Application of SHAP values for inferring the optimal functional form of covariates in pharmacokinetic modeling

In population pharmacokinetic (PK) models, interindividual variability is explained by implementation of covariates in the model. The widely used forward stepwise selection method is sensitive to bias, which may lead to an incorrect inclusion of covariates. Alternatives, such as the full fixed effec...

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Detalles Bibliográficos
Autores principales: Janssen, Alexander, Hoogendoorn, Mark, Cnossen, Marjon H., Mathôt, Ron A. A., Cnossen, M. H., Reitsma, S. H., Leebeek, F. W. G., Mathôt, R. A. A., Fijnvandraat, K., Coppens, M., Meijer, K., Schols, S. E. M., Eikenboom, H. C. J., Schutgens, R. E. G., Beckers, E. A. M., Ypma, P., Kruip, M. J. H. A., Polinder, S., Tamminga, R. Y. J., Brons, P., Fischer, K., van Galen, K. P. M., Heubel‐Moenen, F. C. J. I., Nieuwenhuizen, L., Driessens, M. H. E., van Vliet, I., Lock, J., Hazendonk, H. C. A. M., van Moort, I., Heijdra, J. M., Goedhart, M. H. J., Al Arashi, W., Preijers, T., de Jager, N. C. B., Bukkems, L. H., Cloesmeijer, M. E., Janssen, A., Collins, P. W., Liesner, R., Chowdary, P., Millar, C. M., Hart, D., Keeling, D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Research
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9381890/
http://dx.doi.org/10.1002/psp4.12828

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9381890/
http://dx.doi.org/10.1002/psp4.12828

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