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The Quaternion Structure of Space-Time and Arrow of Time
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作者 Ying-Qiu Gu 《Journal of Modern Physics》 2012年第7期570-580,共11页
In fundamental theories of physics, the dynamical equations all have time inversion invariance. Except for the evolution of some simple system which has realistic inverse processes, but for a slightly more complicated... In fundamental theories of physics, the dynamical equations all have time inversion invariance. Except for the evolution of some simple system which has realistic inverse processes, but for a slightly more complicated system, the evolution processes are irreversible. This is the problem of arrow of time, which is always warmly debated. In different point of view, we find there may have some conceptual misunderstanding in the controversy: 1) The realization of an inverse process does not mean the time of the system goes backward. 2) The principles of relativity and covariance are the constraints to physical laws, but not constraints to specific solutions. The equations must be covariant, but the solutions are not definitely symmetric. 3) Time is a global property of the universe, which is a measurement of the evolution process of the universe. The internal time of a matter system reflecting its internal evolution speed also takes this cosmic time as a unified background and standard of measurement. 4) The universe has a unified cosmic time T and a cosmic space related to this cosmic time. They are objective and absolute. 5) The eigensolution of a spinor is a critical state losing time concept, which responses the interaction of environment with some uncertainty, then the evolution process of the world is not uniquely determined. 6) The non-uniqueness of the evolution process means that the inverse process is absent. So for a world including spinors, the evolution is essentially irreversible. In this paper, according to the widely accepted principles and direct calculations of transformation, we reveal the misunderstandings in the usual controversy, and then give more natural and reasonable explanations for structure of space-time and arrow of time. 展开更多
关键词 ARROW of Time Invariance The Principle of RELATIVITY QUATERNION structure of space-time SIMULTANEITY
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Change of Space-Time Structure under Lorentz Transformation
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作者 Ning Wu 《Journal of Modern Physics》 2014年第10期940-947,共8页
When we study Lorentz transformation in the framework of quantum gauge theory of gravity, we will find that the vacuum gravitational gauge field will be changed under gravitational gauge transformation, which will cha... When we study Lorentz transformation in the framework of quantum gauge theory of gravity, we will find that the vacuum gravitational gauge field will be changed under gravitational gauge transformation, which will change the structure of the physical space-time and cause clock dilation effect. The study in this paper provides us with new insights to understand the essential and intrinsic relation between special relativity and general relativity. It provides us with a new way to unify special relativity and general relativity. 展开更多
关键词 LORENTZ TRANSFORMATION GRAVITATIONAL GAUGE TRANSFORMATION space-time structure GAUGE Theory of Gravity GRAVITATIONAL GAUGE Field
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Microstructure and magnetic properties of granularFePt/(FePt)_(27)Ti_(73) films for ultrahigh-density recording media 被引量:2
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作者 于红云 孙会元 +4 位作者 封顺珍 高凤菊 周鸿娟 聂向富 孙玉平 《Journal of Central South University of Technology》 2005年第2期155-158,共4页
FePt granular films were prepared by direct current facing-target magnetron sputtering system onto glass substrates and subsequently in-situ annealed in vacuum. Vibrating sample magnetometer, X-ray diffraction and sca... FePt granular films were prepared by direct current facing-target magnetron sputtering system onto glass substrates and subsequently in-situ annealed in vacuum. Vibrating sample magnetometer, X-ray diffraction and scanning probe microscope were applied to study the magnetic properties, microstructures, morphologies and domain structures of the samples. (FePt)27Ti73 bilayer films were fabricated at various conditions to investigate the effect of Ti on FePt grains. The results show that without Ti matrix layer, FePt films deposited onto the glass substrates are fcc disordered; with addition of Ti matrix layer, FePt/Ti films form a ternary (FePt)27Ti73 alloy possessing fcc and L10 (111) mixed texture. FePt/(FePt)27Ti73 films with perfectly ordered L10(111) structure and unique magnetic properties can be obtained at Ti thickness of 35nm and substrate temperature of 250℃. The maximum coercivity is more than 240kA/m and the squareness ratio is more than 0.9. The obtained results suggest that the granular FePt/(FePt)27Ti73 films can be applicable to ultrahigh-density magnetic recording media. 展开更多
关键词 FePt magnetic layer ordered L1_0 structure facing-target magnetron sputtering system magnetic (recording) media
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Text Structured Algorithm of Lung Cancer Cases Based on Deep Learning
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作者 MI Linhui YUAN Junyi +1 位作者 ZHOU Yankang HOU Xumin 《Journal of Shanghai Jiaotong university(Science)》 2025年第4期778-789,共12页
Surgical site infections(SSIs)are the most common healthcare-related infections in patients with lung cancer.Constructing a lung cancer SSI risk prediction model requires the extraction of relevant risk factors from l... Surgical site infections(SSIs)are the most common healthcare-related infections in patients with lung cancer.Constructing a lung cancer SSI risk prediction model requires the extraction of relevant risk factors from lung cancer case texts,which involves two types of text structuring tasks:attribute discrimination and attribute extraction.This article proposes a joint model,Multi-BGLC,around these two types of tasks,using bidirectional encoder representations from transformers(BERT)as the encoder and fine-tuning the decoder composed of graph convolutional neural network(GCNN)+long short-term memory(LSTM)+conditional random field(CRF)based on cancer case data.The GCNN is used for attribute discrimination,whereas the LSTM and CRF are used for attribute extraction.The experiment verified the effectiveness and accuracy of the model compared with other baseline models. 展开更多
关键词 text structuring text classification sequence labeling data augmentation lung cancer electronic medical record
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A new layered space-time detection algorithm for frequency selective fading multiple-input multiple-output channels based on particle filter 被引量:1
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作者 杜正聪 唐斌 刘立新 《Chinese Physics B》 SCIE EI CAS CSCD 2006年第11期2481-2488,共8页
In this paper, a new observation equation of non-Gaussian frequency selective fading Bell Labs layered space time (BLAST) architecture system is proposed, which is used for frequency selective fading channels and no... In this paper, a new observation equation of non-Gaussian frequency selective fading Bell Labs layered space time (BLAST) architecture system is proposed, which is used for frequency selective fading channels and non-Gaussian noise in an application environment of BLAST system. With othogonal matrix triangularization (QR decomposition) of the channel matrix, the static observation equation of frequency selective fading BLAST system is transformed into a dynamic state space model, and then the particle filter is used for space-time layered detection. Making the full use of the finite alphabet of the digital modulation communication signal, the optimal proposal distribution can be chosen to produce particle and update the weight. Incorporated with current method of reducing error propagation, a new space-time layered detection algorithm is proposed. Simulation result shows the validity of the proposed algorithm. 展开更多
关键词 particle filter multiple-input multiple-output layered space-time structure frequency selective fading channels
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Studying surface structure in desert areas using multiple kinds of surface wave data 被引量:1
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作者 Cheng Suo Gang Tian Zhanjie Shi 《Applied Geophysics》 SCIE CSCD 2007年第1期1-7,共7页
Shallow surface wave methods are mostly used for investigation of the surface velocity structure in environmental and engineering geophysics in non-desert areas. For the special geological features of the Takelamagan ... Shallow surface wave methods are mostly used for investigation of the surface velocity structure in environmental and engineering geophysics in non-desert areas. For the special geological features of the Takelamagan Desert area, we use the multi-channel analysis of surface wave (MASW) method to process multi-channel shallow surface wave records to determine the near surface velocity structure in the desert area. We also process, analyze, and compare the surface waves in many-trace records extracted from the oil exploration shot gathers in the area. We show that the MASW method can determine detailed shallow velocity structure in desert areas and the many-trace records can be used to get detailed deep geological structure. The combination of the two different datasets can obtain the exact velocity structure upper 60 m depth in the survey area. 展开更多
关键词 desert area near surface structure shot records multi-channel analysis of surface wave.
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Effect of Ti layer thickness on microstructure and magnetic properties of Ti/Co/Ti films 被引量:1
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作者 ZHANG Yujie ZHANG Hanwei FENG Shunzhen SUN Huiyuan HU Yanying PENG Yan 《Rare Metals》 SCIE EI CAS CSCD 2006年第z1期609-612,共4页
TiCoTi granular films were prepared by DC facing-target magnetron sputtering system onto glass substrates and subsequently in situ annealing in vacuum. Structural of Ti (t nm)/Co (40 nm)/Ti (t nm) films were investiga... TiCoTi granular films were prepared by DC facing-target magnetron sputtering system onto glass substrates and subsequently in situ annealing in vacuum. Structural of Ti (t nm)/Co (40 nm)/Ti (t nm) films were investigated in detail, which shows that the majority Co nanograins are formed as the hexagonal-close-packed (HCP) structure. Vibrating sample magnetometer (VSM) and scanning probe microscope (SPM) were applied to study the magnetic properties, morphologies and domain structures of these samples. It has been found that the structure and magnetic properties of the Ti/Co/Ti films depend strongly on the Ti layer thickness. The out-of-plane coercivities (Hc) of the film is maximum about 78.8 kA·m-1 when t=5 nm with annealing at 300 ℃; the distributing of grains of the sample is uniformity; and the average size of particles is about 13 nm. The obtained results suggest that this system is perpendicular anisotropy and might be applicable to perpendicular magnetic recording media. 展开更多
关键词 facing-target magnetron sputtering perpendicular magnetic recording HCP-structure COERCIVITY
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Large Language Model-Based Text Recognition and Structured Data Extraction for Dietary Surveys
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作者 Fangxu Guan Ruixue Niu +11 位作者 Feifei Huang Xiaofan Zhang Yanli Wei Jiguo Zhang Xiaofang Jia Yifei Ouyang Jing Bai Chang Su Li Li Wenwen Du Honglei Liu Huijun Wang 《China CDC weekly》 2026年第2期49-54,共6页
Introduction:Traditional dietary surveys are timeconsuming,and manual recording may lead to omissions.Improvement during data collection is essential to enhance accuracy of nutritional surveys.In recent years,large la... Introduction:Traditional dietary surveys are timeconsuming,and manual recording may lead to omissions.Improvement during data collection is essential to enhance accuracy of nutritional surveys.In recent years,large language models(LLMs)have been rapidly developed,which can provide text-processing functions and assist investigators in conducting dietary surveys.Methods:Thirty-eight participants from 15 families in the Huangpu and Jiading districts of Shanghai were selected.A standardized 24-hour dietary recall protocol was conducted using an intelligent recording pen that simultaneously captured audio data.These recordings were then transcribed into text.After preprocessing,we used GLM-4 for prompt engineering and chain-of-thought for collaborative reasoning,output structured data,and analyzed its integrity and consistency.Model performance was evaluated using precision and F1 scores.Results:The overall integrity rate of the LLMbased structured data reached 92.5%,and the overall consistency rate compared with manual recording was 86%.The LLM can accurately and completely recognize the names of ingredients and dining and production locations during the transcription.The LLM achieved 94%precision and an F1 score of 89.7%for the full dataset.Conclusion:LLM-based text recognition and structured data extraction can serve as effective auxiliary tools to improve efficiency and accuracy in traditional dietary surveys.With the rapid advancement of artificial intelligence,more accurate and efficient auxiliary tools can be developed for more precise and efficient data collection in nutrition research. 展开更多
关键词 enhance accuracy nutritional surveysin data collection large language models language models llms dietary surveys manual recording text recognition structured data extraction
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Multi-objective optimization of lattice-based impact-resistant structure for flight recorder 被引量:1
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作者 Weihan Song Tianxiang Huang +1 位作者 Jianhong Sun Zhixian Liu 《Aerospace Traffic and Safety》 2025年第2期105-117,共13页
This paper focuses on the design of an impact-resistant protective structure for an ejection flight data recording and emergency tracking system.To ensure that the protective structure possesses excellent impact resis... This paper focuses on the design of an impact-resistant protective structure for an ejection flight data recording and emergency tracking system.To ensure that the protective structure possesses excellent impact resistance and energy absorption performance under the design constraints of light weight and miniaturization,a preliminary design of the impact-resistant protective structure is achieved by adopting a thin-walled shell with a periodic perforation pattern based on the analysis of protective theory and design principles.A parametric study of the structure through axial compression simulations indicate that the structure exhibits superior energy absorption when subjected to lower impact velocities,larger wall thicknesses,and moderate hole diameters.A multi-objective optimization for structural dimensions is conducted to maximize specific energy absorption and minimize peak crushing force.The performance of the impact-resistant structure is validated with a numerical model by analyzing the stress distribution and acceleration of the circuit board.The results show that the optimized structure reduces the peak stress by 15%and the maximum acceleration by 44%. 展开更多
关键词 Ejection flight data recorder Crash protection structure design Lattice structure Impact-resistant performance Multi-objective optimization
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Structural transformation of FePt nanocomposite films during annealing and its effects on magnetic properties
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作者 ZHAN Xiaoyuan ZHANG Yue GU Yousong LI Jianmin 《Rare Metals》 SCIE EI CAS CSCD 2006年第z1期588-591,共4页
Fe100-xPtx(x=30at.%-60at.%) nanocomposite films were deposited on natural-oxidized Si(100) substrates by magnetron sputtering. The as-deposited films were annealed between 373 and 1073 K. In situ X-ray diffraction sho... Fe100-xPtx(x=30at.%-60at.%) nanocomposite films were deposited on natural-oxidized Si(100) substrates by magnetron sputtering. The as-deposited films were annealed between 373 and 1073 K. In situ X-ray diffraction shows that the FePt nanocomposite films undergo a phase transformation from a disordered FCC phase to an ordered L10 phase between 673 and 773 K. The coercivity is 306 kA·m-1 whiles the average grain sizes is about 10 nm in the optimized FePt alloy film sample annealed at 673 K. The adjustable coercivity and fine grain size suggest that this FePt nanocomposites system is suitable as recording media at extremely high areal density. 展开更多
关键词 structural transformation annealing process magnetic properties recording media
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Inhomogeneous space-time structure and two-pion interferometry in NEXSPHERIO model
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作者 任延宇 Efaaf M. J. 张卫宁 《Chinese Physics C》 SCIE CAS CSCD 2010年第4期472-478,共7页
We examine the space-time structure of particle-emitting source and two-pion interferometry in a smoothed hydrodynamic model with fluctuating initial conditions. An equation of state with a crossover transition betwee... We examine the space-time structure of particle-emitting source and two-pion interferometry in a smoothed hydrodynamic model with fluctuating initial conditions. An equation of state with a crossover transition between quark-gluon plasma and hadronic gas is adopted in the description of the system evolution. We find that the fluctuating initial conditions lead to inhomogeneous particle-emitting sources. The interferometry results of Rs and Ro indicate that both the source size and the duration of pion emission decrease when the freeze-out temperature increases. The values of Ro/Rs obtained by our simulated two-pion interferometry are consistent with the previous results of smoothed particle hydrodynamics, and smaller than those calculated in usual hydrodynamic models. 展开更多
关键词 two-pion interferometry space-time structure NEXSPHERIO model inhomogeneous sources
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基于ERNIE 2.0模型的肺结节病历结构化方法
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作者 毛俊华 钟臻 +2 位作者 陶书衡 徐佳鼎 马驰野 《计算机应用与软件》 北大核心 2025年第2期102-110,共9页
采用手工阅读分析肺结节病历的方式容易产生实体遗漏和提取特征效率低下问题。为方便医生做肺结节病历的研究,基于ERNIE 2.0模型,对肺结节病历中有医学研究价值的疾病、异常检测结果、直径等实体进行抽取,处理成结构化文本,便于医生进... 采用手工阅读分析肺结节病历的方式容易产生实体遗漏和提取特征效率低下问题。为方便医生做肺结节病历的研究,基于ERNIE 2.0模型,对肺结节病历中有医学研究价值的疾病、异常检测结果、直径等实体进行抽取,处理成结构化文本,便于医生进行相关检索、统计与研究。实验结果表明,该模型具有深度剖析知识增强语义能力,具有更丰富的语料库,相较于固定规则,可以理解相对复杂的语义,有一定的泛化性,效果提升显著,F1值可达94%,优于BiLSTM(Bidirectional Long-Short Term Memory)和BERT模型的结果。 展开更多
关键词 病历结构化 命名实体识别 ERNIE 深度神经网络 语义理解
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汉语作为方法:从早期文字记录看汉语诗学的当代价值
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作者 张晶 刘璇 《河北学刊》 北大核心 2025年第1期67-73,共7页
汉语兼具“文”与“言”的双重属性,与以“言”为主的印欧语相区别。语法与逻辑的同根同源使印欧语在理论表述中陷入了概念与经验的争执,而汉语贯通形而上与形而下的特质使汉语表述本身即构成一种方法。作为“道”之文的载体,中国早期... 汉语兼具“文”与“言”的双重属性,与以“言”为主的印欧语相区别。语法与逻辑的同根同源使印欧语在理论表述中陷入了概念与经验的争执,而汉语贯通形而上与形而下的特质使汉语表述本身即构成一种方法。作为“道”之文的载体,中国早期记录及其文法结构提供了关键信息,甲骨卜辞的体例制式为“易”类文献的结构提供了可追溯的原型,也为探索“论出于易”对汉语诗学功能的塑造提供了重要线索。其中,干支配伍的宇宙纪日为“以时系事”的话语表述提供了超线性时空结构;“正反对贞”以对言的形式表现语义的动态平衡与赋形必变的道理;“主题+阐释”的体例结构以逐层累积的文本层次为断言的疑难提供了积极的方案。汉语文法能够在表述判断的同时保持对“变”的关切,这为建构既能规范描述艺术经验又能直面人类自身处境的理论话语提供了时代价值。 展开更多
关键词 汉语 早期文字记录 文法结构 汉语诗学 当代价值
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前结构化电子病历及其数据管理体系设计与实现
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作者 陈婕卿 周翔 《医学信息学杂志》 2025年第9期85-89,94,共6页
目的/意义建设前结构化电子病历数据管理体系,并探讨其对智慧医院建设水平和医院医疗、教学、科研、管理效能提升的影响。方法/过程基于现行电子病历系统管理模式,设计多层次前结构化电子病历数据管理体系和“写-存-转-用”关键技术路径... 目的/意义建设前结构化电子病历数据管理体系,并探讨其对智慧医院建设水平和医院医疗、教学、科研、管理效能提升的影响。方法/过程基于现行电子病历系统管理模式,设计多层次前结构化电子病历数据管理体系和“写-存-转-用”关键技术路径,通过统一专病模板、统一字典标准和统一建设路径,实现电子病历数据的高效管理和利用。结果/结论规范化病历模板和数据管理体系有效赋能医院医疗、教学、科研、管理,提升了病历书写标准化水平和数据利用效率,为智慧医院建设提供了高质量的病历数据基础。 展开更多
关键词 前结构化电子病历 智慧医院 智慧管理
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日照沿海潮间带小型底栖生物群落结构及自由生活线虫4个新纪录种
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作者 吕艳伟 郭文 孟知雨 《大连海洋大学学报》 北大核心 2025年第4期644-654,共11页
为探究黄海中部潮间带小型底栖生物的种类组成和群落结构及自由生活线虫的种类,采集山东日照沿海12个站位的沉积物样品,通过室内分选、装片制作、数据统计、形态鉴定等方法探究不同站位的底栖生物类群组成、优势种和群落结构特征。结果... 为探究黄海中部潮间带小型底栖生物的种类组成和群落结构及自由生活线虫的种类,采集山东日照沿海12个站位的沉积物样品,通过室内分选、装片制作、数据统计、形态鉴定等方法探究不同站位的底栖生物类群组成、优势种和群落结构特征。结果表明:日照沿海12个站位共分选出9个小型底栖生物类群,包括线虫类、缓步类、桡足类、多毛类、介形类、双壳类、涡虫类、寡毛类及其他类群;鉴定出自由生活线虫262种(或分类实体),隶属于9目39科127个属;发现4个新纪录种,分别为异化感器玛瑙线虫(Onyx disparamphis),弯曲伽马线虫(Gammanema curvata),盖氏囊咽线虫(Sphaerolaimus ganymede)和霍氏拟合瘤线虫(Synonchiella hopperi)。研究表明,日照沿海潮间带12个站位的样品中,线虫在小型底栖生物丰度中占绝对优势,其中,吞咽线虫属(Daptonema)为最优势属,微咽线虫属(Microlaimus)次之;最优势种为大球咽线虫(Bolbolaimus major)。 展开更多
关键词 自由生活线虫 日照沿海潮间带 群落结构 新纪录种
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基于新一代基础大模型的电子病历辅助生成应用的研究及实践探索
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作者 沈兆福 《科技资讯》 2025年第17期19-22,共4页
目的 构建基于新一代基础大模型的电子病历辅助生成平台,解决医师书写电子病历效率低下的问题。方法 依托医院自建的人工智能算力中心,部署基于DeepSeek的大模型平台,通过预训练微调、结构化生成、跨模态融合等核心技术,构建覆盖“预诊... 目的 构建基于新一代基础大模型的电子病历辅助生成平台,解决医师书写电子病历效率低下的问题。方法 依托医院自建的人工智能算力中心,部署基于DeepSeek的大模型平台,通过预训练微调、结构化生成、跨模态融合等核心技术,构建覆盖“预诊—导诊—诊间问诊—住院病历辅助生成”的全流程诊疗服务模式。结果 医师写电子病历的时间明显缩短,病历生成智能化与精准化水平显著提升,患者服务质量得到明显改善。结论 实现了病历生成优化与诊疗服务提升,为医疗行业数字化转型提供了可行方案。 展开更多
关键词 电子病历 辅助生成 大模型 预问诊 结构化病历 诊疗效率
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导管护理结构化记录系统的构建与应用 被引量:1
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作者 胡敬利 马燕兰 +3 位作者 常荣 程艳爽 宋海楠 程少荣 《中国护理管理》 北大核心 2025年第5期786-790,共5页
目的:构建导管护理结构化记录系统,融合智能辅助决策功能,以提升护理记录的规范性与准确性,提高护理文书质量和数据利用价值。方法:通过构建导管护理结构化记录知识库,形成包括胃管、尿管、中心静脉导管、经外周静脉置入中心静脉导管、... 目的:构建导管护理结构化记录系统,融合智能辅助决策功能,以提升护理记录的规范性与准确性,提高护理文书质量和数据利用价值。方法:通过构建导管护理结构化记录知识库,形成包括胃管、尿管、中心静脉导管、经外周静脉置入中心静脉导管、气管导管在内的全流程管理结构化记录系统,于2024年6月—12月在北京市某三级甲等医院的15个科室进行应用。邀请专家对系统内容进行评价,并调查系统在临床应用后的使用率、系统可接受性以及非计划拔管监测准确率。结果:专家对导管记录客观性、准确性、规范性、重要性评价的平均分为(4.83±0.21)分;系统使用率为94.50%;系统可接受性问卷中各条目平均分在(4.39±0.75)分及以上,满意度在90%以上。监测平台检出准确率由1.73%提高至6.30%,差异有统计学意义(P<0.05)。结论:护士对导管护理结构化记录系统接受度和满意度较高;系统的运用提高了护理记录的规范性和数据质量,优化了决策支持能力,具有较好的可推广性,对提高护理质量具有重要意义。 展开更多
关键词 导管护理 结构化 护理记录 智能辅助决策 数据质量
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高速弹丸诱导斜爆轰激波结构和胞格信息的实验研究
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作者 尚甲豪 汪球 +2 位作者 赵伟 张坤 魏炳忱 《空气动力学学报》 北大核心 2025年第10期95-105,共11页
斜爆轰推进作为一种具有良好应用前景的高速推进技术,其波面结构与传播特性研究具有重要意义。本文基于氢氧爆轰驱动二级轻气炮,开展了高速球形弹丸诱导斜爆轰波的实验研究,利用激光阴影成像与烟迹法对斜爆轰波的激波结构及横波传播过... 斜爆轰推进作为一种具有良好应用前景的高速推进技术,其波面结构与传播特性研究具有重要意义。本文基于氢氧爆轰驱动二级轻气炮,开展了高速球形弹丸诱导斜爆轰波的实验研究,利用激光阴影成像与烟迹法对斜爆轰波的激波结构及横波传播过程进行了测量与分析。实验中在不同初始工况下观测到两类典型的斜爆轰波结构:驻定斜爆轰波和草帽形斜爆轰波。胞格结构测量结果表明,斜爆轰波波面存在3种典型胞格形态,包括三角形、菱形和五边形。横波传播特性分析显示,驻定斜爆轰波的胞格宽度与对应初始状态下的正爆轰波相近,但其横波传播速度明显高于正爆轰波;而草帽形斜爆轰波受弓形激波对可燃气体预热作用影响,其横波尺寸明显减小。 展开更多
关键词 斜爆轰 爆轰胞格 横波 烟迹法 爆轰推进
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基于结构分析与极限学习机的牵引传动系统多传感器故障实时联合诊断方法 被引量:1
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作者 李学明 刘侃 +3 位作者 陈志文 甘韦韦 成正林 蒋奉兵 《控制与决策》 北大核心 2025年第5期1590-1598,共9页
针对目前牵引传动系统传感器故障诊断中存在的诊断对象单一、传感器信号间强耦合性未充分考虑可能导致的误报问题,提出一种多传感器故障联合实时诊断方法.首先,分析基于现有传感器布局的可诊断性,并构建可实现所有传感器故障可隔离的结... 针对目前牵引传动系统传感器故障诊断中存在的诊断对象单一、传感器信号间强耦合性未充分考虑可能导致的误报问题,提出一种多传感器故障联合实时诊断方法.首先,分析基于现有传感器布局的可诊断性,并构建可实现所有传感器故障可隔离的结构最小型超定方程集(MSOs)和故障特征矩阵;其次,基于每个MSO对应的传感器信号集和相关系统机理知识,确定数据驱动模型的输入输出信号、模型输入信号的阶次以及不同输入信号间的关联关系;接着,利用极限学习机算法,基于历史正常数据样本建立每个MSO的数据驱动模型,实现其输出值的有效估计,并生成残差序列,并结合故障特征矩阵实现不同传感器故障的有效检测与诊断;最后,采用半实物仿真与现场故障场景录波的虚实联合测试验证平台对所提出诊断算法进行测试验证.验证结果表明,与现有方法相比,所提出方法能够实现牵引传动系统多传感器故障的快速检测与定位,具有良好的工程应用价值. 展开更多
关键词 牵引传动系统 多传感器故障 结构分析法 极限学习机 现场故障场景录波 实时联合诊断
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基于大语言模型的电子病历文本结构化 被引量:1
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作者 李佳林 郜斌宇 陈卉 《中国医疗设备》 2025年第5期42-46,52,共6页
目的利用大语言模型(Large Language Model,LLM)进行电子病历文本结构化,验证LLM在文本结构化方面的优越性。方法采用百度的文心一言,依据优化后的提示语,通过Python调用LLM应用程序编程接口的方式进行电子病历文本结构化,从而得到结构... 目的利用大语言模型(Large Language Model,LLM)进行电子病历文本结构化,验证LLM在文本结构化方面的优越性。方法采用百度的文心一言,依据优化后的提示语,通过Python调用LLM应用程序编程接口的方式进行电子病历文本结构化,从而得到结构化特征。将提取无误的特征数与提取出的所有特征数之比定为提取准确度,用以评价LLM进行文本结构化的性能。结果对100份脑卒中患者的电子病历进行文本结构化,按病历统计,平均电子病历文本的每份提取准确度为98.7%,精准度为97.5%,召回率为98.9%;按特征词统计,所有特征词的平均提取准确度、精准度和召回率分别为98.7%、96.4%和98.6%;按特征大类统计,症状、既往史、用药和诊断结果的提取准确度分别为99.3%、98.0%、98.8%和100%。结论利用LLM进行电子病历文本结构化具有可行性,百度的文心一言在电子病历文本结构化中具有优越性。 展开更多
关键词 大语言模型 电子病历 文本结构化 提示语 提取准确度 文心一言
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