Improving the quality of machine learning in health applications and clinical research. - Bilal A. Mateen; James Liley; Alastair K. Denniston; Chris C. Holmes; Sebastian J. Vollmer (Nat. Mach. Intell., 2020)

Model updating after interventions paradoxically introduces bias. - James Liley; Samuel R. Emerson; Bilal A. Mateen; Catalina A. Vallejos; Louis J. M. Aslett; Sebastian J. Vollmer (AISTATS, 2021)

fcfdr: an R package to leverage continuous and binary functional genomic data in GWAS. - Anna Hutchinson; James Liley; Chris Wallace 002 (BMC Bioinform., 2022)

Optimal sizing of a holdout set for safe predictive model updating. - Sami Haidar-Wehbe; Samuel R. Emerson; Louis J. M. Aslett; James Liley (CoRR, 2022)

GRAIMATTER Green Paper: Recommendations for disclosure control of trained Machine Learning (ML) models from Trusted Research Environments (TREs). - Emily R. Jefferson; James Liley; Maeve Malone; Smarti Reel; Alba Crespi-Boixader; Xaroula Kerasidou; Francesco Tava; Andrew McCarthy; Richard Preen; Alberto Blanco-Justicia; Esma Mansouri-Benssassi; Josep Domingo-Ferrer; et al. (CoRR, 2022)

Safe machine learning model release from Trusted Research Environments: The AI-SDC package. - Jim Smith 002; Richard John Preen; Andrew McCarthy; Alba Crespi-Boixader; James Liley; Simon Rogers (CoRR, 2022)

AMUSE: Adaptive Model Updating using a Simulated Environment. - Louis Chislett; Catalina A. Vallejos; Timothy I. Cannings; James Liley (CoRR, 2024)

Publisher Correction: Development and assessment of a machine learning tool for predicting emergency admission in Scotland. - James Liley; Gergo Bohner; Samuel R. Emerson; Bilal A. Mateen; Katie Borland; David Carr; Scott Heald; Samuel D. Oduro; Jill Ireland; Keith Moffat; Rachel Porteous; Stephen Riddell; et al. (npj Digit. Medicine, 2024)

Development and assessment of a machine learning tool for predicting emergency admission in Scotland. - James Liley; Gergo Bohner; Samuel R. Emerson; Bilal A. Mateen; Katie Borland; David Carr; Scott Heald; Samuel D. Oduro; Jill Ireland; Keith Moffat; Rachel Porteous; Stephen Riddell; et al. (npj Digit. Medicine, 2024)

Ethical considerations of use of hold-out sets in clinical prediction model management. - Louis Chislett; Louis J. M. Aslett; Alisha R. Davies; Catalina A. Vallejos; James Liley (AI Ethics, 2025)