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A Novel Approach to Assessing Differentiation Degree and Lymph Node Metastasis of Extrahepatic Cholangiocarcinoma: Prediction Using a Radiomics-Based Particle Swarm Optimization and Support Vector Machine Model.

Xiaopeng YaoXinqiao HuangChunmei YangAnbin HuGuangjin ZhouJianbo LeiJian Shu
Published in: JMIR medical informatics (2020)
The MRI-based PSO-SVM radiomics model might be useful for auxiliary clinical diagnosis and decision-making, which has a good potential for clinical application for DD and LNM of ECC.
Keyphrases
  • lymph node metastasis
  • squamous cell carcinoma
  • papillary thyroid
  • decision making
  • contrast enhanced
  • magnetic resonance imaging
  • computed tomography
  • magnetic resonance
  • human health
  • neural network