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基于CodeBERT和Stacking集成学习的补丁正确性验证方法

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计算机科学 2025年第1期52卷 250-258页

作者：韩威姜淑娟周伟中国矿业大学计算机科学与技术学院江苏徐州221116 中国矿业大学矿山数字化教育部工程研究中心江苏徐州221116

近年来,自动程序修复已成为软件工程领域的重要研究课题。然而,现有的自动修复技术大多是基于补丁生成和测试的,在补丁验证环节时间成本很高。此外,由于测试套件的不完备,许多候选补丁虽然能通过测试,但实际上并不正确,从而导致补丁过... 详细信息

近年来,自动程序修复已成为软件工程领域的重要研究课题。然而,现有的自动修复技术大多是基于补丁生成和测试的,在补丁验证环节时间成本很高。此外,由于测试套件的不完备,许多候选补丁虽然能通过测试,但实际上并不正确,从而导致补丁过拟合。为提高补丁验证的效率并缓解补丁过拟合的问题,提出了一种静态的补丁验证方法。该方法首先使用大型预训练模型CodeBERT自动提取缺陷代码片段和补丁代码片段的语义特征,然后使用历史缺陷修复补丁数据训练Stacking集成学习模型,训练之后的模型可以对新的缺陷修复补丁进行有效验证。在Defects4J缺陷数据集相关的1 000个补丁数据上对所提方法的验证能力进行评估。实验结果表明,该方法可以有效地验证补丁的正确性,从而提高补丁验证的效率。

关键词：自动程序修复补丁验证预训练模型集成学习 Defects4J缺陷数据集

Cerebral fat embolism following autologous fat injection in facial reconstruction:A case report

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World Journal of Clinical Cases 2025年第2期13卷 50-58页

作者： Xiu-Ying Chen Fa Shen Chang Cheng Yu-han Wang Wen-Chao Cheng De-Zhi Yuan Wen Huang Department of Neurology Chongqing Emergency Medical CenterChongqing University Central HospitalChongqing 400000China Department of Neurology Xinqiao HospitalThe Army Medical University(Third Military Medical University)Chongqing 400000China

BACKGROUND Autologous fat injection in facial reconstruction is a common cosmetic *** cerebral fat embolism(CFE)as a complication is rare,it carries serious health *** SUMMARY We present a case of a 29-year-old female patient who developed acute CFE following facial fat filling *** the surgery,the patient experienced symptoms including headache,nausea,vomiting,and difficulty breathing,which was followed by neurological symptoms such as slurred speech and left-sided *** physical examination and auxiliary investigations,including blood tests,head and neck computed tomography angiography,and cranial magnetic resonance diffusion-weighted imaging,were performed upon *** clinical diagnosis was acute cerebral embolism following facial fat filling *** included measures to improve cerebral circulation,dehydration for intracranial pressure reduction,nutritional support,and rehabilitation therapy for left limb *** patient showed a significant improvement in symptoms after 2 weeks of *** recovered left limb muscle strength to grade 5,had clear speech,and experienced complete relief of *** Our case highlights the potential occurrence of severe complications in patients undergoing fat injection in facial *** prevent these complications,plastic surgeons should enhance their professional knowledge and skills.

关键词： Cerebral fat embolism Mechanical thrombectomy Thrombolysis Steroid therapy Symptomatic treatment Case report

Lipomatous ependymoma with ZFTA:RELA fusion-positive:A case report

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World Journal of Clinical Cases 2025年第1期13卷 48-55页

作者： Xiao-Yu Zhao Juan-han Yu Yi-Hua Wang Yi-Xin Liu Lu Xu Lin Fu Ning Yi China Medical University The First Hospital of China Medical UniversityShenyang 110001Liaoning ProvinceChina Department of Pathology The First Hospital of China Medical UniversityShenyang 110001Liaoning ProvinceChina Anshan Cancer Hospital Anshan 114000Liaoning ProvinceChina

BACKGROUND Ependymoma with lipomatous differentiation is a rare type of *** ZFTA fusion-positive supratentorial ependymoma is a novel tumor type in the 2021 World Health Organization classification of central nervous system *** fusion-positive lipomatous ependymoma has not been reported to *** SUMMARY We reported a case of a 15-year-old Chinese male who had a sudden convulsion lasting approximately six *** resonance imaging showed a round cystic shadow of approximately 1.9 cm×1.5 cm×1.9 cm under the right parieto-occipital *** examination showed characteristic perivascular pseudorosettes and adipose differentiation in the ***-chemical staining showed that the tumor cells were negative for cytokeratin,NeuN,Syn and p53,but positive for GFAP,vimentin and S-100 ***-ficant punctate intracytoplasmic EMA immunoreactivity was *** level of Ki-67 was about 5%.Genetic analysis revealed ZFTA:RELA fusion.A cranio-tomy with total excision of the tumor was *** follow-up time was 36 months,no evidence of disease recurrence was found in magnetic resonance *** Based on these findings,the patient was diagnosed as a ependymoma with ZFTA fusion and lipomatous *** case report provides information on the microscopic morphological features of ependymoma with ZFTA fusion and lipomatous differentiation,which can help pathologists to make a definitive diagnosis of this tumor.

关键词： Ependymoma Lipomatous Molecular classification Supratentorial ZFTA:RELA fusion Case report

A data-driven rolling optimization method for trajectory tracking error prediction of CNC machine tools

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Science China Technological Sciences 2025年第1期 274-289页

作者： Yinxin GUAN Jixiang YANG Shizhong TAN han DING School of Mechanical Science and Engineering State Key Laboratory of Intelligent Manufacturing Equipment and TechnologyHuazhong University of Science and Technology

The dynamic performance of the feed-drive system in CNC machine tools directly influences the accuracy of machined parts. To enhance the motion control performance of CNC machine tools, a high-precision model of the feed-drive system is critical. However, current modeling methods for feed-drive systems seldom consider time-varying factors such as loads, wear, and lubrication. As a result, the model accuracy degrades when the system characteristics are affected by these time-varying factors. In this paper, a rolling optimization method with partial weights frozen is developed to realize quick iterative learning of a data-driven model for a feed drive system with time-varying characteristics using a small amount of ***, the long short-term memory fully connected(LSTM-FC) network is built and divided into feature extraction and output fitting parts based on their functions. Then, a weight freezing-based rolling optimization method is applied. The weights in the feature extraction part are frozen, which preserves the learned common knowledge and patterns by solidifying the way that high-dimensional features are extracted from the input. By adjusting the weights in the output fitting part, the extracted highdimensional features are remapped to the new data distribution changed by time-varying factors. Finally, the performance of the developed rolling optimization method is confirmed by experiments. The results show that the proposed rolling optimization method reduces the maximum prediction errors by 49.5% and the total training time by 96.3% compared with existing methods,which demonstrates that the proposed method can restore model accuracy when the system characteristics change due to timevarying factors, and significantly accelerate the optimization process by rolling optimization.

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黄河流域数字经济发展对农民收入的影响

西北农林科技大学学报（社会科学版） 2025年第1期25卷 119-127页

作者：张晋晋韩克勇山西财经大学财政与公共经济学院山西省社会科学院太原030006

基于黄河流域100个地级市2011-2022年数据,实证探讨数字经济发展对农民收入的影响。研究表明,数字经济发展对农村居民收入有显著促进作用,这一结论在改变样本容量和双侧缩尾等稳健性检验后依然成立。区域异质性分析表明,黄河流域数字经... 详细信息

基于黄河流域100个地级市2011-2022年数据,实证探讨数字经济发展对农民收入的影响。研究表明,数字经济发展对农村居民收入有显著促进作用,这一结论在改变样本容量和双侧缩尾等稳健性检验后依然成立。区域异质性分析表明,黄河流域数字经济发展对农村居民收入的提升效应从下游、中游到上游依次递减;维度异质性分析发现,互联网发展的提升效应更大;城镇化水平异质性分析表明,城镇化水平较高的地区提升效应较大;经济发展水平异质性分析亦表明,经济发展水平较高的地区提升效应较大。据此提出强化农村数字经济基础设施建设,实施区域差异化策略,提升农民参与能力等对策建议。

关键词：黄河流域数字经济农村居民收入共同富裕

Profile of Yi-han Chen

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Science China(Life Sciences) 2017年第4期60卷 345-347页

作者： Chen Yi-han

***-han Chen is an excellent cardiologist and a medical *** more than two decades of clinical and biomedical research work,he has made remarkable achievements in regards to treatment and pathogenesis of cardiac arrhythmias and heart failure,and was elected as a member of the Chinese Academy of Sciences in 2015 because of his outstanding contributions.

关键词： contributions pathogenesis outstanding affiliated biomedical remarkable behalf editorial department focusing

自动乳腺全容积成像和磁共振成像、钼靶影像学特征在三阴性乳腺癌的诊断及预后分析的价值

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临床放射学杂志 2025年第1期44卷 69-75页

作者：张琪茹赵辉韩华河南省新乡市中心医院超声科二 453000

目的探讨自动乳腺全容积成像(ABVS)和MRI、钼靶影像学特征对三阴性乳腺癌(TNBC)的诊断及预后的价值。方法搜集经病理检测与免疫组织化学检测证实为TNBC患者47例和非三阴性乳腺癌(nTNBC)患者43例。均行ABVS、MRI、钼靶检查,比较两组患者... 详细信息

目的探讨自动乳腺全容积成像(ABVS)和MRI、钼靶影像学特征对三阴性乳腺癌(TNBC)的诊断及预后的价值。方法搜集经病理检测与免疫组织化学检测证实为TNBC患者47例和非三阴性乳腺癌(nTNBC)患者43例。均行ABVS、MRI、钼靶检查,比较两组患者的临床资料、ABVS、MRI、钼靶影像学特征、不同检查方式对TNBC的诊断效能及预后不同TNBC患者的影像学特征。结果TNBC组患者年龄>35岁、肿瘤直径>2 cm、病理分期为Ⅲ期、淋巴结转移患者占比显著高于nTNBC组(P<0.05);TNBC与nTNBC患者的ABVS(肿块形态、边缘、钙化类型、后方回声衰减)、MRI(肿块大小、形态、边缘、内部强化、表观扩散系数、峰值强化率、峰值时间值)、钼靶检查(钙化情况)影像学特征差异均有统计学意义(P<0.05);ABVS、MRI联合钼靶检查诊断TNBC的特异度、敏感度、准确率、预测率均显著高于单一或任意两种检查方法(P<0.05);TNBC预后良好、预后不良患者钙化情况、汇聚征、后方回声衰减、内部强化、峰值强化率差异均有统计学意义(P<0.05)。结论ABVS、MRI联合钼靶影像学特征在TNBC诊断及预测预后中的应用价值较高。

关键词：三阴性乳腺癌自动乳腺全容积成像磁共振成像乳腺钼靶X线预后

基于纳秒LIBS的氢气/空气火焰混合分数测量研究

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光谱学与光谱分析 2025年第1期45卷 24-29页

作者：刘子晗刘艳韩磊单沅鲁政高强李帅瑶李博天津大学内燃机燃烧学国家重点实验室天津300072 中国科学院工程热物理研究所北京100190

在双碳政策和化石能源短缺的背景下,氢能作为高效环保的清洁能源,受到广大研究人员的关注。氢气/空气混合燃烧作为推动氢能规模化应用的重要途径,其燃烧机理和关键参数的测量技术成为目前研究的热点。燃空当量比是表征燃烧过程中燃料与... 详细信息

在双碳政策和化石能源短缺的背景下,氢能作为高效环保的清洁能源,受到广大研究人员的关注。氢气/空气混合燃烧作为推动氢能规模化应用的重要途径,其燃烧机理和关键参数的测量技术成为目前研究的热点。燃空当量比是表征燃烧过程中燃料与氧化剂混合程度的重要参数,直接影响燃烧的开始、自持以及燃烧化学反应的活跃程度。因此,对燃烧过程中的局部当量比实时在线监测,对于改善燃烧效率、控制燃烧过程具有重要意义。目前,可以实时测量氢气/空气火焰当量比的方法相对较少,激光光谱技术作为一种非侵入式的测量方法,不仅具有实时在线测量的能力,还具有快速、原位、远程分析、多元素同时在线监测等特点,在燃烧测量领域具有重要的应用潜力。采用纳秒激光诱导击穿光谱技术对氢气和空气燃烧场的燃空当量比进行测量研究。氢气和空气在管内混合后,由射流口喷出形成射流燃烧火焰场。激光通过透镜聚焦到射流燃烧场中击穿并产生等离子体,其等离子体的发射光谱由光谱仪采集,实验发现光谱中H 656 nm和O 777 nm具有很强的发射强度,且光谱强度随着当量比的变化,呈现规律性变化趋势。因此,采用H 656 nm和O 777 nm的光谱分别标示氢气和空气,并将其比值作为燃空当量比的测量参量。实验在氢气空气混合均匀的低速流场中测量了不同当量比下H 656 nm与O 777 nm的光谱强度比值,并与当量比建立标定曲线,实验发现该标定曲线对燃烧场和非燃烧场同样适用。基于标定曲线,我们研究了存在外界掺混情况下,射流燃烧场的局部燃空当量比情况。在当量比1.0,流场速度为20 m·s^(-1)的射流燃烧场中,测量了射流中心位置不同高度的燃空当量比变化情况,并在相同工况下进行了数值模拟。模拟结果与实验测量吻合较好,验证了纳秒激光诱导击穿光谱技术测量氢气/空气混合气的燃空当量比的可行性。该方法可为氢气燃烧基础研究及数值模拟提供技术支持。

关键词：激光诱导击穿光谱氢能当量比模拟

Catalytic Performance of Carbon Smoke over Ag-LSCF Composite Catalysts

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Journal of Wuhan University of Technology(Materials Science) 2025年第1期 30-34页

作者：郭冠伦 han Ming LU Shaomin YU Jing 鞠洪玲 Hubei Key Laboratory of Advanced Technology for Automotive Components & Hubei Collaborative Innovation Center for Automotive Components Technology Wuhan University of Technology College of Mechanical and Transportation Southwest Forestry University

To improve the catalytic performance of La0.6Sr0.4Co0.2Fe0.8O3（LSCF） towards carbon soot,we utilized the impregnation method to incorporate Ag into the prepared LSCF *** conducted a series of characterization tests and evaluated the soot catalytic activity of the composite catalyst by comparing it with the LaCoO3group,LaFeO3group,and catalyst-free *** results indicate that the Ag-LSCF composite catalyst exhibits the highest soot catalytic activity,with the characteristic temperature values of 376.3,431.1,and 473.9 ℃ at 10 %,50 %,and 90 % carbon soot conversion,*** values are 24.8,20.2,and 23.1 ℃ lower than those of the LSCF *** also shows that LSCF can improve the catalytic activity of soot after compounding with Ag,and reflects the necessity of using catalysts in soot combustion *** characterization and BET test show that Ag-LSCF has more abundant surface-adsorbed oxygen species,larger specific surface area and pore volume than LSCF,which also proves that Ag-LSCF has higher soot catalytic activity.

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