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Radiomics derived from dynamic contrast-enhanced MRI pharmacokinetic protocol features: the value of precision diagnosis ovarian neoplasms.

Xiao-Li SongJia-Liang RenDan ZhaoLifang WangHonghong RenJinliang Niu
Published in: European radiology (2020)
• Two-class classification predictive task of DCE-MRI PK protocol enabled the classification of 3 categories of ovarian tumors through the pairwise comparison strategy with a perfect diagnostic ability. • Three-class classification predictive task maintained good performance to effectively judge each category of ovarian tumors directly.
Keyphrases
  • contrast enhanced
  • deep learning
  • machine learning
  • magnetic resonance imaging
  • randomized controlled trial
  • magnetic resonance
  • computed tomography
  • squamous cell carcinoma
  • lymph node metastasis