Lei Clifton

University of Oxford — United Kingdom

Medicine · Health Sciences

28h-index4.7kcitations168works2.72yr avg
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Research Topics

Radiomics and Machine Learning in Medical Imaging(38), Gene expression and cancer classification(34), Genetic Associations and Epidemiology(21), Non-Invasive Vital Sign Monitoring(16), Healthcare Technology and Patient Monitoring(16)

Publications167 total

Associations between disease-specific polygenic risk scores and disease-specific causes of death in the UK Biobank cohort
2025Open Access
Clinical-R1: Empowering Large Language Models for Faithful and Comprehensive Reasoning with Clinical Objective Relative Policy Optimization
arXiv (Cornell University)·2025Open Access
Multimorbidity, disease clusters and risk of all-cause and cause-specific mortality: a population-based prospective cohort study
Scientific Reports·2025Open Access
Beyond Correlations: The Necessity and the Challenges of Causal AI
2025Open Access
AI-based analysis reveals novel blood protein biomarkers for predicting cardiac amyloidosis approximately a decade early: A UK biobank study
Blood·2025
Improving Clinical Dataset Condensation with Mode Connectivity-based Trajectory Surrogates
arXiv (Cornell University)·2025Open Access
A collaborative large language model for drug analysis
Nature Biomedical Engineering·2025· 4 citedOpen Access
Foundation Models for Biosignals: A Survey
2025Open Access
Sample Selection Bias in Machine Learning for Healthcare
ACM Transactions on Computing for Healthcare·2025· 5 cited
Beyond Correlations: The Necessity and the Challenges of Causal AI
2025· 1 citedOpen Access
A multimodal automated deep learning-based model for predicting biochemical recurrence of prostate cancer following prostatectomy from baseline MRI, Presurgical clinical covariates
Clinical Imaging·2025· 2 citedOpen Access
Dynamic Beat-to-Beat Measurements of Blood Pressure Using Multimodal Physiological Signals and a Hybrid CNN-LSTM Model
IEEE Journal of Biomedical and Health Informatics·2025· 7 cited
Transforming label-efficient decoding of healthcare wearables with self-supervised learning and “embedded” medical domain expertise
Communications Engineering·2025· 2 citedOpen Access
Individualised Treatment Effects Estimation with Composite Treatments and Composite Outcomes
2025
Navigating Severe Class Imbalance in Population Cohort Data
2025
Bridging the Generalisation Gap: Synthetic Data Generation for Multi-Site Clinical Model Validation
2025
Sensing Cardiac Health Across Scenarios and Devices: A Multi-Modal Foundation Model Pretrained on Heterogeneous Data from 1.7 Million Individuals
arXiv (Cornell University)·2025Open Access
Dysregulated immune proteins in plasma in the UK Biobank predict multiple myeloma 12 years before clinical diagnosis
Blood Advances·2025· 4 citedOpen Access
Bridging the Generalisation Gap: Synthetic Data Generation for Multi-Site Clinical Model Validation
arXiv (Cornell University)·2025Open Access
RiskAgent: Autonomous Medical AI Copilot for Generalist Risk Prediction
2025· 2 citedOpen Access
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Frequent Co-authors

David A. Clifton(25), Lionel Tarassenko(17), Jennifer A. Collister(10), Marco A. F. Pimentel(9), Peter Watkinson(9), David J. Hunter(8), Thomas J. Littlejohns(8), Xiaonan Liu(5), Neo Tapela(4), David A. Clifton(4), Fenglin Liu(3), Tingting Zhu(3), Hujun Yin(3), Xiaonan Liu(3), Omid Rohanian(3), Jacqueline Birks(2), Robert Dürichen(2), Achim Schweikard(2), Xian Wu(2), Chenyu You(2)