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Early Detection, Containment, and Management of COVID-19 in Dialysis Facilities Using Multi-Modal Data Sources

University of California, Santa Barbara

Yuedong Wang

Multimodal surveillance
Website

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Written by Caitlin K Monaghan, John W Larkin, Sheetal Chaudhuri, Hao Han, Yue Jiao, Kristine M Bermudez, Eric D Weinhandl, Ines A Dahne-Steuber, Kathleen Belmonte, Luca Neri, Peter Kotanko, Jeroen P Kooman, Jeffrey L Hymes, Robert J Kossmann, Len A Usvyat, Franklin W Maddux
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Background: We developed a machine learning (ML) model that predicts the risk of a patient on hemodialysis (HD) having an undetected SARS-CoV-2 infection that is identified after the following ≥3…

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Written by Sheetal Chaudhuri, Rachel Lasky, Yue Jiao, John W Larkin, Caitlin Monaghan, Anke Winter, Luca Neri, Peter Kotanko, Jeffrey Hymes, Sangho Lee, Yuedong Wang, Jeroen Kooman, Franklin Maddux, Len Usvyat
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IntroductionThe clinical impact of COVID-19 has not been established in the dialysis population. We evaluated the trajectories of clinical and laboratory parameters in hemodialysis (HD) patients.

MethodsWe used data from…