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Analyzing the Construction of the International Logistics Supply Chain Management Model from the Perspective of Cross-Border E-commerce
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作者 Wei Wu 《Journal of Electronic Research and Application》 2022年第3期26-30,共5页
Cross-border e-commerce has progressively evolved with the deepening of economic globalization,and it now holds a significant place in the field of e-commerce.However,due to China’s late entry into the international ... Cross-border e-commerce has progressively evolved with the deepening of economic globalization,and it now holds a significant place in the field of e-commerce.However,due to China’s late entry into the international logistics supply chain,there are issues such as complex environment,uneven information technology,and disagreements on standards,resulting in certain cross-border e-commerce disadvantages in China.Therefore,in this context,this study analyzes the construction of international logistics supply chain management model from the perspective of cross-border e-commerce,so as to provide some reference for the development of China’s international logistics supply chain. 展开更多
关键词 cross-border e-commerce International logistics Supply chain management
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Ecological Dynamics of a Logistic Population Model with Impulsive Age-selective Harvesting
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作者 DAI Xiangjun JIAO Jianjun 《应用数学》 北大核心 2026年第1期72-79,共8页
In this paper,we establish and study a single-species logistic model with impulsive age-selective harvesting.First,we prove the ultimate boundedness of the solutions of the system.Then,we obtain conditions for the asy... In this paper,we establish and study a single-species logistic model with impulsive age-selective harvesting.First,we prove the ultimate boundedness of the solutions of the system.Then,we obtain conditions for the asymptotic stability of the trivial solution and the positive periodic solution.Finally,numerical simulations are presented to validate our results.Our results show that age-selective harvesting is more conducive to sustainable population survival than non-age-selective harvesting. 展开更多
关键词 The logistic population model Selective harvesting Asymptotic stability EXTINCTION
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Modeling of CO_(2)Emission for Light-Duty Vehicles:Insights from Machine Learning in a Logistics and Transportation Framework
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作者 Sahbi Boubaker Sameer Al-Dahidi Faisal S.Alsubaei 《Computer Modeling in Engineering & Sciences》 2025年第6期3583-3614,共32页
The transportation and logistics sectors are major contributors to Greenhouse Gase(GHG)emissions.Carbon dioxide(CO_(2))from Light-Duty Vehicles(LDVs)is posing serious risks to air quality and public health.Understandi... The transportation and logistics sectors are major contributors to Greenhouse Gase(GHG)emissions.Carbon dioxide(CO_(2))from Light-Duty Vehicles(LDVs)is posing serious risks to air quality and public health.Understanding the extent of LDVs’impact on climate change and human well-being is crucial for informed decisionmaking and effective mitigation strategies.This study investigates the predictability of CO_(2)emissions from LDVs using a comprehensive dataset that includes vehicles from various manufacturers,their CO_(2)emission levels,and key influencing factors.Specifically,sixMachine Learning(ML)algorithms,ranging fromsimple linearmodels to complex non-linear models,were applied under identical conditions to ensure a fair comparison and their performance metrics were calculated.The obtained results showed a significant influence of variables such as engine size on CO_(2)emissions.Although the six algorithms have provided accurate forecasts,the Linear Regression(LR)model was found to be sufficient,achieving a Mean Absolute Percentage Error(MAPE)below 0.90%and a Coefficient of Determination(R2)exceeding 99.7%.These findings may contribute to a deeper understanding of LDVs’role in CO_(2)emissions and offer actionable insights for reducing their environmental impact.In fact,vehicle manufacturers can leverage these insights to target key emission-related factors,while policymakers and stakeholders in logistics and transportation can use the models to estimate the CO_(2)emissions of new vehicles before their market deployment or to project future emissions from current and expected LDV fleets. 展开更多
关键词 CO_(2)emission machine learning modeling prediction performance metrics light-duty vehicles climate change transportation and logistics
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The coordinated development of cross-border e-commerce and cross-border logistics research
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作者 BAI Zhezhe 《International English Education Research》 2016年第4期10-12,共3页
The cross-border e-commerce further development, its development is facing more and more challenges and bottlenecks. Among them, the development of cross-border logistics is a key factor restricting the development of... The cross-border e-commerce further development, its development is facing more and more challenges and bottlenecks. Among them, the development of cross-border logistics is a key factor restricting the development of cross-border e-commerce. Due to cross-border logistics development lags behind the cross-border e-commerce, caused many not coordinated between them Article analyzes the current cross-border e-commerce and cross-border logistics synergy development research present situation. Combined with cross-border e-commerce with cross-border logistics development present situation and the bottleneck problem, by means of literature data collection and investigation, the cross-border e-commerce with cross-border emphatically analyzed the present situation an-d problems of the coordinated development of logistics. Series and put forward the improvement measures, to promote the coordinated development of cross-border e-commerce and cross-border logistics and subsequent research has import-ant significance. 展开更多
关键词 cross-border Electronic Commerce cross-border logistics Synergism Development
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A Study on Establishing a Cross-border E-commerce Logistics System for Agricultural Products in Sichuan Province in the Context of the Belt and Road Initiative
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作者 You Jing Chen Haonan 《Contemporary Social Sciences》 2021年第5期13-28,共16页
The rapid development of cross-border e-commerce,especially since Chengdu was listed as an Integrated Pilot Zone for Cross-Border E-Commerce in 2016,has led to a rising trade value of agricultural products in the metr... The rapid development of cross-border e-commerce,especially since Chengdu was listed as an Integrated Pilot Zone for Cross-Border E-Commerce in 2016,has led to a rising trade value of agricultural products in the metropolis.This upward trend is also attributed to the China-Europe Railway Express and the Chengdu International Aviation Hub Integrated Functional Area,two infrastructure systems that have opened more international logistics channels for agricultural products in Sichuan province.However,the development of cross-border logistics has failed to respond to the rapid growth of cross-border e-commerce for agricultural products.This problem has given rise to longer delivery cycles,higher costs,and reduced product quality,hindering the development of cross-border e-commerce for agricultural products.Currently,most research efforts are focused on selecting a logistics mode which has created an urgency is to establish a logistics system.To that end,we must utilize the opportunities and preferential policies brought about by the Belt and Road Initiative to advance the establishment of a cross-border logistics system for agricultural products,which will create more channels for selling Sichuan’s agricultural products overseas.This article analyzes the current situation of the cross-border logistics system for agricultural products produced by the province and studies the potential relationships between a logistics system and cross-border trade of agricultural products.It seeks to build a logistics system that meets the demands of cross-border transactions using economic theories focused on cross-border e-commerce and logistics.Such a logistic system will help shorten long delivery cycles,cut delivery costs,and guarantee the quality of agricultural products.Also,it can contribute to the rapid development of cross-border e-commerce of agricultural products and solve problems in developing the agricultural products logistics system of Sichuan province. 展开更多
关键词 the Belt and Road Initiative agricultural products cross-border e-commerce logistics system
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A Comprehensive Measurement Study Analyzing Cross-Border Logistics in Harbin New District
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作者 Yan Wang Xian-Ping Shi 《Proceedings of Business and Economic Studies》 2023年第6期145-152,共8页
The business environment is an important index for measuring the international competitiveness of a country or region.Improving the business environment not only helps the logistics industry reduce costs and increase ... The business environment is an important index for measuring the international competitiveness of a country or region.Improving the business environment not only helps the logistics industry reduce costs and increase efficiency but also promotes the transformation and upgrading of the logistics sector.This paper focuses on the business environment of cross-border logistics enterprises in Harbin New District as the research object.It constructs the business environment index system of logistics enterprises in Harbin New District through empirical research using the subjective weighting method.The research data are then analyzed to identify the shortcomings in optimizing the business environment of cross-border logistics in Harbin New District.The paper proposes countermeasures and suggestions,aiming to provide a decision-making reference for promoting the high-quality development and all-round revitalization of Harbin New District. 展开更多
关键词 Harbin New District cross-border logistics Measurement of business environment Index system
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MODELING AND ROBUST DESIGN OF REMANUFACTURING LOGISTICS NETWORKS BASED ON DESIGN OF EXPERIMENT 被引量:1
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作者 XiaShouchang XiLifeng HuZongwu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2004年第3期405-410,共6页
The uncertainty of time, quantity and quality of recycling products leads tothe bad stability and flexibility of remanufacturing logistics networks, and general design onlycovered the minimizing logistics cost, thus, ... The uncertainty of time, quantity and quality of recycling products leads tothe bad stability and flexibility of remanufacturing logistics networks, and general design onlycovered the minimizing logistics cost, thus, robust design is presented here to solve theuncertainty. The mathematical model of remanufacturing logistics networks is built based onstochastic distribution of uncontrollable factors, and robust objectives are presented. Theintegration of mathematical simulation and design of experiment method is performed to do sensitiveanalysis. The influence of each factor and level on the system is investigated, and the main factorsand optimum combination are studied. The numbers of factors, level of each factor and designprocess of experiment are investigated as well. Finally, the process of robust design based ondesign of experiment is demonstrated by a detailed example. 展开更多
关键词 Remanufacturing logistics networks modelING Robust design Design ofexperiment
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The Multi-Agent Modeling and Calculated Analysis of Shop Logistics Scheduling in the Manufacturing Enterprises 被引量:1
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作者 CHEN Yong LIN Feilong +1 位作者 WANG Xiao TANG Kefeng 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S1期376-380,共5页
In this paper,the multi-agent model about shop logistics is set up.This model has 8 agents:raw materials stock agent,process agent,testing agent,transition agent,production information agent,scheduling agent,process a... In this paper,the multi-agent model about shop logistics is set up.This model has 8 agents:raw materials stock agent,process agent,testing agent,transition agent,production information agent,scheduling agent,process agent and stock agent.The scheduling agent has three subagents:manager agent(MA),resource agent(RA)and part agent(PA).MA,PA and RA are communicating equally that guarantees agility of the whole MAS system.The part tasks pass between MA,RA and PA as an integer,which can guarantee the consistency of the data.We use a detailed example about shop logistics scheduling in a semiconductor company to explain the principle.In this example,we use two scheduling strategies:FCFS and SPT.The result data indicates that the average flow time and lingering ratio are changed using different strategy.It is proves that the multi-agent scheduling is useful. 展开更多
关键词 modelING MULTI-AGENT SCHEDULING shop logistics
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The Information Modeling and Intelligent Optimization Method for Logistics Vehicle Routing and Scheduling with Multi-objective and Multi-constraint 被引量:2
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作者 李蓓智 周亚勤 +1 位作者 兰世海 杨建国 《Journal of Donghua University(English Edition)》 EI CAS 2007年第4期455-459,466,共6页
The vehicle routing and scheduling (VRS) problem with multi-objective and multi-constraint is analyzed, considering the complexity of the modern logistics in city economy and daily life based on the system engineering... The vehicle routing and scheduling (VRS) problem with multi-objective and multi-constraint is analyzed, considering the complexity of the modern logistics in city economy and daily life based on the system engineering. The objective and constraint includes loading, the dispatch and arrival time, transportation conditions,total cost,etc. An information model and a mathematical model are built,and a method based on knowledge and biologic immunity is put forward for optimizing and evaluating the programs dimensions in vehicle routing and scheduling with multi-objective and multi-constraints. The proposed model and method are illustrated in a case study concerning a transport network, and the result shows that more optimization solutions can be easily obtained and the method is efficient and feasible. Comparing with the standard GA and the standard GA without time constraint,the computational time of the algorithm is less in this paper. And the probability of gaining optimal solution is bigger and the result is better under the condition of multi-constraint. 展开更多
关键词 modern logistics vehicle scheduling routing optimization MULTI-OBJECTIVE multi-constraint biologic immunity information modeling
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Research on Technological Process Control Model of Reverse Logistics in Manufacturing System 被引量:1
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作者 CHANG Jiane LIU Chao 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S1期275-279,共5页
This paper has found out some important input factors of reverse logistics in manufacturing system throuth analysis and summary,and established four kinds of technological process control models of reverse logistics i... This paper has found out some important input factors of reverse logistics in manufacturing system throuth analysis and summary,and established four kinds of technological process control models of reverse logistics in manufacturing system according to different processing methods.These models embed each other that form a cubic control system of reverse logistics. 展开更多
关键词 manufacturing system reverse logistics technological process control model
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Prediction on Cold Chain Logistics Demand of Urban Residents in Jiangsu Province during the Twelfth Five-Year Plan Period——Based on Estimates of GM(1,1)Model 被引量:2
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作者 ZHENG Yan-min ZHANG Yan-cai XU Hong-feng 《Asian Agricultural Research》 2011年第11期38-40,45,共4页
This paper takes the total yield of products that need refrigerated transport as the impact factors of transport aggregate of cold chain logistics,such as meat,aquatic products,quick-frozen noodle,fruits,vegetables,da... This paper takes the total yield of products that need refrigerated transport as the impact factors of transport aggregate of cold chain logistics,such as meat,aquatic products,quick-frozen noodle,fruits,vegetables,dairy,and medicine.Through selecting the consumption data of urban residents on transported products via cold chain in Jiangsu Province from 2005 to 2000 as sample,this paper establishes grey prediction model GM(1,1)of cold chain logistics demand and uses DPS7.05 software for test,to predict the cold chain logistics demand of urban residents in Jiangsu Province during the Twelfth Five-Year Plan period.The results show that in the period 2010-2015,the cold chain logistics demand of urban residents in Jiangsu Province is 1151.5891,1185.1366,1219.6613,1255.1918,1291.7573,1329.3881 t respectively;in the period 2005-2010,the cold chain logistics demand of urban residents in Jiangsu Province increases at annual growth rate of 3.9%;in the period 2011-2015,the growth rate declines to some extent,increasing slowly at rate of 2.9%. 展开更多
关键词 Cold chain logistics demand The Twelfth Five-Year Plan Jiangsu Province Grey prediction model China
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Comparative Study of the Malthusian Population Model and the Logistic Population Model for Bangladesh
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作者 Md. Showkat Akber Khandoker Nasrin Ismet Ara Md. Sabbir Alam 《Applied Mathematics》 2025年第2期169-182,共14页
Bangladesh has a denser population in comparison with many other countries. Though the rate of population increase has been regarded as a concerning issue, estimation of the population instability in the upcoming year... Bangladesh has a denser population in comparison with many other countries. Though the rate of population increase has been regarded as a concerning issue, estimation of the population instability in the upcoming years may be useful for national planning. To predict Bangladesh’s future population, this study compares the estimated populations of two popular population models, the Malthusian and the logistic population models, with the country’s census population published by BBS. We also tried to find out which model gives a better approximation for forecasting the past, present, and future population between these two models. 展开更多
关键词 Malthusian Population model logistic Population model Population Growth Carrying Capacity
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厂矿企业劳动者职业健康素养与职业紧张的关联:基于LASSO-多水平logistic回归
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作者 张海涯 赵文莉 +2 位作者 王舒玥 何玉红 邬家龙 《环境与职业医学》 北大核心 2026年第2期182-188,共7页
[背景]健康素养与心理健康密切相关,提升健康素养有助于促进其心理健康。然而,厂矿企业劳动者职业紧张与其职业健康素养是否有关联,尚无定论。[目的]了解甘肃省金属采矿业、冶金业和非金属矿物制品业3个行业劳动者的职业健康素养水平和... [背景]健康素养与心理健康密切相关,提升健康素养有助于促进其心理健康。然而,厂矿企业劳动者职业紧张与其职业健康素养是否有关联,尚无定论。[目的]了解甘肃省金属采矿业、冶金业和非金属矿物制品业3个行业劳动者的职业健康素养水平和职业紧张状况,分析职业健康素养与职业紧张的相关性。[方法]2024年5—12月,采用分层整群随机抽样法,对甘肃省金属采矿业、冶金业和非金属矿物制品业73家大、中、小微型厂矿企业劳动者的职业健康素养水平和职业紧张进行测评。采用LASSO回归筛选影响职业紧张的相关因素,并采用多水平随机截距混合效应logistic模型研究职业紧张的影响因素,并探讨职业健康素养与职业紧张的关系。[结果]本研究调查金属采矿业、冶金业和非金属矿物制品业3个行业厂矿企业劳动者3611名,存在职业紧张者1031名(28.55%)。无论是总体职业健康素养还是各维度职业健康素养,具备职业健康素养的劳动者其职业紧张检出率均低于不具备者(P<0.05)。通过LASSO回归分析得出,与职业紧张密切相关的因素为职业健康素养维度一(职业健康法律知识)、维度二(职业健康保护基本知识)、维度四(健康工作方式和行为)、性别、平均月收入和夜班。三水平随机截距混合效应logistic回归分析结果显示,职业健康素养维度一(OR=0.69,95%CI:0.58~0.82)、维度二(OR=0.71,95%CI:0.58~0.87)和维度四(OR=0.81,95%CI:0.67~0.98)与职业紧张风险呈现负相关。平均月收入3001~≤5000、5001~≤7000、≥7001元的劳动者职业紧张的风险分别是平均月收入≤3000元者的61%(OR=0.61,95%CI:0.45~0.81)、56%(OR=0.56,95%CI:0.41~0.78)、36%(OR=0.36,95%CI:0.24~0.53)。男性(OR=1.66,95%CI:1.32~2.10)和夜班劳动者(OR=2.29,95%CI:1.90~2.76)发生职业紧张的风险较高。随机效应方差显示,组内相关系数为0.12。[结论]厂矿企业劳动者职业紧张与职业健康素养存在负相关,男性、低收入和夜班是影响劳动者职业紧张的危险因素。建议重点关注以上劳动群体,将职业健康素养纳入工作场所心理健康促进,从而改善劳动者心理健康状况。 展开更多
关键词 职业健康素养 厂矿企业 职业紧张 LASSO回归 多水平logistic模型
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基于logistic回归和随机森林构建留守与非留守中学生自伤风险预测模型
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作者 蔡铭 曾小朵 +4 位作者 吴纤 向兵 杨梅 谢新艳 曾婧 《中华疾病控制杂志》 北大核心 2026年第3期294-302,共9页
目的构建留守与非留守中学生自伤的风险预测模型,为制定针对性的干预措施提供科学依据。方法2021年9月―2023年6月采用多阶段抽样方法,在留守儿童分布相对集中的6个省份中抽取14623名<18岁的中学生(留守8471名,非留守6152名)作为研... 目的构建留守与非留守中学生自伤的风险预测模型,为制定针对性的干预措施提供科学依据。方法2021年9月―2023年6月采用多阶段抽样方法,在留守儿童分布相对集中的6个省份中抽取14623名<18岁的中学生(留守8471名,非留守6152名)作为研究对象。通过问卷调查收集研究对象的一般情况、创伤性事件和自伤发生情况。分析不同特征留守与非留守中学生自伤的发生情况。采用R 4.3.0软件按照7∶3的比例分别将留守与非留守中学生随机划分为训练集与测试集,构建logistic回归分析模型和随机森林模型,通过受试者工作特征曲线、灵敏度、特异度等指标评估模型性能。结果中学生自伤总体发生率为25.7%,留守中学生自伤发生率高于非留守中学生(χ^(2)=59.266,P<0.001)。Logistic回归分析模型分析结果显示,留守与非留守中学生预测模型训练集的曲线下面积(area under the curve,AUC)分别为0.745和0.756,测试集的AUC分别为0.721和0.726,Hosmer-Lemshow拟合优度检验P>0.05。随机森林模型中,留守中学生自伤的主要预测因素为经历创伤性事件、家庭氛围、和父亲/母亲关系等,模型的灵敏度、特异度、阳性预测值、阴性预测值和F1指数分别为0.740、0.591、0.822、0.470和0.779,Brier分数为0.212,训练集和测试集的AUC分别为0.800和0.729。非留守中学生则以经历创伤性事件、家庭氛围、父母感情状况等为主,模型的灵敏度、特异度、阳性预测值、阴性预测值和F1指数分别为0.785、0.519、0.850、0.411和0.816,Brier分数为0.188,训练集和测试集的AUC分别为0.845和0.724。结论留守中学生自伤风险高于非留守中学生,二者的预测因素虽有不同,但存在高度重叠,其中创伤经历和家庭因素是关键预测变量。两种模型对自伤的识别能力良好,但随机森林模型综合性能更优,本研究构建的预测模型可为早期识别高危人群提供科学依据。 展开更多
关键词 留守中学生 自伤 预测模型 logistIC回归 随机森林
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A new damage constitutive model for rock strain softening based on an improved Logistic function
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作者 GUO Yun-peng LIU Dong-qiao +1 位作者 YANG Sheng-kai LI Jie-yu 《Journal of Central South University》 2025年第8期3070-3094,共25页
This study proposed a new and more flexible S-shaped rock damage evolution model from a phenomenological perspective based on an improved Logistic function to describe the characteristics of the rock strain softening ... This study proposed a new and more flexible S-shaped rock damage evolution model from a phenomenological perspective based on an improved Logistic function to describe the characteristics of the rock strain softening and damage process.Simultaneously,it established a constitutive model capable of describing the entire process of rock pre-peak compaction and post-peak strain softening deformation,considering the nonlinear effects of the initial compaction stage of rocks,combined with damage mechanics theory and effective medium theory.In addition,this research verified the rationality of the constructed damage constitutive model using results from uniaxial and conventional triaxial compression tests on Miluo granite,yellow sandstone,mudstone,and glutenite.The results indicate that based on the improved Logistic function,the theoretical damage model accurately describes the entire evolution of damage characteristics during rock compression deformation,from maintenance through gradual onset,accelerated development to deceleration and termination,in a simple and unified expression.At the same time,the constructed constitutive model can accurately simulate the stress-strain process of different rock types under uniaxial and conventional triaxial compression,and the theoretical model curve closely aligns with experimental data.Compared to existing constitutive models,the proposed model has significant advantages.The damage model parameters a,r and β have clear physical meanings and interact competitively,where the three parameters collectively determine the shape of the theoretical stress−strain curve. 展开更多
关键词 rock mechanics strain softening improved logistic function S-shaped model damage evolution constitutive model
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基于Logistic回归与决策树模型探讨西部高校大学生HIV检测意愿及其影响因素
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作者 黄林玉 王雨霏 +3 位作者 茹建国 秦文霞 郑彦玲 马金凤 《中国艾滋病性病》 北大核心 2026年第2期172-179,共8页
目的 基于Logistic回归与决策树模型探究西部大学生HIV检测意愿的影响因素,为今后探索适合高校大学生的HIV/AIDS健康教育和预防干预措施提供科学依据。方法 通过匿名线上问卷调查的方式,收集西部高校大学生人口学特征、艾滋病知识知晓... 目的 基于Logistic回归与决策树模型探究西部大学生HIV检测意愿的影响因素,为今后探索适合高校大学生的HIV/AIDS健康教育和预防干预措施提供科学依据。方法 通过匿名线上问卷调查的方式,收集西部高校大学生人口学特征、艾滋病知识知晓情况、HIV检测意愿、社会资本等情况,基于社会生态系统理论,采用Logistic回归与决策树模型分析影响HIV检测意愿的主要因素,并通过绘制ROC曲线,根据曲线下面积比较并判断两种模型的分析效果。结果 共收集有效问卷1 903份,曾经接受过HIV检测146人(7.67%),愿意主动进行HIV检测1 501人(78.88%)。Logistic回归分析结果显示,不同系统层面中多个因素与大学生高危行为后主动进行HIV检测的意愿显著相关,微观系统中,女生(aOR=1.744,95%CI:1.353~2.249)、高艾滋病知识知晓(aOR=2.901,95%CI:2.271~3.705)的学生检测意愿更高;中观系统中,家人曾进行生殖健康教育为一部分(aOR=1.773,95%CI:1.364~2.306)及很清楚(aOR=1.524,95%CI:1.042~2.230)的学生检测意愿更高;宏观系统中,高社会资本(aOR:1.540,95%CI:1.213~1.956)的学生检测意愿更高。决策树模型结果发现艾滋病知识知晓情况影响最大,其次为家庭教育、性别、民族、家庭居住地和社会资本。ROC曲线分析结果显示,决策树模型的特异度(61.9%vs 54.2%)优于Logistic回归,Logistic回归灵敏度(78.3%vs 66.0%)更优,且整体预测效果略优于决策树模型(AUC:0.713 vs 0.685,Z=3.110,P<0.01)。结论 中国西部大学生高危性行为后HIV检测意愿处于中等水平,其中艾滋病知识知晓程度对检测意愿影响最为显著。两种模型各具优势,两者辅助分析可为提升高危性行为后大学生HIV检测意愿干预提供参考。 展开更多
关键词 艾滋病 检测意愿 logistIC回归模型 决策树模型 大学生 影响因素
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临床-超声多因素Logistic回归模型在鉴别非弥漫型原发性甲状腺淋巴瘤与甲状腺乳头状癌中的临床价值
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作者 张海欢 侯红梅 +2 位作者 闫荟同 李维生 李琴 《临床和实验医学杂志》 2026年第1期102-105,共4页
目的探讨临床-超声多因素Logistic回归模型在鉴别非弥漫型原发性甲状腺淋巴瘤(PTL)与甲状腺乳头状癌(PTC)中的临床价值。方法回顾性选取2022年6月至2024年11月在北京市房山区良乡医院经病理证实的35例非弥漫型PTL和80例PTC的临床及超声... 目的探讨临床-超声多因素Logistic回归模型在鉴别非弥漫型原发性甲状腺淋巴瘤(PTL)与甲状腺乳头状癌(PTC)中的临床价值。方法回顾性选取2022年6月至2024年11月在北京市房山区良乡医院经病理证实的35例非弥漫型PTL和80例PTC的临床及超声影像学资料。分析非弥漫型PTL与PTC患者的临床资料(年龄、病灶长径、性别、甲状腺不对称增大及合并桥本甲状腺炎的情况)和超声特征(病灶回声类型、线状高回声、回声均匀性、边缘、囊性变、钙化、垂直位生长、后方回声增强、血流分级及包膜侵犯)。建立多因素Logistic回归模型,绘制受试者操作特征(ROC)曲线分析临床-超声因素鉴别诊断非弥漫型PTL与PTC的临床价值。结果单因素分析显示,非弥漫型PTL患者年龄、病灶长径、甲状腺不对称增大发生率和桥本甲状腺炎发生率均高于PTC患者,差异均有统计学意义(P<0.05);二者性别构成比差异无统计学意义(P>0.05)。非弥漫型PTL在极低回声、线状高回声、后方回声增强、血流丰富方面占比均高于PTC,而在边缘不规则、钙化和包膜侵犯方面占比均低于PTC,差异均有统计学意义(P<0.05);而二者回声均匀性、囊性变和垂直位占比比较,差异均无统计学意义(P>0.05)。多因素Logistic回归分析结果显示,年龄、病灶后方回声增强、线状高回声及钙化是鉴别二者的独立因素(P<0.05)。建立的回归方程为Logistic(Y)=3.451-0.081X1+3.204X2+3.237X3-2.935X4(X1:年龄;X2:后方回声增强;X3:线状高回声;X4:钙化),RE_1 ROC曲线下面积为0.932,鉴别二者的敏感度、特异度和准确性分别是91.4%、81.2%和88.6%。结论年龄、病灶后方回声增强、线状高回声和钙化可作为鉴别诊断非弥漫型PTL与PTC的可靠指标。临床-超声多因素Logistic回归模型在鉴别非弥漫型PTL和PTC中有较好的诊断效能。 展开更多
关键词 甲状腺癌 乳头状 超声检查 logistIC模型 原发性甲状腺淋巴瘤 鉴别诊断
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Logistic regression-based risk prediction of aortic adverse remodeling following thoracic endovascular aortic repair in patients with aortic dissection
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作者 Lian-Feng Wang Hong-Jiang Zhu +2 位作者 Cong Wang Feng Yan Chang-Zhen Qu 《World Journal of Cardiology》 2025年第12期94-102,共9页
BACKGROUND Aortic adverse remodeling remains a critical complication following thoracic endovascular aortic repair(TEVAR)for Stanford type B aortic dissection(TBAD),significantly impacting long-term survival.Accurate ... BACKGROUND Aortic adverse remodeling remains a critical complication following thoracic endovascular aortic repair(TEVAR)for Stanford type B aortic dissection(TBAD),significantly impacting long-term survival.Accurate risk prediction is essential for optimized clinical management.AIM To develop and validate a logistic regression-based risk prediction model for aortic adverse remodeling following TEVAR in patients with TBAD.METHODS This retrospective observational cohort study analyzed 140 TBAD patients undergoing TEVAR at a tertiary center(2019–2024).Based on European guidelines,patients were categorized into adverse remodeling(aortic growth rate>2.9 mm/year,n=45)and favorable remodeling groups(n=95).Comprehensive variables(clinical/imaging/surgical)were analyzed using multivariable logistic regression to develop a predictive model.Model performance was assessed via receiver operating characteristic-area under the curve(AUC)and Hosmer-Lemeshow tests.RESULTS Multivariable analysis identified several strong independent predictors of negative aortic remodeling.Larger false lumen diameter at the primary entry tear[odds ratio(OR):1.561,95%CI:1.197–2.035;P=0.001]and patency of the false lumen(OR:5.639,95%CI:4.372-8.181;P=0.004)were significant risk factors.False lumen involvement extending to the thoracoabdominal aorta was identified as the strongest predictor,significantly increasing the risk of adverse remodeling(OR:11.751,95%CI:9.841-15.612;P=0.001).Conversely,false lumen involvement confined to the thoracic aorta demonstrated a significant protective effect(OR:0.925,95%CI:0.614–0.831;P=0.015).The prediction model exhibited excellent discrimination(AUC=0.968)and calibration(Hosmer-Lemeshow P=0.824).CONCLUSION This validated risk prediction model identifies aortic adverse remodeling with high accuracy using routinely available clinical parameters.False lumen involvement thoracoabdominal aorta is the strongest predictor(11.751-fold increased risk).The tool enables preoperative risk stratification to guide tailored TEVAR strategies and improve long-term outcomes. 展开更多
关键词 Thoracic endovascular aortic repair Aortic dissection Adverse remodeling Risk prediction model False lumen Thoracoabdominal involvement Endovascular repair logistic regression
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基于Lasso-logistic回归建立脓毒症相关肝损伤预测模型及防控策略
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作者 高婷 付红 +1 位作者 邵敏 宫娟 《中华全科医学》 2026年第2期192-195,266,共5页
目的鉴于脓毒症相关肝损伤(SALI)危害严重,本研究旨在运用Lasso-logistic回归构建SALI预测模型,并制定针对性的防控策略。方法选取2024年4月1日—2025年4月1日安徽医科大学第一附属医院收治的192例脓毒症患者为研究对象,根据是否发生肝... 目的鉴于脓毒症相关肝损伤(SALI)危害严重,本研究旨在运用Lasso-logistic回归构建SALI预测模型,并制定针对性的防控策略。方法选取2024年4月1日—2025年4月1日安徽医科大学第一附属医院收治的192例脓毒症患者为研究对象,根据是否发生肝损伤分为SALI组(40例)和NSALI组(152例)。收集2组患者临床相关资料,采取单因素分析研究不同因素对脓毒症患者SALI发生的影响。采用Lasso-logistic回归分析研究SALI发生的危险因素,建立SALI风险预测模型并使用ROC曲线进行验证分析。结果2组合并糖尿病、机械通气、合并休克、低氧血症、尿素、血小板计数、血乳酸(LAC)、序贯器官衰竭评分(SOFA评分)比较差异均有统计学意义(P<0.05)。Lasso-logistic回归分析显示,合并糖尿病、合并休克、LAC、SOFA评分是发生SALI的独立危险因素(P<0.05)。ROC曲线分析显示,合并糖尿病、合并休克、LAC、SOFA评分及列线图模型均可预测SALI,曲线下面积分别为0.615、0.620、0.843、0.837、0.948,其中列线图风险预测模型的AUC最高。结论合并糖尿病、合并休克、LAC、SOFA评分是SALI发生独立危险因素,基于此构建的列线图模型预测与实用价值高,利于为SALI患者制定精准防控策略。 展开更多
关键词 脓毒症相关肝损伤 Lasso回归 logistIC回归 预测模型 策略
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一类调制耦合logistics模型的动力学行为
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作者 李亚男 刘娜 余志恒 《数学进展》 北大核心 2025年第3期545-570,共26页
本文主要研究了一类调制耦合logistics模型的动力学行为.我们首先运用多项式完全判别系统理论处理相关高阶半代数系统,并给出了该模型在各个不动点处的拓扑分类及其局部稳定性.其次,利用中心流形定理,我们分别给出该模型在不同非双曲情... 本文主要研究了一类调制耦合logistics模型的动力学行为.我们首先运用多项式完全判别系统理论处理相关高阶半代数系统,并给出了该模型在各个不动点处的拓扑分类及其局部稳定性.其次,利用中心流形定理,我们分别给出该模型在不同非双曲情形下不动点附近发生跨临界和超临界倍周期分岔的参数条件.此外,我们还证明了该模型具有Marotto意义下的混沌.最后,借助Maple 2023和Matlab R2019a,我们对该模型的动力学行为进行数值模拟,以进一步验证前述理论结果的正确性. 展开更多
关键词 耦合logistics模型 多项式完全判别系统 分岔 Marotto混沌
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