Use of Receiver Operating Curve Analysis and Machine Learning With an Independent Dose Calculation System Reduces the Number of Physical Dose Measurements Required for Patient-Specific Quality Assurance
Katelyn Hasse, Jessica Scholey, Benjamin Ziemer, Yutaka Natsuaki, Olivier Morin, Timothy D. Solberg, Emily Hirata, Gilmer Valdés, Alon Witztum
Topics & Concepts
TruebeamPinnacleMedicineQuality assuranceReceiver operating characteristicIonization chamberSensitivity (control systems)Nuclear medicineRadiation treatment planningMedical physicsLinear particle acceleratorRadiation therapySurgeryBeam (structure)OpticsInternal medicinePhysicsElectronic engineeringPathologyIonizationIonQuantum mechanicsEngineeringExternal quality assessmentAdvanced Radiotherapy TechniquesRadiation Dose and ImagingRadiation Therapy and Dosimetry