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Compilers and LLMs:bidirectional impact of systems and education 认领 引用
1
作者 Yu Zhang Li Zhang 《计算机教育》 2026年第6期229-236,共8页
Large language models(LLMs)are changing the way software is developed and taught.At the same time,LLMs fundamentally rely on core compiler concepts and technical foundations.This paper explores the bidirectional impac... Large language models(LLMs)are changing the way software is developed and taught.At the same time,LLMs fundamentally rely on core compiler concepts and technical foundations.This paper explores the bidirectional impact between compiler systems and LLMsÐfrom how LLMs are reshaping compiler design and usage to how compiler principles and techniques are essential for understanding,building,and teaching LLM-based systems.We further examine their implications for software engineering education and propose preliminary thoughts on integrating LLMs in future compiler courses.By bridging traditional compiler foundations with emerging AI paradigms,we advocate for reestablishing the central role of compiler education in training the next generation of intelligent system developers. 展开更多
关键词 Compiler education Large language models(LLMs) Bidirectional impact Curriculum reform
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基于EDA Compiler系统集成的芯片设计效率提升研究 认领 引用
2
作者 李伟 《移动信息》 2026年第5期255-257,共3页
随着半导体产业的快速发展,芯片设计面临重大变革。在日益激烈的市场竞争环境下,设计要求的不断提升使EDA Compiler系统集成应用的价值愈发凸显。针对当前芯片设计效率存在的现实问题,文中在阐述EDA Compiler系统集成应用内涵的基础上,... 随着半导体产业的快速发展,芯片设计面临重大变革。在日益激烈的市场竞争环境下,设计要求的不断提升使EDA Compiler系统集成应用的价值愈发凸显。针对当前芯片设计效率存在的现实问题,文中在阐述EDA Compiler系统集成应用内涵的基础上,深入剖析了芯片设计效率现存的主要问题,进而从多维度提出了基于EDA Compiler系统集成应用的芯片设计效率提升策略,旨在通过优化设计流程、压缩研发周期,有效提升芯片设计效率,助力企业增强核心竞争力。 展开更多
关键词 EDA Compiler系统 集成应用 芯片设计
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Exploration and Practice of AI-Enabled Human-Machine Collaborative Teaching Mode in Compiler Courses 认领 引用
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作者 Jing Yang Lang Tao +2 位作者 Chao Gao Wanjun Wang Mingtao Wu 《Journal of Contemporary Educational Research》 2026年第5期153-158,共6页
Aiming at the problems of interdisciplinary integration,difficulty in personalized learning,and lack of real-time feedback in the traditional teaching of compiler courses,this paper proposes an AI-enabled human-machin... Aiming at the problems of interdisciplinary integration,difficulty in personalized learning,and lack of real-time feedback in the traditional teaching of compiler courses,this paper proposes an AI-enabled human-machine collaborative teaching mode and builds an intelligent AI teaching platform.This mode integrates students,teachers,and AI into an organic whole.AI provides students with personalized services such as relevant course knowledge recommendation,learning resource recommendation,and quiz push,and provides teachers with intelligent services such as automatic homework correction and learning data analysis feedback.Teaching practice analysis shows that this mode has improved students’final exam scores and learning experience. 展开更多
关键词 Compiler courses AI empowerment Human-machine collaboration Teaching practice
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Compiling distribution of karst in Southern China and Southeast Asia 认领 引用
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作者 YANG Xiang-peng ZHANG Fa-wang +5 位作者 XU Qi CHEN Zhen BI Xue-li SHI Jian ZHOU Li-xin YANG Chen 《Journal of Groundwater Science and Engineering》 2015年第3期280-284,共5页
As China and Southeast Asian countries have accelerated and globalized their economic development, karst environmental problems have become increasingly prominent and studying on and compiling maps of karst geology is... As China and Southeast Asian countries have accelerated and globalized their economic development, karst environmental problems have become increasingly prominent and studying on and compiling maps of karst geology is quite important. Therefore, based on a wide collection of data in Southeast Asian countries, a cooperative map compilation has been carried out internationally. Through comprehensive research and analysis, a unified understanding has been achieved in terms of compiling principles, contents and representing methods, Distribution of Karst in Southern China and Southeast Asia(1/5 000 000) has been compiled, which provides foundations for environmental protection and scientific studies of karst geology. 展开更多
关键词 Southeast Asia Karst distribution characteristics Map compiling
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Algorithms for Pre-Compiling Programs by Parallel Compilers 认领 引用
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作者 Fayez AlFayez 《Computer Systems Science & Engineering》 SCIE EI 2023年第3期2165-2176,共12页
The paper addresses the challenge of transmitting a big number offiles stored in a data center(DC),encrypting them by compilers,and sending them through a network at an acceptable time.Face to the big number offiles,o... The paper addresses the challenge of transmitting a big number offiles stored in a data center(DC),encrypting them by compilers,and sending them through a network at an acceptable time.Face to the big number offiles,only one compiler may not be sufficient to encrypt data in an acceptable time.In this paper,we consider the problem of several compilers and the objective is tofind an algorithm that can give an efficient schedule for the givenfiles to be compiled by the compilers.The main objective of the work is to minimize the gap in the total size of assignedfiles between compilers.This minimization ensures the fair distribution offiles to different compilers.This problem is considered to be a very hard problem.This paper presents two research axes.Thefirst axis is related to architecture.We propose a novel pre-compiler architecture in this context.The second axis is algorithmic development.We develop six algorithms to solve the problem,in this context.These algorithms are based on the dispatching rules method,decomposition method,and an iterative approach.These algorithms give approximate solutions for the studied problem.An experimental result is imple-mented to show the performance of algorithms.Several indicators are used to measure the performance of the proposed algorithms.In addition,five classes are proposed to test the algorithms with a total of 2350 instances.A comparison between the proposed algorithms is presented in different tables discussed to show the performance of each algorithm.The result showed that the best algorithm is the Iterative-mixed Smallest-Longest-Heuristic(ISL)with a percentage equal to 97.7%and an average running time equal to 0.148 s.All other algorithms did not exceed 22%as a percentage.The best algorithm excluding ISL is Iterative-mixed Longest-Smallest Heuristic(ILS)with a percentage equal to 21,4%and an average running time equal to 0.150 s. 展开更多
关键词 Compiler encryption scheduling big data algorithms
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On the compiling principles of Vocational English series--Basic English 认领 引用
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作者 王勃然 《Sino-US English Teaching》 2009年第4期23-25,共3页
This paper briefly introduces the systemic structure of Vocational English series--Basic English, and puts forwards the four key compiling principles, namely, system, cognition, practicality and interest.
关键词 Basic English systemic structure compiling principle
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An investigation on compiling opinions on and suggestions for a biochemistry textbook from nursing undergraduates 认领 引用
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作者 Xin Wang Xiao-Yan Zhang +2 位作者 Rui-Fang Zhu Ai-Hua Xing Zhi-Fang Kang 《Chinese Nursing Research》 2017年第3期141-145,共5页
Objective： To compile nursing undergraduates＇ opinions and suggestions for biochemistry textbook to improve the readability and applicability of a textbook of biochemistry. Methods： This investigation involved 279 ... Objective： To compile nursing undergraduates＇ opinions and suggestions for biochemistry textbook to improve the readability and applicability of a textbook of biochemistry. Methods： This investigation involved 279 nursing undergraduates through delivery of a self-made questionnaire, which was to be used to analyze and study the students＇ suggestions and opinions on the content of the biochemistry textbook. Results： The investigation revealed that the textbook＇s difficulty was associated negatively with stu- dents＇ interest （P 〈 0.05）, and the textbook＇s importance was associated positively with students＇ interest （P 〈 0.05）. Students suggested that the textbook should be closely related to nursing. The contents, difficulty, structure and charts of the textbook should be adjusted properly. Conclusions： The content of the nursing version of the biochemistry textbook should be driven by the needs of the nursing major and should focus on simplifying the textbook＇s content, and making it practical. This will make the textbook vivid and readable, enhancing the interest of students to accept and benefit from the textbook. 展开更多
关键词 Biochemistry textbook Compiling opinion and suggestion Nursing undergraduates Investigation Questionnaire survey
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A research on Android kernel-memory compiling and scheduling 认领 引用 被引量：1
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作者 Rui Min 《International Journal of Technology Management》 2014年第6期112-115,共4页
Android, an open source system exploited by Google, has experienced a rapid development in the past a few years in the field of intelligent mobile because of its advantages-open source and excellent function. The numb... Android, an open source system exploited by Google, has experienced a rapid development in the past a few years in the field of intelligent mobile because of its advantages-open source and excellent function. The number of professionals and enthusiasts who research on Android is growing rapidly in the same time. Android, as an abstraction between software layer and hardware layer based on Linux kernel, can complete the optimization of system by modifying the kernel part. The purpose of this design is to master the processes of kernel-compiling and transplanting, and to learn the methods of memory scheduling algorithm and kernel menaory test. First of all, this thesis introduces the installation of Linux system, and then, it presents the method to build the environment for Android kernel compiling and the process of compiling. The key point of the design is to introduce the SLAB, SLOB, SLUB, SLQB allocators in memory scheduling, and carry on a research on optimization with these memory allocators. HTC Incredible S, as an experimental mobile phone whose Android kernel version is 2.6.35, is employed to deal with all these tests. A comparison of kernel codes before and after optimization has been made. The two kernel codes have been transplanted into the terminal of the experimental mobile phone, which will be respectively tested with its stability, memory performance and overall performance. Finally, it concludes that result of being transplanted the SLQB memory allocator is the optimal one of all. 展开更多
关键词 Android kernel memory compiling optimization memory allocator
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On the Principles for Compiling Maritime English Textbooks 认领 引用
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作者 Gao Song Liu Xiao-pei 《Journal of Shipping and Ocean Engineering》 2016年第1期22-30,共9页
With the development of maritime English teaching, there is a greater demand of high quality maritime English textbooks. This is a reflection of the diversification of new generation maritime English textbooks. But it... With the development of maritime English teaching, there is a greater demand of high quality maritime English textbooks. This is a reflection of the diversification of new generation maritime English textbooks. But it also brings forth the principles for the textbook compilation. Maritime English textbook construction should adhere to the principle of the cultivation in students＇ listening, speaking, reading, writing and translation and incorporate the linguistic theories, teaching concepts and the understanding of classroom teaching and students＇ learning, so that the students will continue to improve their English levels in the process of learning the special knowledge. Therefore, the problem we faced with is to make the scientific and rational principles and compile textbooks that suit the practice of maritime English teaching and learning. 展开更多
关键词 Textbook compilation syllabus requirement compiling principles.
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CCOC:An Optimizing Compiling System for Concurrent C Supporting Inter-process Code Analysis and Optimization 认领 引用
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作者 孟丹 郭福顺 《Journal of Harbin Institute of Technology(New Series)》 CAS 1995年第3期29-35,共7页
At present, there are some static code analyses and optimizations that can be applied to Concurrent C programs to improve their performance or verify their logical correctness. These analyses and optimizations are int... At present, there are some static code analyses and optimizations that can be applied to Concurrent C programs to improve their performance or verify their logical correctness. These analyses and optimizations are inter-process. In order to make their implementation easy, we propose a new method to construct an optimizing compiling system CCOC for Concurrent C. CCOC supports inter-process code analysis and optimization to Concurrent C programs and does not affect the system's portability and separate compilation of source programs. We also discuss some implementation details of CCOC briefly. 展开更多
关键词 ss: Optimizing compiling system portable compilirg system inter-process code analysis and optimization Concurrent C parallel processing
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Current status and innovation attempt of compiling textbooks of Chinese medicine in medical colleges in China 认领 引用
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作者 Qing-Xian Liu Jing-Yi Liu 《TMR Theory and Hypothesis》 2021年第2期478-485,共8页
At present,there are two modes in the compilation of textbooks of traditional Chinese medicine,one is stuck in one's own way and the other is to copy Western medicine completely.The reason is that the textbooks of... At present,there are two modes in the compilation of textbooks of traditional Chinese medicine,one is stuck in one's own way and the other is to copy Western medicine completely.The reason is that the textbooks of traditional Chinese medicine colleges and universities are reduced into a hodger with no purpose,or the other is to cater to Western medicine system and give up the academic system of traditional Chinese medicine and lose the essence of traditional Chinese medicine.Through the"diagnosis and treatment strategy"and"knowledge link"of the new Chinese medicine textbooks,the author tries to make a breakthrough in the compilation,and puts forward the compilation ideas of rectifying the position of Chinese medicine textbooks,starting from the learning thinking of Western medicine students,and reflecting the characteristics of Chinese medicine and modern research results. 展开更多
关键词 Chinese medicine teaching materials compilation innovation
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Analysis on Establishing Urban Cemetery Planning and Compiling System 认领 引用
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作者 Kun YANG Xiaogang CHEN 《Asian Agricultural Research》 2015年第4期55-57,共3页
Currently,there are many problems in construction of urban cemetery like improper location,low land utilization,backward greening facilities and imperfect cemetery management,which have greatly affected people's n... Currently,there are many problems in construction of urban cemetery like improper location,low land utilization,backward greening facilities and imperfect cemetery management,which have greatly affected people's normal production and life. This article discusses the establishment of a sustainable city cemetery planning and compiling system from three levels of " macro-view,medium-view and micro-view" in order to perfect the present cemetery system. 展开更多
关键词 Urban cemetery Planning and design Compiling syste
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Mining Gold in Tibet──COMPILING THE “TIBETAN FOLKTALE” 认领 引用
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《China's Tibet》 2001年第3期18-20,共3页
关键词 COMPILING THE Mining Gold in Tibet TIBETAN FOLKTALE
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World Journal of Acupuncture-Moxibustion Announcement of Compiling the Special Issue of Acupuncture in the Whole World——Global Events Record of Acu-Moxi 认领 引用
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作者 The Editorial Committee of The Special Issue of World Journal of Acupuncture-Moxibustion 《World Journal of Acupuncture-Moxibustion》 CAS 2007年第2期67-70,共4页
Commemorate the 20th Anniversary of the Foundation of World Federation of Acupuncture-Moxibustion Societies (WFAS)ABSTRACT During the past 30 years, acupuncture has developed a lot in the whole world. The internationa... Commemorate the 20th Anniversary of the Foundation of World Federation of Acupuncture-Moxibustion Societies (WFAS)ABSTRACT During the past 30 years, acupuncture has developed a lot in the whole world. The international group of acupuncture has been enlarged and a new page was created in the cause of human health and medicine. At the eve of "The 20th Anniversary of the Foundation of WFAS—International Acupuncture Congress", in order to show the achievements in the circle of acupuncture and set up a new image of global acupuncture circle, expand the influence of acupuncture, promote international cooperation, World Journal of Acupuncture-Moxibustion will print a Special Issue in large scale, Acupuncture in the Whole World—Global Events Record of Acu-Moxi and calling for articles starts from now on. 展开更多
关键词 Global Events Record of Acu-Moxi World Journal of Acupuncture-Moxibustion Announcement of Compiling the Special Issue of Acupuncture in the Whole World
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Optimization process of compiling and researching archivesin universities under the background of information sharing 认领 引用
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作者 Wang Ling 《International Journal of Technology Management》 2017年第6期36-38,共3页
Intemet era, mutual sharing, low cost, unlimited time and geographical restrictions on network dissemination, to the public toprovide a new way of entertainment experience and sharing in the network information resour... Intemet era, mutual sharing, low cost, unlimited time and geographical restrictions on network dissemination, to the public toprovide a new way of entertainment experience and sharing in the network information resources at the same time, also highlights importantdrawbacks, mainly reflected the contradiction between resource sharing and copyright protection, sharing is often cyber source violated theright to network dissemination of information to the original author. With the rapid development of the Internet, the seriousness of this problemis becoming increasingly prominent. Based on the information construction of university archives management as the center to carry outresearch, improve the service level of university archives from the first two aspects discusses the necessity of the information constructionof the archives management, promoting the development of colleges and universities. Secondly introduces specific measures of realizing theinformatization construction of university archives management and archives management standardization, digitization, archives informationnetwork construction, the archives management personnel to conduct a comprehensive training. The fixed assets of university is an important partof the state-owned assets, and its asset management level is directly related to the safety of state-owned assets, the use efficiency of assets and thepromotion of the teaching and research level in universities. The university fixed assets data information management is an important aspect ofasset management, it provides decision-making basis for the management of fixed assets in colleges and universities, affecting the efficiency ofthe entire asset management. 展开更多
关键词 Information sharing, background, compiling and researching of university archives, workflow, optimization analysis
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《外用中成药临床应用药物警戒指南》编制说明 认领 引用 被引量：5
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作者 崔鑫 杨顶权 +6 位作者 谢振年 黎元元 王志飞 魏戌 高景华 王连心 谢雁鸣 《中国实验方剂学杂志》 CAS CSCD 北大核心 2026年第8期252-259,共8页
《外用中成药临床应用药物警戒指南》(T/CACM1563.5—2024)是我国首部针对外用中成药临床安全应用的专项指南,由中国中医科学院临床基础医学研究所牵头,联合全国30余家医疗科研机构共同研制。该指南旨在规范外用中成药临床应用的药物警... 《外用中成药临床应用药物警戒指南》(T/CACM1563.5—2024)是我国首部针对外用中成药临床安全应用的专项指南,由中国中医科学院临床基础医学研究所牵头,联合全国30余家医疗科研机构共同研制。该指南旨在规范外用中成药临床应用的药物警戒活动,系统梳理潜在风险并提出防控措施,涵盖风险监测与报告、信号识别、评估与控制等11个核心板块,填补了国内外该领域标准化空白。该指南编制严格遵循国际规范与国内法规,通过多轮专家咨询、混合式访谈及证据整合(涵盖文献、医保、基药、药典数据及监管信息),明确其适用范围包括医疗机构、药品生产流通企业和监管部门,聚焦药品固有风险、质量风险、超说明书用药、联合用药风险及特殊人群安全性等关键问题。编制过程中处理了适用对象界定、质量风险控制等核心分歧,确保与《药品管理法》《药物警戒质量管理规范》等法规衔接,并完成国际指南注册(PREPARE—2022CN463)。未来将通过分层宣贯、动态修订和后效评价推动指南实施,促进临床合理用药,提升患者安全保障水平。 展开更多
关键词 外用中成药 药物警戒 编制说明 指南 临床应用
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《医疗机构中药药物警戒体系建设指南》编制说明与关键内容 认领 引用 被引量：4
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作者 韦硕硕 刘福梅 +8 位作者 张力 黎元元 王志飞 赵晓晓 崔鑫 魏瑞丽 杨硕 谢雁鸣 王连心 《中国实验方剂学杂志》 CAS CSCD 北大核心 2026年第8期229-237,共9页
《医疗机构中药药物警戒体系建设指南》(T/CACM 1563.2—2024)是我国首部系统指导医疗机构构建中药特色药物警戒体系的专项指南,由中国中医科学院中医临床基础医学研究所牵头,联合全国23家权威医疗科研机构共同研制。该指南旨在规范医... 《医疗机构中药药物警戒体系建设指南》(T/CACM 1563.2—2024)是我国首部系统指导医疗机构构建中药特色药物警戒体系的专项指南,由中国中医科学院中医临床基础医学研究所牵头,联合全国23家权威医疗科研机构共同研制。该指南旨在规范医疗机构中药全生命周期(含研发、上市、使用)的药物警戒工作,构建“组织架构-制度体系-信息平台-警戒活动”四位一体框架,涵盖中药药品安全委员会设立、9项核心制度建设、符合国际人用药品注册技术协调会(ICH)E2B标准的信息化平台搭建及覆盖临床试验与上市后阶段的风险监测、识别、评估与控制等关键内容,填补了医疗机构中药安全监管系统性标准的空白。指南编制严格遵循国内外法规,通过多轮专家访谈、系统证据整合、广泛共识,明确其适用于各级医疗机构,重点解决中药因成分复杂、使用多样导致的不良反应识别难、上报率低、风险管控链条不完善等核心问题。编制过程科学严谨,确保与国家现行法规无缝衔接,并完成国际指南注册。未来将通过标准化培训、分层宣贯及发布2年后启动的后效评价与动态修订机制推动实施,以提升医疗机构中药安全风险主动防控能力,保障患者用药安全,促进中医药高质量发展。 展开更多
关键词 医疗机构 中药药物警戒 体系建设 指南 编制说明
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《中药注射剂临床应用药物警戒指南》编制说明 认领 引用 被引量：3
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作者 付常宽 王连心 +7 位作者 邹忆怀 黎明全 林亚明 孙维红 魏戌 陈明 谢雁鸣 黎元元 《中国实验方剂学杂志》 CAS CSCD 北大核心 2026年第8期238-244,共7页
《中药注射剂临床应用药物警戒指南》(以下简称“指南”)已在中华中医药学会发布,标准编号为T/CACM 1563.4—2024,是我国首部针对中药注射剂临床应用如何开展药物警戒活动的专项指南,指南由中国中医科学院中医临床基础医学研究所牵头,... 《中药注射剂临床应用药物警戒指南》(以下简称“指南”)已在中华中医药学会发布,标准编号为T/CACM 1563.4—2024,是我国首部针对中药注射剂临床应用如何开展药物警戒活动的专项指南,指南由中国中医科学院中医临床基础医学研究所牵头,联合全国30名中药药物警戒、中医(中西医结合)临床及循证医学专家共同研制,填补了国内外该领域标准文件的空白。指南的编制依据GB/T1.1—2020《标准化工作导则第1部分:标准化文件的结构和起草规则》及《WHO指南制定的基本原则和方法》等方法学规范,基于药物警戒领域的国际规范、国家法律法规及科学研究结果,采用专家访谈法、文献研究、名义群体法、德尔菲法等方法,针对药物警戒“监测”“识别”“评估”“控制”四个关键环节,对中药注射剂药物警戒活动的实施要点进行总结、明确。指南研制过程包括指南立项、国际注册、专家访谈、文献检索与评价等环节,基于以上环节的研究结果形成指南草案,再经多轮组内专家论证及56名组外专家的同行评价提出修改意见,指南工作组根据修改意见进行修改,最终形成本指南。指南于2024年1月8日起实施,为中药注射剂临床应用药物警戒工作提出建议和参考规范。为进一步推进指南的应用和普及,方便广大药物警戒人员了解本指南的编制过程,故该研究对指南的编制背景、方法学框架及关键研制步骤等过程进行说明。 展开更多
关键词 中药注射剂 中成药 药物警戒 指南 编制说明
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《冰黄肤乐软膏临床应用专家共识》编制说明 认领 引用 被引量：5
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作者 崔鑫 白彦萍 +2 位作者 宋坪 黎元元 谢雁鸣 《中国实验方剂学杂志》 CAS CSCD 北大核心 2026年第8期267-273,共7页
《冰黄肤乐软膏临床应用专家共识》编制说明详细介绍了该共识的制定方法与循证依据。为解决冰黄肤乐软膏在临床应用中存在的疗效证据不足、适宜中医证候不明确、缺乏统一规范等问题,中国中医科学院中医临床基础医学研究所、中日友好医... 《冰黄肤乐软膏临床应用专家共识》编制说明详细介绍了该共识的制定方法与循证依据。为解决冰黄肤乐软膏在临床应用中存在的疗效证据不足、适宜中医证候不明确、缺乏统一规范等问题,中国中医科学院中医临床基础医学研究所、中日友好医院、西苑医院牵头,联合全国29家单位的34位专家共同参与编制。编制过程严格遵循《世界卫生组织指南制定手册》《GB/T 1.1—2020》及《中成药临床应用专家共识编制说明编写规范》,采用GRADE证据分级体系,通过多学科协作完成。具体工作流程涵盖多个关键环节,在临床问题构建上,采用名义组法筛选出15项核心问题;证据检索覆盖中英文数据库及灰色文献,共纳入116篇临床研究与33篇药学研究;安全性评估整合药品监测数据与临床研究结果,明确了皮肤局部不良反应及禁忌证;推荐意见与共识建议形成环节,依据GRADE网格计票规则达成8条推荐意见,按多数计票规则形成16条共识建议。结果显示冰黄肤乐软膏适用于湿疹、银屑病、神经性皮炎、足癣等病症,并阐述了其辨证要点、不同病症的用法用量(如疗程调整、涂敷频次)及联合用药指征;安全性方面提示,该药慎用于皮肤破溃、过敏体质人群。为确保方法学严谨性,编制过程历经三轮组内外专家评议,综合运用文献分析、德尔菲法等方法进行综合分析。该编制说明通过立项、国际注册、知情同意与利益冲突声明、证据评价、推广宣贯等关键流程和环节,为共识的临床转化提供了方法学支撑,未来还将通过动态修订机制不断更新和完善。 展开更多
关键词 冰黄肤乐软膏 专家共识 编制说明 湿疹 银屑病 神经性皮炎 临床应用
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基于深度学习的编译型语言代码转换技术研究 认领 引用 被引量：1
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作者 张明明 张富林 +2 位作者 刘建戈 张鹏宇 洪涛 《计算机技术与发展》 2026年第1期24-30,共7页
随着软件系统跨平台和语言多样化的需求日益增长,自动源代码转换技术成为现代软件工程中的关键研究方向。传统基于规则和统计方法的代码转换手段受限于语法覆盖范围小、语义一致性弱等问题,难以满足大规模、高精度的代码迁移需求。该文... 随着软件系统跨平台和语言多样化的需求日益增长,自动源代码转换技术成为现代软件工程中的关键研究方向。传统基于规则和统计方法的代码转换手段受限于语法覆盖范围小、语义一致性弱等问题,难以满足大规模、高精度的代码迁移需求。该文聚焦于编译型语言之间的代码转换任务,提出一种基于深度学习的Java到C++自动代码转换方法。该方法融合了Transformer编码-解码结构、语法树建模、层次注意力机制和指针生成机制,能够同时捕捉源代码的词法和结构特征,并有效处理未登录标识符的翻译问题。在构建的Java-C++平行数据集上开展了系统实验,结果表明该模型在BLEU得分提升了6.4百分点,CodeBLEU提升了4.7百分点,精确匹配率提高了5.7百分点,功能正确率提高了7.8百分点,在多个评价指标上均显著优于现有主流方法。通过消融实验和案例分析进一步验证了模型结构各部分对性能提升的重要贡献。 展开更多
关键词 代码转换 编译型语言 Transformer 语法树 指针生成网络
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