Computation of the distribution of model accuracy statistics in machine learning: comparison between analytically derived distributions and simulation‐based methods
AA Huang, SY Huang - Health science reports, 2023 - Wiley Online Library
Abstract Background and Aims All fields have seen an increase in machine‐learning
techniques. To accurately evaluate the efficacy of novel modeling methods, it is necessary to …
techniques. To accurately evaluate the efficacy of novel modeling methods, it is necessary to …
Prospective clinical validation of virtual patient-specific quality assurance of volumetric modulated arc therapy radiation therapy plans
Purpose Performing measurement-based patient-specific quality assurance (PSQA) is
recognized as a resource-intensive and time inefficient task in the radiation therapy …
recognized as a resource-intensive and time inefficient task in the radiation therapy …
Treatment plan prescreening for patient-specific quality assurance measurements using independent Monte Carlo dose calculations
Purpose This study proposes a method to identify plans that failed patient-specific quality
assurance (QA) and attempts to establish a criterion to prescreen treatment plans for patient …
assurance (QA) and attempts to establish a criterion to prescreen treatment plans for patient …
Virtual pretreatment patient‐specific quality assurance of volumetric modulated arc therapy using deep learning
SA Yoganathan, S Ahmed, S Paloor, T Torfeh… - Medical …, 2023 - Wiley Online Library
Background Automatic patient‐specific quality assurance (PSQA) is recently explored using
artificial intelligence approaches, and several studies reported the development of machine …
artificial intelligence approaches, and several studies reported the development of machine …
Is it still necessary to perform measured based pre‐treatment patient‐specific QA for SRS HyperArc treatments?
N Cavalli, E Bonanno, GR Borzì… - Journal of Applied …, 2024 - Wiley Online Library
Abstract Purpose The Mobius3D system was validated as a modern secondary check
dosimetry system. In particular, our objective has been to assess the suitability of the M3D as …
dosimetry system. In particular, our objective has been to assess the suitability of the M3D as …
JSRT におけるAI 技術活用研究の動向と将来展望―取り組むべき課題と本学会に期待される役割とは!?―
川下郁生， 林則夫， 富永正英， 藤淵俊王… - 日本放射線技術学会 …, 2023 - jstage.jst.go.jp
近年, 人工知能 (以下, AI) 技術を用いたソフトウェアの開発が進み, 画像診断支援や撮影支援,
治療支援など, 臨床現場でも活用が進みつつある. 特に 2022 年 4 月の診療報酬改定において AI …
治療支援など, 臨床現場でも活用が進みつつある. 特に 2022 年 4 月の診療報酬改定において AI …