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A Pipeline for the Implementation and Visualization of Explainable Machine Learning for Medical Imaging Using Radiomics Features

Machine learning (ML) models have been shown to predict the presence of clinical factors from medical imaging with remarkable accuracy. However, these complex models can be difficult to interpret and are often criticized as “black boxes”. Prediction models that provide no insight into how their pred...

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Detalles Bibliográficos
Autores principales: Severn, Cameron, Suresh, Krithika, Görg, Carsten, Choi, Yoon Seong, Jain, Rajan, Ghosh, Debashis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9318445/
https://www.ncbi.nlm.nih.gov/pubmed/35890885
http://dx.doi.org/10.3390/s22145205