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Author profile
Martin Andrew Ebert, PhD
Sir Charles Gairdner Hospital
Assessing the Accuracy of an ML Model for Patient-Specific Quality Assurance Prediction: A Single-Center, Single-Linac Validation Study
The primary objective of this study was to develop and validate a machine learning (ML) model to predict gamma pass rates (GPR) for patient-specific quality assurance (PSQA), with the ultimate goal of advancing this model into an open-source tool that can sup...
Poster Program · Therapy Physics
Geometric Accuracy Is a Poor Predictor of Dosimetric Reliability: A Multi-Modality Analysis of Inter-Observer Variability In Pelvic Radiotherapy
To determine if geometric metrics (Dice Similarity Coefficient, DSC) are reliable predictors of dosimetric consistency.
Poster Program · Therapy Physics
Investigating a Mobile Radiotherapy Solution for Remote Western Australia
To establish the feasibility and a development pathway for a fully mobile radiotherapy facility to improve treatment access for rural and remote Western Australians.
Poster Program · Therapy Physics
Biologically Optimized Intensity-Modulated Brachytherapy for Prostate Cancer: Homogeneous Vs. Heterogeneous Focal Boosting
To investigate the feasibility and potential benefits of biologically optimised treatment planning (BiRT) utilizing heterogeneous focal-boost prescriptions based on patient-specific cell density distributions. This study compares conventional high-dose-rate b...
Poster Program · Therapy Physics
Expanding the Range of Extracted Dynamic FET Features As Candidate Glioblastoma Response Biomarkers
To assess the feasibility of using radiomics features from dynamic FET imaging parameterizations as potential biomarkers of glioblastoma (GBM) treatment response by evaluating the repeatability of parametric-map radiomic features from dynamic 18F-FET PET data...
Poster Program · Radiopharmaceuticals, Theranostics, and Nuclear Medicine
In-Silico Assessment of Automated CTV Contour Quality Assurance Integration In a Gastric Cancer Clinical Trial
Radiotherapy quality assurance (RTQA) of target volume delineation is critical in clinical trials to ensure protocol adherence. Manual real-time review is resource-intensive and often limited to a subset of patients. This study evaluates the feasibility of au...
Poster Program · Therapy Physics