AIMC Topic: Radiotherapy, Intensity-Modulated

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A mathematical framework for virtual IMRT QA using machine learning.

Medical physics Jul 1, 2016
PURPOSE: It is common practice to perform patient-specific pretreatment verifications to the clinical delivery of IMRT. This process can be time-consuming and not altogether instructive due to the myriad sources that may produce a failing result. The...
Humans Machine Learning Neoplasms Regression Analysis Radiotherapy Planning, Computer-Assisted Quality Assurance, Health Care Radiotherapy Dosage Radiotherapy, Intensity-Modulated Treatment Failure Radiometry
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Knowledge-based prediction of three-dimensional dose distributions for external beam radiotherapy.

Medical physics Jan 1, 2016
PURPOSE: To demonstrate knowledge-based 3D dose prediction for external beam radiotherapy.
Humans Neural Networks, Computer Radiotherapy Planning, Computer-Assisted Radiation Dosage Radiotherapy Dosage Radiotherapy, Intensity-Modulated
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Automatic learning-based beam angle selection for thoracic IMRT.

Medical physics Apr 1, 2015
PURPOSE: The treatment of thoracic cancer using external beam radiation requires an optimal selection of the radiation beam directions to ensure effective coverage of the target volume and to avoid unnecessary treatment of normal healthy tissues. Int...
Humans Machine Learning Algorithms Tomography, X-Ray Computed Lung Neoplasms Regression Analysis Radiotherapy Planning, Computer-Assisted Datasets as Topic Pattern Recognition, Automated Radiotherapy Dosage Radiotherapy, Intensity-Modulated Thorax
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Models for predicting objective function weights in prostate cancer IMRT.

Medical physics Apr 1, 2015
PURPOSE: To develop and evaluate the clinical applicability of advanced machine learning models that simultaneously predict multiple optimization objective function weights from patient geometry for intensity-modulated radiation therapy of prostate c...
Humans Machine Learning Retrospective Studies Male Logistic Models Prostatic Neoplasms Prostate Rectum Organs at Risk Radiotherapy Planning, Computer-Assisted Datasets as Topic Radiotherapy Dosage Radiotherapy, Intensity-Modulated Urinary Bladder Photons
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