Preoperative Prediction of Lymph Node Metastasis from Clinical DCE MRI of the Primary Breast Tumor Using a 4D CNN

Mathematics

• Metastasis 100%
• Tumor 69%
• Neural Networks 61%
• Breast Cancer 54%
• Prediction 52%
• Vertex of a graph 37%
• Predict 30%
• Learning 19%
• Data Preprocessing 17%
• Performance Model 16%
• Probable 13%
• Therapy 12%
• Data-driven 12%
• Cross-validation 12%
• Classifier 12%
• Surgery 12%
• Imaging 12%
• Machine Learning 11%
• Confidence 11%
• Integrate 11%
• Diagnostics 10%
• Model 10%
• Fold 9%
• Methodology 7%
• Interpretation 7%
• Estimate 4%

Engineering & Materials Science

• Magnetic resonance imaging 68%
• Tumors 66%
• Convolutional neural networks 59%
• Deep learning 29%
• Surgery 16%
• Deep neural networks 15%
• Imaging techniques 12%
• Machine learning 11%
• Classifiers 11%