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DriftXMiner: A Resilient Process Intelligence Approach for Safe and Transparent Detection of Incremental Concept Drift in Process Mining
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作者 Puneetha B.H Manoj Kumar M.V +1 位作者 Prashanth B.S. Piyush Kumar Pareek 《Computers, Materials & Continua》 2026年第1期1086-1118,共33页
Processes supported by process-aware information systems are subject to continuous and often subtle changes due to evolving operational,organizational,or regulatory factors.These changes,referred to as incremental con... Processes supported by process-aware information systems are subject to continuous and often subtle changes due to evolving operational,organizational,or regulatory factors.These changes,referred to as incremental concept drift,gradually alter the behavior or structure of processes,making their detection and localization a challenging task.Traditional process mining techniques frequently assume process stationarity and are limited in their ability to detect such drift,particularly from a control-flow perspective.The objective of this research is to develop an interpretable and robust framework capable of detecting and localizing incremental concept drift in event logs,with a specific emphasis on the structural evolution of control-flow semantics in processes.We propose DriftXMiner,a control-flow-aware hybrid framework that combines statistical,machine learning,and process model analysis techniques.The approach comprises three key components:(1)Cumulative Drift Scanner that tracks directional statistical deviations to detect early drift signals;(2)a Temporal Clustering and Drift-Aware Forest Ensemble(DAFE)to capture distributional and classification-level changes in process behavior;and(3)Petri net-based process model reconstruction,which enables the precise localization of structural drift using transition deviation metrics and replay fitness scores.Experimental validation on the BPI Challenge 2017 event log demonstrates that DriftXMiner effectively identifies and localizes gradual and incremental process drift over time.The framework achieves a detection accuracy of 92.5%,a localization precision of 90.3%,and an F1-score of 0.91,outperforming competitive baselines such as CUSUM+Histograms and ADWIN+Alpha Miner.Visual analyses further confirm that identified drift points align with transitions in control-flow models and behavioral cluster structures.DriftXMiner offers a novel and interpretable solution for incremental concept drift detection and localization in dynamic,process-aware systems.By integrating statistical signal accumulation,temporal behavior profiling,and structural process mining,the framework enables finegrained drift explanation and supports adaptive process intelligence in evolving environments.Its modular architecture supports extension to streaming data and real-time monitoring contexts. 展开更多
关键词 Process mining concept drift gradual drift incremental drift clustering ensemble techniques process model event log
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An effective stress-based DSC model for predicting hydromechanical shear behavior of unsaturated collapsible soils subjected to initial shear stress 被引量:1
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作者 Saman Soleymani Borujerdi S.Mohsen Haeri +1 位作者 Amir Akbari Garakani Chandrakant SDesai 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第1期539-555,共17页
Evaluation of hydromechanical shear behavior of unsaturated soils is still a challenging issue. The time and cost needed for conducting precise experimental investigation on shear behavior of unsaturated soils have en... Evaluation of hydromechanical shear behavior of unsaturated soils is still a challenging issue. The time and cost needed for conducting precise experimental investigation on shear behavior of unsaturated soils have encouraged several investigators to develop analytical, empirical, or semi-empirical models for predicting the shear behavior of unsaturated soils. However, most of the previously proposed models are for specimens subjected to the isotropic state of stress, without considering the effect of initial shear stress. In this study, a hydromechanical constitutive model is proposed for unsaturated collapsible soils during shearing, with consideration of the effect of the initial shear stress. The model implements an effective stress-based disturbed state concept (DSC) to predict the stress-strain behavior of the soil. Accordingly, material/state variables were defined for both the start of the shearing stage and the critical state of the soil. A series of laboratory tests was performed using a fully automated unsaturated triaxial device to verify the proposed model. The experimental program included 23 suction-controlled unsaturated triaxial shear tests on reconstituted specimens of Gorgan clayey loess wetted to different levels of suctions under both isotropic and anisotropic stress states. The results show excellent agreement between the prediction by the proposed model and the experimental results. 展开更多
关键词 Unsaturated collapsible soil Initial shear stress Hydromechanical shear behavior Effective stress Disturbed state concept Critical state
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Enhance Human Rights Studies and Construct China’s Autonomous Knowledge System of Human Rights 被引量:1
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作者 Baimachilin LIU Haile(Translated) 《The Journal of Human Rights》 2025年第1期3-9,共7页
Xi Jinping,general secretary of the Communist Party of China(CPC)Central Committee,stressed that we should adhere to the“two integrations”(namely,integrating the basic tenets of Marxism with China’s specific realit... Xi Jinping,general secretary of the Communist Party of China(CPC)Central Committee,stressed that we should adhere to the“two integrations”(namely,integrating the basic tenets of Marxism with China’s specific realities and fine traditional culture),root ourselves in Chinese soil,carry forward the Chinese cultural heritage,and strengthen the academic foundation.We should accelerate the building of an independent knowledge system for Chinese philosophy and social sciences,and formulate original concepts and develop systems of academic discipline,research and discourse,drawing on China’s rich experience of advancing human rights.In the face of changes of a magnitude not seen in a century,in the historic process of advancing the great rejuvenation of the Chinese nation on all fronts through Chinese modernization,we should and must strengthen our theoretical self-consciousness and confidence in the path of Chinese modernization.We need to enhance human rights research,develop the human rights theoretical system and paradigm that are based on Chinese realities and express Chinese voice,and an independent Chinese knowledge system for human rights. 展开更多
关键词 theoretical self consciousness formulate original concepts deve cultural heritage MARXISM autonomous knowledge system human rights Chinese realities basic tenets marxism
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Categories of Pure Mind as the Foundation of Transdisciplinary Thinking
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作者 Yuriy Rotenfeld 《Philosophy Study》 2025年第3期125-130,共6页
The article presents an original concept of a universal philosophical language capable of transcending the boundaries between individual sciences and serving as a foundation for transdisciplinary thinking.This approac... The article presents an original concept of a universal philosophical language capable of transcending the boundaries between individual sciences and serving as a foundation for transdisciplinary thinking.This approach,developed by the author since the 1980s,is based on particular and general comparative concepts-concepts of practical mind and categories of pure mind.Therefore,the key element of the concept is the category of"particular and general",which fundamentally differs from the traditional category of"part and whole".This allows for the description of both structural and functional aspects of complex systems not only at the interdisciplinary but also at the transdisciplinary level.The primary categories of thought-Identity,Difference,Correlated,Opposite,and others-are regarded as universal notions that connect levels of reality and ensure the integration of individual sciences.Unlike contemporary transdisciplinary concepts based on Basarab Nicolescu's logic of the included middle and Edgar Morin's dialogics,the author's theory is built on the ultimate general Hegelian notion of"concrete identity"and its differentiation into a multitude of"concrete differences"-comparative concepts.As a result,a unique philosophical language has been developed,presented within the framework of the Philosophical Matrix as a system of categories of pure mind capable of describing the dynamics and wholeness of complex processes at the transdisciplinary level.The article is intended for researchers interested in the philosophical foundations of transdisciplinarity,the theory of complexity,and the development of universal categories of thought. 展开更多
关键词 specific sciences general knowledge concepts of practical mind comparative concepts categories of pure mind holographic paradigm logic of the included third transdisciplinary language philosophical matrix cumulative theory
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Origin and Inheritance of Health Preservation Concepts in Treatise on Cold Damage and Miscellaneous Diseases(Shang Han Za Bing Lun)
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作者 Qingya Li Shuohan Su +5 位作者 Qian Wang Long Feng Haiyan Zhang Liran Xu Dongyang Li Xiaodan Yin 《Chinese Medicine and Natural Products》 2025年第3期135-139,共5页
By analyzing the structure and academic characteristics of early Western Han medical texts such as Prescriptions for Fifty-Two Diseases(Wu Shi Er Bing Fang)and Prescriptions for Health Preservation(Yang Sheng Fang),an... By analyzing the structure and academic characteristics of early Western Han medical texts such as Prescriptions for Fifty-Two Diseases(Wu Shi Er Bing Fang)and Prescriptions for Health Preservation(Yang Sheng Fang),and considering the development of philosophical thinking during the pre-Qin and Han periods,this study summarizes how Zhongjing Zhang’s Treatise on Cold Damage and Miscellaneous Diseases(Shang Han Za Bing Lun)inherited pre-Qin and Han philosophical thought while further integrating Daoist“natural law”cosmology,Confucian“benevolence”social ethics,and the“isomorphic unity of heaven and humanity”medical theory in Yellow Emperor’s Inner Classic(Huang Di Nei Jing).It proposes health preservation concepts encompassing heaven-human,body-spirit,and benevolence perspectives,along with dietary hygiene,representing the medical embodiment of pre-Han“virtue cultivation”and“body nurturing”life philosophies that profoundly influenced subsequent traditional Chinese medicine health preservation theory and practice. 展开更多
关键词 health preservation Treatise on Cold Damage and Miscellaneous Diseases Shang Han Za Bing Lun Zhongjing Zhang heaven-human view body-spirit concept benevolence concept
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Research on the Teaching Mode of Translation Course for English Majors from the Perspective of OBE Concept
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作者 Weihong Chen Hongyu Liu 《Journal of Educational Theory and Management》 2025年第1期19-23,共5页
This paper mainly discusses the innovative teaching mode of translation for English Majors under the guidance of OBE education philosophy.Firstly,by analyzing the current situation of translation teaching for English ... This paper mainly discusses the innovative teaching mode of translation for English Majors under the guidance of OBE education philosophy.Firstly,by analyzing the current situation of translation teaching for English majors,this paper points out the main problems,and combined with the OBE education concept,through optimizing the top-level design,updating the teaching content,improving the teaching methods,and scientifically using the evaluation methods,constructs a student-centered and outcome-oriented teaching mode.It is hoped that this study can improve students’translation ability and comprehensive quality,and provide a useful reference for the reform of translation teaching for English majors. 展开更多
关键词 OBE concept English majors Translation courses Teaching mode
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Intelligent bionics:Concepts,research and applications
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作者 Jiangeng Huang Zhiyong Chang +3 位作者 Jiangtao Qi Timothy Jakobi Zhihui Zhang Luquan Ren 《Advanced Bionics》 2025年第2期152-155,共4页
Intelligence is the capacity of an entity to adjust to environmental changes and overcome challenges.Intelligence has for all of eternity been a quality exclusive only to living organisms until the emergence of artifi... Intelligence is the capacity of an entity to adjust to environmental changes and overcome challenges.Intelligence has for all of eternity been a quality exclusive only to living organisms until the emergence of artificial intelligence.Thus the term“intelligence”inherently carries a latent“bionic”connotation.In contrast to artificial intelligence,which focuses on replicating and extending human cognitive abilities,bionic intelligence draws inspiration from intelligent behaviors and functions across diverse living organisms to enable bionic systems with low energy consumption,advanced working efficiency and strong task adaptability. 展开更多
关键词 artificial intelligencewhich intelligent bionics concepts RESEARCH living organisms adjust environmental changes artificial intelligencethus applications
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Antibiotic Therapy in the Management of Couple Infertility outside Assisted Reproductive Technology in a Low-Income Setting
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作者 Justin Esimo Mboloko Pathou Ipanga Mampuya +7 位作者 Junior Mata Mboloko Patrick Sendeke Mogwo Annie Azima Egbolo Serge Litambelo Etana Dan Kabengele Ngoyi Charles Bapanzi Moangi Yolande Mwad Mwang Kapend Guy Lambert Sibo Monzango 《Open Journal of Obstetrics and Gynecology》 2025年第2期299-307,共9页
Background Antibiotic therapy in infertility management is one of the most frequent and useful practices in sub-Saharan setting. Infertility of tubal origin and secondary to infections are the most prevalent. The curr... Background Antibiotic therapy in infertility management is one of the most frequent and useful practices in sub-Saharan setting. Infertility of tubal origin and secondary to infections are the most prevalent. The current study aimed to take stock of antibiotic therapy in infertility management without in Vitro Fertilization (IVF). Material and Methods A cross-sectional analytical study undertaken in University Clinics of Kinshasa and the Edith Medical Center, from January 2001 to December 2021. It involved 3754 patients who sought care for infertility and received antibiotics during the treatment. Results The mean age of the patients was 33.3 ± 5.7 years and ranged from 16 to 49 years. Most of them were nulliparous with secondary infertility. The average duration of infertility was 4.5 ± 3.6 years and ranged from 1 to 20 years. Most had a history of unsafe abortion and tubal obstruction. The pelvic infections were the main diagnosis. After antibiotic therapy, especially made of Doxycycline alone or in association 442 (8.8%) patients conceived. Conclusion In the low-income sub-Saharan setting, infection remained the common cause of infertility and doxycycline was found to be the most used and efficient antibiotics. 展开更多
关键词 Antibiotic Therapy Infertility Management Sub-Saharan Region CONCEPTION Doxycycline in Infertility
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Risk-Based Evaluation of Longitudinal Ventilation with Enhanced Safety Concept
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作者 Göran Nygren 《Journal of Civil Engineering and Architecture》 2025年第9期433-443,共11页
The longitudinal ventilation strategy is commonly used for road tunnels in urban environment in Sweden.This is partly due to how tunnels in urban environment was planned and designed before the EU Directive[1](2004/54... The longitudinal ventilation strategy is commonly used for road tunnels in urban environment in Sweden.This is partly due to how tunnels in urban environment was planned and designed before the EU Directive[1](2004/54/EC)came in place.Even in new tunnels both to practical and economic reasons the use of longitudinal ventilation has been an outspoken demand from the Swedish road authority,SRA.Swedish law[2]requires that a risk analysis is carried out to demonstrate that an acceptable level of risk is achieved in the tunnels with longitudinal ventilation if there is a risk of queues.Otherwise transverse or semi-transverse ventilation strategy shall be used.During recent development,or a late awakening,it is clear that dense populated areas in Sweden will experience queues.This threatens the foundation of the Swedish modern tunnel safety concept which calls for enhancement.This paper presents the risk-reducing effect of three alternative strategies,enhancements package,focusing on evacuation safety for road users.It is a combination of traffic management,fixed firefighting systems,reduced distance between escape routes and regulation of traffic with dangerous goods.In addition,it provides a comprehensive review of safety system details,combined with a longitudinal ventilation concept. 展开更多
关键词 Longitudinal ventilation QUEUE risk assessment risk mitigation measures safety concept
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Information for Contributors
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《China Ocean Engineering》 2025年第4期F0003-F0003,共1页
Aims and scope Being an international journal,China Ocean Engineering (COE) takes its prime function as the integration of new research concepts,equipment,technology,materials and structures and other scientific advan... Aims and scope Being an international journal,China Ocean Engineering (COE) takes its prime function as the integration of new research concepts,equipment,technology,materials and structures and other scientific advances within the field of estuarial,coastal,offshore,and deepwater engineering with particular reference to developments. 展开更多
关键词 technology deepwater engineering research concepts offshore engineering scientific advances EQUIPMENT coastal engineering integration new research
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Research on Urban Waterfront Landscape Design Based on the Concept of River Ecological Restoration-Taking the Section of Chongqing Institute of Engineering on Huaxi River as an Example
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作者 Ni Lan 《Journal of Architectural Research and Development》 2025年第3期98-104,共7页
Since the reform and opening up,the development approach targeting urban economic growth has led to a sharp increase in the proportion of impervious hardened surfaces in cities and significant waste of natural resourc... Since the reform and opening up,the development approach targeting urban economic growth has led to a sharp increase in the proportion of impervious hardened surfaces in cities and significant waste of natural resources.The urgent need for water ecological civilization construction is of great significance to the continuation of human civilization in the long run.This paper focuses on the urban waterfront landscape design of the Chongqing Institute of Engineering section of the Huaxi River in Banan District,emphasizing the concept of“symbiosis”.Using site cultural symbols as a medium to connect the campus and the city on both sides of the river,returning the riverbank to the people,restoring the ecological space of the riverfront,enriching the landscape belt,promoting the protection of bird and fish habitats,and stimulating the vitality of the riverbank space;it aims to pave the way for ecological restoration,functional expansion,landscape renewal,and riverfront space activation at the study site. 展开更多
关键词 Waterfront landscape design Symbiosis concept Ecological design CHONGQING
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Can Human Dignity Replace Individual Dignity?
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作者 WU Jiahao LI Chunyan(Translated) 《The Journal of Human Rights》 2025年第1期103-123,共21页
The theory of human dignity identifies certain inherent human characteristics,elevating humanity as the pinnacle of creation and valuing individuals as carriers of these traits.Under this framework,individuals are cal... The theory of human dignity identifies certain inherent human characteristics,elevating humanity as the pinnacle of creation and valuing individuals as carriers of these traits.Under this framework,individuals are called to actively embody their human essence and participate in political life to serve the community.Overall,this interpretive paradigm of dignity establishes a distinct concept of autonomy and provides methods for its realization,fostering the secularization of politics by emphasizing human value.The doctrine of individual dignity presupposes the intrinsic worth of individuals and defends their autonomy and equal status through the imposition of legal obligations on the state.However,limited by its essentialist and communitarian orientation,the scope of autonomy and equality it provides to individuals remains constrained.By transcending ontology with a value-based approach,the concept of individual dignity creates a unique,open structure that incorporates and reflects on global human rights practices.This adaptability enables it to integrate abstract societies,advance the global human rights agenda,and critique and refine political realities.Consequently,the concept of individual dignity cannot be supplanted by the human dignity theory. 展开更多
关键词 concept of dignity ESSENTIALISM individual value reflection and balance functional analysis
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Static compressive mechanical properties and disturbed state concept-based theoretical model of gypsum rocks with coupled influences of wet-dry cycles and flow rates
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作者 JIANG Song HUANG Ming +2 位作者 WANG Gang XU Chao-shui XIONG Jun 《Journal of Central South University》 2025年第7期2638-2660,共23页
Gypsum rocks are highly susceptible to mechanical deterioration under the coupled effects of wet-dry(W-D)cycles and flow rates,which significantly influence the stability of underground excavations.Despite extensive r... Gypsum rocks are highly susceptible to mechanical deterioration under the coupled effects of wet-dry(W-D)cycles and flow rates,which significantly influence the stability of underground excavations.Despite extensive research on the effects of W-D cycles,the coupling influence of flow rates and W-D cycles on gypsum rocks remains poorly understood.This study investigates the mechanical behavior and deterioration mechanisms of gypsum rocks subjected to varying W-D cycles and flow rate conditions.Axial compression tests,along with nuclear magnetic resonance(NMR)techniques,were employed to analyze the stress-strain response and microstructural changes.Based on the disturbed state concept(DSC)theory,a W-D deterioration model and a DSC-based constitutive model were developed to describe the degradation trends and mechanical responses of gypsum rocks under different conditions.The results demonstrate that key mechanical indices,elastic modulus,cohesion,uniaxial compressive strength(UCS),and internal friction angle,exhibit logarithmic declines with increasing W-D cycles,with higher flow rates accelerating the deterioration process.The theoretical models accurately capture the nonlinear compaction behavior,peak stress,and post-peak response of gypsum specimens.This study provides valuable insights for predicting the mechanical behavior of gypsum rocks and improving the stability assessments of underground structures under complex environmental conditions. 展开更多
关键词 gypsum rocks wet-dry cycles flow rates mechanical properties disturbed state concept
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Teaching Reform of the C Programming Language Course Integrating OBE Concept and AI Assistance under the New Engineering Background
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作者 Arzigul Ahat Gulnaz Alimjan 《Journal of Contemporary Educational Research》 2025年第7期197-202,共6页
With the continuous advancement of the New Engineering Education initiative,universities are raising the standards for cultivating engineering talents.C Programming Language,as a core course for computer science and r... With the continuous advancement of the New Engineering Education initiative,universities are raising the standards for cultivating engineering talents.C Programming Language,as a core course for computer science and related majors,plays a fundamental role in developing logical thinking,programming skills,and engineering practice.However,problems such as outdated content,weak practical connections,and single assessment methods still exist in current teaching,which affects both learning outcomes and students’skill development.Based on the outcome-based education(OBE)approach and supported by AI-assisted teaching tools,this paper proposes a reform plan focusing on teaching content,instructional methods,and evaluation systems.The goal is to enhance students’overall abilities and practical innovation skills,and to align the course more closely with modern industry needs. 展开更多
关键词 New Engineering C Programming Language Teaching reform OBE concept AI-assisted instruction
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Reform and Practice of Ideological and Political Education in Advanced Mathematics under the OBE Concept
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作者 Zejun Wang Mei Yang Peng Ma 《Journal of Contemporary Educational Research》 2025年第9期420-424,共5页
In the context of the new era of education,advanced mathematics not only undertakes the function of knowledge transmission but also plays a vital role in cultivating logical thinking,scientific spirit,and value orient... In the context of the new era of education,advanced mathematics not only undertakes the function of knowledge transmission but also plays a vital role in cultivating logical thinking,scientific spirit,and value orientation.However,traditional teaching has overemphasized knowledge instillation while neglecting value guidance,making it difficult to meet the demands of cultivating interdisciplinary talents.This study introduces the OBE concept and constructs a“knowledge–ability–value”teaching framework,integrating outcome orientation,backward design,and diversified evaluation to promote the systematic incorporation of ideological and political education into the curriculum.Taking limits,definite integrals,and series as representative knowledge points,the paper designs case-based pathways to foster dialectical thinking,patriotism,and scientific spirit.Practice has shown that this model effectively unifies knowledge education and value education,enhancing students’logical reasoning,sense of responsibility,and scientific literacy.The study provides an operational pathway for the reform of ideological and political education in advanced mathematics courses and carries practical significance for implementing the goal of“all-round education.” 展开更多
关键词 OBE concept Advanced mathematics Ideological and political education Teaching reform Case-based teaching
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Research on the Reform and Practice of Basic Nursing Teaching Model Based on the OBE Concept
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作者 Qi Mai 《Journal of Contemporary Educational Research》 2025年第1期86-91,共6页
In response to current issues in basic nursing course instruction,this article proposes a teaching model reform based on the OBE(outcome-based education)concept.By resetting course objectives,innovating teaching metho... In response to current issues in basic nursing course instruction,this article proposes a teaching model reform based on the OBE(outcome-based education)concept.By resetting course objectives,innovating teaching methods and content,reforming the assessment and evaluation system,as well as conducting practical explorations and case studies,the aim is to enhance teaching quality and cultivate students’practical abilities and comprehensive qualities.The article elaborates on the application of the OBE concept in nursing education and its effectiveness evaluation,providing a valuable reference for nursing education reform. 展开更多
关键词 OBE concept Basic nursing course Teaching model reform Practical ability Comprehensive quality
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Genomic evidence of hybridization between two species of Penduline Tits reveals postzygotic reproductive isolation
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作者 Hui Wang Mansour Aliabadian +1 位作者 Zhengwang Zhang De Chen 《Avian Research》 2025年第3期517-518,共2页
The biological species concept defines species as groups of actually or potentially interbreeding natural populations that are reproductively isolated from other such groups(Mayr,1942).Reproductive isolation,whether p... The biological species concept defines species as groups of actually or potentially interbreeding natural populations that are reproductively isolated from other such groups(Mayr,1942).Reproductive isolation,whether prezygotic or postzygotic,plays a central role in maintaining species boundaries.However,hybridization between closely related taxa can challenge these boundaries and provide insight into speciation,gene flow,and evolutionary processes(Coyne and Orr,2004). 展开更多
关键词 postzygotic reproductive isolation closely related taxa HYBRIDIZATION genomic evidence reproductive isolation SPECIATION biological species concept gene flow
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Triadic concept analysis for insights extraction from longitudinal studies in health
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作者 Joao Pedro Santos Atilio Ferreira Silva +2 位作者 Henrique Fernandes Viana Mendes Mark Alan Junho Song Luis Enrique Zarate 《Data Science and Management》 2025年第2期160-173,共14页
In the health field,longitudinal studies involve the recording of clinical observations of the same sample of pa-tients over successive periods,referred to as waves.This type of database serves as a valuable source of... In the health field,longitudinal studies involve the recording of clinical observations of the same sample of pa-tients over successive periods,referred to as waves.This type of database serves as a valuable source of infor-mation and insights,particularly when examining the temporal aspect,allowing the extraction of relevant and non-obvious knowledge.The triadic concept analysis theory has been proposed to describe the ternary re-lationships between objects,attributes,and conditions.In this study,we present a methodology for exploring longitudinal health databases using both the triadic theory and triadic rules,which are similar to association rules but incorporate temporal relations.Through four case studies,we demonstrate the potential of applying triadic analysis to longitudinal databases to identify risk patterns,enhance decision-making processes,and deepen our understanding of temporal dynamics.These findings suggest a promising approach for describing longitudinal databases and obtaining insights to improve clinical decision-support systems for disease treatment. 展开更多
关键词 Data mining Longitudinal data mining Triadic rules Medical informatics Clinical data processing Triadic concept analysis
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Research on the Application of Workshop Teaching Mode Based on DEU Concept in Nursing Student Teaching
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作者 Jiali Wang Jiao Mi Xue Li 《Journal of Clinical and Nursing Research》 2025年第8期195-200,共6页
Objective:To investigate the implementation effects of the workshop teaching model based on the DEU(Dedicated Education Unit)philosophy in clinical nursing education for intern nurses,and analyze its impacts on stude... Objective:To investigate the implementation effects of the workshop teaching model based on the DEU(Dedicated Education Unit)philosophy in clinical nursing education for intern nurses,and analyze its impacts on students’critical thinking abilities,operational skill levels,and satisfaction.Methods:A total of 80 undergraduate nursing students interning at a tertiary hospital in Deyang City from January to June 2025 were randomly divided into an experimental group(40 students)and a control group(40 students).The control group received conventional lecture-based instruction,while the experimental group adopted the DEU-based workshop teaching model.Comparative analyses were conducted on theoretical scores,operational assessment results,Critical Thinking Inventory(CTDI-CV)scores,and satisfaction surveys between the two groups.Results:The experimental group demonstrated significantly higher theoretical scores,operational skill assessments,and critical thinking dimension scores compared to the control group(P<0.05),with notable improvements in teaching satisfaction.Conclusion:Integrating the DEU philosophy with workshop teaching models can effectively enhance clinical teaching quality,strengthen nursing students’comprehensive competencies,and boost learning motivation.This approach is recommended for widespread adoption in clinical nursing education. 展开更多
关键词 DEU concept Workshop teaching mode Intern nursing students Critical thinking Clinical teaching
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