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Generalized ComBat harmonization methods for radiomic features with multi-modal distributions and multiple batch effects
Radiomic features have a wide range of clinical applications, but variability due to image acquisition factors can affect their performance. The harmonization tool ComBat is a promising solution but is limited by inability to harmonize multimodal distributions, unknown imaging parameters, and multip...
Autores principales: | Horng, Hannah, Singh, Apurva, Yousefi, Bardia, Cohen, Eric A., Haghighi, Babak, Katz, Sharyn, Noël, Peter B., Shinohara, Russell T., Kontos, Despina |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8927332/ https://www.ncbi.nlm.nih.gov/pubmed/35296726 http://dx.doi.org/10.1038/s41598-022-08412-9 |
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