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Model Evaluation of Continuous Data Pharmacometric Models: Metrics and Graphics

This article represents the first in a series of tutorials on model evaluation in nonlinear mixed effect models (NLMEMs), from the International Society of Pharmacometrics (ISoP) Model Evaluation Group. Numerous tools are available for evaluation of NLMEM, with a particular emphasis on visual assess...

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Detalles Bibliográficos
Autores principales: Nguyen, THT, Mouksassi, M‐S, Holford, N, Al‐Huniti, N, Freedman, I, Hooker, AC, John, J, Karlsson, MO, Mould, DR, Pérez Ruixo, JJ, Plan, EL, Savic, R, van Hasselt, JGC, Weber, B, Zhou, C, Comets, E, Mentré, F
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5321813/
https://www.ncbi.nlm.nih.gov/pubmed/27884052
http://dx.doi.org/10.1002/psp4.12161
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author Nguyen, THT
Mouksassi, M‐S
Holford, N
Al‐Huniti, N
Freedman, I
Hooker, AC
John, J
Karlsson, MO
Mould, DR
Pérez Ruixo, JJ
Plan, EL
Savic, R
van Hasselt, JGC
Weber, B
Zhou, C
Comets, E
Mentré, F
author_facet Nguyen, THT
Mouksassi, M‐S
Holford, N
Al‐Huniti, N
Freedman, I
Hooker, AC
John, J
Karlsson, MO
Mould, DR
Pérez Ruixo, JJ
Plan, EL
Savic, R
van Hasselt, JGC
Weber, B
Zhou, C
Comets, E
Mentré, F
author_sort Nguyen, THT
collection PubMed
description This article represents the first in a series of tutorials on model evaluation in nonlinear mixed effect models (NLMEMs), from the International Society of Pharmacometrics (ISoP) Model Evaluation Group. Numerous tools are available for evaluation of NLMEM, with a particular emphasis on visual assessment. This first basic tutorial focuses on presenting graphical evaluation tools of NLMEM for continuous data. It illustrates graphs for correct or misspecified models, discusses their pros and cons, and recalls the definition of metrics used.
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spelling pubmed-53218132017-03-01 Model Evaluation of Continuous Data Pharmacometric Models: Metrics and Graphics Nguyen, THT Mouksassi, M‐S Holford, N Al‐Huniti, N Freedman, I Hooker, AC John, J Karlsson, MO Mould, DR Pérez Ruixo, JJ Plan, EL Savic, R van Hasselt, JGC Weber, B Zhou, C Comets, E Mentré, F CPT Pharmacometrics Syst Pharmacol Tutorial This article represents the first in a series of tutorials on model evaluation in nonlinear mixed effect models (NLMEMs), from the International Society of Pharmacometrics (ISoP) Model Evaluation Group. Numerous tools are available for evaluation of NLMEM, with a particular emphasis on visual assessment. This first basic tutorial focuses on presenting graphical evaluation tools of NLMEM for continuous data. It illustrates graphs for correct or misspecified models, discusses their pros and cons, and recalls the definition of metrics used. John Wiley and Sons Inc. 2017-02-10 2017-02 /pmc/articles/PMC5321813/ /pubmed/27884052 http://dx.doi.org/10.1002/psp4.12161 Text en © 2017 The Authors CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals, Inc. on behalf of American Society for Clinical Pharmacology and Therapeutics This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial‐NoDerivs (http://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Tutorial
Nguyen, THT
Mouksassi, M‐S
Holford, N
Al‐Huniti, N
Freedman, I
Hooker, AC
John, J
Karlsson, MO
Mould, DR
Pérez Ruixo, JJ
Plan, EL
Savic, R
van Hasselt, JGC
Weber, B
Zhou, C
Comets, E
Mentré, F
Model Evaluation of Continuous Data Pharmacometric Models: Metrics and Graphics
title Model Evaluation of Continuous Data Pharmacometric Models: Metrics and Graphics
title_full Model Evaluation of Continuous Data Pharmacometric Models: Metrics and Graphics
title_fullStr Model Evaluation of Continuous Data Pharmacometric Models: Metrics and Graphics
title_full_unstemmed Model Evaluation of Continuous Data Pharmacometric Models: Metrics and Graphics
title_short Model Evaluation of Continuous Data Pharmacometric Models: Metrics and Graphics
title_sort model evaluation of continuous data pharmacometric models: metrics and graphics
topic Tutorial
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5321813/
https://www.ncbi.nlm.nih.gov/pubmed/27884052
http://dx.doi.org/10.1002/psp4.12161
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