Generating synthetic electronic health record data using agent-based models to evaluate machine learning robustness under mass casualty incidents

Roben Delos Reyes, Daniel Capurro, Nicholas Geard

ML models in healthcare are typically evaluated using curated real-world EHR data. A key limitation of such evaluations is that they may fail to assess the robustness of ML models…