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Reflections on the Role of Teachers Under the Concept of Flipped Classroom—A Case Study of Rain Classroom Practice in Basic Japanese Course
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作者 ZHANG Yayi 《Sino-US English Teaching》 2021年第3期66-71,共6页
Under the flipped classroom teaching theory, the aim of this paper is to explore whether the teaching model of“student-oriented, teacher-led” can help improve the learning effect of Japanese major students by adopti... Under the flipped classroom teaching theory, the aim of this paper is to explore whether the teaching model of“student-oriented, teacher-led” can help improve the learning effect of Japanese major students by adopting themixed online and offline teaching method of rain classroom. Two Japanese majors classes of Grade 19 in BISUwere taken as the research objects of the one-semester comparative experiment. The study found there wereobvious differences in learning effect and learning experience between the two classes. The experiment proves thatthe role of teachers in flipped classroom is more obvious than that of traditional teaching. If teachers can activelyplay the role of teacher-student interaction, Japanese professional level of the students can be effectively improved. 展开更多
关键词 flipped classroom the rain classroom basic Japanese teaching contrast experiment
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Effectiveness of Rain Classroom Intelligent Teaching Design : A Case Study of the Course of Spring Water Tourism Resources
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作者 Weijun ZHAO Yungang WEI +3 位作者 Xiaomei LIU Dongmei ZHANG Min DING Wenxin DUAN 《Asian Agricultural Research》 2021年第9期34-40,共7页
[Objectives]To evaluate the effectiveness of Rain Classroom intelligent teaching in the course of Spring Water Tourism Resources.[Methods]The course of Spring Water Tourism Resources in the course of Overview of Touri... [Objectives]To evaluate the effectiveness of Rain Classroom intelligent teaching in the course of Spring Water Tourism Resources.[Methods]The course of Spring Water Tourism Resources in the course of Overview of Tourism Resources was taken as an example,the pre-class preparation,in-class teaching,and after-class evaluation links were designed separately through the Rain Classroom platform.Then,a questionnaire survey was carried out for the students of Spring Water Tourism Resources.[Results]About 58.3%of the students believed that the greatest advantage of using the Rain Classroom teaching platform is that the learning method is flexible and can improve the ability of independent learning;61.78%of students stated that playing 3D animation in the classroom has the best effect for learning different tourism resources;with the aid of the Rain Classroom platform,the communication between teachers and students becomes more timely,and the students' ability to deal with practical problems can be practiced.[Conclusions]This study is intended to build an intelligent classroom model suitable for tourism management department based on the Rain Classroom platform.It is recommended to promote and apply this model in the teaching of tourism management. 展开更多
关键词 rain classroom Intelligent classroom Teaching design Spring Water Tourism Resources(SWTRs)
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A Study of the Rain Classroom-Based Teaching Mode of College English for Art or Physical Education Majors
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作者 Deng Ying He Liang 《Contemporary Social Sciences》 2022年第1期146-155,共10页
The study delves into the online teaching practice that uses "Rain Classroom" for the school-based curriculum of college English and explored whether such a teaching mode can arouse students’ interests in l... The study delves into the online teaching practice that uses "Rain Classroom" for the school-based curriculum of college English and explored whether such a teaching mode can arouse students’ interests in learning,and enhance their learning effect and satisfaction by means of a questionnaire survey and semi-structured interviews to collect feedback from students of art or physical education majors on the effectiveness of Rain Classroom-based teaching for quantitative and qualitative analysis.The collected data indicates that this teaching mode was greatly accepted by these students,who showed strong interests in learning,but as they were not disciplined much in their studies,their learning effect was not significant.Therefore,this paper concluded therefore that we should integrate such smart teaching modes as Rain Classroom with traditional classroom teaching styles to tap the benefits of blended learning which features the combination of information technology(IT) with foreign language teaching. 展开更多
关键词 rain classroom art or physical education majors college English teaching blended teaching
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“Rain Classroom+Flipped Classroom”在大学计算机基础教学中的应用 被引量:1
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作者 羊毛卓么 《电子技术与软件工程》 2019年第22期120-122,共3页
本文以计算机教学课堂为例,以FlippedClassroom为教学模型的方案设计,通过教学实践为基础,采用实验和问卷调查研究方法,对学习效果进行实证分析,得出FlippedClassroom教学模式对提高教学质量、培养学生学习的主动性有积极作用的研究结果。
关键词 Flipped classroom 计算机 教学模型
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Case Study of the Application of Rain Classroom in Japanese Teaching in Universities
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作者 ZHANG Yayi 《Sino-US English Teaching》 2019年第11期461-465,共5页
The guiding opinions of the Ministry of Education on deepening the reform of education and teaching emphasize the in-depth combination of information technology and education.To encourage different types of small cust... The guiding opinions of the Ministry of Education on deepening the reform of education and teaching emphasize the in-depth combination of information technology and education.To encourage different types of small custom application online courses in colleges and universities,the campus intercollegiate online hybrid teaching,and promote the student-centered teaching and learning methods change.In response to the requirements of reform,this study introduced rain classroom as a mobile teaching method into the first-year basic Japanese teaching in colleges and universities,and conducted the mixed classroom practice under the module teaching theory.The practical results show that the introduction of basic Japanese teaching in rain classroom has greatly improved students’learning enthusiasm and achieved good teaching results.At the same time,as a mobile teaching means,rain classroom is connected online and offline;data integration,teaching management integration,and other aspects still have room for improvement. 展开更多
关键词 rain classroom basic JAPANESE COURSE mobile learning mode BLENDED teaching
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Integration of Theory and Practice in Medical Morphology Curriculum in Postgraduate Training:A Flipped Classroom and Case-based Learning Exercise
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作者 Xi-min HU Zhi-xin LI +5 位作者 Jing DENG Yang HAN Shuang LU Qi ZHANG Zi-qiang LUO Kun XIONG 《Current Medical Science》 SCIE CAS 2023年第4期741-748,共8页
Objective:The integration of training in theory and practice across the medical education spectrum is being encouraged to increase student understanding and skills in the sciences.This study aimed to determine the dec... Objective:The integration of training in theory and practice across the medical education spectrum is being encouraged to increase student understanding and skills in the sciences.This study aimed to determine the deciding factors that drive students'perceived advantages in class to improve precision education and the teaching model.Methods:A mixed strategy of an existing flipped classroom(FC)and a case-based learning(CBL)model was conducted in a medical morphology curriculum for 575 postgraduate students.The subjective learning evaluation of the individuals(learning time,engagement,study interest and concentration,and professional integration)was collected and analyzed after FC-CBL model learning.Results:The results from the general evaluation showed promising results of the medical morphology in the FC-CBL model.Students felt more engaged by instructors in person and benefited in terms of time-saving,flexible arrangements,and professional improvement.Our study contributed to the FC-CBL model in Research Design in postgraduate training in 4 categories:1)advancing a guideline of precision teaching according to individual characteristics;2)revealing whether a learning background is needed for a Research Design course to guide setting up a preliminary course;3)understanding the perceived advantages and their interfaces;and 4)barriers and/or improvement to implement the FC-CBL model in the Research Design class,such as a richer description of e-learning and hands-on practice.Conclusion:Undertaking a FC-CBL combined model could be a useful addition to pedagogy for medical morphology learning in postgraduate training. 展开更多
关键词 flipped classroom case-based learning medical morphology curriculum research design POSTGRADUATE
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Exploring the Application Effect of Flipped Classroom Combined with Problem-Based Learning Teaching Method in Clinical Skills Teaching of Standardized Training for Resident Doctors of Traditional Chinese Medicine
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作者 Jingjing Tang 《Journal of Biosciences and Medicines》 CAS 2023年第2期169-176,共8页
Objective: To explore the application effect of flipped classroom combined with problem-based learning teaching method in clinical skills teaching of standardized training for resident doctors of traditional Chinese M... Objective: To explore the application effect of flipped classroom combined with problem-based learning teaching method in clinical skills teaching of standardized training for resident doctors of traditional Chinese Medicine. Methods: The study used the experimental control method. The study lasted from September to November 2022. The subjects of this study were 49 students of standardized training for resident doctors of traditional Chinese Medicine from grades 2020, 2021 and 2022 of Dazhou integrated TCM & Western Medicine Hospital. They were randomly divided into experiment group (25) and control group (24). The experiment group adopted flipped classroom combined with problem-based learning teaching method, and the control group adopted traditional teaching method. The teaching content was 4 basic clinical skill projects, including four diagnoses of traditional Chinese Medicine, cardiopulmonary resuscitation, dressing change procedure, acupuncture and massage. The evaluation method was carried out by comparing the students’ performance and a self-designed questionnaire was used to investigate the students’ evaluation of the teaching method. Results: The test scores of total scores in the experimental group (90.12 ± 5.89) were all higher than those in the control group (81.47 ± 7.96) (t = 4.53, P P Conclusions: The teaching process of the flipped classroom combined with problem-based learning teaching method is conducive to improving the efficiency of classroom teaching, cultivating students’ self-learning ability, and enhancing students’ willingness to learn. 展开更多
关键词 Standardized Training for Resident Doctors of Traditional Chinese Medicine Clinical Skills Teaching Flipped classroom Problem-Based Learning Teaching Method
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RAIN-128算法的中间相遇攻击
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作者 杜小妮 郑亚楠 +1 位作者 梁丽芳 李锴彬 《电子与信息学报》 EI CAS CSCD 北大核心 2024年第1期327-334,共8页
RAIN是一族SPN结构的轻量级分组密码算法,该算法具有软硬件实现效率高、安_全性强等特点。中间相遇攻击被广泛应用于分组密码算法的安全性分析中。该文通过分析RAIN-128的结构特性和截断差分特征,利用差分枚举技术分别构造了4轮和6轮中... RAIN是一族SPN结构的轻量级分组密码算法,该算法具有软硬件实现效率高、安_全性强等特点。中间相遇攻击被广泛应用于分组密码算法的安全性分析中。该文通过分析RAIN-128的结构特性和截断差分特征,利用差分枚举技术分别构造了4轮和6轮中间相遇区分器,给出了8轮及10轮的中间相遇攻击。当攻击轮数为8轮时,预计算阶段的时间复杂度为2^(68)次8轮RAIN-128加密,存储复杂度为2^(75)bit,在线攻击阶段的时间复杂度为2^(109)次8轮加密,数据复杂度是2^(72)个选择明文;当攻击轮数为10轮时,预计算阶段的时间复杂度为2^(214)次10轮加密,存储复杂度为2^(219)bit,在线攻击阶段的时间复杂度为2^(109)次10轮加密,数据复杂度是2^(72)个选择明文,分析结果显示,RAIN-128可以抵抗中间相遇攻击,并具有较高的安全冗余。 展开更多
关键词 分组密码 rain-128 中间相遇攻击 差分枚举技术
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Diagnosis of the Kinetic Energy of the“21·7”Extreme Torrential Rainfall Event in Henan Province,China
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作者 Xiuping YAO Ruoying LI +1 位作者 Xiaohong BAO Qiaohua LIU 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2024年第1期73-83,共11页
An extreme torrential rain(ETR)event occurred in Henan Province,China,during 18-21 July 2021.Based on hourly rain-gauge observations and ERA5 reanalysis data,the ETR was studied from the perspective of kinetic energy(... An extreme torrential rain(ETR)event occurred in Henan Province,China,during 18-21 July 2021.Based on hourly rain-gauge observations and ERA5 reanalysis data,the ETR was studied from the perspective of kinetic energy(K),which can be divided into rotational wind(V_(R))kinetic energy(K_(R)),divergent wind kinetic energy(K_(D)),and the kinetic energy of the interaction between the divergent and rotational winds(K_(RD)).According to the hourly precipitation intensity variability,the ETR process was divided into an initial stage,a rapid increase stage,and maintenance stage.Results showed that the intensification and maintenance of ETR were closely related to the upper-level K,and most closely related to the upperlevel K_(R),with a correlation coefficient of up to 0.9.In particular,the peak value of hourly rainfall intensity lagged behind the K_(R) by 8 h.Furthermore,diagnosis showed that K transformation from unresolvable to resolvable scales made the ETR increase slowly.The meridional rotational wind(u_(R))and meridional gradient of the geopotential(φ)jointly determined the conversion of available potential energy(APE)to K_(R) through the barotropic process,which dominated the rapid enhancement of K_(R) and then caused the rapid increase in ETR.The transportation of K by rotational wind consumed K_(R),and basically offset the K_(R) produced by the barotropic process,which basically kept K_(R) stable at a high value,thus maintaining the ETR. 展开更多
关键词 extreme torrential rain rotational kinetic energy kinetic energy generation and transport barotropic process
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Spatiotemporal characteristics of seed rain and soil seed bank of artificial Caragana korshinskii Kom. forest in the Tengger Desert, China
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作者 SHEN Jianxiang WANG Xin +9 位作者 WANG Lei WANG Jiahui QU Wenjie ZHANG Xue CHANG Xuanxuan YANG Xinguo CHEN Lin QIN Weichun ZHANG Bo NIU Jinshuai 《Journal of Arid Land》 SCIE CSCD 2024年第4期550-566,共17页
Vegetation restoration and reconstruction are effective approaches to desertification control and achieving social and economic sustainability in desert areas.However,the self-succession ability of native plants durin... Vegetation restoration and reconstruction are effective approaches to desertification control and achieving social and economic sustainability in desert areas.However,the self-succession ability of native plants during the later periods of vegetation restoration remains unclear.Therefore,this study was conducted to bridge the knowledge gap by investigating the regeneration dynamics of artificial forest under natural conditions.The information of seed rain and soil seed bank was collected and quantified from an artificial Caragana korshinskii Kom.forest in the Tengger Desert,China.The germination tests were conducted in a laboratory setting.The analysis of species quantity and diversity in seed rain and soil seed bank was conducted to assess the impact of different durations of sand fixation(60,40,and 20 a)on the progress of vegetation restoration and ecological conditions in artificial C.korshinskii forest.The results showed that the top three dominant plant species in seed rain were Echinops gmelinii Turcz.,Eragrostis minor Host.,and Agropyron mongolicum Keng.,and the top three dominant plant species in soil seed bank were E.minor,Chloris virgata Sw.,and E.gmelinii.As restoration period increased,the density of seed rain and soil seed bank increased first and then decreased.While for species richness,as restoration period increased,it gradually increased in seed rain but decreased in soil seed bank.There was a positive correlation between seed rain density and soil seed bank density among all the three restoration periods.The species similarity between seed rain or soil seed bank and aboveground vegetation decreased with the extension of restoration period.The shape of the seeds,specifically those with external appendages such as spines and crown hair,clearly had an effect on their dispersal,then resulting in lower seed density in soil seed bank.In addition,precipitation was a crucial factor in promoting rapid germination,also resulting in lower seed density in soil seed bank.Our findings provide valuable insights for guiding future interventions during the later periods of artificial C.korshinskii forest,such as sowing and restoration efforts using unmanned aerial vehicles. 展开更多
关键词 ecological restoration soil seed bank seed rain artificial forest vegetation desertification Caragana korshinskii Tengger Desert
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Application of Flipped Classroom Teaching Model Based on Micro-Course in Practical Training Teaching of Contact Lens Fitting Technology
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作者 Ying Zou 《Journal of Contemporary Educational Research》 2023年第9期98-104,共7页
Objective:This paper aims to study the application of flipped classroom teaching model based on micro-course in the practical training teaching of contact lens fitting technology.Methods:From September 21 to July 23,1... Objective:This paper aims to study the application of flipped classroom teaching model based on micro-course in the practical training teaching of contact lens fitting technology.Methods:From September 21 to July 23,120 students majoring in ophthalmology and optometry were selected and randomly divided into groups.The control group adopted the traditional teaching mode,and the study group adopted the flipped classroom teaching mode based on micro-course.Teaching scores and the skills,observation and judgment,adaptability,and communication skills were compared between the groups.Results:Statistical comparison of teaching scores under different management methods showed that the clinical thinking score and practice work quality in the study group were higher than those of the control group,and the effect of the study group was better(P<0.05).The overall scores of skills,observation and judgment,adaptability,and communication skills of the study group were better than those in the control group,and the comprehensive ability scores in the two groups were significantly different(P<0.05).Conclusion:In practical training teaching of contact lens fitting technology,the application of flipped classroom teaching based on micro-course can improve the skill scores of personnel,and the overall effect is good.This can lay the foundation for advanced ophthalmology and optometry talents with profound theoretical knowledge and professional skills. 展开更多
关键词 Contact lens fitting technology practical training and teaching Micro-course based Flipped classroom teaching APPLICATION
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Mesoscale and Microphysical Characteristics of a Double Rain Belt Event in South China on May 10–13,2022
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作者 郭照华 谌芸 +1 位作者 肖天贵 曾智琳 《Journal of Tropical Meteorology》 SCIE 2024年第1期61-75,共15页
A second rain belt sometimes occurs ahead of a frontal rain belt in the warm sector over coastal South China,leading to heavy precipitation.We examined the differences in the mesoscale characteristics and microphysics... A second rain belt sometimes occurs ahead of a frontal rain belt in the warm sector over coastal South China,leading to heavy precipitation.We examined the differences in the mesoscale characteristics and microphysics of the frontal and warm sector rain belts that occurred in South China on May 10–13,2022.The southern rain belt occurred in an environment with favorable mesoscale conditions but weak large-scale forcing.In contrast,the northern rain belt was related to low-level horizontal shear and the surface-level front.The interaction between the enhanced southeasterly winds and the rainfall-induced cold pool promoted the persistent growth of convection along the southern rain belt.The convective cell propagated east over the coastal area,where there was a large temperature gradient.The bow-shaped echo in this region may be closely related to the rear-inflow jet.By contrast,the initial convection of the northern rain belt was triggered along the front and the region of low-level horizontal shear,with mesoscale interactions between the enhanced warm-moist southeasterly airflow and the cold dome associated with the earlier rain.The terrain blocked the movement of the cold pool,resulting in the stagnation of the frontal convective cell at an early stage.Subsequently,a meso-γ-scale vortex formed during the rapid movement of the convective cell,corresponding to an enhancement of precipitation.The representative raindrop spectra for the southern rain belt were characterized by a greater number and higher density of raindrops than the northern rain belt,even though both resulted in comparable hourly rainfalls.These results help us better understand the characteristics of double rain belts over South China. 展开更多
关键词 double rain belts in South China mesoscale rainstorm cyclonic shear line cold pool bow-shaped echo microphysical characteristics
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Research on Practical Teaching of Ideological and Political Courses in Colleges and Universities and Collaborative Education in the Second Classroom
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作者 Luhua Xiao Pingping Liu Zimeng Li 《Journal of Contemporary Educational Research》 2024年第1期214-220,共7页
In today’s society,the need for talent training is of utmost importance due to rapid development.To achieve high-quality talent training,we need to focus on building a collaborative education mechanism.Practical teac... In today’s society,the need for talent training is of utmost importance due to rapid development.To achieve high-quality talent training,we need to focus on building a collaborative education mechanism.Practical teaching and the second classroom,which serve as important carriers of educational talents,must align their educational goals and complement each other.This article explores the collaborative education mechanism of the second classroom and practical teaching for the ideological and political courses in colleges and universities.It proposes reasonable construction measures to provide some guidelines for teaching work. 展开更多
关键词 Colleges and universities Ideological and political courses Practical teaching Second classroom Collaborative education
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Teaching Reform and Research of Data Structure Course Based on BOPPPS Model and Rain Classroom
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作者 Yongfen Wu Zhigang Li +1 位作者 Yong Li Yin Liu 《国际计算机前沿大会会议论文集》 2021年第2期410-418,共9页
Data structure is the core course for computer science majors.How to improve their‘computational thinking’ability is crucial and challenging in this course.To optimize the teaching effect,a classroom teaching model ... Data structure is the core course for computer science majors.How to improve their‘computational thinking’ability is crucial and challenging in this course.To optimize the teaching effect,a classroom teaching model is proposed.This model combines Yu Classroom online teaching tools,Chinese university MOOC teaching resources and BOPPPS model.The empirical experiment was implemented and the results showthat the comprehensive application of this teaching model helps to cultivate students’high-level cognitive ability of‘analysis,evaluation and creation’.It is proved the validity of this teaching model improve students’. 展开更多
关键词 BOPPPS model rain classroom Teaching design Data structure
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On Classroom Activities and the Training of Oral Communicative Competence of Students
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作者 章琦 《海外英语》 2011年第3X期31-32,共2页
This paper is on training the students' oral communicative competence. The author promotes the shortcomings of "listen and answer" activity, analyses and compares several classroom activities. This paper... This paper is on training the students' oral communicative competence. The author promotes the shortcomings of "listen and answer" activity, analyses and compares several classroom activities. This paper illustrates some problems in conducting these activates and solutions to them. Author proves that the ways can help students improve their oral communicative competence. 展开更多
关键词 ORAL COMMUNICATIVE COMPETENCE LISTENING and SPEAKING skills classroom COMMUNICATIVE activities
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Effectiveness of the combination of workshops and flipped classroom model to improve tube fixation training for nursing students
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作者 Yu-Cui Wang Hui-Lin Cheng +2 位作者 Yu-Mei Deng Bao-Qi Li Xue-Zhen Zhou 《World Journal of Clinical Cases》 SCIE 2022年第8期2447-2456,共10页
BACKGROUND Tube indwelling is a key procedure in modern medicine.Careful tube setup is necessary to prevent unplanned extubation.The training for tube fixation is timeand resource-consuming,and optimal modes of traini... BACKGROUND Tube indwelling is a key procedure in modern medicine.Careful tube setup is necessary to prevent unplanned extubation.The training for tube fixation is timeand resource-consuming,and optimal modes of training are currently being sought.Previous studies have compared workshops and flipped classroom models separately using conventional teaching strategies,but no study has examined a combination of both teaching models in nursing training.AIM To compare the effectiveness of workshops vs workshops combined with the flipped classroom model for improving tube fixation training for nursing students.METHODS This was a prospective cohort study.In this study,149 nurses who joined our hospital in 2019 underwent training using workshops combined with the flipped classroom model(experimental group),while 159 nurses who joined the hospital in 2018 received only workshop-based training(control group).The combination of workshops with the flipped classroom training model was divided into two modules:pre-class and in-class training.The participation of nurses in the training activities,onsite assessment of training,nurses’evaluation of their training,and related indicators of tube quality management were evaluated.RESULTS The average age of nurses in the control group was 22.94±0.94 years and that of nurses in the experimental group was 25.42±3.23 years(P<0.01).The qualified rate of after-class assessments for the experimental and control groups was 100.00%(average score:94.01±2.78 points)and 91.82%(average score:84.24±2.94 points),respectively(P<0.01).Most nurses in the experimental group completely agreed that the combined training was helpful to cultivate clinical thinking and independent learning ability and to master knowledge of tube fixation.In addition,the training content within the pre-class teaching video,pre-class tube atlas,pre-class main instructor guidance,in-class demonstration,and in-class practice was very informative.The experimental group had higher evaluation scores than the control group(4.88±0.38 vs 4.67±0.64;P<0.01).Comparison of tube quality management before and after training in 2018 to 2019 revealed that the unplanned ureteral tube removal rate dropped from 0.25‰to 0.06‰,the unplanned chest tube removal rate dropped from 1.07‰to 0.78‰,and the unplanned gastric tube removal rate dropped from 0.36‰to 0.17‰.The incidence rate of pressure ulcers caused by the tube decreased from 0.78‰to 0.45‰.CONCLUSION The combination of workshop and flipped classroom training is effective in improving tube fixation training of nurses,cultivating nurses’active learning abilities and clinical thinking,and improving the safety of the procedure. 展开更多
关键词 Flipped classroom teaching NURSING Tube fixation WORKSHOP
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基于“雨课堂”的植物生理学混合式教学设计与探索 被引量:1
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作者 肖继坪 杜晓翠 +2 位作者 陈疏影 董陈文华 李俊 《高教学刊》 2024年第1期103-106,共4页
随着多媒体工具和网络覆盖普及,基于互联网的在线教育愈加便捷,但其优势并未在高校的课程教学中得到体现和充分应用。该文针对植物生理学的学科特点和教学现状,充分利用线上教学资源,针对性地选择教学内容和方法,以学生为主体、教师为主... 随着多媒体工具和网络覆盖普及,基于互联网的在线教育愈加便捷,但其优势并未在高校的课程教学中得到体现和充分应用。该文针对植物生理学的学科特点和教学现状,充分利用线上教学资源,针对性地选择教学内容和方法,以学生为主体、教师为主导,基于“雨课堂”等教学平台进行线上线下混合式教学模式初探,以期利用有限的学时和丰富的线上教学资源,整合线上和线下教学的优势,通过有效的管理方式组织实施,为深化信息化教学改革、提高植物生理学的教学效果奠定基础。 展开更多
关键词 植物生理学 “雨课堂” 混合式教学 课程设计 组织实施
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Towards Robust Rain Removal with Unet
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作者 Boxia Hu Yaqi Sun +2 位作者 Yufei Yang Ze Ouyang Feng Zhang 《Computers, Materials & Continua》 SCIE EI 2023年第4期879-890,共12页
Image deraining has become a hot topic in the field of computervision. It is the process of removing rain streaks from an image to reconstructa high-quality background. This study aims at improving the performance ofi... Image deraining has become a hot topic in the field of computervision. It is the process of removing rain streaks from an image to reconstructa high-quality background. This study aims at improving the performance ofimage rain streak removal and reducing the disruptive effects caused by rain.To better fit the rain removal task, an innovative image deraining method isproposed, where a kernel prediction network with Unet++ is designed andused to filter rainy images, and rainy-day images are used to estimate thepixel-level kernel for rain removal. To minimize the gap between synthetic andreal data and improve the performance in real rainy image handling, a lossfunction and an effective data optimization method are suggested. In contrastwith other methods, the loss function consists of Structural Similarity Indexloss, edge loss, and L1 loss, and it is adopted to improve performance. Theproposed algorithm can improve the Peak Signal-to-Noise ratio by 1.3% whencompared to conventional approaches. Experimental results indicate that theproposed method can achieve a better efficiency and preserve more imagestructure than several classical methods. 展开更多
关键词 rain removal edge optimization ROBUST Unet++
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Predecessor Rain Events in the Yangtze River Delta Region Associated with South China Sea and Northwest Pacific Ocean(SCS-WNPO)Tropical Cyclones
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作者 Huiyan XU Xiaofan LI +1 位作者 Jinfang YIN Dengrong ZHANG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2023年第6期1021-1042,共22页
Predecessor rain events(PREs) in the Yangtze River Delta(YRD) region associated with the South China Sea and Northwest Pacific Ocean(SCS-WNPO) tropical cyclones(TCs) are investigated during the period from 2010 to 201... Predecessor rain events(PREs) in the Yangtze River Delta(YRD) region associated with the South China Sea and Northwest Pacific Ocean(SCS-WNPO) tropical cyclones(TCs) are investigated during the period from 2010 to 2019.Results indicate that approximately 10% of TCs making landfall in China produce PREs over the YRD region;however,they are seldom forecasted. PREs often occur over the YRD region when TCs begin to be active in the SCS-WNPO with westward paths, whilst the cold air is still existing or beginning to be present. PREs are more likely to peak in June and September. The distances between the PRE centers and the parent TC range from 900 to 1700 km. The median value of rain amounts and the median lifetime of PREs is approximately 200 mm and 24 h, respectively. Composite results suggest that PREs form in the equatorward jet-entrance region of the upper-level westerly jet(WJ), where a 925-hPa equivalent potential temperature ridge is located east of a 500-hPa trough. Deep moisture is transported from the TC vicinity to the remote PREs region. The ascent of this deep moist air in front of the 500-hPa trough and frontogenesis beneath the equatorward entrance region of the WJ is advantageous for the occurrence of PREs in the YRD region. The upper-level WJ may be affected by the subtropical high and westerly trough in the Northwest Pacific Ocean, and the occurrence of PREs may favor the maintenance of the upper-level WJ. The upper-level outflow of TCs in the SCS plays a secondary role. 展开更多
关键词 tropical cyclone heavy rain westerly trough upper-level jet stream
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Analysis, Variability and Rainfall Prediction in Sub-Saharan Africa: The Case of the Lake Guiers in Senegal
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作者 Abdou Arame Fall Saidou Ndao Aba Diop 《Open Journal of Ecology》 2023年第11期806-819,共14页
The aim of this article is to predict the rainfall evolution of a sub-Saharan area in which one of the most important freshwater resources is located: Lake Guiers. Characterized by short seasonal rains of three months... The aim of this article is to predict the rainfall evolution of a sub-Saharan area in which one of the most important freshwater resources is located: Lake Guiers. Characterized by short seasonal rains of three months, it experienced a long period of drought in the 1970s. We begin by analyzing the temporal distribution of the rainfall including the variability of the data, with a view to predicting a possible return. For this reason, we present here univariate modeling results of rainfall series collected on three stations in the area. The challenge lies in the adequacy of the parameters for the monthly rainfall series, which generates more or less significant forecast errors on the learning bases because of the missing data. This later motivated their conversion to moving average series. On the other hand, the normality of the latter seems to be rejected by the D’Agostino test. Student’s and Mann-Whitney’s tests confirmed the homogeneity. The autocorlograms show the presence of autoregressive terms in the data. Dickey-Fuller and Mann-Kendall tests reveal both trend and seasonality. The stationarity tests of Dickey-Fuller, Phillips-Perron and KPSS have shown that they are non-stationary. As a result, we did an ARIMA modeling method using the Box-Jenkins [1] method with the R software, which involves estimating model parameters, tests of significance, analysis of residualss, selection according to information criteria and forecasts. The results obtained during the learning-test phase showed a quasi-similarity of the base-tests in all the series except for that of Louga. 展开更多
关键词 Time Series rain TREND Stationarity RESIDUALS Model FORECAST
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