2024 |
| 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 | 7 | 2023 |
| 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 | 7 | 2023 |
| 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 | 6 | 2024 |
| 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 | 6 | 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 | 4 | 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 | 4 | 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, 2023 | 3 | 2023 |
