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Reading Loss in Arabic Language During COVID-19 in the UAE and Proposed Solutions:The Perspectives of Primary-Grade Arabic Language Teachers
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作者 Karima Almazroui Muhra Albloushi 《Sociology Study》 2024年第2期107-118,共12页
The COVID-19 pandemic caused significant disruptions in the field of education worldwide,including in the United Arab Emirates.Teachers and students had to adapt to remote learning and virtual classrooms,leading to va... The COVID-19 pandemic caused significant disruptions in the field of education worldwide,including in the United Arab Emirates.Teachers and students had to adapt to remote learning and virtual classrooms,leading to various challenges in maintaining educational standards.The sudden transition to remote teaching could have a negative impact on students’reading abilities,especially in the Arabic language.To gain insight into the unique challenges encountered by Arabic language teachers in the UAE,a survey was conducted to explore their assessment of teaching quality,student-teacher interaction,and learning outcomes amidst the COVID-19 pandemic.The results of the survey revealed a significant decline of student reading abilities and identified several major issues in online Arabic language teaching.These issues included limited interaction between students and teachers,challenges in monitoring students’class participation and performance,and challenges in effectively assessing students’reading skills.The results also demonstrated some other challenges faced by Arabic language teachers,including a lack of preparedness,a lack of subscription to relevant platforms,and a lack of resources for online learning.Several solutions to these challenges are proposed,including reevaluating the balance between depth and breadth in the curriculum,integrating language skills into the curriculum more effectively,providing more comprehensive teacher professional development,implementing student grouping strategies,utilizing retired and expert teachers in specific content areas,allocating time for interventions,and improving support from both teachers and parents to ensure the quality of online learning. 展开更多
关键词 reading loss Arabic language teachers primary grades online learning United Arab Emirates
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Teachers’ Perceptions of the Challenges and Strategies in Supporting Students with Reading Difficulties
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作者 Kristel P.Alcayde Ma.Leticia Jose C.Basilan 《Journal of Contemporary Educational Research》 2024年第8期238-252,共15页
The purpose of this study is to determine the teacher’s perceptions of the challenges and strategies in supporting students with reading difficulties.This study used qualitative method of research and descriptive app... The purpose of this study is to determine the teacher’s perceptions of the challenges and strategies in supporting students with reading difficulties.This study used qualitative method of research and descriptive approach as its research design,in addition to a set of structured interview questions administered through Google Forms to gather data from elementary teachers of Taal Central School,located at Taal Batangas.These structured interview questions were carefully designed to cover various dimensions of the study,including the types of challenges perceived by teachers,strategies employed,and possible solutions for addressing the problems encountered in the process of supporting students with reading difficulties.The results revealed that teachers faced several challenges when teaching students with reading difficulties such as emotional and motivational issues/factors,lack of resources or teaching aids,deficits in knowledge and skills,and problems with student engagement and participation.This study also showed common approaches utilized by the teachers in supporting students with reading difficulties,which were fostering a positive and supportive environment,adopting individualized and multifaceted approaches,and utilizing effective teaching tools and strategies.Lastly,teachers also concluded varied solutions in addressing the challenges perceived in teaching students with reading difficulties towards fostering reading proficiency.These include developing peer support,use of positive reinforcement,and parental involvement.Moreover,specialized resources,professional development for teachers,and specific teaching strategies are also highlighted as crucial components.By integrating these approaches,teachers concluded that it can create a supportive and effective learning environment tailored to the needs of students with reading difficulties. 展开更多
关键词 reading difficulties Supportive environment Positive reinforcement Parental involvement Professional development
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Change of Teachers' Roles in the Intensive Reading Class
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作者 李喜芬 《河南教育学院学报(哲学社会科学版)》 2001年第4期148-150,共3页
This paper gives an account of characteristics of the intensive reading in English teaching, and change of teachers’ roles in the learner-centered teaching approach. Suggestions are put forward as to how to be a qual... This paper gives an account of characteristics of the intensive reading in English teaching, and change of teachers’ roles in the learner-centered teaching approach. Suggestions are put forward as to how to be a qualified teacher in the intensive reading class accordingly. 展开更多
关键词 teachers’ roles CHANGE intensive reading
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Teachers’Questioning Strategies in Reading Class—the Perspective of Adaptation
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作者 温颖茜 李丹 黄春霞 《海外英语》 2020年第20期274-276,共3页
Teachers’questioning is one of the crucial means for classroom interaction.This study attempts to explore teachers’questioning strategies in reading class from the perspective of Adaptation Theory.It is found that t... Teachers’questioning is one of the crucial means for classroom interaction.This study attempts to explore teachers’questioning strategies in reading class from the perspective of Adaptation Theory.It is found that the effective questioning can be realized in teachers’adaptation to their roles,the features of students and the features of reading courses. 展开更多
关键词 teachers’questioning reading class Adaptation Theory
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Analysis of the Role of Syntactic Complexity in Students’ Reading Comprehension: A Teacher’s Perspective
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作者 Ma.Leticia Jose C.Basilan Daniel Reds G.De Sagun 《Journal of Contemporary Educational Research》 2024年第8期253-264,共12页
This study examines the role of the syntactic complexity of the text in the reading comprehension skills of students.Utilizing the qualitative method of research,this paper used structured interview questions as the m... This study examines the role of the syntactic complexity of the text in the reading comprehension skills of students.Utilizing the qualitative method of research,this paper used structured interview questions as the main data-gathering instruments.English language teachers from Coral na Munti National High School were selected as the respondents of the study.Finding of the study suggests that the syntactic complexity of the text affects the reading comprehension of the students.Students found it challenging to understand the message that the author conveyed if he or she used a large number of phrases and clauses in one sentence.Furthermore,the complex sentence syntactic structure was deemed the most challenging for students to understand.To overcome said challenges in comprehending text,various reading intervention programs were utilized by teachers.These interventions include focused or targeted instruction and the implementation of the Project Dear,suggested by the Department of Education.These programs were proven to help students improve their comprehension as well as their knowledge in syntactical structure of sentences.This study underscores the importance of selecting appropriate reading materials and implementing suitable reading intervention programs to enhance students’comprehension skills. 展开更多
关键词 reading comprehension Syntactic complexity reading intervention program Syntactic structure
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A Book Review of Becoming a Reading Teacher:Connecting Research and Practice
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作者 Peipei Xu Lin Yu 《Journal of Contemporary Educational Research》 2024年第3期232-236,共5页
The book Becoming a Reading Teacher:Connecting Research and Practice aims to encourage readers to regard reading as a lifelong habit.To bridge the gap between teachers and researchers,this book is structured around fo... The book Becoming a Reading Teacher:Connecting Research and Practice aims to encourage readers to regard reading as a lifelong habit.To bridge the gap between teachers and researchers,this book is structured around four parts:reading as a linguistic process,reading as a personal experience,reading as a collective experience,and reading as a classroom practice.The definition of a reading teacher can be interpreted in two ways:the teacher who builds readings into the lesson and the teacher who provides the opportunity for learners to be readers,but who is a reader themselves.Such teachers regard reading as a lifelong learning habit and pass on the enthusiasm to learners,eventually creating a reading culture beyond the classroom.However,the necessity for reading teachers to participate in the research may be explained as follows.Firstly,new research may change one’s mind.What’s more,research allows teachers to turn their difficulties,surprises,and challenges into questions,and to seek answers to those questions.In addition,research helps teachers overcome the challenges in teaching by discovering new strategies.Research can also help to prove teachers’choices and decisions in teaching.Secondly,research allows teachers to see the role they play in the bigger picture.Research connects teachers with others and gives them a broader and shared perspective on their questions and experiences.Last but not least,research informs and promotes changes in policy,thinking,and so on. 展开更多
关键词 Research PRACTICES reading Lifelong habit
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Methods for Teachers to Eliminate Lexical Obstacles to Reading Comprehension in High School 被引量:1
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作者 李甜甜 《海外英语》 2013年第21期105-106,110,共3页
Reading comprehension is important for both teacher and students in high school.And there is a phenomenon in stu dents when they do the reading comprehension.If word recognition is difficult,students use too much of t... Reading comprehension is important for both teacher and students in high school.And there is a phenomenon in stu dents when they do the reading comprehension.If word recognition is difficult,students use too much of their time to read and understand the individual words,which interferes with their ability to comprehend what is read and waste too much of their time in the examination.This makes the comprehension difficult for high school students.The paper focuses on the methods for teach ers to eliminate lexical obstacles to reading comprehension in high school. 展开更多
关键词 reading COMPREHENSION high school LEXICAL OBSTACLE
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On the Reconstruction of Teachers’Role of Business English Reading Classroom Teaching Based on Literature Circle 被引量:1
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作者 HU Lijun 《Sino-US English Teaching》 2023年第3期90-96,共7页
Business English reading teaching under the mode of“literature circles”focuses on cultivating students’autonomy in reading,group cooperation,and the exchange of ideas among group members.In this teaching mode,teach... Business English reading teaching under the mode of“literature circles”focuses on cultivating students’autonomy in reading,group cooperation,and the exchange of ideas among group members.In this teaching mode,teachers are no longer the masters of the reading classroom,but the helpers,participants,and researchers in the process of students’reading.The reconstruction of teachers’role can promote the benign development of relationship not only between teachers and students,but also between students and students,inject new impetus and vitality into the classroom,and improve students’reading literacy. 展开更多
关键词 business English reading literature circles teacher’s role RECONSTRUCTION
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Training Teachers for Extensive Reading Programmes
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作者 马超 《海外英语》 2014年第17期292-293,296,共3页
It has been suggested that the success of an ER project can largely rely on several elements,such as the selection of appropriate materials,establishment of management system,workshop for training teachers. Among thos... It has been suggested that the success of an ER project can largely rely on several elements,such as the selection of appropriate materials,establishment of management system,workshop for training teachers. Among those,teachers play an indispensable role due to the fact that it is the teachers who are capable of turning conceptions into actions,who get students engaged and bridge and gap between the goals of the programme and the reality in classroom. This paper is an attempt to outline a detailed picture to demonstrate how to offer effective training courses which can enable teachers to play"multiple roles"to make great contribution to the development of an ER project. 展开更多
关键词 TRAINING teachers ER PROGRAMME multiple ROLES
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The Effect of a Proposed Training Program Based on the Reflective Model on the Teachers' Reading Practices in Mafraq
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作者 Fawwaz Al-Abed AI-Haq Asma Ahmed Alimoush 《Sino-US English Teaching》 2016年第1期40-58,共19页
This study aimed at investigating the effect of a proposed EFL (English as a Foreign Language) training program on the teachers' reading practices in Mafraq. This program was developed by the researcher according t... This study aimed at investigating the effect of a proposed EFL (English as a Foreign Language) training program on the teachers' reading practices in Mafraq. This program was developed by the researcher according to the ninth-grade EFL teachers' needs. The participants of the study were 20 ninth-grade females EFL teachers who represented the experimental and control groups (10 teachers in each group). They were randomly chosen from 10 schools in the Northwestern Badia Directorate of Education. To achieve the purposes of the study, the researcher designed a needs analysis questionnaire, a training program, a pre and post observation checklist, and a pre and post received knowledge test for teachers. Proper statistical analysis was used to analyze the results of the research questions. The results of the study showed that teachers were in need to be trained on 20 reading comprehension practices to be able to teach reading comprehension effectively. Besides, there were statistically significant differences at the level of (a = 0.05) between the means scores of the ninth-grade teachers' performance of the control and experimental groups on the post observation checklist and on the post received knowledge test in favor of the experimental group due to the training program. 展开更多
关键词 teacher training programs reflective model reading comprehension practices English reading skills reading comprehension strategies received and experiential knowledge
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Aliteracy Among Teachers?Investigating the Reading Habits of Elementary and Early Childhood Educators
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作者 Rebecca M.Giles Karyn W.Tunks 《Journal of Contemporary Educational Research》 2019年第3期1-7,共7页
Since the reading habits of both preservice and inservice teachers have been linked to their abilities as reading teachers,aliteracy among teachers is particularly distressing.The purpose of this study was to investig... Since the reading habits of both preservice and inservice teachers have been linked to their abilities as reading teachers,aliteracy among teachers is particularly distressing.The purpose of this study was to investigate the amount of leisure time elementary teachers spend reading literature for pleasure.Prekindergarten through sixth grade teachers(N=24)enrolled in a graduate education course logged the minutes they spent engaged in various leisure activities during one week of the summer.Reading literature,defined as the reading of novels,short stories,plays,or poetry in one’s spare time,ranged from 0 to 845 minutes.Of the 13 activities investigated,the highest average amount of time was spent watching movies(M=552.92).Reading literature for pleasure had the eighth highest mean(M=123.13).Pairwise comparisons revealed no significant difference(t=-.795,p<.435)between time spent reading literature and time spent in other non-literature leisure activities.Results or paired samples t-tests indicated that participants spent significantly less time reading newspapers/magazines(t=2.696,p<.013)and reading blogs(t=2.783,p<.011)and significantly more time watching movies(t=-3.287,p<.003)than reading literature for pleasure.It appears that lack of motivation may be a factor in participants’decision to read literature for pleasure as opposed to either lack of time or technological distractions. 展开更多
关键词 aliteracy reading ELEMENTARY teachers LITERACY
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YOU CAN' T SEE THE FOREST FOR THE TREES!"──REFLECTIONS ON THE TEACHING OF INTENSIVE READING AT TEACHERS' COLLEGES IN CHINA
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作者 萧好章 《井冈山大学学报(社会科学版)》 1998年第1期76-82,共7页
In this article, we first identify one of the most common issues in the teaching of Intetive Reading at teachers’ colleges. That is, in the teaching of Intensive Reading, EFL teachers tend to teach linguistic knowled... In this article, we first identify one of the most common issues in the teaching of Intetive Reading at teachers’ colleges. That is, in the teaching of Intensive Reading, EFL teachers tend to teach linguistic knowledge to such extent that the importance of other language components-sociolinguistic, discourse, and strategic competence diminishes. We then try to analyze the main causative factors which inhibit EFL teachers from imlementing effectively new teaching methods such as Communicative Language Teachillg. Through theoretical discussion, we attempt to present some pedagogical implications for the solution to the problem identified. In conclusion,we comment briefly on the proposed solutions to the problem, hoping to improve the teaching of Intensive Reading at Teachers’ college in China. 展开更多
关键词 Intensive reading communicative competence CLT ETC
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Reading Ability and Reading Motivation of German Primary School Girls and Boys The Teachers' Perception
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作者 Martina Endepohls-Ulpe 《Psychology Research》 2013年第6期303-315,共13页
关键词 阅读能力 小学教师 女孩 德国 知觉 数学能力 性别差异 方差分析
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Reading man皮瓣修复术治疗皮肤缺损的疗效观察
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作者 王鸣 严炜 +3 位作者 汤由之 朱喆辰 史京萍 马秀云 《临床皮肤科杂志》 CAS CSCD 北大核心 2024年第9期557-561,共5页
目的:探讨Reading man皮瓣修复术在全身不同部位皮肤缺损及其预防瘢痕增生的临床疗效。方法:回顾性分析2021年1月—2023年10月该科应用Reading man皮瓣修复术治疗全身不同部位皮肤软组织缺损的20例患者临床资料。结果:所有患者皮瓣均成... 目的:探讨Reading man皮瓣修复术在全身不同部位皮肤缺损及其预防瘢痕增生的临床疗效。方法:回顾性分析2021年1月—2023年10月该科应用Reading man皮瓣修复术治疗全身不同部位皮肤软组织缺损的20例患者临床资料。结果:所有患者皮瓣均成活。术后随访时间为3~24个月,所有皮瓣血运良好,色泽红润,质地柔软,外观适宜,局部皮肤张力较低,手术切口瘢痕增生不明显,切口周围软组织无明显形变,周围关节活动度正常。所有患者均恢复良好,疗效满意。结论:Reading man皮瓣特有的设计可以很好地解决全身多部位较大的皮肤软组织缺损,尤其在术中可以最大限度地减少正常皮肤的切除,术后外观、功能及皮肤瘢痕增生均有较满意的表现,且不存在自体皮移植带来的供皮区损伤。 展开更多
关键词 reading man皮瓣 皮瓣血运 张力 瘢痕增生
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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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Text Difficulty,Working Memory Capacity and Mind Wandering During Chinese EFL Learners’Reading
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作者 Xianli GAO Li LI 《Chinese Journal of Applied Linguistics》 2024年第3期433-449,525,共18页
This experimental study investigated how text difficulty and different working memory capacity(WMC)affected Chinese EFL learners’reading comprehension and their tendency to engage in task-unrelated thoughts,that is,m... This experimental study investigated how text difficulty and different working memory capacity(WMC)affected Chinese EFL learners’reading comprehension and their tendency to engage in task-unrelated thoughts,that is,mind wandering(MW),in the course of reading.Sixty first-year university non-English majors participated in the study.A two-factor mixed experimental design of 2(text difficulty:difficult and simple)×2(WMC:high/large and low/small)was employed.Results revealed that 1)the main and interaction effects of WMC and text difficulty on voluntary MW were significant,whereas those on involuntary MW were not;2)while reading the easy texts,the involuntary MW of high-WMC individuals was less frequent than that of low-WMC ones,whereas while reading the difficult ones,the direct relationship between WMC and involuntary MW was not found;and that 3)high-WMC individuals had a lower overall rate of MW and better reading performance than low-WMC individuals did,but with increasing text difficulty,their rates of overall MW and voluntary MW were getting higher and higher,and the reading performance was getting lower and lower.These results lend support to WM theory and have pedagogical implications for the instruction of L2 reading. 展开更多
关键词 text difficulty working memory capacity reading mind wandering voluntary mind wandering involuntary mind wandering reading comprehension
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Extended reading板块教学设计
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作者 施晓明 《江苏教育》 2024年第15期35-38,共4页
根据《普通高中英语课程标准(2017年版2020修订)》(以下简称“新课标”),教师应引导学生广泛阅读,提升阅读能力,丰富语言、人文和科学知识,并拓展思维,增强审美、鉴赏和评价能力。广义的拓展阅读可在课堂内外开展;狭义的拓展阅读指基于... 根据《普通高中英语课程标准(2017年版2020修订)》(以下简称“新课标”),教师应引导学生广泛阅读,提升阅读能力,丰富语言、人文和科学知识,并拓展思维,增强审美、鉴赏和评价能力。广义的拓展阅读可在课堂内外开展;狭义的拓展阅读指基于单元主题,在课堂内进行的主题式拓展阅读,是对教材主阅读板块内容的延伸和内涵的拓展。[1]作为拓展阅读的素材,非故事类文本有助于学生拓宽知识面、增进对世界的认识。 展开更多
关键词 高中英语 Extended reading板块 深度学习 非故事类文本
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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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