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Optimizing Dynamic Antibiotic Treatment Strategies against Invasive Methicillin-Resistant Staphylococcus Aureus Infections using Causal Survival Forests and G-Formula on Statewide Electronic Health Record Data

Developing models for individualized, time-varying treatment optimization from observational data with large variable spaces, e.g., electronic health records (EHR), is problematic because of inherent, complex bias that can change over time. Traditional methods such as the g-formula are robust, but m...

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Detalles Bibliográficos
Autores principales: Jun, Inyoung, Cohen, Scott A., Ser, Sarah E., Marini, Simone, Lucero, Robert J., Bian, Jiang, Prosperi, Mattia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10584043/
https://www.ncbi.nlm.nih.gov/pubmed/37854935