Our lab conducts interdisciplinary research with a focus on utilizing advanced computational methods on electronic healthcare records to assess and enhance the quality of healthcare delivery. By employing natural language processing techniques, we extract meaningful clinical information from unstructured text in health records to support decision-making and quality assessment. Additionally, we deploy federated learning strategies enabling collaboration across multiple institutions, while respecting patient privacy and data security.