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Blood-brain barrier modeling: challenges and perspectives 被引量:2
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作者 Tobias Ruck Stefan Bittner Sven G.Meuth 《Neural Regeneration Research》 SCIE CAS CSCD 2015年第6期889-891,共3页
The blood-brain barrier (BBB) forms a highly selective inter- face between blood and brain. Extensive research efforts have completely changed our view of the BBB in the last years, from a static, impermeable barrie... The blood-brain barrier (BBB) forms a highly selective inter- face between blood and brain. Extensive research efforts have completely changed our view of the BBB in the last years, from a static, impermeable barrier to a dynamic, highly regulated and specific cellular system. The BBB ultrastructurally consists of specialized brain microvascular endothelial cells (BMEC) characterized by low pinocytic activity, 展开更多
关键词 BBB CELL Blood-brain barrier modeling challenges and perspectives ECM
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How Unique is ′China Model′: A Review of Theoretical Perspectives on China′s Urbanization in Anglophone Literature 被引量:12
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作者 WANG Fenglong LIU Yungang 《Chinese Geographical Science》 SCIE CSCD 2015年第1期98-112,共15页
As a major aspect of the ′China Model′, urbanization in China is being heatedly discussed in the Anglophone literature in the last two decades. By considering China′s urbanization as a ′testing ground′ of ′west... As a major aspect of the ′China Model′, urbanization in China is being heatedly discussed in the Anglophone literature in the last two decades. By considering China′s urbanization as a ′testing ground′ of ′western′ theories, these studies are important for the understanding of China′s ongoing urban restructuring and exchanging knowledge with ′western′ insights. Based on a survey of existing studies, this paper identifies various endogenous and exogenous concepts and explanations of China′s urbanization. It is suggested that China′s urbanization is mainly driven by a combination of political decentralization and neoliberalization with various forms of social stratification and mobility. However, it is argued that the distinctness of the ′China Model′, which is usually used to support the legitimacy of studies of China′s urbanization, has led to many controversial arguments and diminished the due contributions of Chinese scholars in the knowledge production of China′s urbanization. To consolidate the legitimacy of studies on China′s urbanization and enhance the roles of Chinese scholars, we suggest future studies to pay more attentions to the fundamental theories with looser constraints and ′true questions′ on China′s urbanization. 展开更多
关键词 theoretical perspective URBANIZATION ENDOGENOUS EXOGENOUS China model
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Insights into transferal to fractal space modeling:delayed forced Helmholtz-Duffing oscillator with the non-perturbative approach
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作者 Yusry O El-Dib 《Communications in Theoretical Physics》 2025年第1期11-22,共12页
The damped Helmholtz-Duffing oscillator is a topic of great interest in many different fields of study due to its complex dynamics.By transitioning from conventional continuous differential equations to their fractal ... The damped Helmholtz-Duffing oscillator is a topic of great interest in many different fields of study due to its complex dynamics.By transitioning from conventional continuous differential equations to their fractal counterparts,one gains insights into the system's response under new mathematical frameworks.This paper presents a novel method for converting standard continuous differential equations into their fractal equivalents.This conversion occurs after the nonlinear system is transformed into its linear equivalent.Numerical analyses show that there are several resonance sites in the fractal system,which differ from the one resonance point found in the continuous system.One important finding is that the fractal system loses some of its stabilizing power when decaying behavior is transformed into a diffuse pattern.Interestingly,a decrease in the fractal order in resonance settings shows a stabilizing impact,highlighting the dynamics'complexity inside fractal systems.This endeavor to convert to fractals is a revolutionary technique that is being employed for the first time. 展开更多
关键词 nonlinear oscillations Helmholtz-Duffing oscillator forced with delay effect non-perturbative methodology stability outlines new perspectives on transferal to fractal space modeling
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Assessment of public perspectives and barriers towards dengue preventive practices using the Health Belief Model in Puducherry,India:A cross-sectional study
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作者 Dharani Govindasamy Gnanasekaran Vijalakashmi +1 位作者 Balakrishnan Vijayakumar Arya Rahul 《Asian Pacific Journal of Tropical Medicine》 SCIE CAS 2024年第8期358-368,I0001,共12页
Objective:To assess the perspectives and barriers towards dengue preventive practices among the residents of Puducherry,India.Methods:A cross-sectional survey was conducted in 300 households in Puducherry,using a popu... Objective:To assess the perspectives and barriers towards dengue preventive practices among the residents of Puducherry,India.Methods:A cross-sectional survey was conducted in 300 households in Puducherry,using a population-proportionate(7:3)distribution from urban and rural areas by grid sampling.One adult interview per household was conducted and the participants were selected using a KISH grid.A semi-structured questionnaire based on the Health Belief Model(HBM)with additional questions on knowledge assessment was used.Knowledge was assessed based on the correctness of answers and the HBM scores were calculated on a 5-point Likert scale.Participants were categorized based on the median score under each domain.Logistic regression was used for adjusted analysis and models were built to predict the performances in each domain.Results:Four percent of the participants lacked basic knowledge regarding dengue transmission.While 208(69.3%)participants did not consider themselves at risk of contracting dengue within the next year,majority perceived dengue as a disease with low severity.Around 49.3%(148)were skeptical about the benefit of time and money spent on dengue prevention.Inadequate government efforts were stated as the major barrier(47.0%)and frequent reminders(142,47.3%)as the major cue to action.Age above 50 years(aOR 1.78,95%CI 1.04-3.06,P=0.037)and rural locality(aOR 2.68,95%CI 1.52-4.71,P=0.001)were found to be significantly associated with poor knowledge scores.Urban participants had a significantly higher chance to perceive low susceptibility as compared to the rural counterparts(aOR 1.74,95%CI 1.05-2.9,P=0.03).Participants with less than a high school education had low perceived benefits(aOR 2.46,95%CI 1.52-3.96,P<0.001)and low self-efficacy scores(aOR 2.66,95%CI 1.61-4.39,P<0.001).Conclusions:This study identifies key gaps in dengue prevention,including low perceived susceptibility,mild disease perception,limited knowledge of breeding sites,and overreliance on government efforts.Tailoring interventions to community needs,stratified to factors influencing the community perspectives can significantly improve dengue prevention efforts. 展开更多
关键词 DENGUE Public perspectives Prevention Barriers Health belief model
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Customer Retention: Behaviour Perspective Model of Ghanaian Telecommunication Industry Using Multinomial Regression Analysis
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作者 Nelson Doe Dzivor Frank B. K. Twenefour +1 位作者 Emmanuel M. Baah Mathias Gyamfi 《Applied Mathematics》 2022年第1期56-67,共12页
To stay competitive, the mobile telecommunication companies spend millions of Ghana cedi each year on building long-term relationships with their customers. Marketing managers are constantly challenged with the proble... To stay competitive, the mobile telecommunication companies spend millions of Ghana cedi each year on building long-term relationships with their customers. Marketing managers are constantly challenged with the problem of where to channel the limited resources in order to retain existing customers. This study approaches the customer retention problem in the mobile phone sector from a behavioural perspective, applying the Behavioural Perspective Model as the main analytical framework and further exploits some other factors that influence customer retention. The model includes a set of pre-behaviour and post-behaviour factors to study consumer choice, and explains its relevant drivers in a viable and comprehensive way, grounded in radical behaviourism. Data for the analysis were collected from tertiary students from Accra and Takoradi. Data collected were analysed using the multinomial regression technique. Analysis of the data revealed that the Behaviour setting factor is the only significant element in Behaviour Perspective Model. Further exploitation of behaviour situation revealed that the number of networks a customer uses, previous experience of a customer and customer’s intention are significant factors in determining customer retention in Ghana’s mobile telecommunication industry. 展开更多
关键词 Behavioural perspective model Customer Retention Ghana’s Mobile Telecommunication Industry Multinomial Regression Technique
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Research on the O2O model of consumer behavior under the perspectives of culture and values
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《International Journal of Technology Management》 2016年第8期58-60,共3页
In this paper, we conduct research on the O2O model of the consumer behavior under the perspectives of culture and values.Electronic commerce is striding forward O2O will follow the pace of history. O2O mode obvious a... In this paper, we conduct research on the O2O model of the consumer behavior under the perspectives of culture and values.Electronic commerce is striding forward O2O will follow the pace of history. O2O mode obvious advantages, is helpful to promote thedevelopment of the electricity industry. O2O model development has quietly changed our life, is not only the change of consumption patterns,but also poses challenges to the traditional industry. O2O core is through the sale, to provide information and services, to push offl ine storesales promotion information to Internet users, and take them to the entity shop to consumer goods or enjoy. This paper integrates the consumerbehavior to propose the new O2O model which is innovative. 展开更多
关键词 O2O model consumer behavior culture and values perspective.
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Research on the Large Precision Instrument Error Correction Model under the Perspectives of Stability and Robustness
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作者 Yongyong Xiong Jinping Tan 《International Journal of Technology Management》 2016年第7期71-73,共3页
In this paper, we conduct research on the large precision instrument error correction model under the perspectives of stability androbustness. It is one of the effective methods to improve the instruments accuracy usi... In this paper, we conduct research on the large precision instrument error correction model under the perspectives of stability androbustness. It is one of the effective methods to improve the instruments accuracy using error correction technology, but at present, a lot of errorcorrection is limited to the system error modifi cation, only a small number of the instruments to an error in the dynamic error correction timely,device on the instrument precision sensors, apparently complicate the instrument structure. To fully system error correction that will affect theprecision of instrument mainly random error. Instrument is the main task of error correction is to use a certain method to compensate separableinstruments each component part of a deterministic system error, so the key problems of error correction as is the requirement of equipmentstructure stability is good, with this to ensure that the instrument error of the uncertainty, so that the fundamental fl aw. Under this basis, this paperproposes the novel countermeasure of the issues that is innovative. 展开更多
关键词 Stability and Robustness Precision Instrument Error Correction model perspectives.
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The Development of Mathematical Modelling Activities from Thematic Projects in the Social-Critical Perspective
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作者 Regina Helena de Oliveira Lino Franchi Frederico da Silva Reis 《Journal of Mathematics and System Science》 2012年第6期341-347,共7页
In this paper, the authors present a modelling activity developed from a thematic project in the models and mathematical modelling class of the professional master's degree program in mathematics education at the Fed... In this paper, the authors present a modelling activity developed from a thematic project in the models and mathematical modelling class of the professional master's degree program in mathematics education at the Federal University of Ouro Preto. The students enrolled in the class chose to study the theme Brazilian Public Politics. After several debates regarding the theme, the students were separated into three groups and each group chose a subtheme to study. The themes were IDH (index of human development), minimum wage and social security. As an example, a description of the thematic project about the minimum wage in Brazil is presented. The principal results obtained in the study of this theme include a discussion about the potentialities of the theme as a classroom activity in different levels of schooling. As an educational activity, the thematic project demonstrated itself to be greatly relevant, since not only did it provide the learning possibility of mathematics related to the issues studied, but also promoted various discussions regarding the theme, which, in our conception, contributes to the social-critical development of the students. Finally, from the point of view of applied mathematics and mathematics education, the development of a modelling activity from thematic projects showed itself to be a good source of researches. 展开更多
关键词 Mathematical modelling thematic projects social-critical perspective.
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A Study on College English Teaching Model from the Perspective of Cross - cultural Communication
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作者 Deyuan Zou 《International Journal of Technology Management》 2016年第12期14-16,共3页
With the rapid progress of science and technology, the process of globalization is accelerating, prompting more international exchanges between China and the West. In this situation, intercultural communication also p... With the rapid progress of science and technology, the process of globalization is accelerating, prompting more international exchanges between China and the West. In this situation, intercultural communication also put forward higher requirements and standards for the cultivation of talents. In order to cultivate high-level social talents, the cultivation of intercultural communicative competence falls naturally on college English teaching. In order to meet the development needs of the times, colleges and universities should build a cross-cultural perspective of college English teaching model, used to replace the traditional teaching, so as to better promote the development of students’ ability and personnel training. Therefore, this paper first introduces the concept of intercultural communication. In view of the present teaching model and teaching situation of college English teaching in China, the paper explores the construction of college English teaching model from the perspective of intercultural communication, in order to promote the reform of college English teaching and the cultivation of communicative talents. 展开更多
关键词 Cross-cultural perspective college English teaching teaching model
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A Review of Research on Development of Interlanguage Pragmatic Competence from a Cognitive Perspective
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作者 王柯芦 《海外英语》 2014年第1X期209-212,共4页
English language learners' pragmatic competence is related to their success incross-cultural communication. Cognitive approaches, mainly the Noticing Hypothesis and Analysis/Control Model, have provided some insig... English language learners' pragmatic competence is related to their success incross-cultural communication. Cognitive approaches, mainly the Noticing Hypothesis and Analysis/Control Model, have provided some insights into the question of how to effectively develop second language(L2) learners' pragmatic competence. Empirical studies based on cognitive theoretical constructs suggest that pragmatic activitiesthat draw learners' attention and help them control attention to relevant and appropriate information and integrate those forms in real time of communication contribute to the development of interlanguage pragmatic competence. 展开更多
关键词 INTERLANGUAGE PRAGMATIC COMPETENCE COGNITIVE persp
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Graph-Based Chinese Word Sense Disambiguation with Multi-Knowledge Integration 被引量:1
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作者 Wenpeng Lu Fanqing Meng +4 位作者 Shoujin Wang Guoqiang Zhang Xu Zhang Antai Ouyang Xiaodong Zhang 《Computers, Materials & Continua》 SCIE EI 2019年第7期197-212,共16页
Word sense disambiguation(WSD)is a fundamental but significant task in natural language processing,which directly affects the performance of upper applications.However,WSD is very challenging due to the problem of kno... Word sense disambiguation(WSD)is a fundamental but significant task in natural language processing,which directly affects the performance of upper applications.However,WSD is very challenging due to the problem of knowledge bottleneck,i.e.,it is hard to acquire abundant disambiguation knowledge,especially in Chinese.To solve this problem,this paper proposes a graph-based Chinese WSD method with multi-knowledge integration.Particularly,a graph model combining various Chinese and English knowledge resources by word sense mapping is designed.Firstly,the content words in a Chinese ambiguous sentence are extracted and mapped to English words with BabelNet.Then,English word similarity is computed based on English word embeddings and knowledge base.Chinese word similarity is evaluated with Chinese word embedding and HowNet,respectively.The weights of the three kinds of word similarity are optimized with simulated annealing algorithm so as to obtain their overall similarities,which are utilized to construct a disambiguation graph.The graph scoring algorithm evaluates the importance of each word sense node and judge the right senses of the ambiguous words.Extensive experimental results on SemEval dataset show that our proposed WSD method significantly outperforms the baselines. 展开更多
关键词 Word sense disambiguation graph model multi-knowledge integration word similarity
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Construction scheme comparison with comprehensive evaluation of independent perspectives
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作者 阎西康 王磊 CHEN Pei 《Journal of Chongqing University》 CAS 2013年第3期131-135,共5页
Considering both the characteristics of construction scheme evaluation and the lack of consideration of index proportionality after introducing comprehensive evaluation of independent perspectives into construction sc... Considering both the characteristics of construction scheme evaluation and the lack of consideration of index proportionality after introducing comprehensive evaluation of independent perspectives into construction scheme evaluation, a construction scheme evaluation model of independent perspectives was put forward through the study and optimization of comprehensive evaluation of independent perspectives. The feasibility and rationality of the optimized method were illustrated through a case study and the evaluation results were compared between the optimized method and non-optimized method. The optimized method has the practical value in construction scheme comparison. 展开更多
关键词 construction scheme evaluation model independent perspective comprehensive evaluation
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组态视角下提高人工智能大模型用户持续使用意愿的路径研究
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作者 于力 候娜 《科技管理研究》 2026年第3期163-172,共10页
鉴于人工智能(AI)大模型用户高渗透率与低持续性使用的突出矛盾,本研究旨在探究用户持续使用意愿的形成机制,基于技术接受模型、信息系统成功模型与计划行为理论,通过对181份问卷样本进行组态分析,揭示了影响用户持续使用意愿的多种配... 鉴于人工智能(AI)大模型用户高渗透率与低持续性使用的突出矛盾,本研究旨在探究用户持续使用意愿的形成机制,基于技术接受模型、信息系统成功模型与计划行为理论,通过对181份问卷样本进行组态分析,揭示了影响用户持续使用意愿的多种配置路径。研究发现,用户持续使用意愿的达成并非依赖单一要素,而是存在3类等效的组态路径——信息与满意度双核协同型、易用性-系统质量-满意度三角基型及效用主导下的约束突破型,其中,用户满意度被识别为最关键的驱动因素。本研究揭示了感知有用性与主观规范之间存在替代关系,进一步证明了持续使用行为的并发因果特征。这些研究成果不仅深化了对AI大模型用户行为的理解,更为大模型企业在产品设计优化、用户精细化运营和留存策略制定方面提供了有力的实践指导。 展开更多
关键词 AI大模型 持续使用意愿 组态视角 技术接受模型 信息系统成功模型 计划行为理论
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兰坪县多模型耦合的水土保持综合措施适宜性评价
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作者 徐晓铮 张会兰 +1 位作者 安妮 谷方正 《生态学报》 北大核心 2026年第2期805-821,共17页
水土流失治理中存在的“初期成效显著-后期效益衰减”现象,一定程度上制约着水土保持综合措施的可持续性。为进一步提高区域治理成效,以西南高山峡谷区兰坪县为例,基于自然-社会视角构建了包含11项指标的评价体系,综合运用证据权模型、L... 水土流失治理中存在的“初期成效显著-后期效益衰减”现象,一定程度上制约着水土保持综合措施的可持续性。为进一步提高区域治理成效,以西南高山峡谷区兰坪县为例,基于自然-社会视角构建了包含11项指标的评价体系,综合运用证据权模型、Logistic回归模型和证据权-Logistic回归耦合模型,开展兰坪县坡式梯田措施和经果林措施的适宜性评价研究,探究其空间分布特征与区间占比情况,以全面、客观地揭示县域水土保持综合措施的适宜性情况。研究表明:(1)采用Pearson相关性分析、方差膨胀因子方法,验证了单一模型下11项指标满足独立性要求。驱动因子解析表明,各指标在自然-社会的双维驱动下均具有一定的解释力。具体而言,坡式梯田措施适宜性受土壤可蚀性、坡度、距水源距离三因子主导,经果林措施适宜性主要由坡度、土地利用类型、距水源距离指标协同驱动。(2)自然环境因素的影响程度明显高于社会发展因素,二者协同实现“自然本底约束-社会调控反馈”的作用机制,共同推动水土资源的有效保护。(3)模型检验表明,三种模型均能反映水土保持综合措施适宜性的真实情况。其中,证据权-Logistic回归耦合模型通过多源数据融合与多维参数协同解析,显著提升了评价精度,其评价结果与实际情况更为吻合。(4)兰坪县水土保持综合措施适宜性呈现高低值交错分布的特征,形成了聚集-延展的复合空间格局。三种模型下,措施处于适宜性等级以上的占比均超过了90%,措施呈适宜状态。基于证据权-Logistic回归耦合模型得到的措施适宜性占比为95.9%,适宜性最佳。此外,三种模型的适宜性评价趋势具有一致性,均表现为水土保持综合措施的适宜性区间占比随适宜性等级的升高而逐级递增。研究为县域尺度水土保持综合措施优化提供了新思路,为缓解区域水土流失与生态退化提供了科学依据。 展开更多
关键词 西南高山峡谷区兰坪县 自然-社会视角 坡式梯田措施 经果林措施 适宜性评价 证据权-Logistic回归耦合模型
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课程视域下小学英语跨学科作业设计策略——以PEP三年级上册Unit 3 Amazing Animals为例
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作者 向惠君 马骏 《科教导刊》 2026年第2期146-148,共3页
在《义务教育课程方案(2022)年版》与《义务教育英语课程标准(2022年版)》强调跨学科学习的背景下,文章针对小学英语跨学科作业设计中存在的“理解偏差”与“资源支持不足”的问题,提出以课程视域引领跨学科作业设计,形成“四维四链五... 在《义务教育课程方案(2022)年版》与《义务教育英语课程标准(2022年版)》强调跨学科学习的背景下,文章针对小学英语跨学科作业设计中存在的“理解偏差”与“资源支持不足”的问题,提出以课程视域引领跨学科作业设计,形成“四维四链五融合”模型,以期助推学生实现语言能力与跨学科知识的深度融合,提升学生的核心素养。 展开更多
关键词 课程视域 小学英语 跨学科作业 “四维四链五融合”模型
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以人文科技融合,培育跨学科未来人才——中国香港浸会大学的理念与实践
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作者 周伟立 《教育国际交流》 2026年第1期17-22,共6页
在全球高等教育深刻变革的背景下,跨学科融合已成为培养未来人才的关键路径。本文以中国香港浸会大学(港浸大)2018-2028年的《十年策略发展计划》为基础,结合其2022-2025及2025-2028《规划工作建议书》中以“人文融合科技”的学术发展蓝... 在全球高等教育深刻变革的背景下,跨学科融合已成为培养未来人才的关键路径。本文以中国香港浸会大学(港浸大)2018-2028年的《十年策略发展计划》为基础,结合其2022-2025及2025-2028《规划工作建议书》中以“人文融合科技”的学术发展蓝图,阐述该校如何构建跨学科教育、跨界别与跨文化协作的育人体系。港浸大通过跨学科教育,多元学习途径、以解决方案为导向的教学法、真实且情境化评估及深度国际化体验,培育具备创新精神、人文关怀、跨文化能力和道德责任感等素养的毕业生,助力他们参与塑造未来。 展开更多
关键词 跨学科教育 人才培养模式 中国香港浸会大学 高等教育改革 全球视野
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A perspective on developing foundation models for analyzing spatial transcriptomic data
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作者 Tianyu Liu Minsheng Hao +1 位作者 Xinhao Liu Hongyu Zhao 《Quantitative Biology》 2025年第4期1-6,共6页
Do we need a foundation model(FM)for spatial transcriptomic analysis?To answer this question,we prepared this perspective as a primer.We first review the current progress of developing FMs for modeling spatial transcr... Do we need a foundation model(FM)for spatial transcriptomic analysis?To answer this question,we prepared this perspective as a primer.We first review the current progress of developing FMs for modeling spatial transcriptomic data and then discuss possible tasks that can be addressed by FMs.Finally,we explore future directions of developing such models for understanding spatial transcriptomics by describing both opportunities and challenges.In particular,we expect that a successful FM should boost research productivity,increase novel biological discoveries,and provide user-friendly access. 展开更多
关键词 artificial intelligence foundation models perspective spatial transcriptomics data
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Comparative Study of Internationalized Talent Cultivation Models in International Higher Education Programs 被引量:1
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作者 Ming Lei 《Journal of Contemporary Educational Research》 2023年第7期19-25,共7页
The internationalization of talent cultivation in the field of international higher education is a widely discussed topic among higher education institutions worldwide.This paper conducts a comparative study of domest... The internationalization of talent cultivation in the field of international higher education is a widely discussed topic among higher education institutions worldwide.This paper conducts a comparative study of domestic and foreign higher education institutions and identifies some differences in the internationalization of talent cultivation among different countries and regions.Firstly,the study summarizes the changes in talent cultivation through domestic study abroad programs and overseas study programs.Then,this paper introduces the“Knowledge-Practice-Research”international talent cultivation model in China and the international talent cultivation model in Japan as an example.Finally,this study compares the international talent cultivation models in domestic and foreign higher education institutions.The results indicate that the internationalization of talent cultivation models needs to be adjusted according to different training objectives,specific countries,and even regional circumstances to adapt to local characteristics and the international environment.Overall,different countries and regions have different emphases and characteristics in the internationalization of talent cultivation in higher education institutions.However,regardless of the country,higher education institutions should focus on enhancing students’international perspectives and cross-cultural communication skills to adapt to the globalized economic and social environment. 展开更多
关键词 International higher education “Knowledge-Practice-Research”international talent cultivation model International perspective Practical ability Cross-cultural communication
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Student Academic Performance Predictive Model Based on Dual-stream Deep Network
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作者 XIE Hui ZHANG Pengyuan +4 位作者 DONG Zexiao YANG Huiting KANG Huan HE Jiangshan CHEN Xueli 《计算机科学》 CSCD 北大核心 2024年第10期119-128,共10页
Blended teaching is one of the essential teaching methods with the development of information technology.Constructing a learning effect evaluation model is helpful to improve students’academic performance and helps t... Blended teaching is one of the essential teaching methods with the development of information technology.Constructing a learning effect evaluation model is helpful to improve students’academic performance and helps teachers to better implement course teaching.However,a lack of evaluation models for the fusion of temporal and non-temporal behavioral data leads to an unsatisfactory evaluation effect.To meet the demand for predicting students’academic performance through learning behavior data,this study proposes a learning effect evaluation method that integrates expert perspective indicators to predict academic performance by constructing a dual-stream network that combines temporal behavior data and non-temporal behavior data in the learning process.In this paper,firstly,the Delphi method is used to analyze and process the course learning behavior data of students and establish an effective evaluation index system of learning behavior with universality;secondly,the Mann-Whitney U-test and the complex correlation analysis are used to analyze further and validate the evaluation indexes;and lastly,a dual-stream information fusion model,which combines temporal and non-temporal features,is established.The learning effect evaluation model is built,and the results of the mean absolute error(MAE)and root mean square error(RMSE)indexes are 4.16 and 5.29,respectively.This study indicates that combining expert perspectives for evaluation index selection and further fusing temporal and non-temporal behavioral features that for learning effect evaluation and prediction is rationality,accuracy,and effectiveness,which provides a powerful help for the practical application of learning effect evaluation and prediction. 展开更多
关键词 Blended teaching Expert perspective indicators Two-stream information fusion model
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