selected publications
- Federated target trial emulation using distributed observational data for treatment effect estimation. NPJ digital medicine. 2025 Academic Article GET IT
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Multicenter target trial emulation to evaluate corticosteroids for sepsis stratified by predicted organ dysfunction trajectory.
Nature communications.
2025
Academic Article
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Times cited: 8 -
Identification of predictive subphenotypes for clinical outcomes using real world data and machine learning.
Nature communications.
2025
Academic Article
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Times cited: 1 - 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
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Learning across diverse biomedical data modalities and cohorts: Challenges and opportunities for innovation.
Patterns (New York, N.Y.).
2024
Review
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Times cited: 18 -
An adaptive federated learning framework for clinical risk prediction with electronic health records from multiple hospitals.
Patterns (New York, N.Y.).
2024
Academic Article
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Times cited: 12 -
Generalizability of a Machine Learning Model for Improving Utilization of Parathyroid Hormone-Related Peptide Testing across Multiple Clinical Centers.
Clinical chemistry.
2023
Academic Article
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Times cited: 13 -
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
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Times cited: 28