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An introduction to joint models—applications in nephrology

In nephrology, a great deal of information is measured repeatedly in patients over time, often alongside data on events of clinical interest. In this introductory article we discuss how these two types of data can be simultaneously analysed using the joint model (JM) framework, illustrated by clinic...

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Detalles Bibliográficos
Autores principales: Chesnaye, Nicholas C, Tripepi, Giovanni, Dekker, Friedo W, Zoccali, Carmine, Zwinderman, Aeilko H, Jager, Kitty J
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7147305/
https://www.ncbi.nlm.nih.gov/pubmed/32296517
http://dx.doi.org/10.1093/ckj/sfaa024
Descripción
Sumario:In nephrology, a great deal of information is measured repeatedly in patients over time, often alongside data on events of clinical interest. In this introductory article we discuss how these two types of data can be simultaneously analysed using the joint model (JM) framework, illustrated by clinical examples from nephrology. As classical survival analysis and linear mixed models form the two main components of the JM framework, we will also briefly revisit these techniques.