Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model
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6.6K Views
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07:15 min
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August 16th, 2020
DOI :
August 16th, 2020
•Stephan Ellmann1, Lisa Seyler1, Clarissa Gillmann2, Vanessa Popp1, Christoph Treutlein1, Aline Bozec3, Michael Uder1, Tobias Bäuerle1
1Department of Radiology, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg, 2Department of Medical Physics in Radiation Oncology, German Cancer Research Center, 3Department of Internal Medicine 3, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg
Rozdziały w tym wideo
0:04
Introduction
0:46
Magnetic Resonance Imaging (MRI) Analysis
2:11
Positron Emission Tomography/Computed Tomography (PET/CT) Analysis
3:03
Tumor-Take Rate Calculation
3:30
Feature Selection
4:23
Machine Learning (ML) Analysis, Model-Averaged Neural Network (avNNet) ML Algorithm Training, and ML Algorithm Data Analysis
5:12
Results: Representative Machine Learning Algorithm Rat Bone Metastasis Detection
6:19
Conclusion
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