Papers

Effective Integration of OR and Machine Learning at a Hospital Blood Bank

Farrington, Joseph

Impact 2026

Artificial Intelligence Implementation in Transfusion Medicine: Addressing the Challenges of Clinical Adoption

Maynard, Suzanne, Farrington, Joseph, Raza, Sheharyar and Stanworth, Simon J.

Transfusion Medicine Reviews 2026

MDPax: GPU-accelerated MDP solvers in Python with JAX

Farrington, Joseph, Wong, Wai Keong, Li, Kezhi and Utley, Martin

Journal of Open Source Software 2025

Going faster to see further: GPU-accelerated value iteration and simulation for perishable inventory control using JAX

Farrington, Joseph, Li, Kezhi, Wong, Wai Keong and Utley, Martin

Annals of Operations Research 2025

Machine learning and GPU-accelerated computing applied to platelet inventory management in a hospital blood bank

Farrington, Joseph

PhD Thesis, University College London, London, UK 2025

Many happy returns: machine learning to support platelet issuing and waste reduction in hospital blood banks

Farrington, Joseph, Alimam, Samah, Utley, Martin, Li, Kezhi and Wong, Wai Keong

arXiv preprint arXiv:2411.14939v1 2024

Large Language Model for Mental Health: A Systematic Review

Guo, Zhijun, Lai, Alvina, Thygesen, Johan, Farrington, Joseph, Keen, Thomas and Li, Kezhi

JMIR Mental Health 2024

Machine learning in transfusion medicine: A scoping review

Maynard, Suzanne, Farrington, Joseph, Alimam, Samah, Evans, Hayley, Li, Kezhi, Wong, Wai Keong and Stanworth, Simon J.

Transfusion 2023

Machine learning for real-time aggregated prediction of hospital admission for emergency patients

King, Zella, Farrington, Joseph, Utley, Martin, Kung, Enoch, Elkhodair, Samer, Harris, Steve, Sekula, Richard, Gillham, Jonathan, Li, Kezhi and Crowe, Sonya

npj Digital Medicine 2022

A deep learning framework for the detection and quantification of drusen and reticular pseudodrusen on optical coherence tomography

Schwartz, Roy, Khalid, Hagar, Liakopoulos, Sandra, Ouyang, Yanling, de Vente, Coen, González-Gonzalo, Cristina, Lee, Aaron Y., Guymer, Robyn, Chew, Emily Y., Egan, Catherine, Wu, Zhichao, Kumar, Himeesh, Farrington, Joseph, Sánchez, Clara I. and Tufail, Adnan

Translational Vision Science & Technology 2022