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The application of machine learning to predict high-cost patients: A performance-comparison of different models using healthcare claims data

Our aim was to predict future high-cost patients with machine learning using healthcare claims data. We applied a random forest (RF), a gradient boosting machine (GBM), an artificial neural network (ANN) and a logistic regression (LR) to predict high-cost patients in the following year. Therefore, w...

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Detalles Bibliográficos
Autores principales: Langenberger, Benedikt, Schulte, Timo, Groene, Oliver
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9847900/
https://www.ncbi.nlm.nih.gov/pubmed/36652450
http://dx.doi.org/10.1371/journal.pone.0279540