Machine Learning Based Prediction of Gamma Passing Rate for VMAT Radiotherapy Plans [PDF]
Journal of Personalized Medicine, 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 ...
B Sadowski, Józef Ginter
exaly +5 more sources
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
doaj +3 more sources
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
doaj +4 more sources
Using machine learning to predict gamma passing rate in volumetric‐modulated arc therapy treatment plans [PDF]
Journal of Applied Clinical Medical Physics, 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 ...
Elahheh Salari
exaly +4 more sources
Comparison of 3D and 2D gamma passing rate criteria for detection sensitivity to IMRT delivery errors [PDF]
Journal of Applied Clinical Medical Physics, 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
Xiao-Wu Deng
exaly +5 more sources
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
doaj +1 more source
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
doaj +1 more source
From 2D to 3D gamma passing rate tolerance and action limits for patient‐specific quality assurance in volumetric‐modulated arc therapy [PDF]
Journal of Applied Clinical Medical PhysicsGeorge Patatoukas +2 more
exaly +2 more sources
Patient-Specific Quality Assurance in Pencil Beam Scanning by 2-Dimensional Array [PDF]
International Journal of Particle Therapy, 2023 Purpose: This study aimed to determine the characteristics of 2D ionization chamber array and the confidence limits of the gamma passing rate in pencil beam scanning proton therapy.
Nuttida Rawiwan, MSc +4 more
doaj +1 more source
Assessment of Delivery Quality Assurance for Stereotactic Radiosurgery With Cyberknife
Frontiers in Oncology, 2021 PurposeThe purpose of this study is to establish and assess a practical delivery quality assurance method for stereotactic radiosurgery with Cyberknife by analyzing the geometric and dosimetric accuracies obtained using a PTW31016 PinPoint ionization ...
Jun Li +5 more
doaj +1 more source