A stacking based deep learning framework integrating random search neural architecture search for meniscus tear diagnosis [0.03%]
基于深度学习的框架整合随机搜索神经结构用于膝关节半月板撕裂诊断
Ebubekir Seyyarer,Hasan Genç,Faruk Ayata
Ebubekir Seyyarer
Background: Accurate and rapid diagnosis of meniscal tears is crucial for effective management of sports-related injuries and degenerative knee disorders. Magnetic resonance imaging (MRI) is widely used for meniscus evalu...
Scanner-agnostic artificial intelligence approach for fast bone scintigraphy [0.03%]
一种通用的快速骨扫描人工智能方法
Vinicius de Oliveira Menezes,Cleiton Cavalcante Queiroz,Antônio Augusto Silva Oliveira et al.
Vinicius de Oliveira Menezes et al.
Purpose: Current bone scintigraphy protocols often demand full-count, 10-15 min scans to preserve image quality, and existing deep-learning (DL) denoisers typically need to be retrained or retuned for each camera manufact...
Multicenter Study
Journal of applied clinical medical physics. 2026 Aug;27(8):e70709. DOI:10.1002/acm2.70709 2026
Using simple phantoms for teaching diagnostic and radiation therapy principles in hands-on medical physics outreach [0.03%]
使用简单的模型教授诊断和放射治疗原则的医学物理 Outreach实践活动
Cara Jean Ronish,Chad Ronish,Jessica M Fagerstrom
Cara Jean Ronish
Hands-on, accessible learning experiences offer an effective way to introduce students to medical physics. This case report describes the development, implementation, and instructional design of two straightforward educational activities in...
Probabilistic quality assurance of biopsy DVH thresholds in HDR prostate brachytherapy under localization uncertainty [0.03%]
HDR腔内后装治疗下行前列腺癌活检剂量体积直方图阈值的概率质量保证方法及其定位不确定性分析
Matthew Muscat,Juanita Crook,Andrew Jirasek et al.
Matthew Muscat et al.
Background: MR-US guided biopsies support biologic correlation in HDR prostate brachytherapy, but steep dose gradients and millimeter-scale localization uncertainty limit the validity of nominal biopsy doses. ...
Commissioning and performance evaluations of the electron Monte Carlo algorithm in a new commercial treatment planning system [0.03%]
一种新型商用治疗计划系统中电子蒙特卡罗算法的验收及性能研究
Feng Wang,Xuming Jiang,Zhi Shi et al.
Feng Wang et al.
Purpose: This study provides a comprehensive evaluation of the newly implemented electron Monte Carlo dose calculation algorithm in the commercial treatment planning system, uTPS. It investigates the performance of the al...
In-house development of CT-based 3D-printed head & neck phantom for Radiotherapy applications [0.03%]
基于CT的头颈部三维打印体模的内部开发用于放射治疗应用程序
Subhalaxmi Mishra,Vandana Shrivastava,Rajesh Kumar et al.
Subhalaxmi Mishra et al.
Background: Anthropomorphic phantoms are widely used in Radiotherapy for quality assurance (QA), treatment verification and dosimetric validation purposes. However, commercially available anthropomorphic phantoms are expe...
Routine kV-CBCT quality assurance in IGRT: Workflow-based comparison of QUART/MaximQA vs Catphan/ARTISCAN [0.03%]
基于工作流程的QUART/MaximQA与Catphan/ARTISCAN的常规千伏kV-CBCT质量保证的比较研究（英文）
Karolina Sanocka,Bartosz Pawałowski,Ewelina Nowak et al.
Karolina Sanocka et al.
Purpose: The study aimed to compare image-quality metrics measured by two kV-CBCT QA systems-the QUART phantom with MaximQA and the Catphan phantom with ARTISCAN-using standard clinical kV-CBCT imaging protocols in a Vari...
Comparative Study
Journal of applied clinical medical physics. 2026 Jul;27(7):e70708. DOI:10.1002/acm2.70708 2026
Computer vision mechanical QA: Development, characterization, and five years of clinical performance [0.03%]
计算机视觉机械QA：开发、特征化及临床表现五年回顾
Rachel B Ger,Michael D Armstrong,Daniel G Robertson
Rachel B Ger
Background: Quality assurance (QA) in radiation therapy is a critical component of ensuring accurate and consistent patient treatments, but many tasks are time consuming and rely on human visual acuity, which limits their...
Quality assurance for intraoperative MRI RF coils in stereotactic neurosurgical planning [0.03%]
立体定向神经外科手术规划中术中MRI射频线圈的质量保证
James C Thorpe,Rafal Panek,Charlotte Bull et al.
James C Thorpe et al.
Background: The application of MRI during a surgical procedure (intraoperative MRI) provides the surgical team with up-to-date anatomical information to improve precision and inform decision making during the operation. T...
The complementary roles of oversight, education, and collaboration in the responsible integration of artificial intelligence in radiation medicine: White paper of CADRA [0.03%]
放射医学中人工智能的负责任整合中的监管、教育和合作作用：CADRA白皮书
Caitlin Gillan,Brian Liszewski,Annie Hsu et al.
Caitlin Gillan et al.
Artificial intelligence (AI) is poised to fundamentally transform radiation medicine, with growing influence across clinical decision-making, workflow efficiency, personalization of care, and quality assurance. While the technical potential...