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Sonazoid-contrast-enhanced ultrasound for the histological diagnosis of hepatocellular carcinoma
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作者 Ruo-Bing Liu Jun-Yi Xin +1 位作者 Zhe Huang Kai-Yan Li 《World Journal of Gastrointestinal Oncology》 2026年第1期122-134,共13页
BACKGROUND The treatment technology of liver cancer is progressing.In addition to traditional surgical resection,combined therapies of immunotherapy based on immune checkpoint inhibitors,chemotherapy,and transcatheter... BACKGROUND The treatment technology of liver cancer is progressing.In addition to traditional surgical resection,combined therapies of immunotherapy based on immune checkpoint inhibitors,chemotherapy,and transcatheter arterial chemoembolization for hepatocellular carcinoma are more and more widely used.Accurate preoperative diagnosis of liver cancer will provide important information for comprehensive treatment and prognosis evaluation of liver cancer.Sonazoidcontrast-enhanced ultrasound is not only helpful for the qualitative diagnosis of liver lesions,but also has great potential in the diagnosis of histological differentiation of liver cancer.AIM To assess the differentiation of hepatocellular carcinoma(HCC)by utilizing the parameters and imaging features of Sonazoid-contrast-enhanced ultrasound(CEUS).METHODS A retrospective analysis was conducted on the CEUS data of 239 lesions through case-control study.These patients received Sonazoid-CEUS within one week before surgery and were confirmed as HCC by postoperative pathology.Within the cases,patients were further categorized into well-differentiated and poorlydifferentiated group.Time-intensity curves of the region of interest in both arterial and Kupffer phases were generated,allowing for the acquisition of quantitative parameters to assess the diagnostic efficacy in distinguishing lesions between these two groups and determining an appropriate cut-off value.RESULTS Univariate analysis showed that the absolute value of enhancement intensity(EIAV),intensity ratio(IR)and intensity difference(ID)in Kupffer phase were statistically different between the groups with different degree(P=0.015,P=0.000,P=0.000).The sensitivity and specificity were 40.2%,82.4%,80.4% and 78.1%,86.9% and 74.5%,respectively,for differentiating HCC lesions with EIAV≥56.384 dB,IR≥1.215 and ID≥9.184 dB.The area under the receiver operating characteristic curve were 0.590,0.877,0.815.There was no significant difference in the parameters of arterial phase,including peak time,initial growth time,rise time and the absolute value of peak intensity of lesions between the two groups(P>0.05).Multivariate analysis showed that the level of alphafetoprotein(AFP)and IR were risk factors for poor differentiation(P=0.001).CONCLUSION Among the parameters of Sonazoid-CEUS,IR in Kupffer phase exhibits superior diagnostic efficacy with high sensitivity and specificity in the diagnose of pathological differentiation of HCC.Combined with preoperative AFP level,a more accurate diagnosis will be obtained.Compared with portal vein phase,Kupffer phase showed the ability to identify HCC lesions more sensitive.These findings hold significant guiding implications and reference value for clinical practice. 展开更多
关键词 contrast-enhanced ultrasound Hepatocellular carcinoma Quantitative parameters Kupffer phase Pathological differentiation
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基于唯识学的人工智能agent-agency-action框架
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作者 寿步 《上海师范大学学报(哲学社会科学版)》 北大核心 2026年第1期76-92,共17页
AI的agent范式下的三个核心概念agent、agency、action来源于西方哲学。对照唯识学思想,可以发现AI的agent-agency-action关系与唯识学中的本识—种子—现行关系在结构上是同构的。agent如同作为万法载体的本识,是整个系统的基础(体);ag... AI的agent范式下的三个核心概念agent、agency、action来源于西方哲学。对照唯识学思想,可以发现AI的agent-agency-action关系与唯识学中的本识—种子—现行关系在结构上是同构的。agent如同作为万法载体的本识,是整个系统的基础(体);agency如同储存于本识中的种子,是内在于agent的、待激发的潜能与能力集合(潜在用);而action则是agency在特定条件下被触发后的外显活动,如同种子的现行(显现用)。三者之间形成一个动态、循环、相互依存的闭环:agent作为体承载并体现为agency(潜在用/因);agency在特定条件下(缘)驱动产生action(显现用/果);action的结果通过学习与反馈机制反向熏习并更新agent的内部状态从而创造或调整其agency。由此可以得到AI的基于唯识学的agent-agency-action框架,构建AI的唯识式agent模型。 展开更多
关键词 人工智能 agent AGENCY action 唯识学 阿赖耶识
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基于TRIZ-AI Agent的领域知识库构建方法
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作者 翟东升 杜瑞泽 曲乾玮 《情报杂志》 北大核心 2026年第4期158-167,共10页
[目的]针对TRIZ理论应用中存在的理论复杂、专家依赖强,以及专利文本难以准确映射为技术矛盾的不足,结合TRIZ与AI Agent,构建一种自动识别技术矛盾与发明原理的智能化分析体系,以提高专利创新要素提取的智能化水平。同时,构建领域知识... [目的]针对TRIZ理论应用中存在的理论复杂、专家依赖强,以及专利文本难以准确映射为技术矛盾的不足,结合TRIZ与AI Agent,构建一种自动识别技术矛盾与发明原理的智能化分析体系,以提高专利创新要素提取的智能化水平。同时,构建领域知识库以增强技术创新过程中的辅助能力。[方法]本文以IncoPat数据库中储氢领域的专利数据为研究对象,提出了一种基于TRIZ和AI Agent的技术矛盾抽取与解决方案识别方法,该方法以自然语言处理为基础,通过专利文本信息的抽取、提示优化与技术矛盾抽取与解决方案识别流程设计,构建由多智能体协同工作的AI Agent系统。各Agent分别负责矛盾识别、原理匹配和解决方案生成等子任务,最终形成领域知识库。[结果/结论]实验结果表明,所构建的TRIZ与AI Agent相结合的方法体系,能够更高效地识别专利中的技术矛盾与解决方案,显著提升了专利分析的效率与系统性。同时,领域知识库的构建也为技术创新提供了辅助支持。 展开更多
关键词 专利分析 专利数据 技术识别 领域知识库 技术矛盾 提示优化 TRIZ AI agent
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基于Agent模拟的多利益相关者长期推荐策略
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作者 李汶华 冯婧妮 郭均鹏 《系统工程学报》 北大核心 2026年第1期128-144,共17页
面对多利益相关者情景下用户与提供者的不同目标,旨在探索长期视角下平台的不同推荐策略在动态权衡中的表现形态与演化规律,其中提供者追求曝光公平,用户期待兴趣匹配的推荐,平台需兼顾双方期望.本文运用多智能体建模框架,构建两阶段重... 面对多利益相关者情景下用户与提供者的不同目标,旨在探索长期视角下平台的不同推荐策略在动态权衡中的表现形态与演化规律,其中提供者追求曝光公平,用户期待兴趣匹配的推荐,平台需兼顾双方期望.本文运用多智能体建模框架,构建两阶段重排序算法,分析平台对用户和提供者不同权衡在长期背景下对个体和整体的影响,以探究平台的最优策略.模拟结果表明,完全偏向用户或者完全偏向提供者都充分暴露两者的矛盾的关系,影响平台生态.均衡策略能够妥善平衡提供者曝光公平与用户偏好的冲突.同时,完全偏向用户的策略会导致优质供给流失,长远看反而损害用户信任;反之,适度偏向用户的混合策略可以保证内容供给质量,进而促进用户信任的持续增长,更有利于平台的长远发展. 展开更多
关键词 推荐策略 多智能体建模 公平性 多利益相关者 动态表现
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GAI-BPAD:基于生成式AI Agent的业务流程异常主动识别框架
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作者 张帅鹏 王世鹏 +4 位作者 何伟 孔兰菊 鹿旭东 郑永清 崔立真 《计算机集成制造系统》 北大核心 2026年第3期1049-1060,共12页
在业务流程信息系统运行过程中,由于软件故障、操作人员失误等因素引发的异常现象十分普遍,这些异常会显著影响服务系统运行状态,并给企业组织带来风险,因此异常识别是业务流程管理中的关键环节。然而,部分组织机构由于新业务开展频率较... 在业务流程信息系统运行过程中,由于软件故障、操作人员失误等因素引发的异常现象十分普遍,这些异常会显著影响服务系统运行状态,并给企业组织带来风险,因此异常识别是业务流程管理中的关键环节。然而,部分组织机构由于新业务开展频率较低,存在业务数据积累不足或者某些潜在异常尚未在历史数据中展现的问题,这些异常一旦发生往往难以应对。同时,现有的异常识别方法难以主动应对复杂时序依赖和高维数据中的异常检测问题。为了解决上述问题,本文提出了基于生成式AI Agent的业务流程异常主动识别框架(GAI-BPAD),该框架分为感知、决策和执行3个主要模块,通过生成对抗网络(GAN)增强业务流程行为样本的多样性,并结合基于注意力机制的双向GRU神经网络(Att-Bi-GRU)进行异常识别。在9个真实数据集上进行了评估,实验结果表明,该方法相较于传统的异常识别方法,在准确性和鲁棒性方面均表现出显著提升,能够有效识别业务流程中的异常行为。 展开更多
关键词 流程挖掘 异常识别 AI agent 人工智能
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Contrast-enhanced ultrasound using SonoVue mixed with oral gastrointestinal contrast agent to evaluate esophageal hiatal hernia: Report of three cases and a literature review 被引量:9
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作者 Jing-Yu Wang Yan Luo +4 位作者 Wen-Ying Wang Shi-Cheng Zheng Lian He Chun-Yan Xie Li Peng 《World Journal of Clinical Cases》 SCIE 2021年第11期2679-2687,共9页
BACKGROUND Due to a thicker abdominal wall in some patients,ultrasound artifacts from gastrointestinal gas and surrounding tissues can interfere with routine ultrasound examination,precluding its ability to display or... BACKGROUND Due to a thicker abdominal wall in some patients,ultrasound artifacts from gastrointestinal gas and surrounding tissues can interfere with routine ultrasound examination,precluding its ability to display or clearly show the structure of a hernial sac(HS)and thereby diminishing diagnostic performance for esophageal hiatal hernia(EHH).Contrast-enhanced ultrasound(CEUS)imaging using an oral agent mixture allows for clear and intuitive identification of an EHH sac and dynamic observation of esophageal reflux.CASE SUMMARY In this case series,we report three patients with clinically-suspected EHH,including two females and one male with an average age of 67.3±16.4 years.CEUS was administered with an oral agent mixture(microbubble-based SonoVue and gastrointestinal contrast agent)and identified a direct sign of supradiaphragmatic HS(containing the hyperechoic agent)and indirect signs[e.g.,widening of esophageal hiatus,hyperechoic mixture agent continuously or intermittently reflux flowing back and forth from the stomach into the supradiaphragmatic HS,and esophagus-gastric echo ring(i.e.,the“EG”ring)seen above the diaphragm].All three cases received a definitive diagnosis of EHH by esophageal manometry and gastroscopy.Two lesions resolved upon drug treatment and one required surgery.The recurrence rate in follow-up was 0%.The data from these cases suggest that the new non-invasive examination method may greatly improve the diagnosis of EHH.CONCLUSION CEUS with the oral agent mixture can facilitate clear and intuitive identification of HS and dynamic observation of esophageal reflux. 展开更多
关键词 SONOVUE Oral gastrointestinal contrast agent contrast-enhanced ultrasound GASTROINTESTINAL Hiatal hernia Case report
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Gabexate mesylate thermo-sensitive in-situ gel is effective for treating grade-Ⅲ pancreatic trauma in beagle dogs guided by contrast-enhanced ultrasound 被引量:1
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作者 Hanjing Gao Shanshan Yang +5 位作者 Qing Song Wenjing Tang Yiru Wang Bin Shi Jie Tang Yukun Luo 《Animal Models and Experimental Medicine》 2025年第3期534-543,共10页
Background:This study evaluates the efficacy of gabexate mesylate thermosensitive in-situ gel(GMTI) in the treatment of beagle grade Ⅲ pancreatic trauma(PT) with the assistance of contrast-enhanced ultrasound(CEUS) a... Background:This study evaluates the efficacy of gabexate mesylate thermosensitive in-situ gel(GMTI) in the treatment of beagle grade Ⅲ pancreatic trauma(PT) with the assistance of contrast-enhanced ultrasound(CEUS) and investigates its mechanism of action.Methods:A grade Ⅲ PT model consisting of 15 beagle dogs with severed main pancreatic ducts was created and treated with cephalic vein injection of gabexate mesylate(GM)(1.54mL/10kg,TID) and peripancreatic injection of GMTI(4.63 mL/10 kg,QD) guided by CEUS within 24h post-surgery.Ascites and serum levels of amylase(AMY),lipase(LPS),C-reactive protein(CRP),interleukin(IL)-6,tumor necrosis factor(TNF)-α,and urinary trypsinogen activating peptide(TAP) were detected by ELISA.Histopathological changes in the canine pancreas were observed by Hematoxylin and Eosin staining.Results:CEUS accurately displayed pancreatic lesions and guided catheterisation.Compared to the control group,the ascites was significantly reduced after treatment(p<0.01).AMY and LPS ascites significantly decreased on post-operative 1st and 2nd day(p<0.01).The levels of AMY,LPS,CRP,IL-6,and TNF-α in serum were decreased(p<0.05 or p <0.01).Urinary TAP was decreased 1 and 2 days after treatment(p<0.05or p<0.01,respectively).In the control group,pancreatic tissue necrosis was evident in the wound area.Normal glandular cell structures and fibrous tissue hyperplasia were observed in the wound area after GMTI treatment.The GMTI group performed better than the GM group in improving pancreatic histology and reducing AMY levels in the early post-operative period.Conclusion:Guided by CEUS,daily peripancreatic injections of GMTI in Beagles effectively inhibit pancreatic enzyme activity and aid in the adjuvant treatment of pancreatic trauma. 展开更多
关键词 contrast-enhanced ultrasound Gabexate mesylate pancreatic enzyme inhibitor temperature sensitive gel TRAUMA
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LLM赋能的战术兵棋决策Agent构建方法
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作者 刘大勇 董志明 +2 位作者 郭齐胜 高昂 邱雪欢 《系统仿真学报》 北大核心 2026年第3期758-775,共18页
在战术兵棋推演中,决策Agent是人机、机机以及人机混合对抗的关键支撑,其智能化水平至关重要。针对传统决策Agent存在的适应性不足、策略单一、构建成本高等问题,提出一种大小模型融合驱动的决策框架,并重点研究了LLM与行为树、有限状... 在战术兵棋推演中,决策Agent是人机、机机以及人机混合对抗的关键支撑,其智能化水平至关重要。针对传统决策Agent存在的适应性不足、策略单一、构建成本高等问题,提出一种大小模型融合驱动的决策框架,并重点研究了LLM与行为树、有限状态机、启发式搜索、深度强化学习等常规决策Agent构建方法的融合方式。本研究可为战术兵棋决策Agent构建提供新的思路和技术路径。 展开更多
关键词 LLM 战术兵棋 决策agent 融合决策框架
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Comparison of dynamic contrast-enhanced-magnetic resonance imaging parameters and serum markers in preoperative rectal cancer evaluation:Combined diagnostic value 被引量:1
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作者 Qun Wang Xin-Yu Zhang +1 位作者 Jing-Fei Yang Yi-Lei Tao 《World Journal of Gastrointestinal Oncology》 2025年第5期148-159,共12页
BACKGROUND Rectal cancer requires accurate preoperative assessment of T stage and differentiation grade for treatment planning.Traditional imaging and serum markers have limitations in diagnostic accuracy.AIM To evalu... BACKGROUND Rectal cancer requires accurate preoperative assessment of T stage and differentiation grade for treatment planning.Traditional imaging and serum markers have limitations in diagnostic accuracy.AIM To evaluate the predictive value of dynamic contrast-enhanced-magnetic resonance imaging(DCE-MRI)parameters and serum biomarkers[carbohydrate antigen(CA)19-9,CA125]for determining T stage and differentiation grade in rectal cancer.METHODS We conducted a retrospective review of clinical data from 126 patients who were pathologically diagnosed with rectal cancer between January 2021 to June 2024.Each patient underwent DCE-MRI scans and serum tests for CA19-9 and CA125.Receiver operating characteristic curves were utilized to assess the diagnostic value of DCE-MRI parameters,including volume transfer constant(Ktrans),rate constant(Kep),and volume fraction of extravascular extracellular space(Ve),as well as serum biomarkers for staging and grading rectal cancer.The DeLong test algorithm was employed to evaluate differences in diagnostic performance among the various indicators.RESULTS There were statistically higher levels of Ktrans,Ve,CA19-9,and CA125 serum concentrations of patients with advanced T stages and on poorly differentiated tumors than that in patients with low stages and moderate to high differentiation(P<0.05).Combined use of Ktrans and Ve for T stage diagnosis showed an area under the curve(AUC)of 0.892[95%confidence interval(CI):0.832-0.952],which increased to 0.923(95%CI:0.865-0.981)when combined with serum biomarkers.For grades differentiation,the combined DCE-MRI parameters had an AUC of 0.883(95%CI:0.821-0.945),which rose to 0.912(95%CI:0.855-0.969)when combined with serum markers.According to the Delong test,the combined diagnostic method performed better than a single diagnostic method(P<0.05).CONCLUSION The combined application of DCE-MRI functional parameters and serum tumor markers can significantly improve the diagnostic accuracy of T staging and differentiation degree of rectal cancer,providing a new approach to improve the preoperative assessment system of rectal cancer.This combined diagnostic model has important clinical application value,but further validation is needed through large-scale multicenter studies. 展开更多
关键词 Rectal cancer Dynamic contrast-enhanced magnetic resonance imaging Serum tumor markers T staging Differentiation degree Diagnostic value
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Diagnostic dynamic contrast-enhanced magnetic resonance imaging blood-brain barrier assessment combined with plasma biomarkers for mild cog itive impairment 被引量:1
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作者 Ling Sun Meng-Rong Xu +5 位作者 Cheng-Yu Zhou Shao-Dong Cao Xiao-Liang Zhang Si-Qi Guan Wen-Xu Sang Xu-Ling Li 《World Journal of Psychiatry》 2025年第6期166-176,共11页
BACKGROUND The role of cerebral microvascular dysfunction in early cognitive impairment and dementia has become increasingly recognized.Furthermore,pathological changes in both Alzheimer’s disease and vascular dement... BACKGROUND The role of cerebral microvascular dysfunction in early cognitive impairment and dementia has become increasingly recognized.Furthermore,pathological changes in both Alzheimer’s disease and vascular dementia are almost always associated with cerebral hemodynamic deficits.AIM To investigate the diagnostic performance of dynamic contrast-enhanced magnetic resonance imaging(DCE-MRI)assessment of the blood-brain barrier(BBB)in combination with relevant plasma biomarkers for mild cognitive impairment(MCI).METHODS This study selected 50 patients with non-amnestic MCI(na-MCI group),52 patients with amnestic MCI(a-MCI group),and 55 healthy elderly controls(control group).The Chinese version of the Montreal cognitive assessment(MoCA),auditory verbal learning test(AVLT),Hamilton anxiety/depression scale(HAMA/HAMD),and activity of daily living(ADL)scales were used to analyze the characteristics of mental and behavioral symptoms of patients with MCI.The DCE-MRI technique was used to assess the contrast enhancement kinetics.The Patlak model was utilized to analyze the BBB permeability(volume transfer constants).Further,fasting blood was was used to quantify plasma homocysteine(Hcy),β-amyloid protein(Aβ)40,Aβ42,human phosphorylated tau-181 protein(p-tau181),intercellular adhesion molecule-1(ICAM-1),vascular cell adhesion molecule-1(VCAM-1),and plasminogen activator inhibitor-1(PAI-1)levels,as well as serum neurofilament light chain(NFL)and glial fibrillary acidic protein(GFAP)concentrations.RESULTS The na-MCI and a-MCI groups demonstrated significantly lower MoCA and AVLT-Huashan version scores,and statistically higher HAMA,HAMD,and ADL scores compared to the control group.Moreover,the a-MCI group showed notably higher HAMA,HAMD,and ADL scores compared to the na-MCI group.Cranial MRI results revealed significant disparities in cerebral blood flow in the left and right frontal lobes,temporal lobes,hippocampi,cuneus,precuneus,parietal lobes,basal ganglia,and occipital lobes between the a-MCI and na-MCI groups.Compared to healthy controls,patients with MCI demonstrated a smaller amplitude of hippocampal contrast enhancement kinetics and a slower decay rate,indicating smaller vascular volume and increased BBB permeability.Further,Hcy,p-tau181,ICAM-1,VCAM-1,PAI-1,and NFL levels were substantially higher in the a-MCI group than in the na-MCI group,whereas the Aβ42 level was significantly lower.We did not observe any significant differences in Aβ40 and GFAP levels.CONCLUSION Patients with MCI may have experienced cerebrovascular system changes in the hippocampal region.Disorders associated with changes in cerebral blood supply may begin before pathophysiological changes are visible by imaging,which provides references for the assessment and treatment of patients with cognitive disorders.Further,DCE-MRI provides a noninvasive approach to diagnose subtle BBB leakage associated with cerebrovascular pathology. 展开更多
关键词 Dynamic contrast-enhanced magnetic resonance imaging Blood-brain barrier Mild cognitive impairment Auditory verbal learning test Montreal cognitive assessment
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基于Agent模型的虔州八境图文化数智传承体验设计研究
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作者 余炤青 丁粤红 《包装工程》 北大核心 2026年第2期432-440,共9页
目的以“虔州八境图”为具体研究对象,探索AI Agent模型在文化数智传承界面设计中的应用路径,解决文化意境转译不精准、交互体验单一等问题。方法首先,通过SWOT-PEST混合分析法系统识别AI Agent在文化数字化中的内外部因素;其次,引入卡... 目的以“虔州八境图”为具体研究对象,探索AI Agent模型在文化数智传承界面设计中的应用路径,解决文化意境转译不精准、交互体验单一等问题。方法首先,通过SWOT-PEST混合分析法系统识别AI Agent在文化数字化中的内外部因素;其次,引入卡诺模型(KANO)识别出“虚实融合”与“意境生成”等关键功能的魅力属性与期望属性;最后,基于Unity引擎与多模态AI技术,开发出具备意境生成、情境导览、AR交互等核心功能的原型系统,并通过标准SUS量表与30名用户的实证测试验证其系统可用性。结论AI Agent能有效支撑文化数智传承界面设计,在诗意可视化、个性化叙事等方面表现突出,为同类文化遗产的数字化创新层面提供了可复用的技术路径与设计范式。 展开更多
关键词 AI agent 文化传承 界面设计 虔州八境图 体验设计
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Gastrocolic fistula in Crohn’s disease detected by oral agent contrast-enhanced ultrasound: A case report of a novel ultrasound modality 被引量:6
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作者 Shuang Wu Hua Zhuang +1 位作者 Jie-Ying Zhao Yu-Fang Wang 《World Journal of Gastroenterology》 SCIE CAS 2020年第17期2119-2125,共7页
BACKGROUND Fistulas are common complications of Crohn’s disease(CD).Gastrocolic fistulas(GFs)are rare,occult and potentially life-threatening complications.Few cases of GFs have been reported.Oral agent contrast-enha... BACKGROUND Fistulas are common complications of Crohn’s disease(CD).Gastrocolic fistulas(GFs)are rare,occult and potentially life-threatening complications.Few cases of GFs have been reported.Oral agent contrast-enhanced ultrasound(OA-CEUS)is a novel technique of ultrasound(US)for gut.Contrast agent made by Chinese yam is taken orally to dilate the lumen of the upper gastrointestinal tract.Thus,the impediment of gas inside gastrointestinal tract is removed and a good acoustic window is provided for gastroin-testinal tract scanning.This paper describes a case of GF secondary to CD detected by OA-CEUS when it was missed by endoscopy and computed tomography(CT).To our knowledge,this is the first report of GF secondary to CD detected by OA-CEUS up to date.CASE SUMMARY A 29-year-old woman with a 6-year history of CD was admitted to our hospital for abdominal pain and diarrhea for 5 months without obvious predisposing causes.Initial gastroscopy failed to show any evidence of lesions.Colonoscopy revealed multiple erosions,mucosal nodularity,linear ulcers and a cobblestone appearance.A CT scan of her abdomen showed a complex multilocular structure adherent to the greater curvature of the stomach in her left lower abdomen,with fluid,gas and significant surrounding inflammation.CT also demonstrated an abdominal abscess,which was later treated with US-guided drainage.Colonoscopy,gastroscopy and CT missed the presence of a GF.OA-CEUS was performed.A contrast agent made from Chinese yam was taken orally to dilate the lumen of the gastrointestinal tract.A good acoustic window was provided for gastrointestinal tract scanning and the impediment of gas inside the gastrointestinal tract was removed.With the aid of the“window”,a canal with hypoechoic wall was identified connecting the greater curvature of stomach to the splenic colon flexure in free sections.We also observed the hyperechoic gas flowing dynamically inside the canal.Thus,a GF was suspected.US is the first imaging modality taking GF into account.At the same time,OA-CEUS identified the site of the fistula and its two orifices.Gastroscopy was performed again,revealing a small ulcer approximately 5 mm in diameter,which was considered as an orifice.On the basis of OA-CEUS and other examinations,the patient was diagnosed with a GF secondary to CD.Then,laparoscopic exploration,partial stomach resection,transverse colostomy and abdominal abscess drainage were performed.The patient recovered uneventfully.CONCLUSION GFs are rare,occult and potentially life-threatening complications in CD.US is one of the first-line modalities to evaluate CD and its complications.OA-CEUS,a novel technique of US for gut,may be helpful in reducing the possibility of a missed diagnosis of GF. 展开更多
关键词 Gastrocolic FISTULA ULTRASOUND ORAL agent Crohn’s disease COMPLICATION Case report
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Predicting Hepatocellular Carcinoma Using Brightness Change Curves Derived From Contrast-enhanced Ultrasound Images
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作者 CHEN Ying-Ying JIANG Shang-Lin +3 位作者 HUANG Liang-Hui ZENG Ya-Guang WANG Xue-Hua ZHENG Wei 《生物化学与生物物理进展》 北大核心 2025年第8期2163-2172,共10页
Objective Primary liver cancer,predominantly hepatocellular carcinoma(HCC),is a significant global health issue,ranking as the sixth most diagnosed cancer and the third leading cause of cancer-related mortality.Accura... Objective Primary liver cancer,predominantly hepatocellular carcinoma(HCC),is a significant global health issue,ranking as the sixth most diagnosed cancer and the third leading cause of cancer-related mortality.Accurate and early diagnosis of HCC is crucial for effective treatment,as HCC and non-HCC malignancies like intrahepatic cholangiocarcinoma(ICC)exhibit different prognoses and treatment responses.Traditional diagnostic methods,including liver biopsy and contrast-enhanced ultrasound(CEUS),face limitations in applicability and objectivity.The primary objective of this study was to develop an advanced,lightweighted classification network capable of distinguishing HCC from other non-HCC malignancies by leveraging the automatic analysis of brightness changes in CEUS images.The ultimate goal was to create a user-friendly and cost-efficient computer-aided diagnostic tool that could assist radiologists in making more accurate and efficient clinical decisions.Methods This retrospective study encompassed a total of 161 patients,comprising 131 diagnosed with HCC and 30 with non-HCC malignancies.To achieve accurate tumor detection,the YOLOX network was employed to identify the region of interest(ROI)on both B-mode ultrasound and CEUS images.A custom-developed algorithm was then utilized to extract brightness change curves from the tumor and adjacent liver parenchyma regions within the CEUS images.These curves provided critical data for the subsequent analysis and classification process.To analyze the extracted brightness change curves and classify the malignancies,we developed and compared several models.These included one-dimensional convolutional neural networks(1D-ResNet,1D-ConvNeXt,and 1D-CNN),as well as traditional machine-learning methods such as support vector machine(SVM),ensemble learning(EL),k-nearest neighbor(KNN),and decision tree(DT).The diagnostic performance of each method in distinguishing HCC from non-HCC malignancies was rigorously evaluated using four key metrics:area under the receiver operating characteristic(AUC),accuracy(ACC),sensitivity(SE),and specificity(SP).Results The evaluation of the machine-learning methods revealed AUC values of 0.70 for SVM,0.56 for ensemble learning,0.63 for KNN,and 0.72 for the decision tree.These results indicated moderate to fair performance in classifying the malignancies based on the brightness change curves.In contrast,the deep learning models demonstrated significantly higher AUCs,with 1D-ResNet achieving an AUC of 0.72,1D-ConvNeXt reaching 0.82,and 1D-CNN obtaining the highest AUC of 0.84.Moreover,under the five-fold cross-validation scheme,the 1D-CNN model outperformed other models in both accuracy and specificity.Specifically,it achieved accuracy improvements of 3.8%to 10.0%and specificity enhancements of 6.6%to 43.3%over competing approaches.The superior performance of the 1D-CNN model highlighted its potential as a powerful tool for accurate classification.Conclusion The 1D-CNN model proved to be the most effective in differentiating HCC from non-HCC malignancies,surpassing both traditional machine-learning methods and other deep learning models.This study successfully developed a user-friendly and cost-efficient computer-aided diagnostic solution that would significantly enhances radiologists’diagnostic capabilities.By improving the accuracy and efficiency of clinical decision-making,this tool has the potential to positively impact patient care and outcomes.Future work may focus on further refining the model and exploring its integration with multimodal ultrasound data to maximize its accuracy and applicability. 展开更多
关键词 computer-aided diagnostic deep learning hepatocellular carcinoma contrast-enhanced ultrasound brightness change curve
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Agent驱动的审计智能化应用研究
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作者 陈勇 潘炜城 +2 位作者 廖依凡 徐晨 徐超 《中国注册会计师》 北大核心 2026年第2期52-60,5,共10页
本文构建以大语言模型为推理核心的审计问答Agent与审计证据搜集Multi-Agent。前者基于意图识别与RAG提升准确性及可追溯性回答;后者在审计证据搜集场景中实现多源数据抽取、规则校验、语义复核与报告生成。实验对比了两个场景下Agent... 本文构建以大语言模型为推理核心的审计问答Agent与审计证据搜集Multi-Agent。前者基于意图识别与RAG提升准确性及可追溯性回答;后者在审计证据搜集场景中实现多源数据抽取、规则校验、语义复核与报告生成。实验对比了两个场景下Agent与单一大模型的表现,结果在ROUGE、BERT Score及F1和召回等指标上均有提升,并显著增强可解释性与工程可落地性。 展开更多
关键词 人工智能 审计智能化 agent
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Global Research Trends and Hotspots of Contrast-Enhanced Ultrasound in Tumor Diagnosis:A Bibliometric Analysis(2000-2025)
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作者 Xiaodi Chen Zhiyang Lv 《Proceedings of Anticancer Research》 2025年第5期92-103,共12页
Objective:To systematically evaluate global research trends on contrast-enhanced ultrasound(CEUS)in tumor diagnosis using bibliometric methods.Methods:Publications from January 2000 to June 2025 were retrieved from th... Objective:To systematically evaluate global research trends on contrast-enhanced ultrasound(CEUS)in tumor diagnosis using bibliometric methods.Methods:Publications from January 2000 to June 2025 were retrieved from the Web of Science Core Collection(SCI-EXPANDED).Only English-language articles and reviews were included.A total of 3,493 records were analyzed.VOSviewer 1.6.20 were used for bibliometric and visualization analyses,covering annual output,countries and institutions,authors,journals,keyword co-occurrence,collaboration networks,and co-citation patterns.Results:The number of publications demonstrated steady growth with acceleration after 2018,peaking in 2021 and 2023(>350 papers/year).Dietrich Christoph F.was the most productive and influential author,while Chinese scholars(e.g.,Dong Yi,Wang Wen-Ping)and institutions such as Sun Yat-sen University and Fudan University emerged as leading contributors.European journals,particularly Ultrasound in Medicine and Biology and European Radiology,showed high academic influence.Keyword analysis revealed liver cancer,especially hepatocellular carcinoma,as the dominant research theme,with expanding applications in breast,renal,and prostate tumors.Collaboration networks highlighted strong partnerships between China and Europe,whereas North American participation remained limited.Co-citation analysis indicated that a small number of highly cited studies shaped the intellectual foundation of the field.Conclusion:CEUS research in tumor diagnosis has expanded rapidly,characterized by concentrated leadership,thematic diversification,and strengthening international collaboration.With advances in artificial intelligence,super-resolution imaging,and novel contrast agents,CEUS is expected to evolve from a diagnostic tool into an integrated platform for tumor detection,treatment monitoring,and personalized cancer care. 展开更多
关键词 contrast-enhanced ultrasound Tumor diagnosis BIBLIOMETRICS Research trends
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MorpheusAPI:基于大语言模型Agent的智能麻醉平台
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作者 王静 申乐 +8 位作者 林飞 张濛濛 黄俊 倪清桦 田永林 兰岭 叶佩军 吕宜生 王飞跃 《智能系统学报》 北大核心 2026年第1期156-166,共11页
针对传统围术期麻醉管理模式主要依赖临床指南和麻醉医生临床判断,使得麻醉医生在面对海量的实时生理数据、复杂的患者个体化情况以及瞬息万变的高风险场景时需要承担巨大的工作负担和决策压力的问题,本文提出了MorpheusAPI框架,一种基... 针对传统围术期麻醉管理模式主要依赖临床指南和麻醉医生临床判断,使得麻醉医生在面对海量的实时生理数据、复杂的患者个体化情况以及瞬息万变的高风险场景时需要承担巨大的工作负担和决策压力的问题,本文提出了MorpheusAPI框架,一种基于大语言模型(large language models,LLMs)的多Agents智能麻醉平台。该平台包含执行大模型和影子大模型,执行大模型整合了感知、预测、决策、验证和中央协调5个Agents,通过模型上下文协议(model context protocol,MCP)实现多模态数据高效整合,思维链(chain-of-thought,CoT)提示增强风险推理,检索增强生成(retrieval-augmented generation,RAG)确保临床决策可靠性,麻醉影子大模型通过持续优化执行模型性能形成闭环系统。案例研究显示MorpheusAPI系统风险预测响应时间0.4 s,核心推理延迟10~15 ms,成功将丙泊酚诱导剂量优化至2.0 mg/(kg·h),维持平均动脉压不小于65 mmHg,结果验证了其在提升麻醉安全性和效率的巨大潜力,可为智能麻醉系统设计与应用提供新思路。 展开更多
关键词 麻醉 多代理系统 大语言模型 人工智能 智能代理 决策支持系统 医疗计算 风险评估
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Omental torsion diagnosed by abdominal contrast-enhanced computed tomography:A case report
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作者 Yu-Lian Li Jin-Xing Fan +2 位作者 Yong Yang Min-Quan Yao Yu-Peng Jiang 《World Journal of Radiology》 2025年第12期75-80,共6页
BACKGROUND Omental torsion(OT)is a rare cause of acute abdomen,it can be difficult to diagnose preoperatively and is frequently misdiagnosed.Computed tomography(CT)is the primary imaging modality for OT.It typically s... BACKGROUND Omental torsion(OT)is a rare cause of acute abdomen,it can be difficult to diagnose preoperatively and is frequently misdiagnosed.Computed tomography(CT)is the primary imaging modality for OT.It typically shows the swirl sign.contrast-enhanced CT can better visualize the central vascular structure of the mass,thus improving the diagnostic accuracy for OT.Surgical resection is the mainstay of treatment for OT.Laparoscopy allows direct visualization of the primary torsion site and comprehensive abdominal exploration,thereby decreasing misdiagnoses.It is a safe and reliable approach for OT treatment,which offers the advantages of minimal trauma,mild postoperative pain,and rapid recovery for stylistic precision.CASE SUMMARY A 48-year-old man was admitted to our hospital due to lower right abdominal pain for the preceding 70 hours.Physical examination revealed lower right abdominal muscle strain,tenderness,and rebound pain,but no mass was palpable.Contrast-enhanced CT revealed a thickened,blurred omentum with swirling changes in the right abdomen.Laparoscopic exploration and omentectomy were performed in the emergency setting.The procedure revealed 50 mL of dark-red bloody ascites in the pelvis and twisting of the right omentum along its longitudinal axis,with a 10 cm×8 cm purple-black necrosis at the distal end.Postsurgical pathology revealed omental hemorrhage,degeneration,and necrosis.The patient had an uneventful recovery and was discharged on the fourth postoperative day.During the subsequent nine-month follow-up,he remained asymptomatic.CONCLUSION OT is a rare disease that lacks specific clinical manifestations.Abdominal contrast-enhanced CT plays a crucial role in diagnosing OT,and laparoscopic surgery is a safe and effective diagnostic and therapeutic approach. 展开更多
关键词 Omental torsion Acute abdomen contrast-enhanced computed tomography LAPAROSCOPY Case report
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Contrast-enhanced ultrasound as a non-invasive diagnostic modality for pancreatic ductal adenocarcinoma:The question of Ki67 for study validation
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作者 Terence N Moyana 《World Journal of Gastrointestinal Oncology》 2025年第10期13-20,共8页
This editorial comments on Yang et al’s article that reported a correlation between dynamic contrast-enhanced ultrasound(CEUS)quantitative parameters and Ki67/tumor differentiation.The validation of CEUS as a diagnos... This editorial comments on Yang et al’s article that reported a correlation between dynamic contrast-enhanced ultrasound(CEUS)quantitative parameters and Ki67/tumor differentiation.The validation of CEUS as a diagnostic modality in this study deserves merit.However,it raises interesting points of discussion:(1)Since pancreatic cancer is an overarching term that includes conventional pancreatic ductal adenocarcinoma(PDAC),other subtypes,and neuroendocrine neoplasms(NENs),the inclusion/exclusion criteria require better clarification;(2)Most PDACs are grade 1-2 which contrasts with Yang et al’s study where 46%were grade 3;(3)Ki67 is officially recognized for grading NENs,but not for PDAC;(4)Hotspots are selected for the Ki67 grading of NENs.However,for other tumors(e.g.,breast carcinoma),the average count or hotspots are used;(5)There is no agreement for defining high-grade Ki67 cut-off for non-NENs;reports range from 10%to 50%;and(6)Ki67 reflects cellular proliferation but is not always the most important indicator for biologic aggressiveness.That notwithstanding,since the ratification of Ki67 for prognosis in NENs was based on survival outcomes,the real gold standard should be survival,instead of using Ki67 as a surrogate gold standard.In conclusion,the validation of CEUS parameters for PDAC is a work in progress.CEUS is valuable in assessing PDAC but should be viewed as augmenting other modalities such as computed tomography,magnetic resonance imaging,positron emission tomography and endoscopic ultrasound. 展开更多
关键词 contrast-enhanced ultrasound Quantitative parameters Imaging modalities Pancreatic ductal adenocarcinoma KI67
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Detecting biliary complications following liver transplantation with contrast-enhanced ultrasound
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作者 Yu Zhang Jing Hao +3 位作者 Zi Luo Yi-Jun Li Zhong Liu Ning-Bo Zhao 《World Journal of Radiology》 2025年第7期17-26,共10页
Liver transplantation is the primary therapeutic choice for end-stage liver disease.Currently,biliary complications are among the main factors affecting the survival rate and quality of life of liver transplant recipi... Liver transplantation is the primary therapeutic choice for end-stage liver disease.Currently,biliary complications are among the main factors affecting the survival rate and quality of life of liver transplant recipients.Nevertheless,the clinical manifestations of biliary complications following liver transplantation are often non-specific,making early diagnosis and timely treatment crucial for improving patient outcomes.Ultrasound is the preferred imaging method following liver transplantation.Importantly,contrast-enhanced ultrasound,with the adminis-tration of contrast agents,can improve the resolution of biliary images and enable real-time,dynamic visualization of microcirculation perfusion in the biliary system and surrounding tissues.The present article describes the normal ultra-sonic features of the biliary system following liver transplantation and briefly reviews the progress in the ultrasonic diagnosis of common biliary complications,including anastomotic biliary strictures,non-anastomotic biliary strictures,biliary leakage,biloma,and bile sludge/bile stone. 展开更多
关键词 Liver transplantation Biliary complications Biliary stricture Biliary leakage contrast-enhanced ultrasound
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Clinical value of contrast-enhanced ultrasound in early diagnosis of hepatocellular carcinoma
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作者 Yan Dong Li-Ping Chen +2 位作者 Jing-Guang He Qing-Qing Yang Zhi-Wen Hu 《World Journal of Gastrointestinal Oncology》 2025年第10期197-209,共13页
BACKGROUND Contrast-enhanced ultrasound(CEUS)offers valuable reference data for the early diagnosis of hepatocellular carcinoma(HCC)through dynamic enhancement patterns and quantitative analysis.AIM To evaluate the cl... BACKGROUND Contrast-enhanced ultrasound(CEUS)offers valuable reference data for the early diagnosis of hepatocellular carcinoma(HCC)through dynamic enhancement patterns and quantitative analysis.AIM To evaluate the clinical value,diagnostic accuracy,and imaging characteristics of CEUS in the early diagnosis of HCC and its correlation with HCC pathological findings.METHODS This single-center retrospective study included 125 patients suspected of having primary liver cancer who underwent CEUS at the Department of Hepatobiliary Surgery and Imaging of our hospital from January 2022 to March 2024.All patients were diagnosed with HCC via postoperative pathology or puncture histology.All patients underwent conventional ultrasound examination and CEUS,while some underwent computed tomography or magnetic resonance imaging examination.Clinical data,liver function,serological indicators,and imaging results were collected.Key CEUS indicators,including arterial phase enhancement time(APT)and peak enhancement intensity(PEI),were analyzed.RESULTS Of the 125 patients,66.40%were male,with a mean age of 56.74±11.25 years.Conventional type HCC accounted for 71.20%,with histological grades I(14.40%),II(51.20%),and III-IV(34.40%).CEUS enhancement patterns included“fast-in and fast-out”(36%),“fast-in and slow-out”(40%),and“continuous enhancement”(24%).APT<15 seconds was observed in 40%of patients,and PEI≥1.5 in 56%.Correlation analysis revealed significant negative correlations between tumor differentiation grade and APT,washout completion time,and longest diameter(P<0.01).Logistic regression identified PEI[odds ratio(OR)=3.374],WIT(OR=0.541),lesion boundary characteristics,and APT(OR=0.471)as significant predictors.Receiver operating characteristic analysis demonstrated high diagnostic performance:PEI(area under the curve=0.893),WIT(0.851),lesion boundary characteristics(0.876),and APT(0.864),all with Youden’s index>0.4.Subgroup analysis showed comparable overall diagnostic performance between CEUS and computed tomography/magnetic resonance imaging,but computed tomography/magnetic resonance imaging had higher sensitivity and specificity for Liver Imaging Reporting and Data System 5 lesions(P=0.032).CONCLUSION CEUS holds significant clinical value in the early diagnosis of HCC,as it effectively identifies the typical imaging characteristics of early-stage HCC through dynamic contrast enhancement and quantitative analysis,particularly during the arterial and portal phases.As a non-invasive,cost-effective,and efficient imaging modality,CEUS has a broad clinical application potential. 展开更多
关键词 contrast-enhanced ultrasound Hepatocellular carcinoma Early diagnosis Pathological diagnosis Diagnostic accuracy Enhancement patterns
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