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Author

V. Rudrapatna

2 papers indexed here

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Preprint Oct 2026

Data-Driven Modeling and Predictive Control of Chronic Diseases: An Ulcerative Colitis Application

The clinical management of chronic disease is naturally structured as a feedback control problem. Physicians observe the disease state at clinic visits and make decisions based on the patient's history and current state. We propose a framework that models the dynamics of chronic disease in response to therapy as an eve...

Fionna B. Kopp, Ann-Kathrin Schalkamp, S. Azzam et al. · 0 citations
Review Open access Oct 2026

Prediction of incident inflammatory bowel disease from routine electronic health records: development and external validation of a longitudinal machine learning model

BACKGROUND & AIMS: Inflammatory bowel disease (IBD) is often diagnosed months to years after symptoms begin, and diagnostic delay is associated with complications. We tested whether longitudinal machine learning using electronic health record (EHR) data can identify incident IBD before diagnosis, and quantified lead ti...

G. Önal, A. Ayati, Mackenzie Chen et al. · 0 citations

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