Targeted-BEHRT: Deep Learning for Observational Causal Inference on Longitudinal Electronic Health Records.
Journal article
Rao S. et al, (2024), IEEE Trans Neural Netw Learn Syst, 35, 5027 - 5038
Antihypertensive Treatment Evaluation in Multimorbidity and Polypharmacy Trial (ATEMPT): A decentralised open-label pilot trial
Journal article
Majert J. et al, (2023), The Lancet. Healthy Longevity
Sodium-based paracetamol: impact on blood pressure, cardiovascular events, and all-cause mortality.
Journal article
Rao S. et al, (2023), Eur Heart J
Deep learning for causal inference on electronic health records
Thesis / Dissertation
Rao S., (2023)
Long-Term Exposure to Road Traffic Noise and Incident Heart Failure: Evidence From UK Biobank.
Journal article
Yang T. et al, (2023), JACC Heart Fail
Systolic blood pressure, chronic obstructive pulmonary disease and cardiovascular risk.
Journal article
Rao S. et al, (2023), Heart
Systolic Blood Pressure and Cardiovascular Risk in Patients With Diabetes: A Prospective Cohort Study.
Journal article
Rao S. et al, (2022), Hypertension
An Explainable Transformer-Based Deep Learning Model for the Prediction of Incident Heart Failure.
Journal article
Rao S. et al, (2022), IEEE J Biomed Health Inform, 26, 3362 - 3372
How Much Lowering of Blood Pressure Is Required to Prevent Cardiovascular Disease in Patients With and Without Previous Cardiovascular Disease?
Journal article
Canoy D. et al, (2022), Current Cardiology Reports, 24, 851 - 860
Hi-BEHRT: Hierarchical Transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records
Journal article
Li Y. et al, (2022), IEEE Journal of Biomedical and Health Informatics
Deep Bayesian Gaussian processes for uncertainty estimation in electronic health records.
Journal article
Li Y. et al, (2021), Sci Rep, 11
Association between cardiometabolic disease multimorbidity and all-cause mortality in 2 million women and men registered in UK general practices
Journal article
CANOY D. et al, (2021), BMC Medicine
Perinatal health predictors using Artificial Intelligence
Journal article
RAMAKRISHNAN R. et al, (2021), Women's Health
Learning multimorbidity patterns from electronic health records using Non-negative Matrix Factorisation
Journal article
Hassaine A. et al, (2020), Journal of Biomedical Informatics, 112, 103606 - 103606
BEHRT: Transformer for Electronic Health Records
Journal article
Li Y. et al, (2020), Scientific Reports, 10