Machine Learning Based Prediction of Gamma Passing Rate for VMAT Radiotherapy Plans. [PDF]
J Pers Med, 2022 The use of machine learning algorithms (ML) in radiotherapy is becoming increasingly popular. More and more groups are trying to apply ML in predicting the so-called gamma passing rate (GPR). Our team has developed a customized approach of using ML algorithms to predict global GPR for electronic portal imaging device (EPID) verification for dose ...
Sadowski B, Milewska K, Ginter J.
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Correlation Between Average Segment Width and Gamma Passing Rate as a Function of MLC Position Error in Volumetric Modulated Arc Therapy [PDF]
Technology in Cancer Research & Treatment, 2021 Objective: This study analyzed the correlation between the average segment width (ASW) and gamma passing rate according to the multi-leaf collimator (MLC) position error.
Young Min Moon PhD +6 more
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Using machine learning to predict gamma passing rate in volumetric-modulated arc therapy treatment plans. [PDF]
J Appl Clin Med Phys, 2023 AbstractPurposeThis study aims to develop an algorithm to predict gamma passing rate (GPR) in the volumetric‐modulated arc therapy (VMAT) technique.Materials and methodsA total of 118 clinical VMAT plans, including 28 mediastina, 25 head and neck, 40 brains intensity‐modulated radiosurgery, and 25 prostate cases, were created in RayStation treatment ...
Salari E +3 more
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Patient-Specific Pre-Treatment VMAT Plan Verification Using Gamma Passing Rates
Atom Indonesia, 2023 Continuous gantry motion, continuous beam modulation, and variable dose rate are used in volumetric modulated arc therapy (VMAT) to obtain highly conformal radiation therapy dose distributions.
M. Z. Arsalan +3 more
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Comparison of Gamma Index Passing Rate in Several Treatment Planning System Algorithms
Atom Indonesia, 2020 The verification of dose calculation algorithm in a new Treatment Planning System (TPS) can be evaluated by comparing the passing rate of the gamma index analysis of the evaluated algorithm and the clinically implemented algorithms.
S. Liura, S.A. Pawiro
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Study of the prediction of gamma passing rate in dosimetric verification of intensity-modulated radiotherapy using machine learning models based on plan complexity [PDF]
Frontiers in Oncology, 2023 ObjectiveTo predict the gamma passing rate (GPR) in dosimetric verification of intensity-modulated radiotherapy (IMRT) using three machine learning models based on plan complexity and find the best prediction model by comparing and evaluating the ...
Shizhen Bin +4 more
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Comparison of 3D and 2D gamma passing rate criteria for detection sensitivity to IMRT delivery errors. [PDF]
J Appl Clin Med Phys, 2018 AbstractThis study compared three‐dimensional (3D) and two‐dimensional (2D) percentage gamma passing rates (%GPs) for detection sensitivity to IMRT delivery errors and investigated the correlation between two kinds of %GP. Eleven prostate IMRT cases were selected, and errors in multileaf collimator (MLC) bank sag, MLC leaf traveling, and machine output
Zhang D, Wang B, Zhang G, Ma C, Deng X.
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Virtual Patient-Specific Quality Assurance of IMRT Using UNet++: Classification, Gamma Passing Rates Prediction, and Dose Difference Prediction [PDF]
Frontiers in Oncology, 2021 The dose verification in radiotherapy quality assurance (QA) is time-consuming and places a heavy workload on medical physicists. To provide a clinical tool to perform patient specific QA accurately, the UNet++ is investigated to classify failed or pass ...
Ying Huang +14 more
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Impact of stringent tolerance criteria on verification of absorbed dose distributions and evaluation through inhomogeneous media [PDF]
Nuclear Technology and Radiation Protection, 2022 Advances of radiation delivery devices have increased the complexity of the radiation oncology treatments. Herewith, outcome of the treatment, as well as patient safety, strongly depend on the consistency of absorbed dose delivery.
Obajdin Nevena +4 more
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Comparison of Patient-Specific Quality Assurance of 6 MV and 10 MV VMAT plan at Isocenter using Improved Gamma Evaluation Algorithm [PDF]
Iranian Journal of Medical Physics, 2022 Introduction: To compare Patient-Specific Quality Assurance (PSQA) of 6 MV and 10 MV Volume Modulated Arc Therapy (VMAT) plans performed with Electronic Portal Imaging Device (EPID) kept at Isocenter 100 cm (Source to Imager Distance (SID)) using an ...
JITENDRA NIGAM, Piyush Kumar, P SINGH
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