selected publications
- Multicenter target trial emulation to evaluate corticosteroids for sepsis stratified by predicted organ dysfunction trajectory. Nature communications. 2025 Academic Article GET IT
- Identification of predictive subphenotypes for clinical outcomes using real world data and machine learning. Nature communications. 2025 Academic Article GET IT
- Federated Target Trial Emulation using Distributed Observational Data for Treatment Effect Estimation. 2025 GET IT
- Learning Phenotypic Associations for Parkinson's Disease with Longitudinal Clinical Records. AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science. 2024 Academic Article GET IT
- Corticosteroids for infectious critical illness: A multicenter target trial emulation stratified by predicted organ dysfunction trajectory. 2024 GET IT
- Learning across diverse biomedical data modalities and cohorts: Challenges and opportunities for innovation. Patterns (New York, N.Y.). 2024 Review GET IT
- An adaptive federated learning framework for clinical risk prediction with electronic health records from multiple hospitals. Patterns (New York, N.Y.). 2024 Academic Article GET IT
- Generalizability of a Machine Learning Model for Improving Utilization of Parathyroid Hormone-Related Peptide Testing across Multiple Clinical Centers. Clinical chemistry. 2023 Academic Article GET IT
- Data heterogeneity in federated learning with Electronic Health Records: Case studies of risk prediction for acute kidney injury and sepsis diseases in critical care. PLOS digital health. 2023 Academic Article GET IT