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Epiploic appendagitis on the vermiform appendix is often misdiagnosed as acute appendicitis. 蚓状阑尾的尾网膜阑尾炎常被误诊为急性阑尾炎。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 Epub Date: 2024-12-11 DOI: 10.1007/s10140-024-02304-3
Akihiro Horibe, Juri Funasaka, Keisuke Hiroshima, Masanobu Kiriyama

Epiploic appendagitis of the vermiform appendix is a rare cause of right lower abdominal pain that can mimic acute appendicitis and result in unnecessary surgery. Despite this, the condition can be managed with non-steroidal anti-inflammatory drugs alone. Due to the lack of characteristic physical or laboratory findings, accurate diagnosis by imaging is crucial. The aim of this case report is to emphasize this uncommon condition to prevent misdiagnosis and avoid unnecessary surgical interventions. A 57-year-old man presented with a 2-day history of abdominal pain and tenderness in the right abdominal region. Laboratory results were within the normal range. The surgeon diagnosed him as distal appendicitis or colonic diverticulitis and treated him with antibiotics, leading to improvement within several days. A subsequent review of the plain computed tomography images by the radiologist detected an oval fat density surrounded by a high-intensity rim and a high-density spot in the center at the tip of normal vermiform appendix. This led to a diagnosis of epiploic appendagitis on the vermiform appendix. Epiploic appendagitis is characterized by inflammation and ischemia resulting from torsion of the epiploic appendage. It can occur not only on the colon but also on the appendix. The imaging findings in this case were typical of epiploic appendagitis on the appendix. It is imperative for clinicians to be familiar with the clinical presentation and imaging findings of epiploic appendagitis on the appendix to ensure an accurate diagnosis, reduce unnecessary surgeries, thereby enhancing patient outcomes.

蚓状阑尾的网膜阑尾炎是一种罕见的右下腹部疼痛的原因,它可以模拟急性阑尾炎并导致不必要的手术。尽管如此,这种情况可以单独使用非甾体抗炎药来治疗。由于缺乏特征性的物理或实验室发现,通过影像学准确诊断是至关重要的。本病例报告的目的是强调这种罕见的情况,以防止误诊和避免不必要的手术干预。男性,57岁,右腹部疼痛和压痛2天。化验结果在正常范围内。外科医生诊断为远端阑尾炎或结肠憩室炎,并给予抗生素治疗,几天后病情好转。随后,放射科医生复查ct平片,发现正常蚓状阑尾顶端有一个椭圆形脂肪密度,周围环绕着一个高强度边缘和一个高密度点。这导致诊断为蚓状阑尾的网膜阑尾炎。网膜阑尾炎的特征是由网膜阑尾扭转引起的炎症和缺血。它不仅可以发生在结肠上,也可以发生在阑尾上。本病例的影像学表现为典型的阑尾网膜阑尾炎。临床医生必须熟悉阑尾上网膜阑尾炎的临床表现和影像学表现,以确保准确诊断,减少不必要的手术,从而提高患者的预后。
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引用次数: 0
Correlation between adult trauma center status and radiology resident performance on trauma cases in the WIDI SIM exam. 成人创伤中心状态与WIDI SIM考试创伤病例放射学住院医师表现的相关性
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 Epub Date: 2024-12-02 DOI: 10.1007/s10140-024-02302-5
Kevin Pierre, Abheek Raviprasad, Isabella Amador, Alexandria Iakovidis, Jay Talati, Christopher Sistrom, Roberta Slater, Linda Lanier, John Rees, Ivan Davis, Anthony Mancuso, Priya Sharma, Dhanashree Rajderkar

Purpose: To assess whether adult trauma center status influences radiology resident performance on trauma cases in the Emergent/Critical Care Imaging SIMulation (WIDI SIM) exam.

Materials and methods: This retrospective study analyzed 29,290 WIDI SIM exam scores from 110 adult trauma cases across 55 radiology residency programs. Residents were categorized by training level-R1 (n = 17,801), R2 (n = 9,136), R3 (n = 1,826), R4 (n = 527)-and by their program's adult trauma center designation: Level 1 (n = 20,121), Level 2 (n = 1,870), Level 3 (n = 1,029), Level 4 (n = 487), and no trauma designation (n = 5,834). A Generalized Linear Mixed Model with a negative binomial distribution was used to evaluate the effect of trauma center status on resident performance, adjusting for resident level, imaging modality, and case specialty.

Results: After adjusting for confounding variables, there was no statistically significant difference in resident scores based on adult trauma center status (p > 0.05 for all trauma levels compared to no trauma designation). Resident level significantly influenced performance, with higher-level residents scoring better than R1 residents (p < 0.001 for R2-R4). Imaging modality and case specialty also significantly affected scores. Residents performed better on MR, US, and XR modalities compared to CT (p ≤ 0.002), and scored lower on chest, cardiovascular, musculoskeletal, and neuro cases compared to abdominopelvic cases (p < 0.001).

Conclusion: Adult trauma center status did not significantly impact radiology resident performance on trauma cases in the WIDI SIM exam. Resident training level, imaging modality, and case specialty were significant factors influencing performance. These findings suggest that resident education and exposure to diverse imaging modalities and specialties are more critical determinants of diagnostic accuracy than the trauma center designation of their training program.

目的:评估成人创伤中心的状况是否会影响急诊/重症监护成像模拟(WIDI SIM)考试中创伤病例的放射住院医师表现。材料和方法:本回顾性研究分析了55个放射学住院医师项目中110个成人创伤病例的29,290个WIDI SIM考试分数。住院医师按培训水平r1 (n = 17,801)、R2 (n = 9,136)、R3 (n = 1,826)、R4 (n = 527)进行分类,并按其项目的成人创伤中心名称进行分类:1级(n = 20,121)、2级(n = 1,870)、3级(n = 1,029)、4级(n = 487)和无创伤名称(n = 5,834)。采用负二项分布的广义线性混合模型评估创伤中心状态对住院医师表现的影响,调整住院医师水平、成像方式和病例专科。结果:在调整混杂变量后,基于成人创伤中心状态的住院医师评分无统计学差异(所有创伤水平与无创伤指定相比p > 0.05)。住院医师的水平显著影响住院医师的表现,高水平住院医师的得分高于R1住院医师(p)。结论:成人创伤中心的身份对WIDI SIM考试中创伤病例的放射学住院医师的表现没有显著影响。住院医师培训水平、影像学方式和病例专业是影响临床表现的重要因素。这些研究结果表明,住院医师的教育和接触不同的成像方式和专业是诊断准确性的关键决定因素,而不是创伤中心指定的培训计划。
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引用次数: 0
Splenic artery embolization for variceal bleeding in portal hypertension: a systematic review and metanalysis. 脾动脉栓塞治疗门静脉高压症静脉曲张出血:系统回顾和荟萃分析。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 Epub Date: 2024-11-22 DOI: 10.1007/s10140-024-02299-x
Mohadese Ahmadzade, Shahram Akhlaghpoor, Hamidreza Rouientan, Sara Hassanzadeh, Hamed Ghorani, Mahsa Heidari-Foroozan, Mobina Fathi, Fakhroddin Alemi, Shadi Nouri, Kelly Trinh, Kei Yamada, Mohammad Ghasemi-Rad

Purpose: Splenic artery embolization (SAE) has emerged as a promising alternative for managing variceal bleeding secondary to portal hypertension (PH). This study aims to elucidate the significance of SAE in managing esophageal variceal bleeding in patients with PH, providing an overview of its efficacy, safety, and role in PH management.

Methods: A systematic review and meta-analysis were conducted in accordance with PRISMA standards. EMBASE, PubMed, Scopus, and Web of Science databases were searched from inception until April 14, 2024. Original observational and clinical studies on SAE in managing variceal bleeding due to PH were included. Meta-analyses were performed using a random-effects model, and publication bias was assessed using regression and rank correlation tests for funnel plot asymmetry.

Results: Eighteen studies met the inclusion criteria, encompassing 531 patients. The meta-analysis revealed a significant reduction in variceal bleeding post-SAE (RD = -0.86; 95% CI: -0.97, -0.75; p < 0.001). Complete resolution of varices was observed in 26% of patients (95% CI: 11%, 45%; p = 0.006), and 78% showed improvement in variceal grade (95% CI: 43%, 88%; p < 0.001). SAE significantly increased platelet counts (SMD = 1.15; 95% CI: 0.63, 1.68; p < 0.001). Common complications included post-embolization syndrome, and the overall complication rate was low.

Conclusions: This systematic review and meta-analysis study supports the efficacy and safety of SAE in managing variceal bleeding due to PH, demonstrating significant reductions in bleeding, improvements in variceal grade, and increases in platelet counts.

目的:脾动脉栓塞术(SAE)已成为治疗继发于门静脉高压症(PH)的静脉曲张出血的一种有前途的替代方法。本研究旨在阐明脾动脉栓塞术在治疗 PH 患者食管静脉曲张出血中的意义,概述其在 PH 治疗中的疗效、安全性和作用:方法:按照 PRISMA 标准进行了系统综述和荟萃分析。对 EMBASE、PubMed、Scopus 和 Web of Science 数据库进行了检索,检索时间从开始到 2024 年 4 月 14 日。纳入了关于治疗 PH 引起的静脉曲张出血的 SAE 的原始观察性和临床研究。采用随机效应模型进行元分析,并通过漏斗图不对称的回归和秩相关检验评估发表偏倚:18项研究符合纳入标准,涉及531名患者。荟萃分析表明,SAE 后静脉曲张出血量显著减少(RD = -0.86;95% CI:-0.97,-0.75;P 结论:该系统综述和荟萃分析研究表明,SAE 后静脉曲张出血量显著减少(RD = -0.86;95% CI:-0.97,-0.75):这项系统性回顾和荟萃分析研究支持 SAE 在治疗 PH 引起的静脉曲张出血方面的有效性和安全性,显示出血量明显减少,静脉曲张分级得到改善,血小板计数增加。
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引用次数: 0
Correction to: Hematuria in the ER patient: optimizing detection of upper tract urothelial cancer - A pictorial essay.
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-27 DOI: 10.1007/s10140-025-02313-w
Mohammad Yasrab, Charles K Crawford, Linda C Chu, Satomi Kawamoto, Elliot K Fishman
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引用次数: 0
Deep learning-aided diagnosis of acute abdominal aortic dissection by ultrasound images. 超声图像深度学习辅助诊断急性腹主动脉夹层。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-17 DOI: 10.1007/s10140-025-02311-y
Zhanye Lin, Jian Zheng, Yaohong Deng, Lingyue Du, Fan Liu, Zhengyi Li

Purpose: Acute abdominal aortic dissection (AD) is a serious disease. Early detection based on ultrasound (US) can improve the prognosis of AD, especially in emergency settings. We explored the ability of deep learning (DL) to diagnose abdominal AD in US images, which may help the diagnosis of AD by novice radiologists or non-professionals.

Methods: There were 374 US images from patients treated before June 30, 2022. The images were classified as AD-positive and AD-negative images. Among them, 90% of images were used as the training set, and 10% of images were used as the test set. A Densenet-169 model and a VGG-16 model were used in this study and compared with two human readers.

Results: DL models demonstrated high sensitivity and AUC for diagnosing abdominal AD in US images, and DL models showed generally better performance than human readers.

Conclusion: Our findings demonstrated the efficacy of DL-aided diagnosis of abdominal AD in US images, which can be helpful in emergency settings.

目的:急性腹主动脉夹层(AD)是一种严重的疾病。基于超声(US)的早期检测可以改善AD的预后,特别是在紧急情况下。我们探讨了深度学习(DL)在美国影像中诊断腹部AD的能力,这可能有助于新手放射科医生或非专业人员诊断AD。方法:在2022年6月30日之前接受治疗的患者的374张美国图像。图像分为ad阳性和ad阴性图像。其中,90%的图像作为训练集,10%的图像作为测试集。本研究采用Densenet-169模型和VGG-16模型,并与两名人类读者进行比较。结果:DL模型在诊断腹部AD的US图像中具有较高的灵敏度和AUC,且DL模型的表现普遍优于人类阅读器。结论:我们的研究结果证明了超声图像中dl辅助诊断腹部AD的有效性,这在急诊情况下是有帮助的。
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引用次数: 0
Correction to: Artificial intelligence in emergency and trauma radiology: ASER AI/ML expert panel Delphi consensus statement on research guidelines, practices, and priorities. 更正:急诊和创伤放射学中的人工智能:ASER AI/ML专家小组关于研究指南、实践和优先事项的德尔菲共识声明。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-17 DOI: 10.1007/s10140-025-02312-x
David Dreizin, Garvit Khatri, Pedro V Staziaki, Karen Buch, Mathias Unberath, Mohammed Mohammed, Aaron Sodickson, Bharti Khurana, Anjali Agrawal, James Stephen Spann, Nicholas Beckmann, Zachary DelProposto, Christina A LeBedis, Melissa Davis, Gabrielle Dickerson, Michael Lev
{"title":"Correction to: Artificial intelligence in emergency and trauma radiology: ASER AI/ML expert panel Delphi consensus statement on research guidelines, practices, and priorities.","authors":"David Dreizin, Garvit Khatri, Pedro V Staziaki, Karen Buch, Mathias Unberath, Mohammed Mohammed, Aaron Sodickson, Bharti Khurana, Anjali Agrawal, James Stephen Spann, Nicholas Beckmann, Zachary DelProposto, Christina A LeBedis, Melissa Davis, Gabrielle Dickerson, Michael Lev","doi":"10.1007/s10140-025-02312-x","DOIUrl":"https://doi.org/10.1007/s10140-025-02312-x","url":null,"abstract":"","PeriodicalId":11623,"journal":{"name":"Emergency Radiology","volume":" ","pages":""},"PeriodicalIF":1.7,"publicationDate":"2025-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143002263","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hematuria in the ER patient: optimizing detection of upper tract urothelial cancer - A pictorial essay. 急诊室患者的血尿:优化上尿路膀胱癌的检测 - 图解文章。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-15 DOI: 10.1007/s10140-024-02308-z
Mohammad Yasrab, Charles K Crawford, Linda C Chu, Satomi Kawamoto, Elliot K Fishman

Upper tract urothelial carcinoma (UTUC) is a rare and challenging subset of the more frequently encountered urothelial carcinomas (UCs), comprising roughly 5-7% of all UCs and less than 10% of all renal tumors. Hematuria is a common presenting symptom in the emergency setting, often prompting imaging to rule out serious etiologies, with UTUC especially posing as a diagnostic challenge. These UTUC lesions of the kidney and ureter are often small, mimicking other pathologies, and are more aggressive than typical UC of the bladder, emphasizing the importance of timely and accurate diagnosis. Multidetector computed tomography urography (CTU) is the standard imaging modality for diagnosis, tumor staging, and surgical planning. Various postprocessing techniques like multiplanar reconstructions, maximal intensity projection (MIP) images, and 3D volumetric rendering technique (VRT) are crucial for accurate detection. In addition, 3D cinematic rendering (CR) is a novel technique that employs advanced illumination models, producing images with realistic shadows and increased surface detail, outperforming traditional VRT. We will review the distinctive imaging features between UTUC and infiltrating mimicking lesions on CTU in patients who presented with hematuria, in conjunction with advanced postprocessing techniques, ultimately improving diagnostic confidence and preoperative planning in the emergency context.

上路尿路上皮癌(UTUC)是一种罕见且具有挑战性的尿路上皮癌(UCs),约占所有UCs的5-7%,占所有肾肿瘤的不到10%。血尿是紧急情况下常见的症状,经常提示影像学检查以排除严重的病因,UTUC尤其对诊断构成挑战。肾脏和输尿管的UTUC病变通常很小,与其他病理相似,并且比典型的膀胱UC更具侵袭性,强调了及时准确诊断的重要性。多检测器计算机断层尿路造影(CTU)是诊断、肿瘤分期和手术计划的标准成像方式。各种后处理技术,如多平面重建、最大强度投影(MIP)图像和3D体绘制技术(VRT)对准确检测至关重要。此外,3D电影渲染(CR)是一种新颖的技术,它采用先进的照明模型,产生具有逼真阴影和增加表面细节的图像,优于传统的VRT。我们将回顾血尿患者的UTUC和浸润性模拟病变在CTU上的独特影像特征,并结合先进的后处理技术,最终提高紧急情况下的诊断信心和术前计划。
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引用次数: 0
The incidence of vascular injuries in patients with negative cervical computed tomography (CT) following blunt trauma. 钝性外伤后颈椎CT阴性患者血管损伤的发生率。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-14 DOI: 10.1007/s10140-024-02310-5
Assala Aslan, Joseph Eskew, Spencer Zaheri, Ridge Arceneaux, Elizabeth Field, Elise Thibodeaux, Morgan Roque, Luis De Alba, Octavio Arevalo, Hugo Cuellar

Introduction: Computed tomography (CT) angiography is commonly utilized to quickly identify vascular injuries caused by blunt cervical trauma. It is often conducted alongside a cervical spine CT, based on established criteria. This study assessed the prevalence of cervical vascular injuries identified via CT angiography (CTA) in patients who had negative findings on cervical CT scans.

Materials and methods: A retrospective study was performed on patients who experienced blunt trauma from January 2020 to December 2022 and underwent both cervical CT and CTA. The sample size was determined using the formula: n = (Z^2 * P * (1 - P)) / E^2, assuming a 99% confidence interval, a 2% margin of error, and a proportion of 0.05.

Results: A total of 1,165 patients presented with acute blunt trauma to the head and neck during the study period. Out of those, 800 patients (68.7%) had negative cervical CT scans and only 5 patients (0.6%) were found to have vascular injuries on CTA, with an average age of 44.2 years. Regarding the severity of the injuries, three were classified as grade I and two as grade II. On the other hand, of the 365 patients with positive cervical CT, 44 patients (12%) had vascular injury on CTA, including 16 patients (4.5%) with grades III and IV injuries.

Conclusion: The findings of this study suggest that CTA in patients with negative cervical CT scans seldom reveals vascular injuries, with no injuries exceeding grade II. This highlights the selective utility of CTA in this patient group.

简介:计算机断层扫描(CT)血管造影通常用于快速识别钝性颈椎外伤引起的血管损伤。它通常与颈椎CT一起进行,基于既定的标准。本研究评估了在宫颈CT扫描阴性的患者中,通过CT血管造影(CTA)发现的颈椎血管损伤的患病率。材料与方法:对2020年1月至2022年12月钝性创伤患者进行回顾性研究,并进行颈椎CT和CTA检查。样本量采用公式确定:n = (Z^2 * P * (1 - P)) / E^2,假设置信区间为99%,误差幅度为2%,比例为0.05。结果:在研究期间,共有1165例患者出现急性头颈部钝性创伤。其中800例(68.7%)患者宫颈CT扫描阴性,仅5例(0.6%)患者在CTA上发现血管损伤,平均年龄44.2岁。其中3人的伤情为1级,2人的伤情为2级。另一方面,365例宫颈CT阳性患者中,CTA血管损伤44例(12%),其中III级和IV级损伤16例(4.5%)。结论:本研究结果提示,宫颈CT阴性患者的CTA很少显示血管损伤,没有超过II级的损伤。这突出了CTA在该患者组中的选择性效用。
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引用次数: 0
Radiology resident competency in orthopedic trauma detection in simulated on-call scenarios. 模拟随叫随到情况下骨科创伤检测的放射住院医师能力。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-08 DOI: 10.1007/s10140-024-02309-y
John Ramos Rivas, Kevin Pierre, Abheek Raviprasad, Arman Mahmood, Olivia Scheuermann, Bruce Steinberg, Roberta Slater, Christopher Sistrom, Otgonbayar Batmunh, Priya Sharma, Ivan Davis, Anthony Mancuso, Dhanashree Rajderkar

Purpose: To evaluate radiology residents' ability to accurately identify three specific types of orthopedic trauma using radiographic imaging within a simulated on-call environment.

Methods: We utilized the Wisdom in Diagnostic Imaging Emergent/Critical Care Radiology Simulation (WIDI SIM) to assess residents' preparedness for independent radiology call. The simulation included 65 cases, with three focusing on orthopedic trauma: sacral ala, femoral neck, and pediatric tibial/Toddler's fractures. Faculty graded residents' responses using a standardized 10-point rubric and categorized errors as observational (failing to identify key findings) or interpretive (incorrect conclusions despite correct identification of findings).

Results: 321 residents evaluated sacral ala fracture radiographs and received an average score of 1.29/10, with 8.71 points lost to observational errors. Only 6% produced effective reports (scores ≥ 7), while 80% made critical errors (scores < 2). For femoral neck fracture CT images (n = 316 residents), the average score was 2.48/10, with 6.71 points lost to observational errors. 25% produced effective reports, and 66% made critical errors. Pediatric tibial/Toddler's fracture radiographs (n = 197 residents) yielded an average score of 2.94/10, with 6.60 points lost to observational errors. 29% generated effective reports, while 71% made critical errors.

Conclusion: Radiology residents demonstrated significant difficulty in identifying these orthopedic trauma cases, with errors primarily attributed to observational deficiencies. These findings suggest a need for targeted educational interventions in radiology residency programs to improve the identification of these fractures.

目的:评估放射科住院医师在模拟随叫随到环境中使用放射成像准确识别三种特定类型骨科创伤的能力。方法:我们利用智能诊断成像急诊/重症放射学模拟(WIDI SIM)来评估居民对独立放射学呼叫的准备情况。模拟包括65例,其中3例集中在骨科创伤:骶骨翼、股骨颈和儿童胫骨/幼儿骨折。教师使用标准化的10分制对住院医生的回答进行评分,并将错误分类为观察性错误(未能识别关键发现)或解释性错误(尽管正确识别了发现,但得出了错误的结论)。结果:321名住院医师对骶骨骨折x线片进行评价,平均得分为1.29/10,因观察误差损失8.71分。只有6%的住院医师产生了有效报告(评分≥7),而80%的住院医师出现了严重错误(评分)。结论:放射科住院医师在识别这些骨科创伤病例方面表现出明显的困难,错误主要归因于观察不足。这些发现表明,需要在放射科住院医师项目中进行有针对性的教育干预,以提高对这些骨折的识别。
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引用次数: 0
Artificial intelligence in emergency and trauma radiology: ASER AI/ML expert panel Delphi consensus statement on research guidelines, practices, and priorities. 急诊和创伤放射学中的人工智能:ASER AI/ML专家小组关于研究指南、实践和优先事项的德尔菲共识声明。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-23 DOI: 10.1007/s10140-024-02306-1
David Dreizin, Garvit Khatri, Pedro V Staziaki, Karen Buch, Mathias Unberath, Mohammed Mohammed, Aaron Sodickson, Bharti Khurana, Anjali Agrawal, James Stephen Spann, Nicholas Beckmann, Zachary DelProposto, Christina A LeBedis, Melissa Davis, Gabrielle Dickerson, Michael Lev

Background: Emergency/trauma radiology artificial intelligence (AI) is maturing along all stages of technology readiness, with research and development (R&D) ranging from data curation and algorithm development to post-market monitoring and retraining.

Purpose: To develop an expert consensus document on best research practices and methodological priorities for emergency/trauma radiology AI.

Methods: A Delphi consensus exercise was conducted by the ASER AI/ML expert panel between 2022-2024. In phase 1, a steering committee (7 panelists) established key themes- curation; validity; human factors; workflow; barriers; future avenues; and ethics- and generated an edited, collated long-list of statements. In phase 2, two Delphi rounds using anonymous RAND/UCLA Likert grading were conducted with web-based data capture (round 1) and a bespoke excel document with literature hyperlinks (round 2). Between rounds, editing and knowledge synthesis helped maximize consensus. Statements reaching ≥80% agreement were included in the final document.

Results: Delphi rounds 1 and 2 consisted of 81 and 78 items, respectively.18/21 expert panelists (86%) responded to round 1, and 15 to round 2 (17% drop-out). Consensus was reached for 65 statements. Observations were summarized and contextualized. Statements with unanimous consensus centered around transparent methodologic reporting; testing for generalizability and robustness with external data; and benchmarking performance with appropriate metrics and baselines. A manuscript draft was circulated to panelists for editing and final approval.

Conclusions: The document is meant as a framework to foster best-practices and further discussion among researchers working on various aspects of emergency and trauma radiology AI.

背景:紧急/创伤放射学人工智能(AI)在技术准备的各个阶段都在成熟,从数据管理和算法开发到上市后监测和再培训的研究和开发(R&D)都在进行。目的:就急诊/创伤放射学人工智能的最佳研究实践和方法重点制定专家共识文件。方法:在2022-2024年期间,由ASER AI/ML专家组进行德尔菲共识练习。在第一阶段,一个指导委员会(7名小组成员)确定了关键主题——策展;效度;人为因素;工作流;障碍;未来的途径;以及道德——并生成了一份经过编辑、整理的长长的声明清单。在第二阶段,通过基于网络的数据采集(第一轮)和带有文献超链接的定制excel文档(第二轮)进行了两轮德尔菲匿名RAND/UCLA Likert评分。在两轮之间,编辑和知识合成有助于最大限度地达成共识。一致性≥80%的陈述纳入最终文件。结果:德尔菲第1轮和第2轮分别有81项和78项。18/21的专家小组成员(86%)对第一轮有回应,15人对第2轮有回应(17%退出)。就65项发言达成协商一致意见。对观察结果进行了总结和背景分析。以透明的方法报告为中心,达成一致意见的陈述;外部数据的泛化性和鲁棒性测试;并使用适当的指标和基线对性能进行基准测试。一份草稿分发给小组成员进行编辑和最后批准。结论:该文件旨在作为一个框架,促进急诊和创伤放射学人工智能各个方面的研究人员之间的最佳实践和进一步讨论。
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引用次数: 0
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Emergency Radiology
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