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Quantitative Assessment of Generative Large Language Models on Design Pattern Application
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作者 Dae-Kyoo Kim 《Computers, Materials & Continua》 2025年第3期3843-3872,共30页
Design patterns offer reusable solutions for common software issues,enhancing quality.The advent of generative large language models(LLMs)marks progress in software development,but their efficacy in applying design pa... Design patterns offer reusable solutions for common software issues,enhancing quality.The advent of generative large language models(LLMs)marks progress in software development,but their efficacy in applying design patterns is not fully assessed.The recent introduction of generative large language models(LLMs)like ChatGPT and CoPilot has demonstrated significant promise in software development.They assist with a variety of tasks including code generation,modeling,bug fixing,and testing,leading to enhanced efficiency and productivity.Although initial uses of these LLMs have had a positive effect on software development,their potential influence on the application of design patterns remains unexplored.This study introduces a method to quantify LLMs’ability to implement design patterns,using Role-Based Metamodeling Language(RBML)for a rigorous specification of the pattern’s problem,solution,and transformation rules.The method evaluates the pattern applicability of a software application using the pattern’s problem specification.If deemed applicable,the application is input to the LLM for pattern application.The resulting application is assessed for conformance to the pattern’s solution specification and for completeness against the pattern’s transformation rules.Evaluating the method with ChatGPT 4 across three applications reveals ChatGPT’s high proficiency,achieving averages of 98%in conformance and 87%in completeness,thereby demonstrating the effectiveness of the method.Using RBML,this study confirms that LLMs,specifically ChatGPT 4,have great potential in effective and efficient application of design patterns with high conformance and completeness.This opens avenues for further integrating LLMs into complex software engineering processes. 展开更多
关键词 Design patterns large language models pattern application pattern-based refactoring quantitative assessment
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Effect of Potash Application Patterns on Crop Yields Under Different Cultivation Systems
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作者 CHENXIAOQIN ZHOUJIANMIN 《Pedosphere》 SCIE CAS CSCD 1999年第3期219-226,共8页
Three patterns of potash application were used in the corn-wheat and rice-wheat rotation experiments,which were conducted in the upland and wetland of Siyang County, northern Jiangsu Province, and the wetland of Liyan... Three patterns of potash application were used in the corn-wheat and rice-wheat rotation experiments,which were conducted in the upland and wetland of Siyang County, northern Jiangsu Province, and the wetland of Liyang City, southern Jiangsu Province. The results of 5 cropping seasons (2 seasons/year)showed that the direct response of corn to K was larger than that of wheat, but no difference was found between rice and wheat in Siyang when the total annual amount of K was applied only in one cropping season. However, the response of wheat was much greater than that of rice in Liyang. If potash was applied in the preceding season, the residual effect of K on wheat was larger than that on rice both in Siyang and Liyang, but less than that on corn. The total effect (direct and residual effects) of K applied to corn or rice was greater than that to wheat in Siyang, but that to wheat was greater in Liyang. The direct and total effects of K application in the upland were larger than those in the wetland of Siyang; but for the wetland,the effects were larger in Liyang than in Siyang, especially in the wheat season. The results demonstrated that the most profitable practice to be recommended to the local farmers was to apply a limited amount of potash to only rice or corn but not to wheat. Equally applying half of the total annual amount of K to each of the crops may be advisable in order to lessen possible fertilization risks. 展开更多
关键词 CORN crop rotation potash application pattern RICE WHEAT
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The Application of Pattern Recognition to the Formability of Quasicrystal Formation in Al-alloys
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作者 罗学才 程兆年 +1 位作者 陈念贻 潘毓刚 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 1989年第1期51-52,共2页
Four parameters of chemical bond havebeen used to span a feature space to classifyquasicrystal-forming Al-alloys from thatalloys without quasicrystal formationwith good result. Since the first quasicrystal-formingsyst... Four parameters of chemical bond havebeen used to span a feature space to classifyquasicrystal-forming Al-alloys from thatalloys without quasicrystal formationwith good result. Since the first quasicrystal-formingsystem, Al-Mn system, discovered by She-chtman in 1984[1], a series of quasicrystal-forming binary alloy systems have beenfound. Most of these systems are Al-contain-ing systems. Bancel has indicated thatthere are three factors affecting theformability of quasicrystals [2]: (1) ele-ctrochemical factor (this factor can be 展开更多
关键词 AI The application of pattern Recognition to the Formability of Quasicrystal Formation in Al-alloys Al
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Security Engineering of SOA Applications Via Reliability Patterns
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作者 Luigi Coppolino Luigi Romano Valerio Vianello 《Journal of Software Engineering and Applications》 2011年第1期1-8,共8页
Providing reliable compositions of Web Services is a challenging issue since the workflow architect often has only a limited control over the reliability of the composed services. The architect can instead achieve rel... Providing reliable compositions of Web Services is a challenging issue since the workflow architect often has only a limited control over the reliability of the composed services. The architect can instead achieve reliability by properly planning the workflow architecture. To this end he must be able to evaluate and compare the reliability of multiple architectural solutions. In this paper we present a useful tool which allows to conduct reliability analysis on planned workflows, as well as to compare the reliability of alternative solutions in a what-if analysis. The tool is implemented as a plug-in for the widely adopted Active BPEL Designer and exploits the concept of reliability pattern to evaluate the reliability formula of the workflow. The effectiveness of the approach and the operation of the tool are demonstrated with respect to a case study of a business security infrastructure realized by orchestrating simple security services. 展开更多
关键词 RELIABILITY of Security SERVICES RELIABILITY patternS WORKFLOW Systems SOA applicationS Web SERVICES Technology
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Research on the Interactive Training Pattern and the Applications on the Modern Emergency Rescue Training Activities
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作者 Zhang Hua He Guoping +2 位作者 Xu Baichao Zhang Na Lv Chuanzhu 《International Journal of Technology Management》 2016年第2期84-86,共3页
In this paper, we conduct research on the interactive training pattern and the applications on the modern emergency rescue training activities. In emergency rescue training linkage the ecological communities, importan... In this paper, we conduct research on the interactive training pattern and the applications on the modern emergency rescue training activities. In emergency rescue training linkage the ecological communities, important is not gathered themselves together, and not the size of the momentum and the strength that is not the amount of emergency rescue training linkage performance, important is the ecological communities each organic elements in the function of the cohesion, lies in the relationship between the organic elements in ecological communities, the construction and the development is the specific ecological communities in action elements of emergency rescue training, joint quality lies in the emergency rescue training. These contents are involved in the emergency rescue training linkage management model of concrete. Under this basis, we integrate the condition of the Hainan Medical School to propose the corresponding suggestions that will enhance the performance. 展开更多
关键词 Interactive Training applicationS pattern Emergency Rescue Training Activities.
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Application of Landscape Ecological Pattern Analysis in Landscape Garden Planning and Design
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作者 WANGQuan LIUHuaying 《外文科技期刊数据库(文摘版)工程技术》 2022年第6期042-046,共5页
The society is constantly developing, and the landscape garden landscape is also constantly changing. Traditional landscape gardens are being eliminated, step by step to launch the historical stage, the updated landsc... The society is constantly developing, and the landscape garden landscape is also constantly changing. Traditional landscape gardens are being eliminated, step by step to launch the historical stage, the updated landscape is gradually formed. As an important part of human society, landscape gardens must keep up with the development pace of The Times for planning and design renewal, so that landscape gardens can continue to provide services for people. However, the planning and design update of landscape architecture can not be completely separated from the history, and it needs to ensure its continuity in the history. This paper briefly discusses the steps and expression forms of landscape ecological pattern analysis, and also analyzes the application of landscape ecological pattern analysis in landscape garden planning and design in detail, hoping to provide some theoretical reference for the development of relevant practical work. 展开更多
关键词 landscape ecological pattern analysis landscape architecture planning and design application
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Railway intelligent transportation system and its applications 被引量:4
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作者 Qin Yong Jia Limin Zhang Yuan 《Engineering Sciences》 EI 2011年第1期53-59,共7页
With the development of artificial intelligence, communication, computer and other related technologies, it becomes feasible to rebuild traditional railway with such advanced technologies in order to establish a new g... With the development of artificial intelligence, communication, computer and other related technologies, it becomes feasible to rebuild traditional railway with such advanced technologies in order to establish a new generation railway transport system. The railway intelligent transportation system is the trend of railway transportation system in China, and it is also the research focus of international railway transport industry. This paper presents the definition, characters, architecture, key technologies and developing pattern of the RITS(railway intelligent transportation system). Then three typical applications are introduced. Finally, the prospect of the RITS is summarized. 展开更多
关键词 RITS ARCHITECTURE key technologies developing pattern applicationS
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Review:Recent Progress on Poly(ether ether ketone) and Its Composites for Biomedical, Machinery, Energy and Aerospace Applications 被引量:1
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作者 Shuai Yang Yang He Jinsong Leng 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2020年第3期243-258,共16页
Poly(ether ether ketone)(PEEK)has drown researchers’wide attention because of the exceptional performances such as mechanical properties,thermal stability,chemical resistance,and biocompatibility.These properties end... Poly(ether ether ketone)(PEEK)has drown researchers’wide attention because of the exceptional performances such as mechanical properties,thermal stability,chemical resistance,and biocompatibility.These properties endow it with broad potential use in biomedical,engineering,and aerospace applications.In addition,multifunctional fillers have been intensively incorporated into PEEK matrix,as it is conducive to the enhanced properties,and has the desired properties in concrete applications.This review introduced the basic content and synthesis pathway of PEEKs and their composites,focusing on the various applications,including biomedical,machinery,energy storage,and aerospace applications.Considerable efforts have been devoted to explore the concrete modified method to obtain the desired performances of PEEK based materials.At the end,existing problems and development directions for the PEEK based materials were analyzed and predicted. 展开更多
关键词 poly(ether ether ketone) applied patterns biomedical applications machinery engineering aerospace applications
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Proactive Personalized Services Through Fog-Cloud Computing in Large-Scale IoT-Based Healthcare Application
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作者 Shuqing He Bo Cheng +2 位作者 Haifeng Wang Yuze Huang Junliang Chen 《China Communications》 SCIE CSCD 2017年第11期1-16,共16页
With the development of medical sensors and IoT, personalized service assisted elder and patient living is a critical service in IoT-based healthcare application. However, the scale and complexity of personalized serv... With the development of medical sensors and IoT, personalized service assisted elder and patient living is a critical service in IoT-based healthcare application. However, the scale and complexity of personalized service is increasing because of ubiquitous deployment of various kinds of medical sensors, which cause response time increase and resource waste. Therefore, leveraging the advantage of complex event processing(CEP) in data stream processing, we propose a hierarchical fog-cloud computing CEP architecture for personalized service to accelerate response time and reduce resource waste. Firstly, we introduce the proposed architecture, which includes sensor layer, fog layer and cloud layer. Secondly, we propose a series of optimizations for the architecture, there are a partitioning and clustering approach and a communication and parallel processing policy to optimize the fog and cloud computing. Finally, we implement a prototype system based on the architecture named Fog Cep Care. Experimental result shows that Fog Cep Care is superior to the traditional IoT-based healthcare application. 展开更多
关键词 personalized services fog computing complex event pattern IoT-based healthcare application
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CORE-UNIFIED SOC TEST DATA COMPRESSION AND APPLICATION
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作者 Yi Maoxiang Guo Xueying +2 位作者 Liang Huaguo Wang Wei Zhang Lei 《Journal of Electronics(China)》 2010年第1期79-87,共9页
The pattern run-length coding test data compression approach is extended by introducing don't care bit(x) propagation strategy into it.More than one core test sets for testing core-based System-on-Chip(SoC) are un... The pattern run-length coding test data compression approach is extended by introducing don't care bit(x) propagation strategy into it.More than one core test sets for testing core-based System-on-Chip(SoC) are unified into a single one,which is compressed by the extended coding technique.A reconfigurable scan test application mechanism is presented,in which test data for multiple cores are scanned and captured jointly to make SoC test application more efficient with low hardware overhead added.The proposed union test technique is applied to an academic SoC embedded by six large ISCAS'89 benchmarks,and to an ITC' 02 benchmark circuit.Experiment results show that compared with the existing schemes in which a core test set is compressed and applied independently of other cores,the proposed scheme can not only improve test data compression/decompression,but also reduce the redundant shift and capture cycles during scan testing,decreasing SoC test application time effectively. 展开更多
关键词 System-on-Chip(SoC) Test application time pattern run-length X-propagation Union test RECONFIGURATION
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Application of Rhododendron Species (Ericaceae) in Green System of Kunming City in Yunnan, China
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作者 ZHANG Jingli ZHAO Haizhou +1 位作者 WU Yawen WANG Yunyue 《Journal of Landscape Research》 2012年第10期63-67,共5页
Species, application frequencies, habitat features and combination modes of Rhododendron species in Kunming City were studied through random sampling in different subareas of Kunming City. The results show that Rhodod... Species, application frequencies, habitat features and combination modes of Rhododendron species in Kunming City were studied through random sampling in different subareas of Kunming City. The results show that Rhododendron species were widely applied in parks, residential areas and street-side green spaces. Diversified application patterns presented excellent landscape effects, but only a few species were used, for example, Rhododendron pulchrum Sweet., R. hybridum, R. simsii var. simsii, while R. delavayi Franch. and R. simsii var. mesembrinum Rehd. were occasionally found. Landscaping features of Kunming were characterized by domination of Rhododendron species, advantages and problems of Rhododendron species in landscaping of Kunming City were analyzed. It was proposed that introduction and domestication of wild Rhododendron species should be enhanced, rich germplasm resources of Rhododendron species should be fully used, and more indigenous Rhododendron species applied. 展开更多
关键词 RHODODENDRON SPECIES Kunming City Green SYSTEM SPECIES application Plant furnishing pattern
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Improving signature quality for network application identification
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作者 Justin Tharp Sang C·Suh +1 位作者 Hyeonkoo Cho Jinoh Kim 《Digital Communications and Networks》 SCIE 2019年第3期139-146,共8页
Network application identification is one of the core elements in network operations and management to provide enhanced network service and security. For accurate identification, an approach using common patterns call... Network application identification is one of the core elements in network operations and management to provide enhanced network service and security. For accurate identification, an approach using common patterns called "signatures" is widely used to compensate the limitations of the traditional transport-layer port-based classification. However, our simulation results indicate that using the signatures generated from a set of well known algorithms may lead to very poor identification performance, with less than 60% of true positives even in an optimal case. To improve the quality of signatures, we present a technique in this paper, which consists of two steps:(i) pairwise merging to consider every possible combination of the initially collected signatures to reduce their specificity that causes the signatures to be less common;and (ii) signature reduction to identify effective signatures with greater importance from a large set of signatures produced in the merging step, so as to manage the space/time complexity in the identification process for greater scalability. Our experimental results show that the proposed technique can dramatically improve the performance, even with a small number of signatures (e.g., 95% true positives rate with 30 signatures per application) which is more compact than the initial signature set. 展开更多
关键词 Network application IDENTIFICATION application signatures Pairwise MERGING SIGNATURE reduction EXPLICIT STRING patterns
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Laser-assisted growth of hierarchically architectured 2D MoS2 crystals on metal substrate for potential energy applications
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作者 Parvin Fathi-Hafshejani Jafar Orangi +1 位作者 Majid Beidaghi Masoud Mahjouri-Samani 《International Journal of Extreme Manufacturing》 SCIE EI CAS 2022年第4期235-244,共10页
Recently, there has been substantial interest in the large-scale synthesis of hierarchically architectured transition metal dichalcogenides and designing electrodes for energy conversion and storage applications such ... Recently, there has been substantial interest in the large-scale synthesis of hierarchically architectured transition metal dichalcogenides and designing electrodes for energy conversion and storage applications such as electrocatalysis, rechargeable batteries, and supercapacitors. Here we report a novel hybrid laser-assisted micro/nanopatterning and sulfurization method for rapid manufacturing of hierarchically architectured molybdenum disulfide (MoS2) layers directly on molybdenum sheets. This laser surface structuring not only provides the ability to design specific micro/nanostructured patterns but also significantly enhances the crystal growth kinetics. Micro and nanoscale characterization methods are employed to study the morphological, structural, and atomistic characteristics of the formed crystals at various laser processing and crystal growth conditions. To compare the performance characteristics of the laser-structured and unstructured samples, Li-ion battery cells are fabricated and their energy storage capacity is measured. The hierarchically architectured MoS2 crystals show higher performance with specific capacities of about 10 mAh cm-2, at a current rate of 0.1 mA cm-2. This rapid laser patterning and growth of 2D materials directly on conductive sheets may enable the future large-scale and roll-to-roll manufacturing of energy and sensing devices. 展开更多
关键词 2D materials laser manufacturing laser patterning energy applications Li-ion battery
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Applicability and Behavior Patterns of Road Space from the Perspective of Young Women:A Case Study of Wangjing South Station
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作者 ZHENG Keying SUN Shuai LIANG Weinan 《Journal of Landscape Research》 2023年第2期65-67,76,共4页
In order to understand the travel characteristics and behavior patterns of women in Wangjing area and explore whether the existing situation can meet women's needs for the use of street space,the area around Wangj... In order to understand the travel characteristics and behavior patterns of women in Wangjing area and explore whether the existing situation can meet women's needs for the use of street space,the area around Wangjing South Station of Metro Line 14 was taken as an example for analysis and research.Wangjing area was classified to the following six use attributes:company enterprise,transportation hub,education and culture,residential area,municipal facilities,leisure and entertainment.The proportion of each use attribute was evaluated according to four levels:A 25%and above(including 25%),B 15%-25%,C 15%-5%,D 5%and below(including 5%).Finally,whether the plot had composite functions was judged,and the spatio-temporal laws and behavior patterns of surrounding women were analyzed from the perspectives of time and space. 展开更多
关键词 applicABILITY Behavior pattern Travel characteristics
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Semantic Features and Applications in Translation of English Words in Pairs
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作者 LIN Shan-ling 《Sino-US English Teaching》 2011年第6期398-405,共8页
English words in pairs are a special form of English idioms, which have different kinds and are used widely. For English learners, words in pairs are one of the difficult points. This paper discusses their form patter... English words in pairs are a special form of English idioms, which have different kinds and are used widely. For English learners, words in pairs are one of the difficult points. This paper discusses their form patterns, semantic relations, grammatical functions, rhetoric features and their application in translation. Its purpose is to help learners understand and use them accurately and correctly so as to improve language expressing ability. 展开更多
关键词 words in pairs form patterns semantic relations grammatical functions rhetoric features application intranslation
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Research on the Emergency Response Mechanism and the Applications on Coastal Communities Storm Disaster Management
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作者 Zhang Hua, Lv Chuanzhu +3 位作者 Chen Hongjiao Xu Baichao Zeng Dongyang Zhang Na 《International Journal of Technology Management》 2016年第3期93-96,共4页
In this paper, we conduct research on the emergency response mechanism and applications on the coastal communities storm disaster management. Investment of pre-disaster prevention and the post-disaster remedy is large... In this paper, we conduct research on the emergency response mechanism and applications on the coastal communities storm disaster management. Investment of pre-disaster prevention and the post-disaster remedy is larger in emergency in the financial system that has been structural problems, although in a disaster and financial support is especially important after a disaster, but increase before preventive investment should be the focus of our general government. Before preventive emergency government investment is to prevent incident broke out and reduce the incident after the outbreak of the impact of the main means. Under these circumstances, we analyze the coastal communities storm disaster management mode with the integration of the enhanced emergency response mechanism that will be meaningful for promoting the management efficiency and effectiveness. 展开更多
关键词 Emergency Response MECHANISM applicationS Coastal Communities Storm Disaster Management pattern COUNTERMEASURES
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Analysis of the PBL Model in the Application of Surgical Experiment Teaching
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作者 HU Xiaojian 《International English Education Research》 2016年第5期81-82,共2页
objective: to analyze the application value of the PBL in the surgical experimental teaching mode. Methods: choose between September 2013 and September 2013 128 clinical professional students, average by using the l... objective: to analyze the application value of the PBL in the surgical experimental teaching mode. Methods: choose between September 2013 and September 2013 128 clinical professional students, average by using the lottery will be divided into control group and the team, every 64 students for 1 set, in surgical experimental teaching as a research courses, the teaching methods for the traditional teaching method in the control group, while the team gives PBL teaching mode, the teaching effect of the final will be two groups of students are analyzed and compared. Results: through different teaching methods for teaching, compared with control group, the group at the student's test scores, and the ability to significantly higher, the difference of both P 〈 0.05, there is statistically significant. Conclusion: using PBL teaching mode in the surgical experimental teaching effect is remarkable, can promote the students' comprehensive ability and is worth popularizing application. 展开更多
关键词 PBL pattern Surgical experimental teaching The traditional teaching application effect
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Network Application Identification Based on Communication Characteristics of Application Messages
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作者 Yuji Waizumi Yuya Tsukabe +2 位作者 Hiroshi Tsunoda Yoshiaki Nemoto Kazuyuki Tanaka 《通讯和计算机(中英文版)》 2011年第2期111-119,共9页
关键词 应用程序 网络应用 消息通信 识别特征 P2P软件 P2P网络 信息共享 网络流量
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基于数据挖掘的中医药干预肿瘤复发的宏观规律分析
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作者 冯一帆 宋亚刚 +5 位作者 苗晋鑫 李占占 徐婷莉 武鸣鸣 王灿 苗明三 《时珍国医国药》 北大核心 2026年第3期587-592,共6页
目的基于数据挖掘的方法探索中医药干预肿瘤复发的疗效特点。方法检索中国知网(CNKI)、维普(VIP)、万方(WANFANG)数据库,搜索自建库至2025年的有关中医药干预肿瘤复发的相关文献,利用Microsoft Excel 2019软件建立数据库,对肿瘤类别、... 目的基于数据挖掘的方法探索中医药干预肿瘤复发的疗效特点。方法检索中国知网(CNKI)、维普(VIP)、万方(WANFANG)数据库,搜索自建库至2025年的有关中医药干预肿瘤复发的相关文献,利用Microsoft Excel 2019软件建立数据库,对肿瘤类别、干预药物、评价指标、证候指标等方面进行分析,并归纳文献中关于各种主要证型的证候指标,分析频数最高的三种证型。结果共纳入126篇关于中医药干预肿瘤复发文献,肿瘤复发患者以脾肾两虚、痰瘀互结、气滞血瘀为主要证型,使用频率最高的中药类型为清热解毒、活血化瘀、软坚散结、健脾益气和扶正祛邪,评价指标发现临床和基础研究使用的指标具有差异,基础研究中实验动物的生长状态、不良反应、生存率和肿瘤的复发转移率等指标纳入较少。结论应着重开展脾肾两虚、痰瘀互结、气滞血瘀证型肿瘤复发的研究,基础研究中疗效评价指标应纳入动物生长状态、生存率和肿瘤复发转移率等指标,为中药防治肿瘤复发的治疗药物开发提供大致的方向,且为肿瘤复发动物模型的评价指标完善提供重要的参考。 展开更多
关键词 肿瘤复发 中医药 应用规律 数据挖掘 临床证型
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