pyDeid: an improved, fast, flexible, and generalizable rule-based approach for deidentification of free-text medical records
2025 JAMIA Open
A comprehensive view of personalized federated learning on heterogeneous clinical datasets
2024 arXiv
Decentralised, collaborative, and privacy-preserving machine learning for multi-hospital data
2024 arXiv
Grand rounds in methodology: key considerations for implementing machine learning solutions in quality improvement initiatives
2023 BMJ Qual Saf
Assessing the impact of emergency department short stay units using length-of-stay prediction and discrete event simulation
2023 arXiv
Diagnosing and remediating harmful data shifts for the responsible deployment of clinical AI models
2023 Preprint (MedRxiv)
Boosting delirium identification accuracy with sentiment-based natural language processing: Mixed methods study
2022 JMIR Med Inform
CyclOps: Cyclical development towards operationalizing ML models for health
2022 medRxiv
Physician Experience Design (PXD): More usable machine learning prediction for clinical decision making
2022 AMIA Annu Symp Proc