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Assessing robustness of radiomic features by image perturbation

Image features need to be robust against differences in positioning, acquisition and segmentation to ensure reproducibility. Radiomic models that only include robust features can be used to analyse new images, whereas models with non-robust features may fail to predict the outcome of interest accura...

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Detalhes bibliográficos
Publicado no:Sci Rep
Main Authors: Zwanenburg, Alex, Leger, Stefan, Agolli, Linda, Pilz, Karoline, Troost, Esther G. C., Richter, Christian, Löck, Steffen
Formato: Artigo
Idioma:Inglês
Publicado em: Nature Publishing Group UK 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6345842/
https://ncbi.nlm.nih.gov/pubmed/30679599
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-018-36938-4
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