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Gradient boosted trees with individual explanations: An alternative to logistic regression for viability prediction in the first trimester of pregnancy

BACKGROUND: Clinical models to predict first trimester viability are traditionally based on multivariable logistic regression (LR) which is not directly interpretable for non-statistical experts like physicians. Furthermore, LR requires complete datasets and pre-established variables specifications....

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Detalles Bibliográficos
Autores principales: Vaulet, Thibaut, Al-Memar, Maya, Fourie, Hanine, Bobdiwala, Shabnam, Saso, Srdjan, Pipi, Maria, Stalder, Catriona, Bennett, Phillip, Timmerman, Dirk, Bourne, Tom, De Moor, Bart
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Scientific Publishers 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8674730/
https://www.ncbi.nlm.nih.gov/pubmed/34808532
http://dx.doi.org/10.1016/j.cmpb.2021.106520