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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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Détails bibliographiques
Publié dans:Sci Rep
Auteurs principaux: Zwanenburg, Alex, Leger, Stefan, Agolli, Linda, Pilz, Karoline, Troost, Esther G. C., Richter, Christian, Löck, Steffen
Format: Artigo
Langue:Inglês
Publié: Nature Publishing Group UK 2019
Sujets:
Accès en ligne: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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