Short Text Mining for Classifying Educational Objectives and Outcomes

Most of the international accreditation bodies in engineering education(e.g.,ABET)and outcome-based educational systems have based their assess-ments on learning outcomes and program educational objectives.However,map-ping program educational objectives(PEOs)to student outcomes(SOs)is a challenging and time-consuming task,especially for a new program which is applying for ABET-EAC(American Board for Engineering and Technology the American Board for Engineering and Technology—Engineering Accreditation Commission)accreditation.In addition,ABET needs to automatically ensure that the mapping(classification)is reasonable and correct.The classification also plays a vital role in the assessment of students’learning.Since the PEOs are expressed as short text,they do not contain enough semantic meaning and information,and consequently they suffer from high sparseness,multidimensionality and the curse of dimensionality.In this work,a novel associative short text classification tech-nique is proposed to map PEOs to SOs.The datasets are extracted from 152 self-study reports(SSRs)that were produced in operational settings in an engineering program accredited by ABET-EAC.The datasets are processed and transformed into a representational form appropriate for association rule mining.The extracted rules are utilized as delegate classifiers to map PEOs to SOs.The proposed asso-ciative classification of the mapping of PEOs to SOs has shown promising results,which can simplify the classification of short text and avoid many problems caused by enriching short text based on external resources that are not related or relevant to the dataset.

Achieve Intended Learning Outcomes and Improving Digital Literacy Skills for Practical-Based Subjects Using Online Teaching via Propagation of OER Materials

As professors are subjected to teaching their classes online due to the recent COVID-19, our local Hong Kong students find it difficult to consult their teachers, and ultimately would fail to achieve the intended learning outcomes, especially for practical-based subjects. In this research, students having online classes of a practical-based fabric design subject were encouraged to self-study from Open Educational Resource (OER) materials for a further and better understanding of their subject. Additionally, online materials were developed to improve students’ understanding via skill of digital literacy. Their learning progress was evaluated and compared to the face-to-face version. The majority of students found online classes combined with self-studying OER materials, potentially be a substitute for face-to-face classes. Most of the students further opined different OER videos assisted them without any face-to-face instructions in practical works, to develop new fabric samples from the inspiration. Analysis of test results, and comparison of students’ final grades with different learning modes, supported these phenomena.

Continuous ambulatory peritoneal dialysis telemonitoring and education:A scoping review

The risk of peritonitis complications in continuous ambulatory peritoneal dialysis(CAPD)can be prevented or reduced by providing proper education and continuous monitoring.Telemedicine and telemonitoring are methods that enable remote monitoring and patient care.This study aimed to determine the success and factors affecting telemonitoring in CAPD patient care.This study is a scoping review(ScR)using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses-ScR method.Article searches were carried out on ProQuest,PubMed,and ScienceDirect with a time range of 2018-2023.Data extraction was performed regarding knowledge level,quality of life,clinical outcomes(peritonitis),and risk of hospitalization.Of the 12 articles and studies included,6 articles were related to the effect of telemonitoring on CAPD patient outcomes,and 6 articles were associated with the effect of education on CAPD patient outcomes.Education provided to patients can improve patient understanding of therapeutic modalities for renal disorders,reduce the potential for peritonitis and dialysis complications,and improve the quality of life of patients with CAPD.CAPD patients who received telemonitoring had a better quality of life,good clinical outcomes,and a lower risk of hospitalization than those who did not receive telemonitoring and had fewer health-care visits.In summary,the implementation of telemonitoring and education in chronic kidney disease patients with CAPD modality therapy has been proven effective in improving quality of life and reducing dialysis-related risks.

A Research of the Course “Taishan Cultural Communication with the World” under Blended Learning Model and Outcome-Based Education Concept

The course “Taishan Cultural Communication with the World” has been online and offline teaching and learning for two terms based on the theoretical ideas: Blended Learning and Outcome-Based Education. This paper uses the data from one semester to state how to carry out the program and the good results. At the same time disadvantages are also the points that should be taken into consideration. From the teaching and learning practice, students have benefited from the online videos, complementary materials and discussions;they need to be guided as well, especially the guidance offline to make up. Furthermore, the balance of time online and offline is a great challenge.

Impact of Relaxation and Group Psycho-Education on Health Outcomes Using Integrated Care Models and Quality Improvement

The purpose of this Integrated Care Practice Change and Quality Improvement (ICPCQI) initiative was to evaluate the impact of wellness and relaxation and group psycho-education on health out-comes in an integrated care setting. Individuals diagnosed with mental illness and a co-occurring chronic medical condition participated in the ICPCQI initiatives which were run by peer support and wellness experts in an integrated care setting over the one-year project implementation period. Evaluation of outcome measures revealed an overall decline of 8.3% (p < 0.0001) and 7.3% (p < 0.0001) in the average systolic and diastolic blood pressure respectively. There was a 12.3% (p = 0.02) reduction on the average PHQ-9 scores. GAD-7 (p = 0.9) scores had a mean reduction of 1.5%. These preliminary results suggest that the evidence-based ICPCQI initiatives positively impact health outcomes among individuals with mental illness and chronic medical conditions.

Application of self-care based on full-course individualized health education in patients with chronic heart failure and its influencing factors

BACKGROUND The treatment of heart failure not only needs to relieve the clinical symptoms and improve the quality of life for patients but also needs to select scientific and reasonable ways to prevent or delay the progression of the disease,thus reducing the mortality and hospitalization rate.Although the previous regimen can effectively relieve symptoms in the early stage of treatment,long-term use may cause adverse events,such as arrhythmia,and even increase mortality.Therefore,conventional treatment cannot meet the actual health needs of patients,and scientific nursing intervention is very necessary.AIM To investigate the application of self-care based on full-course individualized health education (FCIHE) and its influencing factors in patients with chronic heart failure (CHF).METHODS We enrolled CHF patients who were admitted to our center between September 2015 and June 2016 and divided them into an intervention group (n = 50) and control group (n = 50) using a random number table.Routine nursing care was applied to the control group,and FCIHE was offered to the intervention group.The self-care behavior,6-min walking distance (6MWD),and 36-item short form health survey (SF-36) scores were compared between the two groups.The influencing factors of the self-care were also analyzed.RESULTS The 6MWD was not significantly different between the two groups at admission (P > 0.05);however,at 3 and 6 mo after discharge,6MWD was significantly increased,and it was significantly longer in the intervention group (P < 0.05).The scores for self-care behavior showed no significant difference at admission between the two groups (P > 0.05);however,at 3 and 6 mo after discharge,the total scores for self-care maintenance,management,confidence,and behavior of the intervention group were significantly higher than those of the control group (P < 0.05).There were no significant differences in the SF-36 scores at admission (P > 0.05);however,at 3 mo and 6 mo after discharge,the scores for all eight subscales,including physical functioning,role limitations due to physical problems,bodily pain,general health perceptions,vitality,social functioning,role-limitations due to emotional problems,and mental health,were significantly higher in the intervention group (P < 0.05).As shown by logistic regression analysis,the influencing factors of self-care mainly included age,cardiac function class,and education background (odds ratio > 1;all P < 0.05).CONCLUSION FCIHE improved self-care behavior and cardiac function in CHF patients.Age,cardiac function,and education level affected the implementation of self-care among CHF patients.

Simulation-a new educational paradigm?

Simulation is a modem educational tool that has recently gained in the field of medical education. The use of simulation continues to expand, and studies evaluating the effectiveness of simulation-based medical education are ongoing. The history of medical education and adult educational theory are reviewed, and the details of effective simulation techniques are described. Finally, outcomes of simulation-based medical education are summarized.

The Application of Digital Teaching Resources in Higher Education and Its Impact on Learning Outcomes

The integration of digital teaching resources in higher education has become increasingly prevalent,offering transformative potential for teaching and learning.This study employed a mixed-methods approach to investigate the application and impact of digital resources on learning outcomes within higher education settings.Quantitative data from surveys indicated a positive correlation between digital resource usage and learning motivation,with students demonstrating higher knowledge retention and engagement levels.Qualitative interviews highlighted themes such as personalization,engagement,and the challenges of the digital divide and professional development needs.The research underscores the importance of strategic integration,equitable access,and ongoing support for educators and students.Recommendations for higher education institutions and policy makers include improving digital access,fostering a culture of innovation,and providing professional development opportunities.The study also identifies areas for future research,such as the long-term impact of digital resources and the potential of emerging technologies.

Learning outcomes of nursing curriculum in Turkey:a cross-sectional study

Objective:To assess the nursing curriculum and point out learning outcomes in Turkey.Methods:A cross-sectional design was used in this study.This study was conducted between May and June 2017 from 23 undergraduate nursing schools'education programs for one education and academic year's curriculum.The public information of the universities collected from their web sites and learning outcomes of the schools were classified as cognitive,psychomotor,and affective domains.Results:It appears that half of the basic nursing courses are in the psychomotor domain,and the majority of basic medical sciences courses are in the cognitive domain.Learning outcomes about the affective domain mostly take place in basic nursing courses.Conclusions:The findings of the results of this study can provide insight into current nursing education and guide new curricula to be developed.

Using the Technology Acceptance Model to Analyze the Learning Outcome of Open Education Resources

Along with the development of information and communications technology,open educational resources were widely applied in training usage.The use of these resources facilitates the access to knowledge by enabling learners to transcend time and space.In this way,learners are able to obtain new knowledge more actively and efficiently than before.Using Technology Acceptance Model(TAM)as the theoretical foundation,this study aims to explore the learning outcome of using open educational resources with the perceived convenience as the external variable.In this study,the open educational resources were defined as online courses on the Open Course Ware(OCW)and Massive Open Online Courses(MOOCs),on which the learners choose courses themselves and study without the impact from people,matters,time,space,and things with the help of the Internet.To achieve the objectives of the study,the researchers conducted a survey with the participants who had already used the open educational resources.In total,124 valid samples were collected.The Partial Least Squares(PLS)statistical method was used to carry out the analysis.Overall,the model of this study has good prediction and explanatory power.After the data analysis,the study found that the perceived convenience exerts a positive impact on the use of the open educational resources.In addition,among the four TAM variables,the perceived usefulness does not exert a significant impact on the behavioral intention to use,but the other three TAM variables all have a significant impact on the behavioral intention.

Guarantee of Individualized Education Right for Children with Disabilities in China: A Study on the Compulsory Education Stage

The Regulation on the Education of Persons with Disabilities, which came into effect in 2017, stipulates for the first time disabled children’s right to individualized education, clarifies the subjects who determine and influence the individualized education that disabled children receive, and determines the procedures for disabled children to receive individualized education. However, compared to the subjects that determine disabled children’s right to individualized education and procedural provisions as stipulated in the U.S. laws such as the Individuals with Disabilities Education Act of 1990, the Regulation on the Education of Persons with Disabilities in China has some problems, including inadequate participation of disabled children and their parents and incomplete relief settlement mechanism. China should further improve the legal provisions relating to disabled children’s right to individualized education, and safeguard the right of participation and the right to relief of disabled children and their parents.

A Meta-analysis of the Effect of the Sandwich Teaching Model on the Learning Outcomes of Nursing Students

Objective:To evaluate the effect of the sandwich teaching model on the learning effect of nursing students.Methods:The Chinese and English databases of CNKI,WanFang,Vip,superstar,and PubMed were searched by computer,and the data were analyzed by Rev Man 5.3 software after literature quality evaluation.Results:Meta-analysis showed that the theoretical and operational performance of the nursing students in the sandwich teaching method was better than that of the traditional teaching group.Conclusion:The sandwich approach was superior to the traditional teaching method in the learning outcomes of nursing students.

Do Learners' Preferred Learning Styles Affect Learning Outcomes and Satisfaction in PLE: A Pilot Study of the Supervised-PLE-IELTS Platform

Personal Learning Environment(PLE)enables a knowledge-based,learner-centered lifelong learning which could be successfully integrated with formal education when taking educators’supervision into consideration.But do learners’preferred Learning Styles matter in PLE?To investigate the relationship among learners’Learning Styles,learning outcomes and satisfaction towards the PLE platform,the study constructed and applied a supervised-PLE-IELTS platform.57 sophomores majored in Business in Wenzhou University took part in a 16-week project.Data were collected by Honey and Mumford’s Learning Styles questionnaire for the Learning Styles,post-test of IELTS reading,listening and vocabulary for the cognitive learning outcomes,and Distance Education Learning Environments Survey(DELES)for the satisfaction towards the PLE platform.The results showed:(1)Learning Styles have positive relationship with the cognitive learning achievements in PLE;(2)Learning Styles had no direct effect on satisfaction,and learners of all Learning Styles enjoyed PLE-IELTS platform;and(3)learners who spent more time on PLE platform achieved better cognitive learning outcomes.The paper shed light on the future construction of supervised-PLEs.

Flexner has fallen:Transitions in medical education system across time,a gradual return to pre-Flexnerian state(de-Flexnerization)

The modern medical education system has gradually evolved starting from 1910 incorporating the suggestions by Abraham Flexner,his public disclosure of the poor conditions at many medical schools provided a means to galvanize all the constituencies needed for reform to occur.He could say what other reformers could not,due to their links to the medical education community.But now we are again going back to a pre-Flexnerian state due to multiple reasons such as gradually diminishing importance of basic science subjects for the students,the decline in the number and quality of investigator initiated research among clinical researchers,lesser emphasis to bedside training by means of detailed clinical examination and making appropriate observation of signs to reach to a diagnosis rather than over reliance on the laboratory tests and radiological modalities for the diagnosis,poor exposure to basic clinical skills starting from college throughout residency and the trend of disrespect and absenteeism from both theoretical and clinical/practical classes.The attitude of students is just to complete their required attendance so that they are not barred from appearing in examinations.This de-Flexnerization trend and regression to pre-Flexnerian era standards,ideologies,structures,processes,and attitudes,are bound to beget pre-Flexnerian outcomes,for you get what you designed for.

Chinese nursing postgraduates'views on implementing outcome-oriented academic English course:a descriptive study

Background:According to previous studies on professional English course teaching,the evaluation of course teaching was positive,but the vast majorities focus on medical English literature reading,professional English vocabulary,and professional English translation.As an alternative,the course design based on academic learning needs under the outcome-oriented education/model emphasizes the improvement of students'comprehensive ability in oral expression,literature reading,writing,and academic communication.Objectives:The objective of this study was to analyze nursing postgraduates'opinions on learning the outcome-oriented academic English course.Methods:This is a cross-sectional descriptive study.A total of 150 first-year nursing postgraduates enrolled in the“Academic Professional English for Nursing Postgraduates”course.After completing the course learning,students scanned QR codes generated by the online questionnaire and completed it anonymously within 48 h.Results:The students who participated in this course strongly believed that it“helped them strengthen their English speakability”(4.8 points),“made them more confident to participate in international academic conferences and exchanges in the future”(4.8 points),and“helped them apply English more in the nursing professional field in the future”(4.7 points).Conclusions:The implementation of outcome-oriented course teaching helps students to understand the research of foreign scholars and effectively express their own research content with English as a tool.It motivates them to continuously use English for professional and academic communication.

基于OBE理念的药物临床试验课程教学改革研究

首都医科大学将成果导向型教学(OBE)理念引入药物临床试验课程教学改革中。教师针对课程教学内容更新速度快、教学方式传统陈旧、考评模式较为单一等普遍存在的问题,以学生为中心组织和引导教学过程,优化教学大纲、改善教学方法、提升自身教学能力、完善学生评价体系,有效提升了教学产出和学生的创新性学习能力,可为相关课程教学改革提供借鉴。

OBE理念下自动化一流本科专业课程教学改革与实践

成果导向教育(OBE)的课程教学是一流专业建设和人才培养改革的本质。针对自动化专业课程教学改革的需求,该文通过修订课程教学大纲,明确课程目标、课程资源、教学内容和考核评价等,并采取“导、学、教、练、思、考、评”的多元化教学过程,提升学生解决复杂工程问题的能力。自动控制原理课程教学改革与实践表明,OBE理念是提升学生学习效果的有效途径,取得显著效果。

基于OBE教学理念的中药鉴定学教学设计与教学评价研究

该研究基于学习成果为导向的教育理念,以宁夏医科大学在线学习平台中药鉴定学课程网站为平台,以实现“传统课堂+在线学习平台+实践”三位一体的中药鉴定学在线开放课程建设为目标,根据课程内容,构建课程讲义、理论教学视频、实践操作视频、执业药师考试真题和技能大赛等系统性、整体性特点的教学资源,进行课程建设。引导学生线上自学,实施线上/线下混合式教学。在知识与实践结合的过程中,将实际中可能遇到的问题进行模拟、讨论,既培养学生合作精神,又锻炼学生灵活运用的能力。

OBE理念融入课程思政构建基础医学总论的效果初探

基于社会需求以培养德才兼备的医学生为成果导向教育(outcome-based education,OBE)融入课程思政构建基础医学总论提供了基础。基础医学总论是内蒙古医科大学五年制临床医学专业卓越医师教改班开设的第一门基础医学课程,具有学时多,教学内容多且不系统,课程难度大的特性。以线上和线下教学平台为载体,基于OBE理念融入课程思政以调整教学方法和手段,为国家培养能肩负“健康所系、性命相托”职责的医学人才,使医学生既具有精湛的医技,还具有“敬畏生命、仁爱至善、坚韧尚行”的医者精神。基于OBE理念融入课程思政构建基础医学总论,克服了学生的学习畏难情绪,增强了教学效果,利于培养德才兼备的医学生。本研究可为今后医学课程教学改革提供参考。

基于教育数字化构建学习型社会和学习型大国:现实逻辑、内涵要义及发展路向

学习型社会建设是我国实现教育现代化和全面建设社会主义现代化国家的必然要求。“二十大”报告提出“推进教育数字化,建设全民终身学习的学习型社会、学习型大国”,从宏观政策层面为我国指明了建设中国式学习型社会的战略方向。“二十大”报告关于学习型社会建设的要求是基于人与学习关系深化、教育与学习观念变革、经济社会发展客观需要等历史背景提出来的,其本质核心是建设服务全民终身学习的学习型社会,价值目标是建立中国特色的学习型大国,方法支撑是教育数字化技术的全面应用。为适应时代发展需要,提出了数字化学习型社会建设理念,并从文化意识引导、数字技术应用、强化治理监测等维度提出实施建议,期望为我国加快建设全民终身学习的学习型社会进程提供策略参考。