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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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Podrobná bibliografie
Vydáno v:Sci Rep
Hlavní autoři: Zwanenburg, Alex, Leger, Stefan, Agolli, Linda, Pilz, Karoline, Troost, Esther G. C., Richter, Christian, Löck, Steffen
Médium: Artigo
Jazyk:Inglês
Vydáno: Nature Publishing Group UK 2019
Témata:
On-line přístup: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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