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Method to Remove Handwritten Texts Using Smart Phone
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作者 Haiquan Fang 《Journal of Harbin Institute of Technology(New Series)》 CAS 2024年第2期12-21,共10页
To remove handwritten texts from an image of a document taken by smart phone,an intelligent removal method was proposed that combines dewarping and Fully Convolutional Network with Atrous Convolutional and Atrous Spat... To remove handwritten texts from an image of a document taken by smart phone,an intelligent removal method was proposed that combines dewarping and Fully Convolutional Network with Atrous Convolutional and Atrous Spatial Pyramid Pooling(FCN-AC-ASPP).For a picture taken by a smart phone,firstly,the image is transformed into a regular image by the dewarping algorithm.Secondly,the FCN-AC-ASPP is used to classify printed texts and handwritten texts.Lastly,handwritten texts can be removed by a simple algorithm.Experiments show that the classification accuracy of the FCN-AC-ASPP is better than FCN,DeeplabV3+,FCN-AC.For handwritten texts removal effect,the method of combining dewarping and FCN-AC-ASPP is superior to FCN-AC-ASP alone. 展开更多
关键词 handwritten texts printed texts CLASSIFICATION FCN-AC-ASPP smart phone
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Parental Educational Expectations,Academic Pressure,and Adolescent Mental Health:An Empirical Study Based on CEPS Survey Data
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作者 Tao Xu Fangqiang Zuo Kai Zheng 《International Journal of Mental Health Promotion》 2024年第2期93-103,共11页
Background:This study aimed to investigate the relationship between parental educational expectations and adolescent mental health problems,with academic pressure as a moderating variable.Methods:This study was based ... Background:This study aimed to investigate the relationship between parental educational expectations and adolescent mental health problems,with academic pressure as a moderating variable.Methods:This study was based on the baseline data of the China Education Panel Survey,which was collected within one school year during 2013–2014.It included 19,958 samples from seventh and ninth graders,who ranged from 11 to 18 years old.After removing missing values and conducting relevant data processing,the effective sample size for analysis was 16344.The OLS(Ordinary Least Squares)multiple linear regression analysis was used to examine the relationship between parental educational expectations,academic pressure,and adolescents’mental health problems.In addition,we established an interaction term between parents’educational expectations and academic pressure to investigate the moderating effect of academic stress.Results:The study found that adolescents whose parents had high educational expectations reported less mental health problems.(β=−0.195;p<0.001).Additionally,adolescents who had high academic pressure reported more mental health problems.(β=0.649;p<0.001).Furthermore,the study found that academic pressure had a significant moderating effect on the relationship between parental educational expectations and adolescents’mental health problems(β=0.082;p<0.001).Conclusion:Parental educational expectations had a close relationship with adolescents’mental health problems,and academic pressure moderated this relationship.For those adolescents with high levels of academic pressure,the association between high parental educational expectations and mental health problems became stronger.On the contrary,for those adolescents with low levels of academic pressure,the association between high parental educational expectations and mental health problems became weaker.These findings shed new light on how parental educational expectations affected adolescent mental health problems and had significant implications for their healthy development. 展开更多
关键词 Parental educational expectations academic pressure adolescent mental health problems
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Paths to Enhance Teacher Digital Literacy Under Educational Digital Transformation in China
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作者 XU Qing GUO Jing 《Journal of Literature and Art Studies》 2024年第4期295-301,共7页
In the context of the digital transformation of education in the new era,digital literacy for teachers is a new requirement for professional development.Teacher digital literacy encompasses four main aspects:attitudin... In the context of the digital transformation of education in the new era,digital literacy for teachers is a new requirement for professional development.Teacher digital literacy encompasses four main aspects:attitudinal literacy,knowledge and skills literacy,instructional application literacy,and innovation and development literacy.Currently,there are several issues with teacher digital literacy,such as a lack of digital responsibility,insufficient digital knowledge and skills,weak digital application skills,and low digital innovation capability.Enhancing teachers’digital literacy is a complex and critical task.Based on the current state of teachers’digital literacy,this paper proposes the following approaches:(1)adherence to digital norms;(2)development of a robust training mechanism;(3)improvement of the evaluation system;(4)strengthening of digital innovation. 展开更多
关键词 educational digitalization teacher digital literacy enhancement pathways
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Educational Synergy
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作者 ALAFATI MUGABO 《ChinAfrica》 2024年第2期38-39,共2页
In a significant stride towards fostering international collaboration in education,China has rea"rmed its commitment to supporting Rwanda’s technical and vocational education and training(TVET)sector.The partner... In a significant stride towards fostering international collaboration in education,China has rea"rmed its commitment to supporting Rwanda’s technical and vocational education and training(TVET)sector.The partnership,marked by the signing of two letters of intent between Rwanda Polytechnic and prominent Chinese institutions,underscores the mutual dedication to enhancing skills development and fostering economic growth. 展开更多
关键词 EDUCATION mutual SUPPORTING
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Reform of Hospitality English Teaching Based on the Educational Concept of Outcome-Based Education(OBE)
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作者 Chong Zhang 《Journal of Contemporary Educational Research》 2024年第1期58-64,共7页
The Outcome-Based Education(OBE)educational concept,proposed by renowned American educator Spady,aims to guide students in mastering learning laws and ultimately achieving expected learning outcomes.The application of... The Outcome-Based Education(OBE)educational concept,proposed by renowned American educator Spady,aims to guide students in mastering learning laws and ultimately achieving expected learning outcomes.The application of OBE educational concept in Hospitality English curriculum not only can effectively enhance the learning effect but also promote the reform of the Hospitality English curriculum,thus improving students’learning enthusiasm.Therefore,taking the Hospitality English curriculum as an example,this paper points out the existing problems in the teaching of this course and suggests the reform measures based on the OBE teaching concept,hoping to provide guidelines for related educational work. 展开更多
关键词 Outcome-Based Education(OBE)educational concept Hospitality English curriculum Teaching reform Practical strategy
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Study on the Textual Coherence Function of Conjunctions in Political Texts and Their Translation Reconstruction
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作者 Goya Guli Kader Jingwen Qiao Aixia Yang 《Journal of Contemporary Educational Research》 2024年第1期25-30,共6页
The assessment of translation quality in political texts is primarily based on achieving effective communication.Throughout the translation process,it is essential to not only accurately convey the original content bu... The assessment of translation quality in political texts is primarily based on achieving effective communication.Throughout the translation process,it is essential to not only accurately convey the original content but also effectively transform the structural mechanisms of the source language.In the translation reconstruction of political texts,various textual cohesion methods are often employed,with conjunctions serving as a primary means for semantic coherence within text units. 展开更多
关键词 Political texts CONJUNCTIONS Textual cohesion Chinese to Russian translation
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Discussion on Cultural Integration and Educational Services for International Students from the Perspective of Situational Communication
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作者 Kedi Mo Yaoxiong Li 《Journal of Contemporary Educational Research》 2024年第1期1-6,共6页
From the perspective of situational communication,this paper aims to explore how to promote cultural integration and provide better educational services for international students in China.This paper first analyzes th... From the perspective of situational communication,this paper aims to explore how to promote cultural integration and provide better educational services for international students in China.This paper first analyzes the basic assumptions and key factors of situational communication based on international students in China.Secondly,the relationship between situational communication and cultural integration and educational services for international students in China is discussed in depth.Additionally,the role of situational communication in educational services for international students in China,such as promoting cross-cultural communication,solving language barriers,and enhancing mutual understanding,is proposed.Lastly,from the perspective of situational communication,an optimization path of educational services and cultural integration for international students in China is proposed,including the provision of diversified educational resources,the enhancement of cross-cultural communication,and the establishment of an effective communication mechanism.This study expands the perspective of educational services for international students in China,provides a new theoretical framework and practical path,and offers a reference for promoting cultural integration and improving educational services for international students in China. 展开更多
关键词 International students in China Situational communication educational services Cultural integration
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Revisiting Educational Issues in the Age of Generative Artificial Intelligence
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作者 Zhengyu Yang 《Journal of Contemporary Educational Research》 2024年第1期159-164,共6页
The emergence of generative artificial intelligence(AI)has had a huge impact on all areas of life,including the field of education.AI can assist teachers in cultivating talents and promoting personalized learning and ... The emergence of generative artificial intelligence(AI)has had a huge impact on all areas of life,including the field of education.AI can assist teachers in cultivating talents and promoting personalized learning and teaching,but it also prevents individuals from thinking independently and creatively.In the era of generative AI,the rapid development of technology and its significant impact on the field of education are inevitable.There are many educational issues related to it,such as teaching methods,student training goals,teaching philosophy and purposes,and other educational issues,that require re-conceptualization and review. 展开更多
关键词 Generative artificial intelligence educational philosophy Training objectives Creative thinking Personalized learning
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Delivering substance use prevention interventions for adolescents in educational settings:A scoping review 被引量:3
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作者 Xin-Qiao Liu Yu-Xin Guo Xin Wang 《World Journal of Psychiatry》 SCIE 2023年第7期409-422,共14页
Currently,a proportion of adolescents use alcohol,tobacco,and illicit drugs,which inevitably harms their health and academic progress.Adolescence is a peak period for substance use initiation and a critical time for p... Currently,a proportion of adolescents use alcohol,tobacco,and illicit drugs,which inevitably harms their health and academic progress.Adolescence is a peak period for substance use initiation and a critical time for preventing substance use problems.Various entities,such as families,schools,and communities,have implemented a variety of interventions to alleviate adolescent substance use problems,and schools play a unique role.To explore the types,characteristics,and effectiveness of substance use interventions in educational settings for adolescents,we conducted a scoping review and identified 32 studies after screening.We divided the 32 studies according to intervention type,including curriculum interventions focusing on cognitive-behavioral skill enhancement,exercise interventions,peer interventions and family-school cooperation,and electronic interventions.Except for the mixed results on electronic interventions,the results showed that the other interventions were beneficial to different extents in alleviating adolescent substance use problems.In addition,we analyzed and summarized the advantages and challenges of intervening in adolescent substance use in educational settings.Schools can use equipment and human resources to provide adolescents with various types of intervention measures,but they also face challenges such as stigmatization,ineffective coordination among multiple resources,and poor implementation effects.In the future,school-based intervention measures can fully utilize big data and artificial intelligence technology and collaborate with families and communities to intervene appropriately while paying attention to the comorbidity risks of substance use disorders and psychological health issues. 展开更多
关键词 Substance use PREVENTION Adolescents educational settings Artificial intelligence Digital interventions
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Deep-BERT:Transfer Learning for Classifying Multilingual Offensive Texts on Social Media 被引量:1
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作者 Md.Anwar Hussen Wadud M.F.Mridha +2 位作者 Jungpil Shin Kamruddin Nur Aloke Kumar Saha 《Computer Systems Science & Engineering》 SCIE EI 2023年第2期1775-1791,共17页
Offensive messages on social media,have recently been frequently used to harass and criticize people.In recent studies,many promising algorithms have been developed to identify offensive texts.Most algorithms analyze ... Offensive messages on social media,have recently been frequently used to harass and criticize people.In recent studies,many promising algorithms have been developed to identify offensive texts.Most algorithms analyze text in a unidirectional manner,where a bidirectional method can maximize performance results and capture semantic and contextual information in sentences.In addition,there are many separate models for identifying offensive texts based on monolin-gual and multilingual,but there are a few models that can detect both monolingual and multilingual-based offensive texts.In this study,a detection system has been developed for both monolingual and multilingual offensive texts by combining deep convolutional neural network and bidirectional encoder representations from transformers(Deep-BERT)to identify offensive posts on social media that are used to harass others.This paper explores a variety of ways to deal with multilin-gualism,including collaborative multilingual and translation-based approaches.Then,the Deep-BERT is tested on the Bengali and English datasets,including the different bidirectional encoder representations from transformers(BERT)pre-trained word-embedding techniques,and found that the proposed Deep-BERT’s efficacy outperformed all existing offensive text classification algorithms reaching an accuracy of 91.83%.The proposed model is a state-of-the-art model that can classify both monolingual-based and multilingual-based offensive texts. 展开更多
关键词 Offensive text classification deep convolutional neural network(DCNN) bidirectional encoder representations from transformers(BERT) natural language processing(NLP)
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Didactic Sequences as an Educational Product to Facilitate Teaching-Learning Processes in Lato Sensu Graduate Courses in the Area of Health Management in Primary Care
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作者 Lidiane Medeiros Melo David dos Santos Calheiros 《Health》 2023年第6期495-506,共12页
Teaching strategies can be considered as techniques that are constructed to be used with the objective of promoting teaching and learning in the classroom, so that the teacher is considered a mentor, as he is the one ... Teaching strategies can be considered as techniques that are constructed to be used with the objective of promoting teaching and learning in the classroom, so that the teacher is considered a mentor, as he is the one who selects, analyzes, studies, organizes, builds and proposes the most classic tools to facilitate the learning process [1]. This study is an experience report related to the construction of an educational product that consists of the elaboration of pedagogical strategies, characterized by five didactic sequences in the perspective of collaborating with teaching-learning processes in lato sensu graduate courses. The themes that are part of the didactic sequences were built based on the results obtained in scientific research carried out during the development of the strict sensu postgraduate course in Teaching in Health and Technology, which involved: the work of coordinators who work in the field of health management in Primary Care, situations that challenge the management of Primary Care and the potentialities of work in the management of Primary Care. The didactic sequences have fun teaching strategies that provide meaningful learning for a future qualified professional performance. These sequences involve the use of active methodologies and the use of digital tools. The educational product developed seeks to promote benefits that can collaborate with the improvement of Primary Care Management and teaching-learning processes in the training of health professionals. Therefore, the pedagogical strategies, as well as its entire construction process, were developed through the collaboration of professors of the Health and Society discipline at the State University of Health Sciences of Alagoas (UNCISAL), seeking to make it qualify for effective construction of knowledge and that promote its wide use in the academic environment. 展开更多
关键词 educational Products Primary Health Care Health Management
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Educational Innovation in Lying Flat Phenomenon-A Case Study of the Balinese Teaching Experience
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作者 WANG Yifei YAO Yourong 《Psychology Research》 2023年第4期167-175,共9页
Lying flat(Tang Ping)is a prevalent way of life in contemporary countries throughout the world.It is an avoidance behavior chosen by individuals in response to limited social resources and ongoing harsh social competi... Lying flat(Tang Ping)is a prevalent way of life in contemporary countries throughout the world.It is an avoidance behavior chosen by individuals in response to limited social resources and ongoing harsh social competition.Previous studies have demonstrated that the phenomena of“lying flat”has a major negative effect on student learning.In order to investigate the impact of educational innovation on the phenomenon of“lying flat”,we will observe students’learning behaviors under the traditional education model and innovative teaching methods in our Bali teaching practice to determine the causes of“lying flat”and the means to improve educational innovation.The study found that“lying flat”is caused not just by students’discontent with their level difference,but also by the conflict between external resources and internal pressure.In addition,educational reforms on three levels,including further stratified education,strengthening teacher education and promoting effective communication between students and teachers,and employing online resources to promote students’interest in learning,can ameliorate the phenomenon of pupils“lying flat”.This study contends that educational innovation can have a positive effect on the phenomena of“lying flat”. 展开更多
关键词 lying flat educational innovation reform of educational practice motivational strategies science of education
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The Connotation and Educational Significance of Aristotle’s Happiness Thoughts
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作者 LUO Hanying 《Psychology Research》 2023年第4期161-166,共6页
The topic of happiness has been discussed by many thinkers since ancient times.The ancient Greek philosopher Aristotle elaborated his view of happiness in terms of its connotation and manifestation,and the way it is a... The topic of happiness has been discussed by many thinkers since ancient times.The ancient Greek philosopher Aristotle elaborated his view of happiness in terms of its connotation and manifestation,and the way it is achieved.Happiness is first of all a realistic activity in accordance with virtue,which can be obtained by people and embodied in their daily life.Happiness is not only personal happiness,but also the highest and broadest“supreme good”,which requires the joint efforts of the whole city-state.His profound philosophical exposition provides us with profound theoretical guidance for the development of happiness education today. 展开更多
关键词 ARISTOTLE HAPPINESS EDUCATION
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Short-Term Memory Capacity across Time and Language Estimated from Ancient and Modern Literary Texts. Study-Case: New Testament Translations
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作者 Emilio Matricciani 《Open Journal of Statistics》 2023年第3期379-403,共25页
We study the short-term memory capacity of ancient readers of the original New Testament written in Greek, of its translations to Latin and to modern languages. To model it, we consider the number of words between any... We study the short-term memory capacity of ancient readers of the original New Testament written in Greek, of its translations to Latin and to modern languages. To model it, we consider the number of words between any two contiguous interpunctions I<sub>p</sub>, because this parameter can model how the human mind memorizes “chunks” of information. Since I<sub>P</sub> can be calculated for any alphabetical text, we can perform experiments—otherwise impossible— with ancient readers by studying the literary works they used to read. The “experiments” compare the I<sub>P</sub> of texts of a language/translation to those of another language/translation by measuring the minimum average probability of finding joint readers (those who can read both texts because of similar short-term memory capacity) and by defining an “overlap index”. We also define the population of universal readers, people who can read any New Testament text in any language. Future work is vast, with many research tracks, because alphabetical literatures are very large and allow many experiments, such as comparing authors, translations or even texts written by artificial intelligence tools. 展开更多
关键词 Alphabetical Languages Artificial Intelligence Writing GREEK LATIN New Testament Readers Overlap Probability Short-Term Memory Capacity texts Translation Words Interval
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Effectiveness of an Educational Intervention for Postpartum Depression in a Pre-Parent Classroom
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作者 Taeko Unno Eriko Terasawa +3 位作者 Kiyoko Naito Mayuko Niida Yoshihiro Asano Hisayo Okayama 《Open Journal of Nursing》 2023年第8期455-486,共32页
The global incidence of postpartum depression is estimated at approximately 10% - 20%. A lack of partner support is a key factor associated with perinatal depression. This study examined the effects of an educational ... The global incidence of postpartum depression is estimated at approximately 10% - 20%. A lack of partner support is a key factor associated with perinatal depression. This study examined the effects of an educational intervention that provided information for the prevention and early detection of postpartum depression to first-time mothers and fathers who participated in a “First-Time Parent Class.” The study was utilized quasi-experimental research, conducted first with the control group and followed by an assessment of the intervention group. Mothers were assessed using the Edinburgh Postpartum Depression Scale and the Japan Child and Family Research Institute Child-Rearing Support Questionnaire. Fathers’ assessments were conducted using the Japan Child and Family Research Institute Child-Rearing Support Questionnaire for Fathers and were based on responses to questions regarding their coping strategies. Data were obtained from 158 data (72 interventions, 86 controls) couples analyzed. No significant difference was found between mothers’ child-rearing difficulty and depression score rates in the first month after childbirth. There was a difference among fathers in the control group and those in the intervention group regarding their responses to maternal depression: the “consult family” (p = 0.035), “consult friends” (p = 0.033), and “consult the city health center” (p = 0.047) variables were higher in the intervention group;however, the effect size was small. Providing first-time parents with information during pregnancy to prevent and detect postpartum depression will deepen parents’ understanding and help them cope with postpartum depression. 展开更多
关键词 Postpartum Depression First-Time Parents educational Intervention
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Suggestions on Curriculum Reform of Food Major in the Context of Educational Reform
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作者 Jie CHENG Ruiqi CAO +3 位作者 Lili JI Bo HOU Dayu LIU Jiamin ZHANG 《Agricultural Biotechnology》 CAS 2023年第2期133-137,共5页
The food major is an application-oriented major that involves a wide range of professional knowledge and disciplines,and provides applied talents with food production,inspection,and sales skills to the society.With th... The food major is an application-oriented major that involves a wide range of professional knowledge and disciplines,and provides applied talents with food production,inspection,and sales skills to the society.With the rapid development of society,the demand of social employers for talents also shows a diversified trend.For the cultivation of food professionals in the new era,it is necessary to improve their innovative spirit and practical ability,in order to adapt to the diverse development needs of society.Under the background of education reform,this paper briefly analyzed the teaching strategies of food major,and put forward specific reform suggestions,hoping to promote education reform to effectively promote the sustainable development of food major,and effectively improve the quality of education. 展开更多
关键词 Education reform Food Major Teaching innovation Teaching methods
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Effects of physical activity by the teach-back educational method on the physical ability and quality of life in hemodialysis patients:a clinical trial
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作者 Pegah Sharifian Arash Khalili Morteza Shamsizadeh 《Frontiers of Nursing》 2023年第2期223-231,共9页
Objective:To determine the effect of physical activity by using the teach-back educational method on hemodialysis patients’quality of life(QOL)and physical ability.Methods:This is a single-blind clinical trial study ... Objective:To determine the effect of physical activity by using the teach-back educational method on hemodialysis patients’quality of life(QOL)and physical ability.Methods:This is a single-blind clinical trial study involving a control group.A total of 90 patients who admitted to the dialysis centers of Beheshti and Besat hospitals in Hamadan were selected using a convenience sampling method and were randomly assigned to intervention(n=45)and control(n=45)groups.Data were collected using a demographic information checklist,a kidney disease QOL questionnaire,and a 6-minute-walk distance(6MWD)checklist.The patients’QOL questionnaire was completed,and the 6MWD was recorded before and at the end of the 2nd,4th,6th,8th,and 12th weeks of the intervention.In the intervention group,the patients were taught to perform physical activities with Pilates stretches in different resistances using the teach-back educational method during dialysis sessions for 12 weeks.Data were analyzed by using the independent t-test and chi-square test using SPSS-22 software.Results:Before the intervention,no differences were observed between the experimental and control groups in terms of demographic characteristics,QOL,and physical ability(P>0.05).The physical ability and QOL levels of patients exercising in the test group were higher than those in the control group after the intervention(P<0.05).Based on the results,the 2 groups significantly differed with regard to the scores of various dimensions of QOL and physical ability after the intervention(P<0.05).Conclusions:Physical activity by using the teach-back method can effectively increase physical ability and improve QOL of hemodialysis patients.Therefore,the recommendations and inclusion of exercise in the dialysis care plan can effectively promote patients’health. 展开更多
关键词 hemodialysis patients physical ability physical activity quality of life teach-back education
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The Political and Educational Image of Modern China in the Perspective of Western Peregrinators
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作者 LI Chaojun 《Journal of Landscape Research》 2023年第5期5-7,共3页
Before the 19th century,the image of China shaped by western countries was mainly based on politics and education.China’s political and educational system in the 19th century had become a frame of reference for highl... Before the 19th century,the image of China shaped by western countries was mainly based on politics and education.China’s political and educational system in the 19th century had become a frame of reference for highlighting the superiority of western politics and education.The authoritarian and decadent politics of enslavement and politicized education that imprisoned creation was the historical base map for western peregrinators to construct the political and educational image of modern China,and the result of the transformation from the construction of“utopian image”to the construction of“ideological image”. 展开更多
关键词 Peregrinator Political and educational image Image of China
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Educational Process as Something Dynamic
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作者 Jose Manuel Salum Tome 《Journal of Philosophy Study》 2023年第5期220-228,共9页
If we conceive the educational process as something dynamic,which basically combines what is given with what is emerging,we will understand that there are protagonists in it who have a fundamental role in this process... If we conceive the educational process as something dynamic,which basically combines what is given with what is emerging,we will understand that there are protagonists in it who have a fundamental role in this process,or perhaps we should say that,in this process,each and every one of the agents has a leading role.So,talking about curriculum implies that the subject can be approached from different perspectives,some more legitimate than others,some broader than others and,what is even more notorious,some more dynamic than others.It is in these differences where the essence of the educational process is conjugated,namely,in the conception of the curriculum,so it is worth asking:What are the educational units understanding by“development of their own curricular projects”?What are they actually doing?What curricular decisions do they make?Not only these questions arise,but many more,not to mention that it is also legitimate to doubt the capacity and preparation of teachers and educational units to undertake a process of conscious and responsible construction of an effective curriculum.It is interesting to approach the subject critically,not to reconsider the theoretical aspects,in which we find a wide range of postulates,but rather to revitalize the pedagogical practice in the place where it actually occurs,the classroom,and from there to enable discussion,and analysis of the problem,assuming that a paradigm change is urgent at all levels,otherwise,the entire society will suffer even more marked dehumanization.There are many challenges and requirements that fall on the educational task,and there are many who express their opinion,judge,and dare to formulate lapidary sentences on the subject of education,with no more foundation than that allowed by a fragmented look at reality.Therefore,a deeper look can shed light on why it has not yet been possible to reach a more optimal level in the quality indices,nor has equity been achieved,and what is worse,it seems that all that has been said is slipping away through the window of the classrooms to end up in the realm of abstraction,from which it will not be possible to bring what is real and everyday.Thus,this work will also be a proposal for educational agents,a proposal that should not be kept together with others,but rather,hand in hand with the contingent,could give way to a better understanding of the problem. 展开更多
关键词 educational process DYNAMIC CURRICULUM
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Social Media Cyberbullying Detection on Political Violence from Bangla Texts Using Machine Learning Algorithm
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作者 Md. Tofael Ahmed Almas Hossain Antar +3 位作者 Maqsudur Rahman Abu Zafor Muhammad Touhidul Islam Dipankar Das Md. Golam Rashed 《Journal of Intelligent Learning Systems and Applications》 2023年第4期108-122,共15页
When someone threatens or humiliates another person online by sending those unpleasant messages or comments, this is known as Cyberbullying. Recently, Bangla text has been used much more often on social media. People ... When someone threatens or humiliates another person online by sending those unpleasant messages or comments, this is known as Cyberbullying. Recently, Bangla text has been used much more often on social media. People communicate with others on social media through messages and comments. So bullies use social media as a rich environment to bully others, especially on political issues. Fights over Cyberbullying on political and social media posts are common today. Most of the time, it does a lot of damage. However, few works have been done for monitoring Bangla text on social media & no work has been done yet for detecting the bullying Bangla text on political issues due to the lack of annotated corpora and morphologic analyzers. In this work, we used several machine learning classifiers & a model. That will help to detect the Bangla bullying texts on social media. For this work, 11,000 Bangla texts have been collected from the comments section of political Facebook posts to make a new dataset and labelled the data as either bullied or not. This dataset has been used to train the machine learning classifier. The results indicate that Random Forest achieves superior accuracy of 91.08%. 展开更多
关键词 CYBERBULLYING Bangla texts Political Issues Machine Learning Random Forest Social Media
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