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Differentiation of focal liver lesions in contrast-enhanced ultrasound using a heuristic-guided hybrid machine-learning framework. 使用启发式引导混合机器学习框架鉴别对比增强超声局灶性肝脏病变。
IF 2.1 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-29 DOI: 10.1007/s10396-025-01598-1
Keisuke Nakajima, Naohisa Kamiyama, Katsutoshi Sugimoto, Hiroshi Hashimoto, Takao Itoi

Purpose: Sonazoid contrast-enhanced ultrasound (CEUS) offers valuable diagnostic information on hepatic lesions, but it is time-consuming. In this study, we investigated a novel composite machine-learning framework that integrates heuristic knowledge and model-specific classification to differentiate liver lesions using only the first 2 min of CEUS imaging.

Methods: CEUS images from 232 patients with 232 focal liver lesions (benign: 61, hepatocellular carcinoma [HCC]: 104, non-HCC malignancies [ML]: 67) were analyzed. For each case, six frames from injection to peak enhancement and static images at 1 and 2 min post-injection were used. Two deep learning models were developed: Model 1 classified heterogeneous enhancement patterns into "benign," "HCC," "ML," or "Uniform" (homogeneous). Model 2 further classified "Uniform" cases into three diagnostic categories. Lesion brightness values were incorporated as input features. The artificial intelligence (AI) mode was also evaluated by observer study of three hepatologists using the area under the receiver operating characteristic curve (AUC).

Results: The composite model was evaluated on 58 independent test cases, achieving classification accuracy of 81.8% for benign, 93.5% for HCC, and 68.8% for ML, with an overall accuracy of 84.5%. Binary classification (benign vs. malignant) yielded 97.9% sensitivity, 94.8% specificity, and 94.8% overall accuracy. For discrimination between benign and malignant, the mean AUC for the three observers was significantly improved with AI output, where the difference in AUC (95% confidence interval) was 0.095 (0.0197, 0.1703) (P = 0.013).

Conclusions: The proposed AI-based framework enables accurate liver lesion classification using early phase CEUS, eliminating the need for Kupffer-phase imaging in many cases.

目的:索那唑类对比增强超声(CEUS)为肝脏病变的诊断提供了有价值的信息,但费时。在这项研究中,我们研究了一种新的复合机器学习框架,该框架集成了启发式知识和模型特异性分类,仅使用超声造影的前2分钟就可以区分肝脏病变。方法:对232例局灶性肝脏病变(良性61例,肝细胞癌104例,非肝细胞癌恶性67例)的超声造影图像进行分析。每个病例使用注射至峰值增强的6帧图像和注射后1和2分钟的静态图像。开发了两个深度学习模型:模型1将异质增强模式分为“良性”、“HCC”、“ML”或“均匀”(同质)。模型2进一步将“统一”病例分为三种诊断类别。病灶亮度值作为输入特征。人工智能(AI)模式也通过三位肝病学家的观察研究进行评估,使用受试者工作特征曲线下面积(AUC)。结果:复合模型对58个独立测试病例进行评估,良性分类准确率为81.8%,HCC分类准确率为93.5%,ML分类准确率为68.8%,总体准确率为84.5%。二元分类(良性与恶性)的敏感性为97.9%,特异性为94.8%,总体准确率为94.8%。对于良性和恶性的区分,三个观察者的平均AUC随着AI输出显着提高,其中AUC(95%置信区间)的差异为0.095 (0.0197,0.1703)(P = 0.013)。结论:提出的基于人工智能的框架可以使用早期超声造影进行准确的肝脏病变分类,在许多情况下无需Kupffer-phase成像。
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引用次数: 0
Effect of region of interest settings on diagnostic performance of attenuation imaging in hepatic steatosis. 兴趣区设置对肝脂肪变性衰减成像诊断性能的影响。
IF 2.1 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-28 DOI: 10.1007/s10396-025-01612-6
Shingo Tanaka, Noboru Ohba, Nagomi Saito, Kanna Tanaka, Yuka Ishimoto, Kayoko Ochi, Kenji Yasui, Minori Fujita, Kiyoshi Abe, Satoshi Takahashi

Purpose: Attenuation techniques have been developed to quantify liver fat, improving diagnostic accuracy. However, the standardization of measurement methods remains undefined, limiting clinical application. This study evaluated the effect of different region of interest (ROI) settings on the attenuation coefficient (AC) and coefficient of determination (R2) in attenuation imaging (ATI).

Methods: We analyzed 5212 ultrasound examinations performed at our institution. Two periods were compared: early [ROI positioned at twice the subcutaneous thickness; double positioning (DP), 2 × 3 cm] and late [ROI placed beneath the multireflection layer; color positioning (CP), 2 × 4 cm]. Additionally, AC and R2 were analyzed in 331 patients with stored raw data across four conditions: DP and CP for positioning, and 2 × 3 cm and 2 × 4 cm for size, respectively, using Bland-Altman analysis.

Results: The early and late periods included 2881 and 2331 examinations, respectively. Patient characteristics were comparable. Significant differences were observed in the AC (median, 0.58 vs. 0.56 dB/cm/MHz), steatotic liver diagnostic rates based on AC, R2 (median, 0.87 vs. 0.93), and proportion of R2 ≥ 0.90. Raw data analysis showed slight differences in AC and R2 according to ROI position; however, there were significant differences in ROI size (AC: 2 × 3 > 2 × 4; R2: 2 × 4 > 2 × 3).

Conclusion: In ATI, the larger ROI improved R2, whereas the smaller ROI yielded higher AC values, suggesting that ROI size affects diagnostic reliability. Standardizing ATI protocols is essential, with uniformity in ROI size being a priority.

目的:利用衰减技术定量肝脏脂肪,提高诊断准确性。然而,测量方法的标准化仍然不明确,限制了临床应用。本研究评估了不同感兴趣区域(ROI)设置对衰减成像(ATI)中衰减系数(AC)和确定系数(R2)的影响。方法:对我院5212例超声检查结果进行分析。比较两个时期:早期ROI定位于皮下厚度的两倍;双定位(DP), 2 × 3 cm)和后期[ROI放置在多反射层下;颜色定位(CP), 2 × 4 cm]。此外,使用Bland-Altman分析331例患者的AC和R2,这些患者存储了四种条件下的原始数据:定位DP和CP,尺寸分别为2 × 3 cm和2 × 4 cm。结果:前期2881例,后期2331例。患者特征具有可比性。AC(中位数,0.58 vs. 0.56 dB/cm/MHz)、基于AC的脂肪变性肝诊断率、R2(中位数,0.87 vs. 0.93)和R2≥0.90的比例均存在显著差异。原始数据分析显示,不同ROI位置的AC和R2略有差异;然而,在ROI大小上存在显著差异(AC: 2 × 3 > 2 × 4; R2: 2 × 4 > 2 × 3)。结论:在ATI中,较大的ROI提高了R2,而较小的ROI产生较高的AC值,表明ROI大小影响诊断可靠性。标准化ATI协议是必要的,ROI大小的一致性是优先考虑的问题。
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引用次数: 0
Intrasheath snapping of the flexor tendons of the index finger in a pediatric patient. 小儿患者食指屈肌腱鞘内断裂。
IF 2.1 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-28 DOI: 10.1007/s10396-026-01616-w
Marco Becciolini, Giorgio Tamborrini, Andrea Poggetti
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引用次数: 0
Quantitative dynamic evaluation of the talus-lateral malleolus distance during forward single-leg drop landing in individuals with chronic ankle instability: a cross-sectional study. 慢性踝关节不稳定患者向前单腿落点时距骨-外踝距离的定量动态评估:一项横断面研究。
IF 2.1 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-24 DOI: 10.1007/s10396-026-01617-9
Ayano Ishida, Satoshi Onoue, Yasunari Ikuta, Tsubasa Tashiro, Satoshi Arima, Makoto Komiya, Rami Mizuta, Honoka Ishihara, Toshiki Kobayashi, Fan Gao, Andreas Brand, Takashi Yamada, Noriaki Maeda

Purpose: To evaluate the dynamics of the talus-lateral malleolus distance during landing and compare the results between individuals with chronic ankle instability (CAI) and healthy adults.

Methods: Participants were divided into the healthy (12 adults, 12 feet) and CAI (12 adults, 12 feet) groups. Participants performed forward single-leg drop landing from a 30-cm-high box. Through the synchronization of ultrasound with a motion capture system, measurements of the talus-lateral malleolus distance and ankle joint angles were obtained during forward single-leg drop landing. The analysis interval was from 200 ms before to 200 ms after initial contact; the time was normalized to 100%. Statistical parametric mapping was employed to investigate differences in the temporal changes of the talus-lateral malleolus distances and ankle joint angles during landing between groups.

Results: A significantly longer talus-lateral malleolus distance was observed before initial contact in the CAI group (1-49%) as compared with the healthy group (p = 0.000). In addition, the ankle adduction angle before initial contact (12-61%) was larger in the CAI group than in the healthy group (p = 0.005).

Conclusion: Our findings suggest that the talus-lateral malleolus distance increases along with the ankle adduction movement in individuals with CAI, especially before initial contact, potentially indicating high mechanical ankle instability. This study established an innovative measurement system for quantitative evaluation of the dynamics of the talus and lateral malleolus during landing. The findings of this study may contribute to a more detailed understanding of pathology and features of movement in patients with CAI.

目的:评价慢性踝关节不稳定(CAI)患者与健康成人在落地时距距的动态变化,并比较其结果。方法:将参与者分为健康组(12名成人,12英尺)和CAI组(12名成人,12英尺)。参与者从一个30厘米高的箱子上向前单腿降落。通过超声与运动捕捉系统的同步,获得了向前单腿落体时距外踝距离和踝关节角度的测量值。分析时间为接触前200 ms至接触后200 ms;时间归一化为100%。采用统计参数映射法研究各组着地时距外踝距和踝关节角度的时间变化差异。结果:CAI组与健康组相比,初次接触前距外踝距离明显延长(1-49%),差异有统计学意义(p = 0.000)。此外,CAI组首次接触前踝关节内收角(12-61%)大于健康组(p = 0.005)。结论:我们的研究结果表明,CAI患者的距骨-外踝距离随着踝关节内收运动而增加,特别是在初次接触之前,这可能表明踝关节高度机械不稳定。本研究建立了一种创新的测量系统,用于定量评估着地时距骨和外踝的动力学。本研究的发现可能有助于更详细地了解CAI患者的病理和运动特征。
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引用次数: 0
Enhanced manipulation technique for ultrasound-guided cervical nerve root block to improve shoulder external rotation in frozen shoulder: a retrospective study. 超声引导颈神经根阻滞增强手法技术改善肩周炎肩关节外旋的回顾性研究。
IF 2.1 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-23 DOI: 10.1007/s10396-025-01613-5
Kieun Park, Masashi Matsuzaki, Futoshi Ikuta

Purpose: We previously reported a manipulation technique for frozen shoulder using ultrasound-guided cervical nerve root block. Although the results were excellent, we considered that the range of external rotation could be improved. In the present study, we aimed to confirm the effectiveness of our modified manipulation technique for further improving the range of external rotation at the shoulder joint.

Methods: We retrospectively searched our electronic medical records to identify patients who underwent manipulation for frozen shoulder at our institution between January 2024 and June 2024. A total of 173 shoulders of 169 patients (mean age 53.8 ± 6.9 years) were included. Three changes were made to our previous method: a change in the method for intra-articular injection of the glenohumeral joint, addition of C7 to the nerve block, and changes in the manual manipulation technique. Range of motion (ROM) at the shoulder was measured before manipulation and at 1 week, 1 month, 2 months, and 3 months after the procedure. The results were compared with those in our previous report.

Results: Mean range of external rotation (95% confidence interval) was 11.5° (9.5-13.5, p = 0.51) before manipulation, 56.2° (52.9-59.5, p < 0.001) at 1 week, and 58.0° (53.9-62.7; p < 0.001) at 3 months. The results for range of external rotation were significantly better than in the previous report. There was no significant difference in ROM in terms of flexion and abduction between the two studies.

Conclusion: Range of external rotation at the shoulder joint was significantly improved by use of the revised manipulation technique.

目的:我们之前报道了超声引导颈神经根阻滞治疗肩周炎的手法。虽然结果很好,但我们认为外旋的范围还可以提高。在本研究中,我们旨在证实我们改良的手法技术在进一步提高肩关节外旋范围方面的有效性。方法:我们回顾性检索了我们的电子病历,以确定2024年1月至2024年6月期间在我们机构接受肩周炎手术的患者。169例患者共173个肩部,平均年龄53.8±6.9岁。我们对之前的方法做了三个改变:改变关节内注射盂肱关节的方法,在神经阻滞中加入C7,以及改变手动操作技术。在操作前和操作后1周、1个月、2个月和3个月测量肩关节活动度(ROM)。结果与我们之前报道的结果进行了比较。结果:手法前平均外旋范围(95%置信区间)为11.5°(9.5 ~ 13.5,p = 0.51),手法前平均外旋范围为56.2°(52.9 ~ 59.5,p)。结论:采用改良手法后肩关节外旋范围明显改善。
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引用次数: 0
Phantom experiment for thoracic spine gap delineation using steering-transmitted ultrasound to assist epidural anesthesia. 引导透射超声辅助硬膜外麻醉胸椎间隙描绘的幻像实验。
IF 2.1 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-22 DOI: 10.1007/s10396-025-01615-3
Yusuke Soejima, Eiko Onishi, Masanori Yamauchi, Mototaka Arakawa

Purpose: Epidural anesthesia under real-time ultrasound guidance has been studied to enhance puncture safety. However, in the thoracic spine, where the anatomy is complex and the interlaminar space is narrow, improved image quality is necessary. Because imaging quality is degraded in bones that are greatly tilted relative to the probe, we aimed to improve the imaging quality by steering the transmitted ultrasonic beam.

Methods: We investigated a method to improve bone visibility by selecting appropriate transmit steering angles and receiving aperture ranges for each of the two bones forming the interlaminar space, and by compensating for the directivity of the receiving elements.

Results: The proposed method emphasized the delineation of a bone phantom near the gap corresponding to the puncture site. Furthermore, when comparing the contrast ratio in the region of interest of the bone and gap areas, the proposed method showed an improvement of 24.2 dB on the left side and 4.2 dB on the right side compared to the conventional B-mode image.

Conclusion: The proposed method was confirmed to emphasize the bones and is expected to improve the image quality of the thoracic spine gap.

目的:研究实时超声引导下硬膜外麻醉,提高穿刺安全性。然而,在胸椎,解剖结构复杂,椎间空间狭窄,提高图像质量是必要的。由于成像质量在相对于探头有很大倾斜的骨骼中会下降,我们的目标是通过控制发射的超声波光束来提高成像质量。方法:我们研究了一种通过为形成层间空间的两根骨选择适当的发射转向角度和接收孔径范围,并通过补偿接收元件的方向性来提高骨能见度的方法。结果:提出的方法强调在与穿刺部位对应的间隙附近描绘骨影。此外,当比较骨感兴趣区域和间隙区域的对比度时,与传统的b模式图像相比,该方法在左侧和右侧的对比度分别提高了24.2 dB和4.2 dB。结论:所提出的方法强调了骨骼,有望提高胸椎间隙的图像质量。
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引用次数: 0
Prenatal detection of a thrombus within a giant extra-abdominal umbilical vein varix. 产前检测巨大腹外脐静脉曲张内血栓。
IF 2.1 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-17 DOI: 10.1007/s10396-025-01608-2
Takashi Shimokawa, Ayumi Okuyama, Ruiko Miura, Tatsuya Izdebski, Minako Goto, Kohei Seo, Kiyotake Ichizuka
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引用次数: 0
Progressive left atrial dissection caused by chronic eccentric mitral regurgitant jet. 慢性偏心二尖瓣反流射流致进行性左心房夹层。
IF 2.1 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-10 DOI: 10.1007/s10396-025-01596-3
Kenta Ayai, Takahisa Noma, Hiromichi Watanabe, Kaori Ishikawa, Tetsuo Minamino
{"title":"Progressive left atrial dissection caused by chronic eccentric mitral regurgitant jet.","authors":"Kenta Ayai, Takahisa Noma, Hiromichi Watanabe, Kaori Ishikawa, Tetsuo Minamino","doi":"10.1007/s10396-025-01596-3","DOIUrl":"https://doi.org/10.1007/s10396-025-01596-3","url":null,"abstract":"","PeriodicalId":50130,"journal":{"name":"Journal of Medical Ultrasonics","volume":" ","pages":""},"PeriodicalIF":2.1,"publicationDate":"2026-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145949421","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A review of my history of research on ultrasound tissue characterization of chronic liver disease for developing ultrasound clinical technology. 综述我在慢性肝病超声组织特征研究的历史,以发展超声临床技术。
IF 2.1 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-07 DOI: 10.1007/s10396-025-01595-4
Naohisa Kamiyama

Ultrasound echo signals from organs contain various physical information and numerous studies have been conducted to extract new diagnostic insights from these signals. This article reviews the research and development I have undertaken in diagnosing liver tissue characteristics, reflecting on its historical progression. Initially, texture analysis aimed to identify features of liver fibrosis, but it was found to be more effective for quantifying fatty liver. Consequently, the analysis algorithm and product specifications were refined to address this need. For fatty liver, the importance of early detection of non-alcoholic steatohepatitis (NASH) has grown, leading to investigations into quantifying the liver's attenuation coefficient. After several prototype trials, a real-time quantitative measurement function was achieved.

来自器官的超声回波信号包含各种物理信息,许多研究已经从这些信号中提取新的诊断见解。本文回顾了我在诊断肝组织特征方面所进行的研究和发展,并对其历史进展进行了反思。最初,纹理分析旨在识别肝纤维化的特征,但发现它对量化脂肪肝更有效。因此,分析算法和产品规格被改进以满足这一需求。对于脂肪肝,早期检测非酒精性脂肪性肝炎(NASH)的重要性日益增加,导致对肝脏衰减系数量化的研究。经过几次样机试验,实现了实时定量测量功能。
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引用次数: 0
Short- vs. long-axis ultrasound-guided injections for the proximal and distal parts of the posterior interosseous nerve: a cadaveric study. 短轴与长轴超声引导下注射后骨间神经近端和远端:一项尸体研究。
IF 2.1 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-06 DOI: 10.1007/s10396-025-01611-7
Wei-Ting Wu, Chia-Ching Chen, Ke-Vin Chang, Shih-Wei Huang, Levent Özçakar

Purpose: Posterior interosseous nerve (PIN) syndrome is an uncommon neuropathy that may mimic lateral epicondylitis. High-resolution ultrasound aids its diagnosis by revealing nerve swelling, while ultrasound-guided injection is increasingly employed for decompression. Nevertheless, the influence of injection axis on injectate distribution remains unclear. This study aimed to compare the spread characteristics and accuracy of short-axis vs. long-axis ultrasound-guided injections at the proximal and distal PIN using cadaveric validation.Kindly check and confirm the city name is correctly identified in affiliation [6].It is correctly identified.  METHODS: Ten cadaveric limbs were randomized to short-axis (n = 5) or long-axis (n = 5) injections. Ultrasound parameters, including fascicle count, cross-sectional area, and surrounding muscle or tendon thickness, were recorded. Proximal and distal injections were performed separately with 5 mL of injectate. Subsequent dissection assessed target infiltration and spread dimensions (length, width).

Results: Ultrasound findings were comparable between the groups with no significant differences in cross-sectional area or muscle/tendon thickness. On dissection, all injections achieved successful proximal and distal PIN infiltration. At the proximal level, short-axis injections produced significantly greater infiltration width (43.6 ± 6.2 mm vs. 24.3 ± 13.2 mm, p = 0.032), while infiltration length was not significantly different (88.8 ± 17.4 mm vs 77.1 ± 37.1 mm, p = 0.690). At the distal level, both infiltration length (81.0 ± 24.4 mm vs. 67.7 ± 37.4 mm, p = 0.548) and width (28.2 ± 10.9 mm vs. 22.5 ± 8.8 mm, p = 0.548) were numerically greater with short-axis injections, although the differences did not reach statistical significance.

Conclusion: Both short- and long-axis ultrasound-guided injections consistently achieved target infiltration of the PIN. The short-axis approach provided broader proximal spread, which may enhance circumferential perineural coverage, whereas the distal injections showed no significant differences between techniques. These findings support the reliability of both approaches, while highlighting a potential advantage of short-axis guidance at the proximal forearm.

目的:后骨间神经综合征是一种罕见的神经病变,可能与外侧上髁炎相似。高分辨率超声通过显示神经肿胀来帮助诊断,而超声引导下的注射越来越多地用于减压。然而,注射轴对注射分布的影响尚不清楚。本研究旨在通过尸体验证,比较短轴和长轴超声引导下在PIN近端和远端注射的扩散特性和准确性。请检查并确认从属[6]中的城市名称是否正确识别。它被正确地识别。方法:10具尸体肢体随机分为短轴注射组(n = 5)和长轴注射组(n = 5)。记录超声参数,包括肌束计数、横截面积、周围肌肉或肌腱厚度。近端和远端分别注射5ml注射液。随后解剖评估目标浸润和扩散尺寸(长度、宽度)。结果:两组之间的超声检查结果具有可比性,在横截面积或肌肉/肌腱厚度方面无显著差异。解剖时,所有注射均成功实现近端和远端PIN浸润。在近端,短轴注射的浸润宽度(43.6±6.2 mm vs. 24.3±13.2 mm, p = 0.032)显著增加,而浸润长度(88.8±17.4 mm vs. 77.1±37.1 mm, p = 0.690)差异不显著。在远端水平,短轴注射的浸润长度(81.0±24.4 mm vs. 67.7±37.4 mm, p = 0.548)和浸润宽度(28.2±10.9 mm vs. 22.5±8.8 mm, p = 0.548)均大于短轴注射,但差异无统计学意义。结论:超声引导短轴和长轴注射均能达到PIN的浸润目标。短轴入路提供了更广泛的近端扩散,这可以增强周围的神经覆盖,而远端注射在技术之间没有显着差异。这些发现支持了两种入路的可靠性,同时强调了前臂近端短轴引导的潜在优势。
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引用次数: 0
期刊
Journal of Medical Ultrasonics
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