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Using Machine Learning to Predict Likelihood and Cause of Readmission After Hospitalization for Chronic Obstructive Pulmonary Disease Exacerbation

BACKGROUND: Chronic obstructive pulmonary disease (COPD) is a leading cause of hospital readmissions. Few existing tools use electronic health record (EHR) data to forecast patients’ readmission risk during index hospitalizations. OBJECTIVE: We used machine learning and in-hospital data to model 90-...

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Detalles Bibliográficos
Autores principales: Bonomo, Matthew, Hermsen, Michael G, Kaskovich, Samuel, Hemmrich, Maximilian J, Rojas, Juan C, Carey, Kyle A, Venable, Laura Ruth, Churpek, Matthew M, Press, Valerie G
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Dove 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9590342/
https://www.ncbi.nlm.nih.gov/pubmed/36299799
http://dx.doi.org/10.2147/COPD.S379700