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Comparison of statistical and machine learning models for healthcare cost data: a simulation study motivated by Oncology Care Model (OCM) data

BACKGROUND: The Oncology Care Model (OCM) was developed as a payment model to encourage participating practices to provide better-quality care for cancer patients at a lower cost. The risk-adjustment model used in OCM is a Gamma generalized linear model (Gamma GLM) with log-link. The predicted value...

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Detalles Bibliográficos
Autores principales: Mazumdar, Madhu, Lin, Jung-Yi Joyce, Zhang, Wei, Li, Lihua, Liu, Mark, Dharmarajan, Kavita, Sanderson, Mark, Isola, Luis, Hu, Liangyuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7183716/
https://www.ncbi.nlm.nih.gov/pubmed/32334595
http://dx.doi.org/10.1186/s12913-020-05148-y