Ontology highlight
ABSTRACT: Purpose
Most automatic error detection studies in radiation therapy focus on photon therapy, with limited attention to proton therapy. This study developed and validated an automated framework for initial proton therapy plan review to enhance error detection capabilities and workflow efficiency in pencil-beam scanning treatments.Materials and methods
Auto-IniCheck, an automated plan review script, was designed following AAPM TG-275 guidelines to systematically verify initial physics plan integrity for proton therapy. Treatment site-specific and modality-specific checklists were integrated into a comprehensive process map indicating manual, automated, or hybrid review requirements with color-coded risk levels. Risk levels for each step were determined using failure modes and
SUBMITTER: Park J
PROVIDER: S-EPMC12553059 | biostudies-literature | 2025 Dec
REPOSITORIES: biostudies-literature