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Journal of the American Medical Informatics Association : JAMIA|October 10, 2025
Should we synthesize more than we need: impact of synthetic data generation for high-dimensional cross-sectional medical dataLisa Pilgram, Samer El Kababji, Dan Liu, et al.Journal of Medical Internet Research|August 18, 2025
Magnitude and Impact of Hallucinations in Tabular Synthetic Health Data on Prognostic Machine Learning Models: Validation StudyLisa Pilgram, Samer El Kababji, Dan Liu, et al.Journal of Medical Internet Research|June 15, 2026
An Evaluation of Pretrained Generative Models for Augmenting Small Health Data: Comparative Modeling StudyMargerie Huet-Dastarac, Fida K Dankar, Dan Liu, et al.NPJ Digital Medicine|November 29, 2025
Protecting patient privacy in tabular synthetic health data: a regulatory perspectiveLisa Pilgram, Haksoo Ko, Adeline Tung, et al.AI and Ethics|November 10, 2025
An assessment of synthetic data generation, use and disclosure under Canadian privacy regulationsLisa Pilgram, Anita Fineberg, Elizabeth Jonker, et al.Patterns (New York, N.Y.)|June 22, 2026
Sample size calculation for training ensemble machine learning models on health dataNicholas Mitsakakis, Dan Liu, Thomas Walters, et al.BMC Medical Research Methodology|March 24, 2023
A method for generating synthetic longitudinal health dataLucy Mosquera, Khaled El Emam, Lei Ding, et al.JCO Clinical Cancer Informatics|June 30, 2023
Status of Synthetic Data Generation for Structured Health DataKhaled El EmamGenome Medicine|May 6, 2011
Methods for the de-identification of electronic health records for genomic researchKhaled El EmamJournal of Medical Internet Research|July 27, 2006
Who's using PDAs? Estimates of PDA use by health care providers: a systematic review of surveysChantelle Garritty, Khaled El EmamPageof 559