Marzyeh Ghassemi

An Empirical Framework for Domain Generalization in Clinical Settings

2021 · arXiv (Cornell University)

Clinical machine learning models experience significantly degraded performance in datasets not seen during training, e.g., new hospitals or populations. Recent developments in domain generalization offer a promising solution to this problem by creating models that …

Write It Like You See It: Detectable Differences in Clinical Notes by Race Lead to Differential Model Recommendations

2022

Clinical notes are becoming an increasingly important data source for machine learning (ML) applications in healthcare. Prior research has shown that deploying ML models can perpetuate existing biases against racial minorities, as bias can be …