Author

A. Burzic

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Review Open access Aug 2026

Structured triage of incidental findings in lung cancer screening: Outcomes from a UK programme.

Most IFs required no ongoing follow-up, while a minority led to diagnosis and intervention, highlighting a modifiable competing risk that should be integrated into lung cancer screening pathways.

A. Burzic, D. Baldwin, T. McKeever et al. · Lung Cancer · 0 citations

Jul 2026

SynPre-FL: Synthetic data-driven pretraining integrated Federated Learning training framework

SynPre-FL is proposed, a unified framework combining high-fidelity synthetic EHR generation with synthetic-pretrained FL for robust prediction under non-IID conditions and provides a practical and reproducible framework to enable privacy-aware, interpretable, and robust clinical prediction from distributed tabular EHR...

Akarsh K. Nair, Muhammad Arifur Rahman, N. Shopland et al. · arXiv.org · 0 citations