Decentralised, collaborative, and privacy-preserving machine learning for multi-hospital data 2024 arXiv Artificial Intelligence Data & Methods
Validation of the diagnostic accuracy levels of International Classification of Diseases-10 codes for diabetic ketoacidosis: A multicenter cross-sectional study 2024 Can J Diabetes Data & Methods
Characterizing the burden of biliary tract cancers across 28 hospitals in Ontario, Canada 2024 Cancer Quality of Hospital Care Data & Methods
A simple electronic medical record-based predictors of illness severity in sepsis (SEPSIS) score 2023 Open Forum Infect Dis Quality of Hospital Care Data & Methods
Validity of hospital diagnostic codes to identify SARS-CoV-2 infections in reference to polymerase chain reaction results: a descriptive study 2023 CMAJ Open Data & Methods COVID-19
Automated identification of unstandardized medication data: a scalable and flexible data standardization pipeline using RxNorm on GEMINI multicenter hospital data 2023 JAMIA Open Data & Methods
FENDA-FL: Personalized federated learning on heterogeneous clinical datasets 2023 arXiv Data & Methods
Assessing the impact of emergency department short stay units using length-of-stay prediction and discrete event simulation 2023 arXiv Quality of Hospital Care Data & Methods Artificial Intelligence
Using the hospital frailty risk score to assess mortality risk in older medical patients admitted to the intensive care unit 2023 CMAJ Open Quality of Hospital Care Data & Methods
An update to the Kaiser Permanente inpatient risk adjustment methodology accurately predicts in-hospital mortality: a Retrospective cohort study 2023 J Gen Intern Med Quality of Hospital Care Data & Methods
Diagnosing and remediating harmful data shifts for the responsible deployment of clinical AI models 2023 Preprint (MedRxiv) Artificial Intelligence Data & Methods
Tools for categorization of diagnostic codes in hospital data: Operationalizing CCSR into a patient data repository 2022 medRxiv Data & Methods
Labelling chest x-ray reports using an open-source NLP and ML tool for text data binary classification 2022 Preprint (MedRxiv) Data & Methods
Methodology paper for the General Medicine Inpatient Initiative Medical Education Database (GEMINI MedED): a retrospective cohort study of internal medicine resident case-mix, clinical care and patient outcomes 2022 BMJ Open Quality of Hospital Care Data & Methods
Developing and validating natural language processing algorithms for radiology reports compared to ICD-10 codes for identifying venous thromboembolism in hospitalized medical patients 2022 Thromb Res Quality of Hospital Care Artificial Intelligence Data & Methods
Optimizing inter-hospital patient transfer decisions during a pandemic: A queueing network approach 2021 SSRN Data & Methods Quality of Hospital Care
Assessing the utility of lymphocyte count to diagnose COVID-19 2021 medRxiv Quality of Hospital Care COVID-19 Data & Methods
Comparing characteristics and outcomes of cancer to non-cancer patients admitted to general internal medicine (GIM) 2020 Journal of Clinical Oncology Quality of Hospital Care Data & Methods