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Medico-legal considerations in post-mortem imaging data: governance, ethics, and evidential use. 死后成像数据中的医学法律考虑:治理、伦理和证据使用。
IF 2.1 Pub Date : 2026-01-20 eCollection Date: 2026-01-01 DOI: 10.1093/bjro/tzag002
Natasha Davendralingam, Susan C Shelmerdine, Amy-Lee Brookes, Imogen Jones

Post-mortem imaging, in particular CT (PMCT), is increasingly used for death investigation in England and Wales, yet unlike "live" clinical imaging, this data falls outside traditional health-record legislation, creating uncertainty around data ownership, access rights, and disclosure obligations. This review examines the current data governance landscape surrounding post-mortem imaging data, identifying critical gaps requiring national guidance. We explore fundamental questions of data control between coroners and commercial service providers, noting how the absence of standardized frameworks has resulted in substantial regional variation in practice. Key challenges include inconsistent approaches to data storage, whether on clinical or dedicated PACS systems, varying data-retention periods, and disparate policies for third-party access by researchers, legal teams, and bereaved families. The evolving role of radiologists as expert witnesses in coronial and criminal proceedings presents additional complexities, particularly regarding who is best placed to explain imaging findings in court. We propose recommendations including national standards for data governance, standardized contractual frameworks clarifying data-controller relationships, protocols for secure storage and access controls, and defined competencies for radiologists presenting evidence in legal settings. Establishing robust governance foundations for post-mortem imaging data is essential to ensure this technology serves the public interest effectively, while maintaining legal defensibility and ethical integrity.

在英格兰和威尔士,尸检成像,特别是CT (PMCT)越来越多地用于死亡调查,但与“现场”临床成像不同,这些数据不属于传统的健康记录立法,在数据所有权、访问权和披露义务方面造成了不确定性。本综述考察了目前围绕死后成像数据的数据治理格局,确定了需要国家指导的关键差距。我们探讨了验尸官和商业服务提供商之间数据控制的基本问题,注意到标准化框架的缺乏如何导致实践中的重大区域差异。主要的挑战包括不一致的数据存储方法,无论是在临床还是专用的PACS系统上,不同的数据保留期限,以及研究人员、法律团队和死者家属的第三方访问不同的策略。作为法医和刑事诉讼中的专家证人,放射科医生的角色不断演变,这带来了额外的复杂性,特别是关于谁最适合在法庭上解释成像结果。我们提出的建议包括数据治理的国家标准、澄清数据控制者关系的标准化合同框架、安全存储和访问控制协议,以及在法律环境中提供证据的放射科医生的界定能力。为死后成像数据建立健全的治理基础对于确保这项技术有效地服务于公众利益,同时保持法律可辩护性和道德完整性至关重要。
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引用次数: 0
Are radiology residents safe to report feeding nasogastric (NG) tubes on chest X-rays? 放射科住院医师在胸部x光片上报告喂食鼻胃管是否安全?
IF 2.1 Pub Date : 2026-01-10 eCollection Date: 2026-01-01 DOI: 10.1093/bjro/tzag001
Cindy Chew, Lucy McGuire, Patrick J O'Dwyer, David Young

Objectives: The task of issuing reports on whether nasogastric (NG) tubes are safe for enteral nutrition on chest X-ray (CXR) often falls to radiology residents. The aims of this study are to evaluate whether radiology residents are formally trained and their performance in interpreting NG tube position on CXR.

Methods: Radiology residents were invited to participate in an online study evaluating NG tube position on CXR. The CXR images comprised 20 NG tubes, 14 of which were correctly sited, while 4 were in the distal oesophagus and 2 in the lung.

Results: Twenty-eight (of 185, 15%) radiology residents responded-despite incentives to participate and directed by Training Program Directors/Heads of School. Of those, only 10 (35.7%) correctly identified all NG tube positions on CXR. The most common error was reporting a correctly sited NG tube as mal-positioned for enteral nutrition. Global error rate was 8.9%. Radiology residents who correctly interpreted all 20 NG tube CXRs were significantly more confident in their abilities on a 5-point Likert scale than those who got at least 1 NG tube CXR wrong [4.4 (0.52) versus 3.8 (0.79), P = .02].

Conclusions: This study suggests that radiology residents may not be adequately trained to interpret the position of NG tubes on CXRs. Early and compulsory training in this important skill should be instituted urgently.

Advances in knowledge: There is a critical gap in radiology training. Radiology residents may not be adequately prepared to safely interpret NG tube position on chest X-rays. New DHSC memorandum of understanding mandates competency-based education across all training programs.

目的:发表关于鼻胃管在胸部x光片(CXR)上进行肠内营养是否安全的报告的任务往往落在放射科住院医师身上。本研究的目的是评估放射科住院医师是否接受过正式培训,以及他们在CXR上解释NG管位置的表现。方法:邀请放射科住院医师参加一项在线研究,评估在CXR上NG管的位置。CXR图像包括20根NG管,其中14根位置正确,其中4根位于食管远端,2根位于肺部。结果:28名(185名中的15%)放射科住院医师做出了回应——尽管有参与培训项目主任/校长的激励和指导。其中,只有10例(35.7%)在CXR上正确识别出所有NG管的位置。最常见的错误是将正确放置的NG管报告为肠内营养放置错误。总体错误率为8.9%。在5点李克特量表中,正确解读所有20个NG管CXR的放射科住院医生比至少解读1个NG管CXR错误的放射科住院医生对自己的能力更有信心[4.4(0.52)对3.8 (0.79),P = 0.02]。结论:本研究表明,放射科住院医师可能没有接受过充分的培训,无法在cxr上解释NG管的位置。对这一重要技能的早期和强制性培训应立即开始。知识的进步:在放射学培训方面存在严重的差距。放射科住院医师可能没有做好充分准备,无法在胸部x光片上安全地解读NG管的位置。新的DHSC谅解备忘录要求在所有培训项目中实施以能力为基础的教育。
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引用次数: 0
Radiomic analysis of contrast-enhanced CT for the prediction of microvascular invasion in hepatocellular carcinoma: literature analysis and practical challenges. 对比增强CT放射组学分析预测肝细胞癌微血管浸润:文献分析和实际挑战。
IF 2.1 Pub Date : 2025-12-29 eCollection Date: 2026-01-01 DOI: 10.1093/bjro/tzaf032
Sara Viganò, Pietro Andrea Bonaffini, Elisabetta De Bernardi, Andrea Corsi, Claudio Bandini, Eleonora Piccin, Clarissa Valle, Paolo Marra, Domenico Pinelli, Sandro Sironi

Background: Microvascular invasion (MVI) is considered an independent risk factor for early recurrence after curative resection of hepatocellular carcinoma (HCC). The ability to preoperatively predict MVI could lead to personalized treatment options in high-risk patients.

Aims: To identify radiomic features from CE-CT that correlate with MVI in patients with HCC and evaluate the robustness and reproducibility of radiomic assessment by manual segmentation between readers with different experience.

Methods: Clinical, CT imaging, and histological parameters were recorded. Sixty-two HCC lesions were manually contoured by three radiologists. Radiomic features were extracted. Features best correlating with angioinvasion were selected and assessed in univariate and multivariate models by means of 100 trials of 5-fold stratified cross-validation in terms of AUC, sensitivity, and specificity. The model identified on contours from the most experienced operator was then tested on contours from the other operators to assess inter-reader reproducibility.

Results: Feature selection identified LI-RADS category and four arterial-phase radiomic texture features, with GLCM-ClusterShade and its high-frequency wavelet variant showing the highest predictive value for MVI. A bivariate logistic regression model combining these two features achieved an AUC of 79%, with 78% sensitivity and 64% specificity. The robustness of manual segmentation was strongly dependent on reader experience, and inter-operator reproducibility was suboptimal when the model was applied to contours from less experienced readers.

Conclusion: Radiomics analysis may be able to predict MVI in patients with HCC. However, segmentation methods remain a practical challenge affecting reproducibility in radiomic studies.

Advances in knowledge: This study, in agreement with the literature, identifies a radiomic model based on two textural features that could correlate with MVI in HCC. Furthermore, it aims to investigate some of the limitations in the application of radiomics in clinical practice, which still restrict it to a research setting, identifying an important limitation in manual segmentation methods. This aspect has not yet been sufficiently investigated in the literature.

背景:微血管侵犯(MVI)被认为是肝细胞癌(HCC)根治性切除术后早期复发的独立危险因素。术前预测MVI的能力可以为高危患者提供个性化的治疗选择。目的:识别HCC患者与MVI相关的CE-CT放射学特征,并通过不同经验的读者之间的人工分割来评估放射学评估的稳健性和可重复性。方法:记录临床、CT及组织学参数。由三名放射科医生手工绘制62个HCC病变轮廓。提取放射组学特征。通过100项试验,在AUC、敏感性和特异性方面进行5倍分层交叉验证,选择和评估与血管侵犯最相关的特征,并在单因素和多因素模型中进行评估。根据最有经验的操作员的轮廓识别出的模型,然后在其他操作员的轮廓上进行测试,以评估阅读器间的再现性。结果:特征选择识别出LI-RADS类别和四个动脉期放射学纹理特征,其中GLCM-ClusterShade及其高频小波变体对MVI的预测价值最高。结合这两个特征的双变量逻辑回归模型的AUC为79%,灵敏度为78%,特异性为64%。手工分割的鲁棒性强烈依赖于读者的经验,当该模型应用于经验不足的读者的轮廓时,操作人员之间的可重复性不是最佳的。结论:放射组学分析可以预测肝癌患者的MVI。然而,分割方法仍然是影响放射组学研究可重复性的实际挑战。知识进展:本研究与文献一致,确定了一种基于两种纹理特征的放射学模型,该模型可能与HCC中的MVI相关。此外,它旨在调查放射组学在临床实践中应用的一些局限性,这些局限性仍然限制了它在研究环境中,确定人工分割方法的一个重要局限性。这方面在文献中还没有得到充分的研究。
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引用次数: 0
Getting to the heart of Carotid and Vertebral imaging in acute ischemic stroke: an all-encompassing cross-sectional comparative analysis of Colour Doppler Ultrasound, CT Angiography, and MR Angiography. 急性缺血性卒中的颈动脉和椎动脉成像:彩色多普勒超声、CT血管造影和MR血管造影的全面横断面比较分析。
IF 2.1 Pub Date : 2025-12-17 eCollection Date: 2026-01-01 DOI: 10.1093/bjro/tzaf031
Komal Verma Saluja, Mahesh Kumar Swami, Drishya Pillai, Manisha Meena, Dharm Raj Meena

Objectives: This study presents a comprehensive comparison of minimally-invasive extracranial neck imaging modalities-Colour Doppler ultrasound (CDUS), CT angiography (CTA), and MR angiography (MRA)-in acute ischaemic stroke (AIS) patients. The aim was to evaluate vessel stenosis, its related parameters, and assess the role of early CTA/MRA in AIS.

Methods: Categorical and continuous data were compared with Chi-square and independent Sample t-test, respectively. Spearman rank correlation matrix was performed for non-linear CDUS variables. The agreement between various imaging modalities was calculated with kappa (k) coefficient.

Results: AIS was most common in males, aged 61-70 years, associated with hypertension and smoking (P-value < .05). Seventy-four plaques were identified in 50 patients, with good agreement between the 3 imaging (k > 0.6). CDUS was limited in evaluating Vertebral Arteries and plaque characterization. CTA/MRA showed higher sensitivity for defining stenosis and plaques, with good-excellent agreement between them (k > 0.6). CTA and MRA identified 40 and 43 vulnerable plaques, respectively.

Conclusions: Colour Doppler ultrasound is subjective, comprehensive assessment of anatomic and hemodynamic parameters but lacks sensitivity in identifying vulnerable plaques. CTA/MRA have better sensitivity with good soft tissue differentiation especially in lesser stenosed vessels.

Advances in knowledge: Our results support preferred use of MRA/CTA as first-line modalities in time-sensitive scenarios like acute stroke and need to move beyond CDUS-based assessment. These show promise in detecting vulnerable plaque and predicting AIS risk/recurrence; in patient triage, and to guide early intensive treatment. Longitudinal studies are required to assess risk reduction by early advanced imaging.

目的:本研究对急性缺血性脑卒中(AIS)患者的微创颅外颈部成像方式——彩色多普勒超声(CDUS)、CT血管造影(CTA)和MR血管造影(MRA)进行了全面比较。目的是评估血管狭窄及其相关参数,并评估早期CTA/MRA在AIS中的作用。方法:分类资料和连续资料分别采用卡方检验和独立样本t检验进行比较。对非线性CDUS变量采用Spearman秩相关矩阵。用kappa (k)系数计算不同成像方式之间的一致性。结果:AIS多见于男性,年龄61 ~ 70岁,与高血压和吸烟相关(p值k >.6)。CDUS在评估椎动脉和斑块特征方面受到限制。CTA/MRA对狭窄和斑块的定义具有更高的敏感性,两者之间具有良好的一致性(k > 0.6)。CTA和MRA分别鉴定出40个和43个易损斑块。结论:彩色多普勒超声是一种主观的、全面的解剖学和血流动力学参数评估,但在识别易损斑块方面缺乏敏感性。CTA/MRA敏感性较好,软组织分化较好,尤其是在小血管狭窄情况下。知识进展:我们的研究结果支持在急性中风等时间敏感的情况下优先使用MRA/CTA作为一线治疗方式,并且需要超越基于cdd的评估。这在检测易损斑块和预测AIS风险/复发方面显示出前景;在患者分诊,并指导早期强化治疗。需要进行纵向研究,以评估早期晚期影像学检查降低风险的可能性。
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引用次数: 0
Exploring the therapeutic potential of localized alpha irradiation for cancer: from DNA damage to immune activation. 探索局部α辐照对癌症的治疗潜力:从DNA损伤到免疫激活。
IF 2.1 Pub Date : 2025-11-24 eCollection Date: 2025-01-01 DOI: 10.1093/bjro/tzaf030
Saskia Hazout, Daniel Zwahlen, Christoph Oehler, Ambroise Champion, David Benzaquen, Daniel Taussky

Alpha radiation has emerged as a promising modality in cancer treatment due to its unique physical and biological properties. Among these, diffusing alpha-emitters radiation therapy (DaRT) delivers alpha radiation directly into solid tumours using inserted seeds. This review synthesizes both the biological mechanisms and therapeutic implications of alpha irradiation, with a focus on DaRT. We explore how alpha particles induce complex DNA damage, modulate the tumour microenvironment, and interact with immune therapies. Emphasis is placed on preclinical and early clinical findings that suggest DaRT's potential to improve outcomes, especially in difficult-to-treat malignancies. The high linear energy transfer (LET) radiation induces complex DNA damage in tumour cells, leading to increased cell death compared to conventional radiotherapy. Alpha particles have a short range in tissue, allowing for highly localized treatment with minimal damage to surrounding healthy tissue. Recent studies have demonstrated that alpha radiation can stimulate antitumor immune responses, potentially enhancing treatment efficacy. Clinical trials utilizing alpha-emitting radioisotopes have shown encouraging results in various cancer types, particularly for metastatic disease.

由于其独特的物理和生物特性,α辐射已成为一种有前途的癌症治疗方式。其中,扩散放射疗法(DaRT)通过植入粒子将α辐射直接送入实体肿瘤。这篇综述综合了α辐照的生物学机制和治疗意义,重点是DaRT。我们探索α粒子如何诱导复杂的DNA损伤,调节肿瘤微环境,并与免疫疗法相互作用。重点放在临床前和早期临床发现,这些发现表明DaRT有改善预后的潜力,特别是在难以治疗的恶性肿瘤中。高线性能量转移(LET)辐射在肿瘤细胞中诱导复杂的DNA损伤,与传统放疗相比,导致细胞死亡增加。α粒子在组织中的作用范围很短,可以在对周围健康组织损害最小的情况下进行高度局部的治疗。最近的研究表明,α辐射可以刺激抗肿瘤免疫反应,潜在地提高治疗效果。利用α放射同位素的临床试验在各种癌症类型中显示出令人鼓舞的结果,特别是对于转移性疾病。
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引用次数: 0
Artificial intelligence in musculoskeletal radiology: practical aspects and latest perspectives. 人工智能在肌肉骨骼放射学:实践方面和最新观点。
IF 2.1 Pub Date : 2025-11-09 eCollection Date: 2025-01-01 DOI: 10.1093/bjro/tzaf029
Mickael Tordjman, Jan Fritz, Nor-Eddine Regnard, Richard Kijowski, Fadila Mihoubi, Bachir Taouli, Xueyan Mei, Mingqian Huang, Ali Guermazi

Musculoskeletal (MSK) imaging was among the first radiology subspecialties to adopt artificial intelligence (AI), with applications now spanning the entire MSK workflow, from image acquisition to reporting. Deep learning-based reconstruction protocols can accelerate MRI by reducing scan times and artefacts, improving accessibility in high-volume and resource-limited settings. Furthermore, AI interpretation tools have demonstrated strong performance in fracture detection, assessment of meniscal and ligament tears, bone tumour characterization and automated quantification of measurements, supporting greater diagnostic consistency across radiologists with varying experience levels. Large language models (LLMs) extend AI's impact beyond image analysis by simplifying reports for patients, automating classification systems, and streamlining clinical communication. Despite these advances, important challenges remain. Integration of AI into already established clinical workflows can be complex, and requires robust technical solutions, regulatory compliance, and strategies to maintain radiologist oversight. Questions of liability, cost-effectiveness, and the role of AI in medical education further underscore the need for careful implementation. AI is poised to fundamentally reshape MSK radiology by enhancing efficiency, improving diagnostic accuracy, and enabling more patient-centred communication. To fully realize this potential, adoption must balance innovation with safety, equity, and sustainability, ensuring AI remains a trusted assistive tool that strengthens rather than replaces radiologist expertise.

肌肉骨骼(MSK)成像是首批采用人工智能(AI)的放射学亚专业之一,其应用程序现在涵盖了从图像采集到报告的整个MSK工作流程。基于深度学习的重建协议可以通过减少扫描时间和伪影,提高高容量和资源有限环境下的可访问性来加速MRI。此外,人工智能解释工具在骨折检测、半月板和韧带撕裂评估、骨肿瘤表征和自动量化测量方面表现出色,支持不同经验水平的放射科医生提高诊断一致性。大型语言模型(llm)通过简化患者报告、自动化分类系统和简化临床沟通,将人工智能的影响扩展到图像分析之外。尽管取得了这些进展,但仍存在重大挑战。将人工智能集成到已建立的临床工作流程中可能很复杂,需要强大的技术解决方案、法规遵从性和保持放射科医生监督的策略。责任、成本效益和人工智能在医学教育中的作用等问题进一步强调了谨慎实施的必要性。人工智能有望通过提高效率、提高诊断准确性和实现更多以患者为中心的沟通,从根本上重塑MSK放射学。为了充分发挥这一潜力,采用人工智能必须在创新与安全性、公平性和可持续性之间取得平衡,确保人工智能仍然是一种值得信赖的辅助工具,能够加强而不是取代放射科医生的专业知识。
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引用次数: 0
The role of musculoskeletal radiologists in emergency and trauma settings: current and emerging imaging modalities. 肌肉骨骼放射科医生在急诊和创伤环境中的作用:当前和新兴的成像方式。
IF 2.1 Pub Date : 2025-11-02 eCollection Date: 2025-01-01 DOI: 10.1093/bjro/tzaf025
Muhammad Israr Ahmad, Lulu Liu, Adnan Sheikh, Savvas Nicolaou

MSK radiologists play a critical role in emergency and trauma settings, where rapid and accurate imaging interpretation is essential for timely diagnosis and treatment. The increasing complexity of trauma cases has driven the adoption of advanced imaging modalities beyond conventional radiographs and computed tomography (CT). Dual-energy CT (DECT) and magnetic resonance imaging (MRI) have revolutionized MSK imaging, offering superior tissue characterization and improved detection of occult fractures, bone marrow edema (BME), infections, and soft tissue injuries. Emerging technologies, such as portable MRI and photon-counting CT (PCCT), further enhance diagnostic capabilities by enabling bedside imaging, reducing radiation exposure, and providing ultra-high-resolution images. MSK radiologists are integral to immediate diagnosis, triaging, differentiating acute from chronic injuries, guiding surgical interventions, and performing image-guided procedures. DECT in particular has proven invaluable in detecting BME, reducing metal artifacts, and improving soft tissue contrast, while MRI remains the gold standard for evaluating soft tissue injuries and occult fractures. Portable MRI offers a radiation-free alternative for point-of-care imaging, especially in spinal cord and soft tissue injuries. PCCT, with its superior spatial resolution and material decomposition capabilities, holds promise for advanced fracture detection and reduced radiation doses. Additionally, 3D printing has emerged as a transformative tool for preoperative planning, surgical simulation, and personalized implant design. Despite challenges such as cost, accessibility, and technical limitations, these advancements are reshaping trauma imaging. As technology evolves, MSK radiologists will continue to integrate these innovations to optimize patient care in emergency and trauma settings, ensuring faster, more accurate diagnoses.

MSK放射科医生在紧急情况和创伤环境中发挥着关键作用,快速准确的成像解释对于及时诊断和治疗至关重要。创伤病例的复杂性日益增加,推动了传统x线摄影和计算机断层扫描(CT)之外的先进成像方式的采用。双能CT (DECT)和磁共振成像(MRI)彻底改变了MSK成像,提供了优越的组织表征和改进的检测隐匿性骨折、骨髓水肿(BME)、感染和软组织损伤。便携式MRI和光子计数CT (PCCT)等新兴技术通过床边成像、减少辐射暴露和提供超高分辨率图像,进一步增强了诊断能力。MSK放射科医生是不可或缺的即时诊断,分诊,区分急性和慢性损伤,指导手术干预,并执行图像引导程序。特别是DECT在检测BME、减少金属伪影和提高软组织对比度方面被证明是无价的,而MRI仍然是评估软组织损伤和隐匿性骨折的金标准。便携式核磁共振成像提供了一个无辐射的替代点护理成像,特别是在脊髓和软组织损伤。PCCT具有优越的空间分辨率和材料分解能力,有望用于先进的裂缝检测和降低辐射剂量。此外,3D打印已经成为术前规划、手术模拟和个性化植入物设计的变革性工具。尽管存在成本、可及性和技术限制等挑战,但这些进步正在重塑创伤成像。随着技术的发展,MSK放射科医生将继续整合这些创新,以优化急诊和创伤环境中的患者护理,确保更快、更准确的诊断。
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引用次数: 0
EcoRad: sustainable radiology and the ecology of economics. EcoRad:可持续放射学和经济学生态学。
IF 2.1 Pub Date : 2025-10-26 eCollection Date: 2025-01-01 DOI: 10.1093/bjro/tzaf027
Benjamin E Northrup, Kate Hanneman, Reed A Omary

This review explores the dual meaning of the prefix "eco"-ecology and economics-and the transformative idea of synthesizing the two into a single "eco" framework. This framework gives rise to EcoRad, which blends economic and ecologic principles to optimize radiology practice. EcoRad strives to achieve the triple bottom line by approaching economic challenges from a planetary health perspective and by using economic approaches to enhance planetary health. In effect, this expands the traditional focus on financial performance to also include social and environmental impact. With EcoRad as a guide, radiology departments are called upon to consider 5 actions that can help overcome barriers to sustainable radiology: adopt sustainable procurement and maintenance, integrate green information technology (IT) and operational efficiencies, advocate for payment models that reward green radiology, champion green budgeting, and involve patients, industry, third-party payors, and policymakers in sustainability.

本文探讨了前缀“生态”的双重含义——生态学和经济学,以及将两者综合为一个单一的“生态”框架的变革思想。这个框架产生了EcoRad,它融合了经济和生态原则来优化放射学实践。EcoRad努力实现三重底线,从地球健康的角度来应对经济挑战,并利用经济方法来加强地球健康。实际上,这扩大了对财务绩效的传统关注,也包括社会和环境影响。以EcoRad为指导,呼吁放射科考虑5项有助于克服可持续放射障碍的行动:采用可持续采购和维护,整合绿色信息技术(IT)和运营效率,倡导奖励绿色放射的支付模式,倡导绿色预算,让患者、行业、第三方付款人和政策制定者参与可持续发展。
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引用次数: 0
Radiology AI training and assessment-challenges, innovations, and a path forward. 放射学人工智能培训和评估——挑战、创新和前进的道路。
IF 2.1 Pub Date : 2025-10-15 eCollection Date: 2025-01-01 DOI: 10.1093/bjro/tzaf026
Girija Agarwal, Kavish Maroo, Paymon Zomorodian, Naman Bhatt, Dilan Sanli, Akash Sharma, Susan C Shelmerdine

Artificial intelligence (AI) is transforming radiology, with nearly 80% of approved AI as medical devices (AIaMDs) being imaging-related. As AI adoption accelerates, radiology training programs must evolve to equip future radiologists with the skills to critically evaluate, implement, and integrate AI into clinical practice. However, despite AI's growing role, its inclusion in medical curricula remains inconsistent, and assessment of AI competency is lacking. This review explores the current state of AI in UK medical training curricula with a more in-depth focus on radiology. We discuss the potential impact of AI on competency evaluations, including the Fellowship of the Royal College of Radiologists (FRCR) examinations, Annual Review of Competence Progression (ARCP), and on-call assessments. Additionally, we examine how AI-driven educational resources, such as AI-assisted training platforms, could enhance radiology education. To future-proof radiology training and careers, we propose strategies to evaluate AI literacy including nationalized structured AI teaching, and AI-focused assessments. Addressing these challenges will be crucial in ensuring that radiologists remain at the forefront of digital healthcare transformation while maintaining their core diagnostic expertise.

人工智能(AI)正在改变放射学,近80%被批准的人工智能医疗设备(aiamd)与成像相关。随着人工智能应用的加速,放射学培训计划必须不断发展,以使未来的放射科医生具备批判性评估、实施和将人工智能整合到临床实践中的技能。然而,尽管人工智能的作用越来越大,但其在医学课程中的纳入仍然不一致,而且缺乏对人工智能能力的评估。这篇综述探讨了人工智能在英国医学培训课程中的现状,更深入地关注放射学。我们讨论了人工智能对能力评估的潜在影响,包括皇家放射科医师学院奖学金(FRCR)考试、能力进步年度审查(ARCP)和随叫随到评估。此外,我们研究了人工智能驱动的教育资源,如人工智能辅助培训平台,如何增强放射学教育。为了面向未来的放射学培训和职业,我们提出了评估人工智能素养的策略,包括国有化的结构化人工智能教学和以人工智能为重点的评估。解决这些挑战对于确保放射科医生在保持其核心诊断专业知识的同时保持在数字医疗转型的前沿至关重要。
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引用次数: 0
Case-based review of low-field MRI in resource-constrained settings: a clinical perspective from Malawi. 基于病例的低场核磁共振检查在资源受限的设置:来自马拉维的临床观点。
IF 2.1 Pub Date : 2025-10-14 eCollection Date: 2025-01-01 DOI: 10.1093/bjro/tzaf028
Karen Chetcuti, Cowles Chilungulo

Low-field MRI (LF-MRI) is in the spotlight as multidisciplinary experts consider it to be one solution to expanding MRI access worldwide. The clinical scenarios and case-mix in which LF-MRI could play an especially important role in the patient diagnostic algorithm are different in High and Low- and Middle-Income Countries (LMIC). The aim of this article is to suggest a robust structure within which to envision clinical use and advancement of LF-MRI technology in LMICs. This article presents three discrete clinical scenarios-a tertiary care facility with an LF-MRI only, a tertiary care facility with an LF-MRI and an HF-MRI and a peripheral healthcare facility with an LF-MRI only-derived from a combination of the authors' observed practice and hypothetical models in an LMIC and 31 consecutive case reviews within a 32-month timeframe of our experience with the 0.064 T Hyperfine Swoop in Malawi. The authors recognize the important of a holistic approach to the ongoing multifaceted efforts at LMIC-appropriate advancement of LF-MRI technology. This ranges from continued innovation relating to deep learning methods for improved diagnostic accuracy and workflow efficiency, empowerment towards building LF-MRIs in-situ in the LMIC and multidisciplinary capacity building initiatives in LMICs.

低场核磁共振成像(LF-MRI)受到多学科专家的关注,认为它是扩大全球核磁共振成像访问的一种解决方案。在高、低收入和中等收入国家(LMIC), LF-MRI在患者诊断算法中发挥特别重要作用的临床情况和病例组合是不同的。本文的目的是提出一个强大的结构,其中设想低频磁共振成像技术在低收入国家的临床应用和进步。本文提出了三个独立的临床场景——一个只有LF-MRI的三级医疗机构,一个有LF-MRI和HF-MRI的三级医疗机构,以及一个只有LF-MRI的外围医疗机构,这些场景来源于作者在LMIC中观察到的实践和假设模型的结合,以及我们在马拉维使用0.064 T Hyperfine Swoop的32个月时间框架内对31个连续病例的回顾。作者认识到整体方法的重要性,以正在进行的多方面的努力,在lmic适当的低频磁共振成像技术的进步。这包括与深度学习方法相关的持续创新,以提高诊断准确性和工作流程效率,授权在中低收入国家原位构建lf - mri,以及中低收入国家的多学科能力建设倡议。
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