Articles with "based multiparametric" as a keyword



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Deep learning and radiomics to predict the mitotic index of gastrointestinal stromal tumors based on multiparametric MRI

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Published in 2022 at "Frontiers in Oncology"

DOI: 10.3389/fonc.2022.948557

Abstract: Introduction Preoperative evaluation of the mitotic index (MI) of gastrointestinal stromal tumors (GISTs) represents the basis of individualized treatment of patients. However, the accuracy of conventional preoperative imaging methods is limited. The aim of this… read more here.

Keywords: stromal tumors; multiparametric mri; based multiparametric; mitotic index ... See more keywords
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Preoperative Prediction of Microsatellite Instability in Rectal Cancer Using Five Machine Learning Algorithms Based on Multiparametric MRI Radiomics

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Published in 2023 at "Diagnostics"

DOI: 10.3390/diagnostics13020269

Abstract: Objectives: To establish and verify radiomics models based on multiparametric MRI for preoperatively identifying the microsatellite instability (MSI) status of rectal cancer (RC) by comparing different machine learning algorithms. Methods: This retrospective study enrolled 383… read more here.

Keywords: learning algorithms; machine; machine learning; multiparametric mri ... See more keywords