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实验鼠模型中骨代谢的早期检测机器学习算法
JoVE Journal
Cancer Research
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JoVE Journal Cancer Research
Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model
DOI:

07:15 min

August 16, 2020

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Chapters

  • 00:04Introduction
  • 00:46Magnetic Resonance Imaging (MRI) Analysis
  • 02:11Positron Emission Tomography/Computed Tomography (PET/CT) Analysis
  • 03:03Tumor-Take Rate Calculation
  • 03:30Feature Selection
  • 04:23Machine Learning (ML) Analysis, Model-Averaged Neural Network (avNNet) ML Algorithm Training, and ML Algorithm Data Analysis
  • 05:12Results: Representative Machine Learning Algorithm Rat Bone Metastasis Detection
  • 06:19Conclusion

Summary

Automatic Translation

该协议旨在训练机器学习算法,以结合从磁共振成像 (MRI) 和正电子发射断层扫描 (PET/CT) 中乳腺癌骨转移的大鼠模型中得出的成像参数,以检测早期转移性疾病并预测宏位值的后续进展。

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