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Research on the Role of Guiding Students to Participate in Skills Competitions on the Development of Young Teachers in Vocational Colleges
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作者 Jinru Ma Meiqin Liang 《Journal of Contemporary Educational Research》 2024年第5期212-217,共6页
This paper explores the role of guiding students to participate in skills competitions on the development of young teachers in vocational colleges.We investigate the impact of skills competitions on the consolidation ... This paper explores the role of guiding students to participate in skills competitions on the development of young teachers in vocational colleges.We investigate the impact of skills competitions on the consolidation of professional knowledge,development of innovation capabilities,improvement of hands-on abilities,and enhancement of communication skills with students.The results of this research demonstrate that skills competitions have a positive influence on the professional growth of young teachers.The consolidation of professional knowledge,development of innovation capabilities,improvement of hands-on abilities,and enhancement of communication skills collectively contribute to the effectiveness of young teachers in vocational colleges.It is recommended that vocational colleges prioritize and support the participation of young teachers in skills competitions to foster their professional development. 展开更多
关键词 Skills competitions Young teachers Vocational colleges Professional development Communication skills
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Reflections on Teachers’Professional Ethics in Colleges and Universities
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作者 Xincheng Wang 《Journal of Contemporary Educational Research》 2024年第10期247-252,共6页
Teachers in colleges and universities are the nurturers of the core talents of the country.Teachers’comprehensive quality levels in colleges and universities fundamentally determine the quality of talent cultivation ... Teachers in colleges and universities are the nurturers of the core talents of the country.Teachers’comprehensive quality levels in colleges and universities fundamentally determine the quality of talent cultivation in colleges and universities,the level of scientific research,and the contribution to society.Based on moral cultivation and teachers’professional moral cultivation,this paper discusses the problems in the professional moral cultivation of college teachers and the measures to improve the professional moral cultivation of college teachers. 展开更多
关键词 college teachers Professional moral cultivation Measures
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Current Situation and Countermeasures of the Construction of “Double-Qualified” Teachers in Higher Vocational Colleges
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作者 Hong Ye Yuan Zhong Yanping Chen 《Journal of Contemporary Educational Research》 2024年第8期215-219,共5页
The construction of“double-qualified”teachers is the basic premise for the high-quality development of higher vocational education,and it is also the key force for higher vocational colleges to cultivate high-qualit... The construction of“double-qualified”teachers is the basic premise for the high-quality development of higher vocational education,and it is also the key force for higher vocational colleges to cultivate high-quality skilled talents.This paper probes into the positioning of the construction of“double-qualified”teachers in higher vocational colleges,deeply analyzes the current situation of the construction of“double-qualified”teachers in higher vocational colleges,and provides the countermeasures of the construction of“double-qualified”teachers. 展开更多
关键词 Higher vocational colleges “Double-qualified”teachers Current situation COUNTERMEASURE
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Discussions on the Construction of“Double-Qualified”Teachers in Higher Vocational Colleges
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作者 Hong Ye Yuan Zhong Yanping Chen 《Journal of Contemporary Educational Research》 2024年第7期234-239,共6页
Creating a“double-qualified”teacher team is an important content in the construction of a higher vocational college teacher team.This paper probes into the significance of the construction of“double-qualified”teac... Creating a“double-qualified”teacher team is an important content in the construction of a higher vocational college teacher team.This paper probes into the significance of the construction of“double-qualified”teachers in higher vocational colleges,and deeply analyzes the problems existing in the construction of“double-qualified”teachers’training base,the institutionalization of“double-qualified”teacher rotation training,the regularization of cooperation with enterprises,and the rationalization of incentive mechanism.Therefore,it is of great practical significance to strengthen the theoretical research and practical exploration of the construction of“double-qualified”teachers. 展开更多
关键词 “Double-qualified”teachers Team construction Higher vocational colleges
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Research on Training Needs,Training Transfer,and Training Effectiveness of In-Service Teachers in Local Normal Colleges
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作者 Huanhuan Yang 《Journal of Contemporary Educational Research》 2024年第5期254-257,共4页
This study aims to understand the in-service training needs,training transfer,and training effectiveness of teachers in local normal universities in China,while also proposing a continuous professional development pla... This study aims to understand the in-service training needs,training transfer,and training effectiveness of teachers in local normal universities in China,while also proposing a continuous professional development plan for teachers.Descriptive research methods were employed,with questionnaires serving as the primary data collection tool.The survey revealed that the educational background of teachers in local normal universities is characterized by an unreasonable distribution of academic qualifications,with a shortage of teachers holding postgraduate and higher degrees.Additionally,the training effectiveness for female teachers was found to be lower than that of male teachers.There is a lack of personalization in training needs,which tends to be more generalized.The transfer effect of training is moderate,and there is a need for further enhancement at the behavioral level of training effectiveness.A continuous professional development plan for teachers has been formulated to improve training effectiveness and promote professional development. 展开更多
关键词 Training needs Training transfer Training effectiveness Continuous professional development for teachers
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Research on the Status Quo and Improvement Needs of Foreign Language Teachers’ Teaching Competence in Curriculum-Based Ideological Education in Xinjiang Colleges and Universities
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作者 Xiaoling Liu 《Journal of Contemporary Educational Research》 2024年第3期101-110,共10页
This study investigated the status quo and further improvement needs of foreign language teachers’teaching competence in curriculum-based ideological education(CIE)in Xinjiang colleges and universities.The results sh... This study investigated the status quo and further improvement needs of foreign language teachers’teaching competence in curriculum-based ideological education(CIE)in Xinjiang colleges and universities.The results show that the teachers’teaching competence in CIE is generally good,with the“cultivating quality”being the highest and the“scientific research quality”the lowest;there still exist several problems,such as teachers’lack of theoretical knowledge in CIE,lack of teaching resources,and insufficient abilities in teaching design and research.It is hoped that with the support and efforts from university administrations,teachers can improve their teaching competence in CIE through various approaches adopted and multiple measures taken,thus optimizing their teaching effectiveness,promoting the construction of CIE in Xinjiang colleges and universities in the new era,and contributing to Xinjiang’s high-quality development. 展开更多
关键词 Foreign language teachers Curriculum-based ideological education Teaching competence Status quo Improvement needs
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The Value and Realization Strategy of Teacher Ethics Construction in Colleges and Universities under the Perspective of“Cultivating People by Virtue”
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作者 LI Dan 《Journal of Literature and Art Studies》 2024年第8期741-747,共7页
“Cultivating people by virtue”has become the foundation of China’s education,and is the top priority of college education.“Only the learned can become teachers,and only those who behave properly can become role mo... “Cultivating people by virtue”has become the foundation of China’s education,and is the top priority of college education.“Only the learned can become teachers,and only those who behave properly can become role models”.The construction of teachers’ethics in colleges and universities is the premise of realizing the fundamental task of moral education,the need of teachers,the key to realizing the great rejuvenation of the Chinese nation,and it is also the way to correct the bad atmosphere in colleges and universities.In the construction of teachers’ethics,teachers should understand their roles and improve their professional ethics,schools should improve the guarantee system of teachers’ethics construction,meanwhile,improve the status of teachers and create a social environment of respecting teachers and valuing teachers. 展开更多
关键词 cultivating people by virtue teacher ethics colleges and universities
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Exploring the Long-Term Mechanism of the Construction of College Teachers’Ethics in the New Era Under the Concept of“Sanquan Education”
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作者 Jing Zuo Xiaoyue Liu 《Journal of Contemporary Educational Research》 2024年第1期140-146,共7页
This paper takes the long-term mechanism exploration of the construction of teachers’ethics in the new era under the concept of“Sanquan education,”aiming to explore how to establish a long-term mechanism of the con... This paper takes the long-term mechanism exploration of the construction of teachers’ethics in the new era under the concept of“Sanquan education,”aiming to explore how to establish a long-term mechanism of the construction to meet the needs of college education development under the background of the new era.A series of targeted measures and suggestions are put forward,including improving the system and mechanism,strengthening the education and training of teachers’ethics,and establishing the evaluation and assessment mechanism.The implementation of these measures can promote the formation of the long-term mechanism of the construction of teachers’ethics in colleges and universities,improve teachers’ethics and behavior quality,and provide strong support for the development of education in colleges and universities. 展开更多
关键词 Sanquan education ETHICS college education Long-term mechanism teacher quality
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Strategies for Enhancing the Affinity of College Ideological and Political Course Teachers
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作者 WANG Na 《Cultural and Religious Studies》 2024年第2期113-117,共5页
This article aims to explore effective ways to enhance the affinity of ideological and political course teachers in universities.By analyzing the connotation of affinity,the factors that affect the affinity of ideolog... This article aims to explore effective ways to enhance the affinity of ideological and political course teachers in universities.By analyzing the connotation of affinity,the factors that affect the affinity of ideological and political course teachers are analyzed,and corresponding improvement strategies are proposed.Research suggests that strengthening the construction of teacher ethics and conduct,improving teaching skills,enhancing emotional engagement,and enhancing practical training are key paths to enhance the affinity of ideological and political course teachers.The implementation of these paths will help improve the teaching quality and effectiveness of ideological and political courses,and promote the comprehensive development of students. 展开更多
关键词 ideological and political courses in universities teacher affinity improvement path teaching quality
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Enhancing College English Teachers’Teaching and Practical Abilities in the New Era:The Role of Educational Technology Amid US-China AI Rivalry
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作者 DING Qiang ZHANG Xiaotian 《International Relations and Diplomacy》 2024年第3期98-105,共8页
In the 21st century,the rapid development of artificial intelligence(AI)and educational technology has revolutionized the global education landscape.As the United States and China engage in strategic competition in th... In the 21st century,the rapid development of artificial intelligence(AI)and educational technology has revolutionized the global education landscape.As the United States and China engage in strategic competition in the AI field,the impact of this rivalry extends beyond technology and economics,permeating education and international relations.This paper explores how educational technology can be leveraged to enhance the teaching and practical abilities of college English teachers in China within the context of the US-China AI competition.The intersection of AI development,educational strategies,and international diplomacy provides a unique backdrop for examining the potential and challenges of integrating advanced technology in English language teaching(ELT).This paper aims to provide insights for policymakers,educators,and researchers on how to effectively utilize educational technology to enhance the teaching and practical abilities of college English teachers,emphasizing the importance of strategic planning and international cooperation in this rapidly evolving field. 展开更多
关键词 artificial intelligence educational technology college English teaching US-China competition educational strategies cross-cultural communication
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Reflections on the Construction of“Double-Qualified”Teachers in Higher Vocational Colleges
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作者 Shang Wang Fei Peng Xueyi Zheng 《Journal of Contemporary Educational Research》 2023年第1期1-6,共6页
Vocational education is an important part of the overall education system.The development of higher vocational education is one of the guiding principles of education in China.The development of teachers is an importa... Vocational education is an important part of the overall education system.The development of higher vocational education is one of the guiding principles of education in China.The development of teachers is an important support for the development of vocational education.Teachers who can teach theoretically and guide students in practical work are known as“double-qualified”teachers.Building a highly qualified and professional double-qualified teaching team is the fundamental task in modernizing vocational education.Firstly,this paper discusses the importance of“double-qualified”teachers by describing the relevant policies of the Ministry of Education in China.Secondly,it reviews the research works of early scholars.Thirdly,it analyzes the main problems of teacher training in higher education institutions.Fourthly,it proposes five suggestions for the development of a“double-qualified”teaching team in higher education institutions.A high level and professional teaching team is an important support for the high-quality development of vocational institutions.School leaders must attach great importance to the construction of a“double-qualified”teaching team and increase the support in terms of policies,institutional protection,and financial investment. 展开更多
关键词 Double-qualified teacher Higher vocational colleges Vocational education teachers
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Study on the Career Development of Young Teachers in Vocational Colleges
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作者 Fei Peng Qingsong Zhu Shang Wang 《Journal of Contemporary Educational Research》 2023年第8期11-17,共7页
The quality of the teaching staff is crucial to the development of vocational education.Skilled and knowledgeable teachers can provide students with specialized technical knowledge and practical skills.In addition to ... The quality of the teaching staff is crucial to the development of vocational education.Skilled and knowledgeable teachers can provide students with specialized technical knowledge and practical skills.In addition to teaching,teachers also act as mentors in providing guidance and support in all areas to students.However,the development of young teachers faces many problems,such as unclear career plans and a lack of attention to operational skills.This paper analyzes the research findings of past scholars and uses a questionnaire to analyze the problems faced by young teachers in their career development.Based on this,this paper puts forward some targeted suggestions,which can provide guidelines for the career development of young teachers. 展开更多
关键词 Young teachers Vocational college Career planning Vocational education
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Practical Strategies to Improve the Quality of Teachers in Higher Vocational Colleges in the New Era
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作者 Yujie Li 《Journal of Contemporary Educational Research》 2023年第6期1-6,共6页
In this paper,practical strategies are proposed to improve the quality of teachers in higher vocational colleges.Research and analyses have shown that the key to improving the quality of teachers in higher vocational ... In this paper,practical strategies are proposed to improve the quality of teachers in higher vocational colleges.Research and analyses have shown that the key to improving the quality of teachers in higher vocational colleges lies in the improvement of professionalism,subject knowledge,and teaching ability.Thus,the following practical strategies are proposed:strengthen teachers’moral development,establish a teacher training system,focus on curriculum construction and teaching method innovation,and strengthen the teaching quality monitoring and evaluation mechanism.These measures can effectively improve the quality of teachers in higher vocational colleges and promote the development of higher vocational education. 展开更多
关键词 Higher vocational colleges teacher quality Student quality Educational philosophy
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Survey and Analysis on the Status Quo of Occupational Risk Perception of Teachers in Public Vocational Colleges in an Underdeveloped Area
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作者 Di Tang 《Journal of Contemporary Educational Research》 2023年第9期40-45,共6页
This paper selects the teachers of public higher vocational college(College A)in underdeveloped areas to participate in the analysis,and conducts a questionnaire survey using the occupational risk perception questionn... This paper selects the teachers of public higher vocational college(College A)in underdeveloped areas to participate in the analysis,and conducts a questionnaire survey using the occupational risk perception questionnaire of higher vocational teachers.A total of 223 higher vocational teachers were selected to participate in the survey in order to understand the status quo of occupational risk perception of higher vocational teachers.The survey results show that the Cronbach’sαcoefficient of occupational risk perception scale for higher vocational teachers is 0.846,and the Kaiser-Meyer-Olkin(KMO)is 0.871.The education legal liability risk,workload risk,and career development risk are the highest average occupational risk perception of higher vocational teachers.In conclusion,the occupational risk perception scale of higher vocational teachers compiled in this study has good reliability and validity.The occupational risk perceived by teachers in public higher vocational colleges is relatively high. 展开更多
关键词 Public higher vocational college teachers Occupational risk Risk perception
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Current Situation and Improvement Strategies of Teaching Engagement by Teachers in Higher Medical Colleges Under the Background of“New Medical Education”
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作者 Yuanyuan Jia Yu Cai +3 位作者 Ge Wu Siqi Wang Chang Tian Yu Feng 《Journal of Contemporary Educational Research》 2023年第10期1-9,共9页
The“New Medical Education”is a new requirement for the development of medical education in the new era.As a key and core element of the construction of the“New Medical Education,”the engagement in teaching work of... The“New Medical Education”is a new requirement for the development of medical education in the new era.As a key and core element of the construction of the“New Medical Education,”the engagement in teaching work of university teachers is a key issue that determines the level of teaching development of university teachers and affects the quality of talent cultivation in universities.Using the literature review method,this study analyzed 39 relevant literatures retrieved from China National Knowledge Infrastructure(CNKI)from 1997 to 2023.The concept,connotation,current situation,influencing factors,and improvement strategies of teaching engagement by university teachers were reviewed and summarized.The results showed that the issue of teaching engagement by university teachers has not received high attention in the field of higher education,especially in higher medical education,which has not yet been reported.Although the overall number of literature is not large,some of the conclusions have important implications for the next research on the influencing factors and mechanisms of double-qualified teacher engagement in higher medical colleges. 展开更多
关键词 New Medical Education Higher education Double-qualified teachers Teaching engagement Improvement strategy
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Development and validation of a novel questionnaire regarding vision screening among preschool teachers in Malaysia
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作者 Shazrina Ariffin Saadah Mohamed Akhir Sumithira Narayanasamy 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2024年第6期1102-1109,共8页
AIM:To develop and evaluate the validity and reliability of a knowledge,attitude,and practice questionnaire related to vision screening(KAP-VST)among preschool teachers in Malaysia.METHODS:The questionnaire was develo... AIM:To develop and evaluate the validity and reliability of a knowledge,attitude,and practice questionnaire related to vision screening(KAP-VST)among preschool teachers in Malaysia.METHODS:The questionnaire was developed through a literature review and discussions with experts.Content and face validation were conducted by a panel of experts(n=10)and preschool teachers(n=10),respectively.A pilot study was conducted for construct validation(n=161)and test-retest reliability(n=60)of the newly developed questionnaire.RESULTS:Based on the content and face validation,71 items were generated,and 68 items were selected after exploratory factor analysis.The content validity index for items(I-CVI)score ranged from 0.8-1.0,and the content validity index for scale(S-CVI)/Ave was 0.99.Internal consistency was KR^(2)0=0.93 for knowledge,Cronbach’s alpha=0.758 for attitude,and Cronbach’s alpha=0.856 for practice.CONCLUSION:The KAP-VST is a valid and reliable instrument for assessing knowledge,attitude,and practice in relation to vision screening among preschool teachers in Malaysia. 展开更多
关键词 validity RELIABILITY preschool teachers vision screening QUESTIONNAIRE
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Prevalence and Factors Associated with Overweight and Obesity among Public Secondary School Teachers in Parakou, Benin, in 2021
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作者 Yessito Corine Nadège Houehanou Luc Béhanzin +4 位作者 Virginie Mongbo Carelle Akiyo Maurice Agonnoudé Thierry Adoukonou David Houéto 《Open Journal of Epidemiology》 2024年第2期238-248,共11页
Introduction: Overweight and obesity represent a public health problem in Africa due to the epidemiological transition. The objectives of this work were to determine the prevalence of overweight and obesity and to ide... Introduction: Overweight and obesity represent a public health problem in Africa due to the epidemiological transition. The objectives of this work were to determine the prevalence of overweight and obesity and to identify associated factors among public secondary school teachers in Parakou, Benin in 2021. Methods: We conducted a descriptive and analytical cross-sectional study. Teachers working in public secondary schools in Parakou during the 2020-2021 academic year, present at work and who gave their written informed consent, were included. A two-stage random sampling was carried out. Data were collected during an individual interview using a questionnaire followed by the measurement of anthropometric parameters and blood pressure. Overweight and obesity were defined by a body mass index ≥ 25 kg/m<sup>2</sup>. Multivariable logistic regression was performed to identify associated factors. Results: A sample of 325 teachers, including 88.6% of men, was recruited with an average age of 36.2 ± 6.8 years. The prevalence of overweight and obesity was 43.7% (95% CI [38.1%-44.8%]). It increased significantly with income (p Conclusion: The results show a high prevalence of overweight and obesity. Actions are necessary to prevent overweight and obesity among secondary school teachers in Parakou, in Benin. 展开更多
关键词 PREVALENCE OBESITY teachers BENIN
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Landscape Design of Vocational Colleges——With Funing Teachers' College of China as a Case Study
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作者 吴涛 王浩 《Journal of Landscape Research》 2011年第4期17-21,共5页
As more attention has been given to the construction of campus landscapes,this study took Funing Teachers' College for an example,introduced present conditions of its new campus base,focused on implementing its ov... As more attention has been given to the construction of campus landscapes,this study took Funing Teachers' College for an example,introduced present conditions of its new campus base,focused on implementing its overall planning and creating harmonious landscapes;created human-centered spaces,satisfied functional demands;integrated sciences,technologies and cultures,carried out ecological landscaping;combined teaching and landscaping,enhanced educational and enlightening role of landscapes,so as to create campus landscapes with integrated humanistic and natural scenery,practical uses and distinctive features,ecological conditions,sciences and technologies.On this basis,landscape area of teaching buildings,office buildings and entrances,landscape area of students' living quarters,and waterfront scenic belt on campus were respectively designed and analyzed,selection of plant species and plant furnishings were clarified to highlight features and techniques of its landscape designs,and seek for innovative elements of designs,so as to provide useful experience for the landscape planning of new campuses of vocational colleges in the new era. 展开更多
关键词 VOCATIONAL colleges LANDSCAPE DESIGN
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The Influence of Preschool Teachers’Social Skills on Job Burnout:A Moderated Mediation Model
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作者 Yuanqing He Xinyue Yu +1 位作者 Yu Xia Yanhua Cao 《International Journal of Mental Health Promotion》 2024年第6期463-474,共12页
Background:Teacher burnout is a serious issue in the field of education,particularly in early childhood education,where teachers face high levels of work stress and emotional labor,leading to emotional exhaustion and ... Background:Teacher burnout is a serious issue in the field of education,particularly in early childhood education,where teachers face high levels of work stress and emotional labor,leading to emotional exhaustion and job burnout.However,past research has not sufficiently explored the mechanisms of social skills,empathy,and mindfulness in mitigating teacher burnout.Therefore,this study aims to investigate the relationship between preschool teachers’social skills,empathy,and mindfulness with job burnout,in order to provide theoretical basis and practical guidance for reducing teacher burnout.Methods:This research utilized a convenience sampling approach to target preschool teachers for a questionnaire survey.A total of 1109 questionnaires were collected.To ensure the quality of the data,we excluded questionnaires that were not carefully filled out in terms of lie scale questions,those with abnormal demographic variables,and outliers identified based on response time.Ultimately,901 valid questionnaires were obtained,achieving a valid response rate of 81.2%.Participants’levels of social skills,empathy,mindfulness,and job burnout were assessed using the Social Skills Scale(SKS),Empathy Scale(Measure of Empathy,ME),Mindful Attention Awareness Scale(MAAS),and the Maslach Burnout Inventory-Educators Survey(MBI-ES),respectively.Data analysis was conducted using SPSS.Results:After controlling for gender,age,teaching experience,educational level,grade taught,and location of the kindergarten,the study found:(1)There is a negative correlation between preschool teachers’social skills and the level of job burnout(r=−0.238);(2)Empathy has a dual-track effect on job burnout,where cognitive empathy negatively affects job burnout(r=−0.245),while emotional empathy has a positive effect(r=0.045);(3)Cognitive empathy partially mediates the relationship between social skills and job burnout(β=−0.124);(4)Mindfulness significantly impacts social skills,cognitive empathy,and job burnout(r=0.278;r=0.286;r=−0.539),and plays a moderating role in the mediation model(β=0.003;β=−0.023).Conclusion:These findings provide theoretical support for the development of burnout prevention and intervention strategies targeted at preschool teachers.They also point out new directions for future research and potential intervention targets,suggesting that enhancing preschool teachers’social skills and cognitive empathy,as well as increasing their mindfulness level,can help them cope with work-related stress and emotional labor,thereby alleviating job burnout. 展开更多
关键词 Social skills job burnout EMPATHY MINDFULNESS preschool teachers
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LDAS&ET-AD:Learnable Distillation Attack Strategies and Evolvable Teachers Adversarial Distillation
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作者 Shuyi Li Hongchao Hu +3 位作者 Xiaohan Yang Guozhen Cheng Wenyan Liu Wei Guo 《Computers, Materials & Continua》 SCIE EI 2024年第5期2331-2359,共29页
Adversarial distillation(AD)has emerged as a potential solution to tackle the challenging optimization problem of loss with hard labels in adversarial training.However,fixed sample-agnostic and student-egocentric atta... Adversarial distillation(AD)has emerged as a potential solution to tackle the challenging optimization problem of loss with hard labels in adversarial training.However,fixed sample-agnostic and student-egocentric attack strategies are unsuitable for distillation.Additionally,the reliability of guidance from static teachers diminishes as target models become more robust.This paper proposes an AD method called Learnable Distillation Attack Strategies and Evolvable Teachers Adversarial Distillation(LDAS&ET-AD).Firstly,a learnable distillation attack strategies generating mechanism is developed to automatically generate sample-dependent attack strategies tailored for distillation.A strategy model is introduced to produce attack strategies that enable adversarial examples(AEs)to be created in areas where the target model significantly diverges from the teachers by competing with the target model in minimizing or maximizing the AD loss.Secondly,a teacher evolution strategy is introduced to enhance the reliability and effectiveness of knowledge in improving the generalization performance of the target model.By calculating the experimentally updated target model’s validation performance on both clean samples and AEs,the impact of distillation from each training sample and AE on the target model’s generalization and robustness abilities is assessed to serve as feedback to fine-tune standard and robust teachers accordingly.Experiments evaluate the performance of LDAS&ET-AD against different adversarial attacks on the CIFAR-10 and CIFAR-100 datasets.The experimental results demonstrate that the proposed method achieves a robust precision of 45.39%and 42.63%against AutoAttack(AA)on the CIFAR-10 dataset for ResNet-18 and MobileNet-V2,respectively,marking an improvement of 2.31%and 3.49%over the baseline method.In comparison to state-of-the-art adversarial defense techniques,our method surpasses Introspective Adversarial Distillation,the top-performing method in terms of robustness under AA attack for the CIFAR-10 dataset,with enhancements of 1.40%and 1.43%for ResNet-18 and MobileNet-V2,respectively.These findings demonstrate the effectiveness of our proposed method in enhancing the robustness of deep learning networks(DNNs)against prevalent adversarial attacks when compared to other competing methods.In conclusion,LDAS&ET-AD provides reliable and informative soft labels to one of the most promising defense methods,AT,alleviating the limitations of untrusted teachers and unsuitable AEs in existing AD techniques.We hope this paper promotes the development of DNNs in real-world trust-sensitive fields and helps ensure a more secure and dependable future for artificial intelligence systems. 展开更多
关键词 Adversarial training adversarial distillation learnable distillation attack strategies teacher evolution strategy
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