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Fine-Med-Mental-T&P:a dual-track approach for high-quality instructional datasets of mental disorders in traditional Chinese medicine
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作者 Yanbai Wei Xiaoshuo Jing Junfeng Yan 《Digital Chinese Medicine》 2026年第1期31-42,共12页
Objective To investigate methods for constructing a high-quality instructional dataset for traditional Chinese medicine(TCM)mental disorders and to validate its efficacy.Methods We proposed the Fine-Med-Mental-T&P... Objective To investigate methods for constructing a high-quality instructional dataset for traditional Chinese medicine(TCM)mental disorders and to validate its efficacy.Methods We proposed the Fine-Med-Mental-T&P methodology for constructing high-quality instruction datasets in TCM mental disorders.This approach integrates theoretical knowledge and practical case studies through a dual-track strategy.(i)Theoretical track:textbooks and guidelines on TCM mental disorders were manually segmented.Initial responses were generated using DeepSeek-V3,followed by refinement by the Qwen3-32B model to align the expression with human preferences.A screening algorithm was then applied to select 16000 high-quality instruction pairs.(ii)Practical track:starting from over 600 real clinical case seeds,diagnostic and therapeutic instruction pairs were generated using DeepSeek-V3 and subsequently screened through manual evaluation,resulting in 4000 high-quality practiceoriented instruction pairs.The integration of both tracks yielded the Med-Mental-Instruct-T&P dataset,comprising a total of 20000 instruction pairs.To validate the dataset’s effectiveness,three experimental evaluations(both manual and automated)were conducted:(i)comparative studies to compare the performance of models fine-tuned on different datasets;(ii)benchmarking to compare against mainstream TCM-specific large language models(LLMs);(iii)data ablation study to investigate the relationship between data volume and model performance.Results Experimental results demonstrate the superior performance of T&P-model finetuned on the Med-Mental-Instruct-T&P dataset.In the comparative study,the T&P-model significantly outperformed the baseline models trained solely on self-generated or purely human-curated baseline data.This superiority was evident in both automated metrics(ROUGEL>0.55)and expert manual evaluations(scoring above 7/10 across accuracy).In benchmark comparisons,the T&P-model also excelled against existing mainstream TCM LLMs(e.g.,HuatuoGPT and ZuoyiGPT).It showed particularly strong capabilities in handling diverse clinical presentations,including challenging disorders such as insomnia and coma,showcasing its robustness and versatility.Data ablation studies showed that T&P-model performance had an overall upward trend with minor fluctuations when training data increased from 10%to 50%;beyond 50%,performance improvement slowed significantly,with metrics plateauing and approaching a saturation point. 展开更多
关键词 Mental disorder Traditional Chinese medicine(TCM) instruction dataset construction instruction tuning Large language model
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Gradient-Guided Assembly Instruction Relocation for Adversarial Attacks Against Binary Code Similarity Detection
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作者 Ran Wei Hui Shu 《Computers, Materials & Continua》 2026年第1期1372-1394,共23页
Transformer-based models have significantly advanced binary code similarity detection(BCSD)by leveraging their semantic encoding capabilities for efficient function matching across diverse compilation settings.Althoug... Transformer-based models have significantly advanced binary code similarity detection(BCSD)by leveraging their semantic encoding capabilities for efficient function matching across diverse compilation settings.Although adversarial examples can strategically undermine the accuracy of BCSD models and protect critical code,existing techniques predominantly depend on inserting artificial instructions,which incur high computational costs and offer limited diversity of perturbations.To address these limitations,we propose AIMA,a novel gradient-guided assembly instruction relocation method.Our method decouples the detection model into tokenization,embedding,and encoding layers to enable efficient gradient computation.Since token IDs of instructions are discrete and nondifferentiable,we compute gradients in the continuous embedding space to evaluate the influence of each token.The most critical tokens are identified by calculating the L2 norm of their embedding gradients.We then establish a mapping between instructions and their corresponding tokens to aggregate token-level importance into instructionlevel significance.To maximize adversarial impact,a sliding window algorithm selects the most influential contiguous segments for relocation,ensuring optimal perturbation with minimal length.This approach efficiently locates critical code regions without expensive search operations.The selected segments are relocated outside their original function boundaries via a jump mechanism,which preserves runtime control flow and functionality while introducing“deletion”effects in the static instruction sequence.Extensive experiments show that AIMA reduces similarity scores by up to 35.8%in state-of-the-art BCSD models.When incorporated into training data,it also enhances model robustness,achieving a 5.9%improvement in AUROC. 展开更多
关键词 Assembly instruction relocation adversary attack binary code similarity detection
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Digital Chinese Medicine Instructions for Authors
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《Digital Chinese Medicine》 2026年第1期I0003-I0004,共2页
Submission Before submitting the manuscript,authors should carefully read the“Instructions for Authors”“Submission Walkthrough”available at the journal’s official website http://www.keaipublishing.com/dcmed under... Submission Before submitting the manuscript,authors should carefully read the“Instructions for Authors”“Submission Walkthrough”available at the journal’s official website http://www.keaipublishing.com/dcmed under the“Submission”menu.The manuscript should be accompanied by a cover letter from the author who will be responsible for correspondence.Peer-review and refereeing are made online and anonymously. 展开更多
关键词 submission walkthrough online submission peer review cover letter instructions authors journal s official website refereeing
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Effects of Problem-based English Writing Instruction on Thai Upper Secondary School Students' Critical Thinking Abilities and Argumentative Writing Skills
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作者 李轶博 《海外英语》 2016年第15期241-243,共3页
The objective of the study is to examine the effects of Problem based English writing instruction on Thai Upper secondary school students' critical thinking abilities and argumentative writing skill.In this study,... The objective of the study is to examine the effects of Problem based English writing instruction on Thai Upper secondary school students' critical thinking abilities and argumentative writing skill.In this study,the researcher constructed 18weeks' training in a prestigious secondary school M6 level.The instruments used in this research include lesson plans,writing assignments,instructional material and topics.Critical thinking pre- test and post test were used to measure students' critical thinking development.Scoring rubric was designed to measure students' argumentative writing development.The data were analyzed using mean,t-test,correlation through SPSS system.The results of the analyses reveal that 1) students who learn through Problem based English Writing Instruction gained significantly higher average scores on the critical thinking post test than the critical thinking pre-test at the significance level of 0.05 and the mean difference is 0.5 which is referred to large effect;2) students who learn through Problem based English Writing Instruction gained significantly higher average score on their fifth argumentative writing assignment than the average score of their first argumentative writing assignment at the significance level of 0.05,with the mean of the effect size at 0.84 which referred to large effect.Problem-based English writing instruction was proved to be an effective way in improving students' Critical thinking and argumentative writing. 展开更多
关键词 critical thinking argumentative writing problem-based learning
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基于PBL(Problem-based Learning)的初中英语读写整合教学 被引量:1
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作者 刘桂蓉 钱小芳 《英语学习(中英文)》 2025年第8期70-77,共8页
初中英语读写整合教学中常存在目标模糊、内容脱节的问题,导致学生的阅读停留于浅层,写作时缺乏读者意识,且难以结合生活实际进行表达。本文结合九年级读写整合教学课例,重点探讨以PBL(Problem-based Learning)为导向的读写整合教学策略... 初中英语读写整合教学中常存在目标模糊、内容脱节的问题,导致学生的阅读停留于浅层,写作时缺乏读者意识,且难以结合生活实际进行表达。本文结合九年级读写整合教学课例,重点探讨以PBL(Problem-based Learning)为导向的读写整合教学策略,包括:基于写作意义明确阅读意图;基于写作要点选择阅读内容;基于写作功能优化阅读策略。实践表明,这一教学策略能够有序、有度、有效地推进读写整合教学,提升学生的读写素养和问题解决能力,同时促进学生语言能力与思维能力的协同发展。 展开更多
关键词 problem-based Learning 基于问题探究的教学 初中英语 读写整合教学
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Concept Analysis of the Utilization of Artifacts in Nursing Practice Instruction
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作者 Takeshi Matsumoto 《Open Journal of Nursing》 2025年第1期21-29,共9页
This study aims to clarify the conceptual characteristics of artifact utilization in nursing practice instruction. Five selected articles were analyzed using the concept analysis method by Walker and Avant. The attrib... This study aims to clarify the conceptual characteristics of artifact utilization in nursing practice instruction. Five selected articles were analyzed using the concept analysis method by Walker and Avant. The attributes, antecedents, and consequences of the concept were extracted from the target literature. The analysis revealed two attributes (“connecting people to people” and “connecting people to objects”);two antecedents (“recognition of artifacts” and “selection of artifacts”);and two consequences (“designing a fulfilling learning environment” and “improving the quality of education”). The concept was defined as “promoting the utilization of artifacts by recognizing and selecting them, connecting people to people and people to objects, designing a fulfilling learning environment, and improving the quality of education”. 展开更多
关键词 ARTIFACTS Nursing Practice instruction Concept Analysis
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Combination of problem-based and team-based learning in clinical teaching of plastic and reconstructive surgery
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作者 Ya Gao Chiakang Ho +4 位作者 Dongsheng Wen Yangdan Liu Qingfeng Li Danning Zheng Yifan Zhang 《Chinese Journal of Plastic and Reconstructive Surgery》 2025年第4期217-219,共3页
Background:This study explored the value of integrating problem-based learning(PBL)and team-based learning(TBL)methods into plastic and reconstructive surgery clinical practice.By addressing the challenges faced in tr... Background:This study explored the value of integrating problem-based learning(PBL)and team-based learning(TBL)methods into plastic and reconstructive surgery clinical practice.By addressing the challenges faced in traditional teachings,this study aimed to enhance educational outcomes and prepare students for real-world surgical scenarios,thereby improving patient care in this specialized field.Methods:Fifty undergraduate students majoring in clinical medicine at the Shanghai Jiao Tong University School of Medicine were selected as research subjects.They were randomly divided into experimental and control groups.The experimental group received the combined PBL-TBL teaching method,whereas the control group received the traditional teaching.The teaching effect was evaluated based on student satisfaction and academic performance.Results:The student satisfaction in the experimental group was higher than that of the control group(P<0.05).Subjective scoring for academic performance by instructors was higher in the experimental group than in the control group(P<0.05).Conclusion:The PBL and TBL combination had a significant effect when applied in plastic and reconstructive surgery clinical practice. 展开更多
关键词 problem-based learning Team-based learning Plastic and reconstructive surgery Clinical practice
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A Visualization Analysis of Problem-Based Learning in Colleges Using VOSviewer
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作者 Ling Chen Peipei Tan Mohd Nazir Md Zabit 《Journal of Contemporary Educational Research》 2025年第1期97-109,共13页
In order to gain insight into the current research status and development trend of problem-based learning(PBL)in colleges and universities,this study employs the bibliometric method to conduct statistical and analytic... In order to gain insight into the current research status and development trend of problem-based learning(PBL)in colleges and universities,this study employs the bibliometric method to conduct statistical and analytical studies based on the examination of journal papers and review papers within the Web of Science(WOS)database.The objective is to provide a reference point for research in related fields.The findings indicate a sustained expansion in PBL research output at universities,with the United States accounting for most documents in the field,while European research institutions such as Aalborg University and Maastricht University are at the forefront.Nevertheless,the density of collaborative networks between authors is relatively low,and cross-institutional and interdisciplinary collaboration still requires further strengthening.The majority of research results are published in academic journals such as Academic Medicine and the International Journal of Sustainability in Higher Education.Presently,the focal point of PBL research in colleges and universities is undergoing a transition from a“single-discipline focus”to an“interdisciplinary integration.”This integration is profoundly intertwined with the nascent fields of modern educational technology and education for sustainable development,thereby offering a novel avenue for the advancement of pedagogical approaches and educational equity. 展开更多
关键词 problem-based learning Web of Science VOSviewer Visualization analysis
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Integration of Problem-Based Learning and Case-Based Learning in Chinese Endodontics Standard Resident Training
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作者 Lin Yang Lei Dou +2 位作者 Wanlu Lu Jie Xu Yi Shu 《Journal of Contemporary Educational Research》 2025年第10期329-334,共6页
As the most critical part of post-graduate education,the Chinese government launched Standard Resident Training in 2013 to solve the regional inequality of medical quality and meet the increasing social requirement fo... As the most critical part of post-graduate education,the Chinese government launched Standard Resident Training in 2013 to solve the regional inequality of medical quality and meet the increasing social requirement for better medical service.We integrated problem-based learning(PBL)and case-based learning(CBL)in the Endodontics Standard Resident Training.By evaluating with objective parameters including theoretical knowledge and clinical practice skill,and subjective parameters including questionnaire,it was found that PBL+CBL played a positive role in endodontic resident training with a significant difference(P<0.05).This combined training model is instructive for China’s resident training,and this result can provide a rudimentary reference to current postgraduate teaching reform. 展开更多
关键词 problem-based learning Case-based learning Postgraduate education Standard Resident Training ENDODONTICS
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The Magic Pot Listen carefully when someone gives instructions
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作者 Ruth Devlin 《空中英语教室(初级版.大家说英语)》 2025年第6期17-20,51,52,56,共7页
Find It What did the old woman give Lucy?Once upon a time,a poor girl named Lucy lived in a small village.She was kind and helped others when she could.But she and her mother were often very hungry because they were p... Find It What did the old woman give Lucy?Once upon a time,a poor girl named Lucy lived in a small village.She was kind and helped others when she could.But she and her mother were often very hungry because they were poor. 展开更多
关键词 MAGIC instructionS POT old LUCY woman
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Design of Application of Peer Instruction in Nursing Education for Dialysis Patients
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作者 Shilin Zou Qiuhong Yan +2 位作者 Juan Huang Huiqin Tao Jianmin Chen 《Journal of Clinical and Nursing Research》 2025年第9期265-270,共6页
The long-term quality of life of dialysis patients is closely linked to their self-management abilities,such as fluid intake control,medication compliance,and fistula care.Traditional health education models for dialy... The long-term quality of life of dialysis patients is closely linked to their self-management abilities,such as fluid intake control,medication compliance,and fistula care.Traditional health education models for dialysis patient care,characterized by one-way instruction and a lack of interaction,often result in low patient compliance and inadequate knowledge acquisition.Peer instruction,as a patient-centered educational strategy,leverages the emotional resonance of“shared experiences”and the demonstrative effect of peers,and has been proven effective in improving self-management behaviors among chronic disease patients.This study focuses on the dialysis patient population,integrating clinical practice and technological innovation to deeply analyze the application pathways,effectiveness,and challenges of peer instruction.It aims to provide new ideas and methods for enhancing the quality of nursing education for dialysis patients,thereby improving their knowledge acquisition,self-care abilities,treatment compliance,and overall quality of life. 展开更多
关键词 Peer instruction Dialysis patients Nursing education
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A Survey Research on the Current Status of the Integration of Qinghai’s Regional Culture into College English Instruction
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作者 Wenjing Zhang 《Journal of Contemporary Educational Research》 2025年第6期18-24,共7页
Language learning and cultural communication are inherently intertwined and mutually reinforcing.In the context of college English instruction,emphasizing“telling China’s stories well”aligns with the principles of ... Language learning and cultural communication are inherently intertwined and mutually reinforcing.In the context of college English instruction,emphasizing“telling China’s stories well”aligns with the principles of foreign language education and inevitably promotes cultural exchange and mutual understanding across different cultures through foreign language learning.Many researchers have explored ways of cultivating students’ability to communicate Chinese stories and spread Chinese culture in English.However,a few studies have been performed on exploring paths of incorporating regional culture into English language education.In particular,incorporating Qinghai’s indigenous cultural resources into college English teaching practice is rare.Therefore,a survey was conducted to ascertain the present situation concerning integrating Qinghai’s regional culture into college English teaching practice at Qinghai University.Based on the data from the survey,the present study discusses the results and implications obtained during the present teaching process and probes into practical strategies for the infiltration of Qinghai’s regional culture into college English teaching from the dimensions of curriculum,teaching materials,approaches,teachers’professional development,and teaching evaluation,intending to achieve the goals of language teaching and cultural education in the college English course. 展开更多
关键词 Regional culture College English instruction STRATEGIES
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Exploring Differentiated Instructional Strategies in Higher Education
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作者 Shan Xin 《Journal of Contemporary Educational Research》 2025年第7期183-187,共5页
This study explores differentiated instructional strategies in higher education,focusing on municipal universities in Beijing to address the needs of students requiring special academic and psychological support.Despi... This study explores differentiated instructional strategies in higher education,focusing on municipal universities in Beijing to address the needs of students requiring special academic and psychological support.Despite standardized cultivation frameworks in universities,significant variations persist among undergraduates in academic planning,cognitive traits,and psychological profiles.A minority of students face challenges due to cognitive misjudgments(e.g.,unrealistic self-assessment),goal fixation(e.g.,excessive focus on postgraduate exams or studying abroad),psychological barriers(e.g.,social withdrawal),or mental health crises,which hinder their academic integration and personal development.Universities must adopt flexible,compliance-oriented differentiated instruction within standardized frameworks to support at-risk students.Strategies should balance personalized interventions with institutional fairness,ensuring equitable opportunities for all students while safeguarding academic integrity. 展开更多
关键词 Differentiated instruction Mental health Personalized support Home-school collaboration
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Digital Chinese Medicine Instructions for Authors
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《Digital Chinese Medicine》 2025年第4期I0002-I0003,共2页
Submission Before submitting the manuscript,authors should carefully read the“Instructions for Authors”“Submission Walkthrough”available at the journal's official website http://www.keaipublishing.com/dcmed un... Submission Before submitting the manuscript,authors should carefully read the“Instructions for Authors”“Submission Walkthrough”available at the journal's official website http://www.keaipublishing.com/dcmed under the“Submission”menu.The manuscript should be accompanied by a cover letter from the author who will be responsible for correspondence.Peer-review and refereeing are made online and anonymously. 展开更多
关键词 submission walkthrough peer review cover letter instructions authors refereeing
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Exploring the Impact of AI-Enhanced Classroom Instruction on Learning Outcomes of College Students
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作者 Bing Li 《Journal of Electronic Research and Application》 2025年第3期77-81,共5页
In recent years,artificial intelligence(AI)has been increasingly integrated into educational settings worldwide.This study aims to explore the effectiveness of AI classroom teaching for Chinese undergraduate students,... In recent years,artificial intelligence(AI)has been increasingly integrated into educational settings worldwide.This study aims to explore the effectiveness of AI classroom teaching for Chinese undergraduate students,focusing on its influence on learning outcomes and student engagement.The research uses a quantitative approach,utilizing surveys and academic performance data to evaluate two main objectives:(1)the impact of AI teaching methods on academic performance compared to traditional instruction;(2)the level of student engagement and satisfaction with AI-based learning tools.The study sample includes undergraduate students from multiple universities in China,allowing for a diverse representation of various disciplines.Data will be collected through standardized tests,questionnaires,and academic records,ensuring the reliability and validity of the results.The findings will provide insights into the potential advantages and challenges of AI integration in higher education and inform future strategies for adopting AI in Chinese classrooms.By exploring both the academic and practical aspects of AI-driven education,this research aims to contribute valuable knowledge to the growing field of AI in education,particularly in the context of Chinese higher education.The results are expected to have implications for educators,policymakers,and AI developers interested in enhancing the effectiveness of educational technologies. 展开更多
关键词 AI-enhanced classroom instruction Learning outcome College students ENGAGEMENT
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The Value of Vestibular Rehabilitation Training Instruction in the Treatment of Sudden Deafness Accompanied by Vertigo
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作者 Tingting Jiang Xiaorong Yang +3 位作者 Juxiang Shang Juan Yao Ruiqi Li Zhiquan Peng 《Journal of Clinical and Nursing Research》 2025年第11期286-292,共7页
Objective:To analyze the necessity and effectiveness of vestibular rehabilitation training instruction in the treatment of sudden deafness accompanied by vertigo.Methods:Sixty medical staff who learned the treatment m... Objective:To analyze the necessity and effectiveness of vestibular rehabilitation training instruction in the treatment of sudden deafness accompanied by vertigo.Methods:Sixty medical staff who learned the treatment methods for sudden deafness accompanied by vertigo(vestibular rehabilitation training)from January 2024 to February 2025 were selected as the research subjects.They were divided into two groups according to the time of study:the control group,who participated in the training teaching first,and the observation group,who participated later.Each group had 30 people.The control group received conventional training,while the observation group underwent continuous quality improvement.The effects and assessment results of different teaching methods were compared.Results:The theoretical and practical assessment scores of medical staff in the observation group were higher than those in the control group(p<0.05);the satisfaction of medical staff in the observation group with the teaching mode was higher than that in the control group(p<0.05).Conclusion:Vestibular rehabilitation training has significant effects on sudden deafness accompanied by vertigo.Training medical staff not only enhances their understanding of training methods but also enables them to provide specialized guidance to patients,improving their vertigo condition. 展开更多
关键词 Vestibular rehabilitation training instruction Sudden deafness VERTIGO
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Digital Chinese Medicine Instructions for Authors
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《Digital Chinese Medicine》 2025年第2期I0053-I0054,共2页
Submission Before submitting the manuscript,authors should carefully read the“Instructions for Authors”“Submission Walkthrough”available at the journal's official website http://www.keaipublishing.com/dcmed un... Submission Before submitting the manuscript,authors should carefully read the“Instructions for Authors”“Submission Walkthrough”available at the journal's official website http://www.keaipublishing.com/dcmed under the“Submission”menu.The manuscript should be accompanied by a cover letter from the author who will be responsible for correspondence.Peer-review and refereeing are made online and anonymously. 展开更多
关键词 submission walkthrough peer review cover letter instructions authors refereeing
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Exploration of Physical Training Pathways in College Tennis Instruction
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作者 Gongyu Zhang 《Journal of Contemporary Educational Research》 2025年第10期31-36,共6页
Tennis,a popular sport in colleges and universities,is deeply loved by teachers and students.However,due to its high physical demands,technical difficulty,and other characteristics,it requires a high level of physical... Tennis,a popular sport in colleges and universities,is deeply loved by teachers and students.However,due to its high physical demands,technical difficulty,and other characteristics,it requires a high level of physical fitness.Compared to competitive tennis,although college tennis instruction may lack competitiveness and involve lower exercise intensity,it still necessitates regular physical training to enhance body coordination,balance,and agility.This can help students stay physically fit while avoiding injuries.This article explores the content of physical training in college tennis instruction,clarifies the important role of physical training,and summarizes a series of physical training pathways to provide reference support for physical training in college tennis instruction. 展开更多
关键词 Colleges and universities Tennis instruction Physical training Physical endurance
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Instructional Modules for Constructivist Environmental Learning in Science,Technology and Society(STS)Subject
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作者 Randy M.Ayong 《Journal of Environmental & Earth Sciences》 2025年第4期126-137,共12页
Modules enable students to engage with content at their own pace,fostering autonomy and deeper understanding.The modular approach ensures clarity in presenting objectives,instructions,and concepts,while having illustr... Modules enable students to engage with content at their own pace,fostering autonomy and deeper understanding.The modular approach ensures clarity in presenting objectives,instructions,and concepts,while having illustrations,activities,and assessments could enhance comprehension and retention.This paper was a developmental study on STS module for college students using the ADDIE Model(Analysis,Design,Development,Implementation,and Evaluation).Sampled 673 first-year students from Northwest Samar State University participated in the study,with 299 participating in a test try-out and 374 in the students’performance evaluation.Three expert evaluators with backgrounds in science,English,and psychology,each with over four years of experience,assessed the modules to ensure alignment with the study’s constructivist learning goals and instructional integrity.The findings revealed that both students and experts had rated the instructional module positively,indicating its effectiveness in facilitating learning and completing lessons.Key aspects such as the style of illustrations and written expressions,the usefulness of learning activities,and the guidance provided by illustrations and captions were especially well-received.The module was praised for its clear objectives,understandable instructions,and engaging tasks like trivia and puzzles.Expert evaluations highlighted relevance,simplicity,and balanced emphasis on topics in the module content.Furthermore,students in test group demonstrated significant improvement in performance,with post-test scores notably higher than pre-test scores,confirming the module’s effectiveness in enhancing learning outcomes.Consequently,this paper provides an opportunity to integrate science learning with initiatives aimed at promoting environmental preservation and driving social change. 展开更多
关键词 instructional Module Environmental Topics Higher Education Curriculum Development Environmental Education
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