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- 2026
- Conformal prediction for dose-response models with continuous treatments (2026) INTERNATIONAL JOURNAL OF APPROXIMATE REASONING. 197.
- Toward context-aware anomaly detection for AIOps in microservices using dynamic knowledge graphs (2026) IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT. 23. p.1970-1988
- 2025
- The impact of intensive care strain on patients' outcomes : a multinational observational cohort (UNITE-COVID) study (2025) CRITICAL CARE. 29(1).
- Causalteshap : discerning predictive from prognostic features for treatment effect analysis (2025) INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS. 16. p.7487-7507
- 2024
- Designing a pharmacokinetic machine learning model for optimizing beta-lactam antimicrobial dosing in critically ill patients (2024) ICMHI '24 : Proceedings of the 2024 8th International Conference on Medical and Health Informatics. p.311-317
- Antimicrobial stewardship in the intensive care unit : evolving challenges and data science opportunities (2024)
- Characteristics of co-infection and secondary infection amongst critically ill COVID-19 patients in the first two waves of the pandemic (2024) INTENSIVE CARE MEDICINE. 50. p.989-993
- 2023
- Expectations and readiness of ICU physicians to use AI in clinical practice : a multicentre survey study (2023) ESICM, 36th Annual congress, Abstracts.
- Generalizable calibrated machine learning models for real-time atrial fibrillation risk prediction in ICU patients (2023) INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS. 175.
- Pathogen-based target attainment of optimized continuous infusion dosing regimens of piperacillin-tazobactam and meropenem in surgical ICU patients : a prospective single center observational study (2023) ANNALS OF INTENSIVE CARE. 13(1).
- 2022
- Co-infection and ICU-acquired infection in COIVD-19 ICU patients : a secondary analysis of the UNITE-COVID data set (2022) CRITICAL CARE. 26(1).
- Development and evaluation of uncertainty quantifying machine learning models to predict piperacillin plasma concentrations in critically ill patients (2022) BMC MEDICAL INFORMATICS AND DECISION MAKING. 22(1).
- Artificial intelligence in infection management in the ICU (2022) CRITICAL CARE. 26(1).
- 2021
- The future of antimicrobial dosing in the ICU : an opportunity for data science (2021) INTENSIVE CARE MEDICINE. 47(12). p.1481-1483