Pieroni, M (2023) Machine Learning Modelling of Critical Care Patients in the Intensive Care Units. Doctoral thesis, Liverpool John Moores University.

Pieroni, M, Olier-Caparroso, I, Ortega Martorell, S, Johnston, B and Welters, I (2022) In-hospital mortality of sepsis differs depending on the origin of infection: an investigation of predisposing factors. Frontiers in Medicine - Intensive care medicine and anesthesiology, 9. ISSN 2296-858X

Ortega-Martorell, S, Pieroni, M, Johnston, BW, Olier, I and Welters, ID (2022) Development of a Risk Prediction Model for New Episodes of Atrial Fibrillation in Medical-Surgical Critically Ill Patients Using the AmsterdamUMCdb. Frontiers in Cardiovascular Medicine, 9.

Olier, I, Ortega-Martorell, S, Pieroni, M and Lip, GYH (2021) How machine learning is impacting research in atrial fibrillation: Implications for risk prediction and future management. Cardiovascular Research, 117 (7). pp. 1700-1717. ISSN 0008-6363