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Practical Steps Toward Better IR Access for 40+ Million Canadians. 为4000多万加拿大人提供更好的入境条件的实际步骤。
IF 3.7 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-12 DOI: 10.1177/08465371251412384
Bryan W Buckley, John Kachura, Arash Jaberi, Sebastian Mafeld
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引用次数: 0
Perceptions of Call by Canadian Radiology Residents: A National Survey. 加拿大放射科住院医师对电话的看法:一项全国性调查。
IF 3.7 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-07 DOI: 10.1177/08465371251407871
Claudia Deyirmendjian, Neel P Mistry, Ha Le, Pamela Boustros, Michael N Patlas

Background: Call is among the most challenging aspects of radiology residency, fostering both knowledge development and decision-making under pressure. As imaging volumes have increased, call conditions have evolved. However, little is currently known about the variability in call structures among institutions. This study explores the perceptions of resident call across Canadian radiology programs.

Methods: A 28-question, bilingual, anonymous survey was distributed to all Canadian radiology residents via the Canadian Association of Radiologists (CAR) and institutional representatives of the CAR Resident and Fellow Section (RFS). Anonymous data was collected including demographic information, sleep habits, staff supervision, interactions with referring physicians, and wellness.

Results: Our survey was open from Sept 1, 2024, to Feb 28, 2025. Altogether, 112 residents responded from all training levels and programs, with 71.4% completing it in English and 28.6% in French. Most PGY-2 residents reported 8 to 11 call shifts in the preceding 8 weeks, compared to 4 to 7 shifts among PGY-3 to PGY-5. Close to half of residents reported that they did not sleep at all on call. Among those who did, 70.3% of them reported moderately insufficient sleep. Interactions with referring physicians were poor, with 49.2% of residents rating their experiences as unsatisfactory or very unsatisfactory. Lower call satisfaction was significantly associated with greater call volume and reduced sleep.

Conclusions: Canadian radiology residents reported high call volumes, limited rest, and challenging interactions with referring physicians, all of which were linked to lower satisfaction and well-being. These findings highlight opportunities to optimize call structures, strengthen supervision, and improve resident wellness.

背景:Call是放射科住院医师中最具挑战性的方面之一,在压力下培养知识发展和决策。随着成像体积的增加,呼叫条件也发生了变化。然而,目前对机构间看涨期权结构的可变性知之甚少。本研究探讨了加拿大放射学项目对住院医生的看法。方法:通过加拿大放射科医师协会(CAR)和CAR住院医师和研究员部门(RFS)的机构代表向所有加拿大放射科住院医师分发了一份包含28个问题的双语匿名调查。收集的匿名数据包括人口统计信息、睡眠习惯、员工监督、与转诊医生的互动以及健康状况。结果:调查时间为2024年9月1日至2025年2月28日。总共有112名住院医师接受了不同级别和项目的培训,其中71.4%的人用英语完成,28.6%的人用法语完成。大多数PGY-2住院医生报告在前8周内轮班8到11次,而PGY-3到PGY-5的住院医生轮班4到7次。近一半的居民报告说,他们在待命时根本没有睡觉。在那些睡眠充足的人中,70.3%的人报告睡眠有中度不足。与转诊医生的互动很差,49.2%的住院医生认为他们的经历不满意或非常不满意。较低的通话满意度与更大的通话量和更少的睡眠显著相关。结论:加拿大放射科住院医师报告了高呼叫量,有限的休息,以及与转诊医生的挑战性互动,所有这些都与较低的满意度和幸福感有关。这些发现突出了优化呼叫结构、加强监督和改善居民健康的机会。
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引用次数: 0
Seeing Through the Haze: The Radiologist's Challenge in Diffuse Liver Disease. 透过阴霾看:漫漫性肝病的放射科医生的挑战。
IF 3.7 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-30 DOI: 10.1177/08465371251407879
Philippe Soyer
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引用次数: 0
Semi-Supervised Deep Learning-Based Model for Segmentation of Breast Arterial Calcification on Screening Mammograms. 基于半监督深度学习的乳腺动脉钙化筛查模型。
IF 3.7 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-29 DOI: 10.1177/08465371251400538
Mu'ath Ibrahim, Patrick C Brennan, Mo'ayyad E Suleiman, Mary Rickard, Seyedamir Tavakoli Taba, Ziba Gandomkar

Purpose: Breast arterial calcification (BAC), detectable on routine mammograms, offers a promising independent risk factor for cardiovascular disease (CVD) risk stratification. However, current BAC assessment methods lack standardization and rely on subjective interpretations. This study introduces a semi-supervised deep learning (DL) model to automate BAC severity grading, enhance cross-system generalizability, and align with clinical consensus.

Methods: A U-Net-based segmentation model was trained on 2560 annotated screening mammograms from 7 vendors. A semi-supervised learning strategy employing progressive pseudo-labeling incorporated 6000 unlabeled images to enhance model robustness. BAC severity was graded by thresholding the percentage area covered by BAC and benchmarked against radiologists' assessments using Canadian Society of Breast Imaging (CSBI) guidelines. Performance was evaluated using the Jaccard Similarity Coefficient (JSC) for segmentation, along with accuracy, precision, F1-score, and recall. For detecting clinically significant (Grade 3) BAC, sensitivity, specificity, and area under the curve (AUC) were assessed. Agreement with experts was evaluated using weighted kappa statistics.

Results: The proposed model achieved a JSC of 0.614, an accuracy of 0.991, an F1-score of 0.756, a precision of 0.763, and a recall of 0.764. It demonstrated superior segmentation accuracy compared to the baseline U-Net model. Agreement with consensus radiologists was high, with a weighted kappa of 0.90, 95% CI = (0.70, 1.00). For clinically significant (Grade 3) BAC, the model achieved an AUC of 0.87, 95% CI = (0.72, 1.00), sensitivity of 0.80, and specificity of 0.93.

Conclusion: The framework holds promise for clinical adoption, integrating into mammography workflows and improving women's cardiovascular risk stratification.

目的:乳腺动脉钙化(BAC)可在常规乳房x光检查中检测到,为心血管疾病(CVD)风险分层提供了一个有希望的独立危险因素。然而,目前的BAC评估方法缺乏标准化,依赖于主观解释。本研究引入了一种半监督深度学习(DL)模型,用于自动化BAC严重程度分级,增强跨系统通用性,并与临床共识保持一致。方法:对来自7家供应商的2560张带注释的乳房x光片进行u - net分割模型的训练。采用渐进式伪标记的半监督学习策略纳入了6000张未标记的图像,以增强模型的鲁棒性。根据BAC覆盖面积的阈值对BAC的严重程度进行分级,并根据加拿大乳腺成像学会(CSBI)指南的放射科医生评估为基准。使用Jaccard相似系数(JSC)进行分割,以及准确性、精密度、f1分数和召回率来评估性能。为了检测具有临床意义(3级)的BAC,评估了敏感性、特异性和曲线下面积(AUC)。使用加权kappa统计来评估与专家的一致性。结果:该模型的JSC为0.614,准确率为0.991,f1得分为0.756,精密度为0.763,召回率为0.764。与基线U-Net模型相比,它显示出更高的分割精度。与放射科医师共识的一致性很高,加权kappa为0.90,95% CI =(0.70, 1.00)。对于具有临床意义(3级)的BAC,该模型的AUC为0.87,95% CI =(0.72, 1.00),敏感性为0.80,特异性为0.93。结论:该框架有望被临床采用,整合到乳房x线摄影工作流程中,改善女性心血管风险分层。
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引用次数: 0
CAR/CSACI Practice Guidance for Contrast Media Hypersensitivity: Update for Unknown Contrast Agents. CAR/CSACI造影剂超敏性实践指南:未知造影剂的更新。
IF 3.7 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-26 DOI: 10.1177/08465371251401551
Adam Byrne, D Blair Macdonald, Iain D C Kirkpatrick, Magali Pham, Ana Maria Copaescu, Matthew D F McInnes, Ling Ling, Anne Ellis, Andreu F Costa
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引用次数: 0
Contrast-Enhanced Mammography for Detection and Characterization of Invasive Lobular Carcinoma. 乳腺造影对浸润性小叶癌的检测和特征分析。
IF 3.7 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-24 DOI: 10.1177/08465371251398520
Maria Gosein, Charlotte J Yong-Hing, Priya Johal, Colin Mar, Tetyana Martin

Invasive lobular carcinoma (ILC) poses distinct diagnostic challenges due to its infiltrative single-file growth pattern, which often renders it mammographically occult, particularly in dense breast tissue. Contrast-enhanced mammography (CEM) combines the anatomical detail of conventional mammography with functional information from contrast uptake, likely improving the detection, staging, and assessment of ILC compared to conventional imaging techniques. CEM shows value in evaluating ILC tumor size and disease extent, especially in multifocal and multicentric disease, although MRI remains the gold standard. This review outlines the spectrum of ILC imaging features on CEM, including findings on both low-energy and recombined images. While CEM can provide ILC size and extent estimates comparable to MRI, its accuracy may be reduced in cases of non-mass enhancement or tumors larger than 3 cm. Additionally, ILC may demonstrate lower conspicuity enhancement than invasive ductal carcinoma (IDC), necessitating careful image interpretation. As clinical adoption of CEM increases, radiologists must become familiar with the variable imaging characteristics of ILC, to facilitate more accurate interpretation. Improved recognition of these features has the potential to support more precise treatment planning and better patient outcomes.

浸润性小叶癌(ILC)由于其浸润性的单排生长模式,通常使其在乳房x光检查中隐匿,特别是在致密的乳腺组织中,因此对诊断提出了独特的挑战。对比增强乳房x线照相术(CEM)结合了传统乳房x线照相术的解剖细节和来自对比摄取的功能信息,与传统成像技术相比,可能改善了ILC的检测、分期和评估。尽管MRI仍然是金标准,但CEM在评估ILC肿瘤大小和疾病程度方面具有价值,特别是在多灶和多中心疾病中。这篇综述概述了在CEM上ILC成像特征的频谱,包括低能和重组图像的发现。虽然CEM可以提供与MRI相当的ILC大小和范围估计,但在非肿块增强或肿瘤大于3cm的情况下,其准确性可能会降低。此外,与浸润性导管癌(IDC)相比,ILC可能表现出较低的显著性增强,因此需要仔细解读图像。随着临床应用CEM的增加,放射科医生必须熟悉ILC的可变成像特征,以促进更准确的解释。提高对这些特征的认识有可能支持更精确的治疗计划和更好的患者预后。
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引用次数: 0
Asking the Right Question. 问正确的问题。
IF 3.7 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-19 DOI: 10.1177/08465371251406586
Adrian P Brady
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引用次数: 0
Change Management in Radiology: A Contemporary Primer for Effective and Sustainable Practice. 放射学的变革管理:有效和可持续实践的当代入门。
IF 3.7 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-18 DOI: 10.1177/08465371251403918
Rakhshan Kamran, Michael N Patlas

Radiology is experiencing rapid and interconnected change, including rising imaging volumes, expanding access demands, and the introduction of artificial intelligence into daily practice. However, many radiologists have limited exposure to structured approaches for leading change in complex clinical environments. Change management research provides a practical vocabulary and set of concepts that can help radiology leaders design and sequence change more effectively. Organizational readiness encompassing cognitive, operational, trust, and resource dimensions is consistently associated with successful transitions. Classic frameworks such as Lewin's change stages, Kotter's 8-step model for mobilizing teams, the ADKAR model for individual adoption, and Armenakis' evidence-based change-messaging principles offer radiology-specific value when planning workflow adjustments, introducing new processes, or shaping departmental culture. Attention to workflow reality, early engagement of key groups, understanding human responses to change, appropriate pacing, particularly during leadership transitions, and clarity of communication further support sustainable change. Applying contemporary change management concepts can help radiology departments and leaders navigate evolving demands while maintaining coherence, stability, and high-quality patient care.

放射学正在经历快速且相互关联的变化,包括不断增加的成像量,不断扩大的访问需求以及将人工智能引入日常实践。然而,许多放射科医生在复杂的临床环境中对结构化方法的接触有限。变革管理研究提供了一套实用的词汇和概念,可以帮助放射学领导者更有效地设计和排序变革。包括认知、操作、信任和资源维度的组织准备始终与成功的转换相关联。经典的框架,如Lewin的变革阶段,Kotter的动员团队的8步模型,个人采用的ADKAR模型,以及Armenakis的基于证据的变革信息传递原则,在规划工作流程调整,引入新流程或塑造部门文化时,都提供了放射学特有的价值。对工作流程现实的关注,关键群体的早期参与,理解人类对变化的反应,适当的节奏,特别是在领导过渡期间,以及沟通的清晰度进一步支持可持续的变化。应用当代变革管理概念可以帮助放射科和领导在保持一致性、稳定性和高质量患者护理的同时,应对不断变化的需求。
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引用次数: 0
Empowering Children Through Virtual Reality: A New Alternative to General Anesthesia for MRI. 通过虚拟现实赋予儿童权力:MRI全身麻醉的新选择。
IF 3.7 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-17 DOI: 10.1177/08465371251398724
Tania Dafer, Matt Head, Cassandra Kapoor, Daniela Pohl, Ewa Sucha, Nick Barrowman, Neetika Gupta, Hillel Maresky, Elka Miller

Background: MRI often requires general anesthesia in children, which carries risks, increases costs, and prolongs scan wait times.

Purpose: Our study aimed to evaluate whether virtual reality (VR) simulations could familiarize children with the MRI experience to enable awake scans without anesthesia. Secondary objectives included assessing child anxiety and determining whether movement during the simulation correlated with scan quality.

Materials and methods: In this prospective study, 18 participants underwent a 10-minute VR simulation of an MRI procedure presented as an avatar-led game before their head MRI scan. Child and caregiver anxiety surveys were completed before the simulation and after the MRI. The VR software recorded head motion during the simulation, which was correlated with MRI scan quality.

Results: All participants (n = 18) successfully completed an awake MRI after the simulation session, aiding clinical diagnoses. The average participant age was 5.0 years (±1.3 years). MRI quality assessments indicated 44.4% excellent, 27.8% high-acceptable, 22.2% acceptable, and 5.6% low-acceptable scan quality. No statistically significant changes in anxiety levels were observed. 94.1% of legal guardians reported the VR simulation was effective at preparing their child for the MRI scan.

Conclusion: VR sessions were associated with a significant improvement in caregiver perceptions and enabled successful completion of MRI scans without the need for sedation in all children initially considered to require anesthesia. While no statistically significant reduction in anxiety was observed, the intervention resulted in diagnostic-quality imaging with minimal motion artifacts, supporting its utility as a strategy to facilitate pediatric MRI without anesthesia.

背景:儿童MRI通常需要全身麻醉,这有风险,增加了成本,延长了扫描等待时间。目的:我们的研究旨在评估虚拟现实(VR)模拟是否可以使儿童熟悉MRI体验,以便在没有麻醉的情况下进行清醒扫描。次要目标包括评估儿童焦虑和确定模拟过程中的运动是否与扫描质量相关。材料和方法:在这项前瞻性研究中,18名参与者在进行头部MRI扫描之前,进行了10分钟的VR模拟MRI过程,以化身为主导的游戏的形式呈现。在模拟之前和MRI之后完成了儿童和照顾者焦虑调查。VR软件在模拟过程中记录头部运动,这与MRI扫描质量相关。结果:所有参与者(n = 18)在模拟会话后成功完成清醒MRI检查,有助于临床诊断。参与者平均年龄5.0岁(±1.3岁)。MRI质量评价为44.4%为优,27.8%为高可接受,22.2%为可接受,5.6%为低可接受。没有观察到焦虑水平有统计学意义的变化。94.1%的法定监护人报告说,VR模拟在为他们的孩子做MRI扫描准备方面是有效的。结论:VR会话与护理人员感知的显著改善有关,并使所有最初认为需要麻醉的儿童无需镇静即可成功完成MRI扫描。虽然没有观察到统计学上显著的焦虑减少,但干预导致诊断质量的成像和最小的运动伪影,支持其作为促进儿童无麻醉MRI的策略的效用。
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引用次数: 0
Imaging Methods for New-Onset Seizures at Canadian Pediatric Hospitals. 加拿大儿科医院新发癫痫的影像学方法
IF 3.7 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-16 DOI: 10.1177/08465371251398361
Kate Hurley, Ellen Song, Lucia Carpineta, Jean-Claude Décarie, Marc Elliott, Jonathan Grynspan, Naeem Khan, Pradeep Krishnan, Johanna Ortiz Jimenez, Yves Patenaude, Katya Rozovsky, Nina Stein, Makabongwe Tshuma, Xing-Chang Wei, Daniela Pohl, Elka Miller

Background: Seizures are common neurological events in children, with neuroimaging playing a crucial role in evaluating new-onset seizures. While magnetic resonance imaging (MRI) is often preferred over computed tomography (CT) for pediatric seizure imaging due to higher sensitivity and lack of ionizing radiation, practices regarding imaging protocols and sedation use vary. Currently, there are no published Canada-wide guidelines describing the practices for workup of pediatric seizures.

Methods: A cross-sectional survey was conducted among radiologists at 16 Canadian tertiary pediatric centers to assess neuroimaging practices for children with new-onset seizures. The survey explored the presence and content of dedicated seizure MRI protocols, sedation use, and strategies to facilitate non-sedated MRI.

Results: Fifteen centers (94%) responded. Only 2 (13%) reported using dedicated new-onset seizure protocols, while 10 (67%) used epilepsy-specific MRI protocols, and the others used different approaches, including variations of routine brain MRI. MRI sequences varied across institutions. Sedation use also varied, with a median sedation age range of 3 months to 6 years. Non-sedated MRI techniques such as feed-and-swaddle (93%) and natural sleep (27%) were commonly used for infants. Video goggles (67%) and child life specialist support (53%) were often used for older children. Only 2 institutions (13%) had fast MRI protocols, and virtual reality preparation was uncommon (13%).

Conclusion: Considerable variability exists in MRI protocols and sedation practices across Canadian pediatric centers evaluating new-onset seizures. Our findings emphasize the need for national consensus guidelines to standardize imaging protocols, reduce sedation use, and optimize care for pediatric seizure patients.

背景:癫痫发作是儿童常见的神经系统事件,神经影像学在评估新发癫痫发作中起着至关重要的作用。虽然磁共振成像(MRI)通常比计算机断层扫描(CT)更适合用于儿童癫痫发作成像,因为它具有更高的灵敏度和缺乏电离辐射,但有关成像方案和镇静使用的实践各不相同。目前,没有出版的加拿大范围内的指导方针描述的做法,小儿癫痫发作。方法:对加拿大16个三级儿科中心的放射科医生进行横断面调查,以评估新发癫痫患儿的神经影像学实践。该调查探讨了癫痫发作专用MRI协议的存在和内容、镇静的使用以及促进非镇静MRI的策略。结果:15个中心(94%)回应。只有2例(13%)报告使用专门的新发癫痫方案,而10例(67%)使用癫痫特异性MRI方案,其他使用不同的方法,包括常规脑MRI的变化。不同机构的MRI序列不同。镇静的使用也各不相同,镇静的中位年龄范围为3个月至6岁。非镇静MRI技术,如喂养和襁褓(93%)和自然睡眠(27%)通常用于婴儿。视频护目镜(67%)和儿童生活专家支持(53%)经常用于年龄较大的儿童。只有2家机构(13%)有快速MRI方案,虚拟现实准备不常见(13%)。结论:加拿大各儿科中心评估新发癫痫的MRI方案和镇静实践存在相当大的差异。我们的研究结果强调有必要制定全国一致的指导方针,以规范成像方案,减少镇静的使用,并优化儿科癫痫患者的护理。
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引用次数: 0
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Canadian Association of Radiologists Journal-Journal De L Association Canadienne Des Radiologistes
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