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EFFECTS OF EMOTIONAL EXHAUSTION ON DELIVERY OF PROFESSIONALS FUNCTIONS IN UASIN GISHU COUNTY 情绪衰竭对瓦辛吉苏县专业人员履行职能的影响
Pub Date : 2024-05-25 DOI: 10.36713/epra16949
Martha Jepkemboi Tubei, Dr. Michael Kimotho, Dr. Jennifer Munyua
The purpose of this study was to find out the effects of emotional exhaustion have on delivery of professional functions among university lecturers in Uasin Gishu County, kenya. The study adopted the Multidimensional Theory of burnout by Christina Maslach (1946). The study used embedded research design in the mixed method and phenomenological approach. The target population included all universities, all lecturers, and all counselors. Simple random sampling was used to select 2 public universities and Purposive sampling was used to sample 1 private university. Simple random sampling technique was used to sample 178 lecturers. Three counselors were sampled using purposive sampling from the sampled universities. Qualitative research was analyzed in theme derived from the research questions while quantitative data was coded and analyzed using the Statistical Package for Social Science Version 26.0.using descriptive statistics and presented using frequencies and percentages. The hypotheses were tested using linear and multiple regressions. Findings on the hypotheses established that emotional exhaustion, F (1, 95) = 4.435, p =0.038, had statistically significant relationship with the delivery of professional functions. The study will be beneficial to the Ministry of Education, university lecturers and the counsellors. The study recommends that university administrations regularize the workload and working schedules to ensure that lecturers are not overwhelmed by workload to reduce work burnout.KEYWORDS: Emotional Exhaustion, Delivery, Professional Functions, Phenomenological Approach
本研究旨在找出情绪衰竭对肯尼亚乌辛吉舒县大学讲师履行专业职能的影响。研究采用了 Christina Maslach(1946 年)提出的职业倦怠多维理论。研究采用了混合方法和现象学方法中的嵌入式研究设计。目标人群包括所有大学、所有讲师和所有辅导员。研究采用简单随机抽样法抽取了 2 所公立大学,采用目的抽样法抽取了 1 所私立大学。简单随机抽样技术抽取了 178 名讲师。使用目的性抽样从被抽样的大学中抽取了 3 名辅导员。定性研究以从研究问题中得出的主题进行分析,定量数据则使用社会科学统计软件包 26.0 版进行编码和分析,使用描述性统计并以频率和百分比表示。使用线性回归和多元回归对假设进行了检验。假设结果表明,情绪衰竭(F(1,95)=4.435,P=0.038)与专业职能的履行有显著的统计学关系。这项研究将有益于教育部、大学讲师和辅导员。研究建议大学管理部门规范工作量和工作时间表,以确保讲师不被工作量压垮,从而减少工作倦怠。 关键词:情感枯竭;履行;专业职能;现象学方法
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引用次数: 0
PREDICTIVE MODELING FOR LOAN APPROVAL: A MACHINE LEARNING APPROACH 贷款审批预测模型:一种机器学习方法
Pub Date : 2024-05-25 DOI: 10.36713/epra17042
Valmiki Sarath Kumar, K. Vijayalakshmi
Exploring machine learning approaches to enhance the effectiveness and precision of procedures related to bank loan approval. This investigation encompasses various methods such as logistic regression, decision trees, linear regression, as well as GaussianNB, Random Forest, and SVM. Utilizing a substantial dataset containing past loan applications and diverse applicant attributes like demographics, credit scores, income levels, and employment histories. The research endeavors to evaluate the recall, accuracy, precision, and F1-score metrics of various algorithms. Additionally, it investigates the interpretability and transparency of machine learning models to offer further insight into the variables affecting decisions on loan acceptance. The study emphasizes the efficacy of logistic regression, which outperformed SVM (77%), GaussianNB (78%), random forests (78%), and decision trees (69%), achieving the highest accuracy of 80% in loan approval. By implementing this model, we can enhance ML-driven loan approval processes within the banking industry, thereby elevating decision-making standards and enhancing consumer satisfaction.KEYWORDS— Machine Learning Algorithms, Loan Approval, LogisticRegression, DecisionTree, Linear Regression, GaussianNB, RandomForest, SupportVectorMachine (SVM), Decision-Making,
探索机器学习方法,提高银行贷款审批相关程序的有效性和精确性。这项研究包括各种方法,如逻辑回归、决策树、线性回归以及高斯NB、随机森林和SVM。研究利用了一个包含过往贷款申请和不同申请人属性(如人口统计学、信用评分、收入水平和就业历史)的大量数据集。研究致力于评估各种算法的召回率、准确率、精确度和 F1 分数指标。此外,研究还调查了机器学习模型的可解释性和透明度,以进一步深入了解影响贷款接受决策的变量。研究强调了逻辑回归的功效,其表现优于 SVM(77%)、GaussianNB(78%)、随机森林(78%)和决策树(69%),在贷款审批方面达到了 80% 的最高准确率。通过实施该模型,我们可以在银行业内加强以 ML 为驱动的贷款审批流程,从而提升决策标准并提高消费者满意度。关键词:机器学习算法;贷款审批;逻辑回归;决策树;线性回归;高斯 NB;随机森林;支持向量机(SVM);决策、
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引用次数: 0
WALKING IN THEIR SHOES: A PHENOMENOLOGICAL STUDY OF THE LIVED EXPERIENCES OF TEACHERS MANAGING STUDENTS WITH DISRUPTIVE BEHAVIOR 穿上他们的鞋子:对管理有破坏行为学生的教师的生活经验的现象学研究
Pub Date : 2024-05-24 DOI: 10.36713/epra17048
Ericka T. Villaceran, Nessim B. Mediodia, Kimberly Yvonne A. Bisaya, Wenefredo E. Cagape
This study focuses primarily on the lived experiences of secondary education teachers who work with students exhibiting disruptive behavior. The research employs a qualitative phenomenological approach, utilizing semi-structured in-depth interviews with a sample of five teachers from a secondary school in Barangay Sigaboy who are responsible for managing students with disruptive conduct. The selection of participants was done through purposive sampling. Thematic analysis was employed to evaluate the data, which facilitated the identification of key statements pertaining to the challenges, coping methods, and insights of secondary teachers in managing disruptive conduct exhibited by their students. Upon deliberation, 2 general themes surfaced breaking into 2 subthemes of each result. The results have shown that the first theme: learner’s background have described the types of learners and the reason for disruptions. It is evident that secondary teachers experience varied learners that disrupts the learning process and carries different reason of disruptions. The second theme: academic background exposed the teachers’ emotional attachments and strategies in the disruptive behavior. This study describes the lived experiences of 5 secondary teachers in the journey of educating young adults.KEYWORDS: Secondary Teachers, Disruptive Behavior, Lived Experience
本研究主要关注中学教师与表现出破坏性行为的学生打交道的生活经验。研究采用定性现象学方法,通过半结构化深入访谈的方式,抽样调查了五位来自斯加博伊(Barangay Sigaboy)一所中学负责管理有破坏性行为学生的教师。参与者的选择是通过有目的的抽样进行的。在对数据进行评估时采用了主题分析法,这有助于确定中学教师在管理学生的破坏性行为时所面临的挑战、应对方法和见解等方面的关键陈述。经过讨论,得出了两个总体主题,每个主题又分为两个次主题。结果表明,第一个主题:学生背景描述了学生的类型和捣乱行为的原因。很明显,中学教师遇到的干扰学习过程的学习者各不相同,干扰的原因也不尽相同。第二个主题 "学术背景 "揭示了教师的情感依恋和应对干扰行为的策略。本研究描述了 5 位中学教师在教育青少年过程中的生活经验。 关键词:中学教师、干扰行为、生活经验
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引用次数: 0
THE LIFE SKILLS OF OUTSTANDING INDEPENDENT READERS: A MULTIPLE CASE STUDY 优秀独立读者的生活技能:多案例研究
Pub Date : 2024-05-24 DOI: 10.36713/epra17032
Jobell B. Jajalla, Dr. Gloria P. Gempes
The purpose of this multiple case study was to describe the five different cases of outstanding independent readers in the public secondary schools in Davao del Norte in terms of their life skills. The unique cases revolved around a campus journalist, a volleyball athlete, a student leader, a consistent honor student, and a student with autism spectrum. The cases were identified using maximum variation sampling, and in-depth interviews were employed to explore and gather data in this research. Salient findings were noted as to the experiences of outstanding independent readers which include early reading opportunities and support, sharing of reading abilities to other students, allocation of time for reading, and utilization of gadgets for reading. More so, their coping strategies were summarized in the following themes: enrichment of vocabulary, adoption of reading tactics, development of set of values for reading, and application of leadership skills. In the cross-case analysis of research data, all cases were generally similar. Notably, the only difference is that the student with autism preferred reading by himself unlike the other cases of students who viewed reading as a collaborative experience. It was realized that while cognitive capacities are essential in learning reading, socio-emotional aspects of outstanding readers such as their life skills must also be considered in schools.KEYWORDS: independent reading, life skills, public secondary schools, multiple case study, Philippines
这项多重案例研究旨在从生活技能的角度描述北达沃省公立中学优秀独立读者的五个不同案例。这些独特的案例围绕着一名校园记者、一名排球运动员、一名学生干部、一名一贯的优等生和一名患有自闭症的学生展开。本研究采用最大变异抽样法确定案例,并通过深度访谈来探索和收集数据。研究发现,优秀独立阅读者的经验包括早期阅读机会和支持、与其他同学分享阅读能力、分配阅读时间以及利用小工具进行阅读。此外,他们的应对策略归纳为以下主题:丰富词汇量、采用阅读策略、培养阅读价值观和应用领导技能。在对研究数据进行交叉分析时,所有个案的情况大致相同。值得注意的是,唯一不同的是,患有自闭症的学生更喜欢自己阅读,而其他案例中的学生则将阅读视为一种合作体验。我们认识到,虽然认知能力对阅读学习至关重要,但学校也必须考虑优秀读者的社会情感方面,如他们的生活技能。 关键词:独立阅读、生活技能、公立中学、多案例研究、菲律宾
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引用次数: 0
EFFECTIVENESS OF CORE STABILITY EXERCISES TO IMPROVE THE BALANCE AMONG ELDERLY PEOPLE - A NARRATIVE REVIEW 核心稳定性练习对改善老年人平衡能力的效果 - 综述
Pub Date : 2024-05-24 DOI: 10.36713/epra17050
Varlakonda Naveen Kumar, Dr. Prasanna Mohan, Dr. Sedhunivas Ravi
In this study the literature review focus on the available evidence for physiotherapy intervention to improve the balance among elderly people. Research involved a computerized data base pertaining to studies that include the physiotherapy among elderly people seven articles that showed outcome relative to improve balance, physiotherapy intervention to improve the balance among elderly patient, in among elderly people are at an impaired balance especially when walking, due to age related changes reduce in sensory perception, muscle strength coordination vestibular system and proprioception. In this literature review explained physiotherapy intervention core stability exercises improve balance among elderly people, affect balance leads to difficult of walking and difficult functional activity minimal literatures on improve balance there is scarcity of study which intervention among core stability exercises and Cawthorne Cooksey exercises.AIM – The Study Aimed to Find the Effectiveness of Core Stability Exercises to Improve the Balance Among Elderly PeopleKEY WORDS: Balance, Elderly People, Intervention, Sensory Perception, Proprioception.
本研究的文献综述重点是物理治疗干预改善老年人平衡能力的现有证据。研究涉及一个计算机化数据库,其中包括七篇文章,这些文章显示了与改善平衡有关的物理治疗结果,物理治疗干预改善了老年患者的平衡,在老年人中,由于与年龄有关的变化,感觉、肌肉力量协调前庭系统和本体感觉减弱,平衡能力受损,尤其是在行走时。本文献综述解释了物理治疗干预核心稳定性锻炼对改善老年人平衡能力的作用,影响平衡能力会导致行走困难和功能活动困难,关于改善平衡能力的文献极少,核心稳定性锻炼和考索恩-库克西锻炼之间的干预研究也很少。
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引用次数: 0
DECODING COVID-19: HARNESSING CNN MODELS FOR CHEST X-RAY CLASSIFICATION 解码 COVID-19:利用 CNN 模型进行胸部 X 光片分类
Pub Date : 2024-05-24 DOI: 10.36713/epra17041
Prekshith C R, Dr. K. Vijayalakshmi
COVID-19 is a new virus that infects the respiratory tract of the upper respiratory system and organs. Based on the worldwide epidemic, the number of illnesses and deaths was growing every day. Chest X-ray (CXR) pictures are beneficial for monitoring lung diseases, especially COVID-19. Deep learning (DL) is a popular computing concept that has been widely used in medical applications. Efforts to automatically diagnose COVID-19 have been beneficial. This study used convolution neural networks (CNN) models to develop a DL technology for binary classification of COVID-19 using CXR pictures. By reducing the number of layers and tweaking parameters, training time was reduced. The suggested model for training loss of 0.0444 and accuracy of 98.53%. In validation it demonstrates even higher proficiency attaining a loss of 0.0181 and accuracy of 99.17%. These findings highlight the need of using deep learning (DL) for early COVID-19 diagnosis and screening.KEYWORDS— CNN, COVID-19, X-ray, Model, Deep convolutional neural networks.
COVID-19 是一种感染上呼吸道系统和器官的新型病毒。在全球流行的基础上,患病和死亡人数与日俱增。胸部 X 光(CXR)照片有利于监测肺部疾病,尤其是 COVID-19。深度学习(DL)是一种流行的计算概念,已广泛应用于医疗领域。自动诊断 COVID-19 的努力是有益的。本研究使用卷积神经网络(CNN)模型开发了一种深度学习技术,利用 CXR 照片对 COVID-19 进行二元分类。通过减少层数和调整参数,缩短了训练时间。建议模型的训练损失为 0.0444,准确率为 98.53%。在验证过程中,它表现出了更高的能力,损失为 0.0181,准确率为 99.17%。这些发现凸显了使用深度学习(DL)进行早期 COVID-19 诊断和筛查的必要性。 关键词:CNN、COVID-19、X 射线、模型、深度卷积神经网络。
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引用次数: 0
A STUDY ON THE RELATIONSHIP BETWEEN STUDENTS’ LISTENING SKILLS AND ACADEMIC ACHIEVEMENTS: A SYSTEMATIC LITERATURE REVIEW 学生倾听能力与学习成绩之间关系的研究:系统文献综述
Pub Date : 2024-05-24 DOI: 10.36713/epra17049
Getachew Mihret, Dr. Jagdish Joshi
The intent of this systematically reviewed literature was to assess the connection between students’ listening skills and their academic achievements. The researcher gathered previously conducted articles from Scopus data base. He examined papers that were released in the years from 2000-2022. To guide the review, the researcher performed six actions; systematic literature review using PRISMA method (Mihret, G. et al., 2024). Among 39 scrutinized articles, the researcher retained 12 articles. The researcher used key words: academic achievement, skill, academic performance, listening skill, listening comprehension and academic achievements to run his study. The retrieval date for articles was 16 of May 2024. The publication stage that the researcher used was final articles not article in press and the document type was articles which were published in English language. Predominantly, the subject areas he used were Social Sciences, Psychology and Arts and Humanities. The findings seem to suggest students learn instructions more successfully when they are quiet, concentrated, and not twitching. As a result, teachers may not need to repeat instructions as often. This means, students’ listening skill and their academic achievements have direct or positive relationships. Future research on the area indicated that when learners are eager and keen on listening, they will achieve their educational goals easily.
这篇系统回顾的文献旨在评估学生的听力技能与其学业成绩之间的联系。研究人员从 Scopus 数据库中收集了以前发表的文章。他研究了 2000-2022 年间发表的论文。为了指导审查工作,研究人员采取了六项行动;采用 PRISMA 方法(Mihret, G. et al.)在 39 篇审阅过的文章中,研究人员保留了 12 篇。研究人员使用的关键词是:学习成绩、技能、学习成绩、听力技能、听力理解和学习成绩。文章的检索日期为 2024 年 5 月 16 日。研究人员使用的出版阶段是最终文章而不是出版中的文章,文件类型是以英语出版的文章。他使用的学科领域主要是社会科学、心理学和艺术与人文科学。研究结果似乎表明,当学生安静、专注、不抽搐时,他们学习指令会更成功。因此,教师可能不需要经常重复指令。这意味着,学生的倾听技能与他们的学业成绩有着直接或积极的关系。该领域的未来研究表明,当学习者渴望并热衷于倾听时,他们将很容易实现自己的教育目标。
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引用次数: 0
EFFECTIVENESS OF STEP SQUARE EXERCISES TO PREVENT FALLS IN MULTIPLE SCLEROSIS PATIENTS – A NARRATIVE REVIEW 防止多发性硬化症患者跌倒的方步运动的有效性 - 综述
Pub Date : 2024-05-23 DOI: 10.36713/epra16956
Nagaswararao, Dr. Prasanna Mohan, Dr. Natasha Verma
In this study the literature review focus on the available evidence for the physiotherapy intervention to prevent falls in among multiple sclerosis. Research involved a computerized data base pertaining to studies that include the physiotherapy among multiple sclerosis patients 15 articles that showed outcomes relative to falls, physiotherapy intervention to prevent falls among selected multiple sclerosis patients with multiple sclerosis are more likely to fall, especially when walking, due to their slower proactive equilibrium reactions, decreased ability to maintain balance when reaching, central integration impairment, slow somatosensory conduction, fatigue, delayed reaction, attention deficit, difficulty maintaining stability in the presence of external disturbances, and overload fatigue of the motor cortex. Stand-related trunk instability was observed in MS patients, a rise in trunk sway, and a rise in postural sway when performing two tasks at once. Minimal literature on falls prevention there is scarcity of study which intervention among Step square exercises and Wii board exercises.AIM: The study aimed to find the effectiveness of Step square exercises to prevent falls in MS patients. KEY WORDS: Multiple sclerosis, intervention, equilibrium reactions, integration impairment, somatosensory conduction, attention deficit, motor cortex, trunk stability, trunk sway,
在这项研究中,文献综述的重点是物理治疗干预预防多发性硬化症患者跌倒的现有证据。研究涉及一个计算机化数据库,其中包含 15 篇关于多发性硬化症患者物理治疗的研究文章,这些文章显示了与跌倒、物理治疗干预以防止特定多发性硬化症患者跌倒有关的结果、这是因为他们的主动平衡反应较慢、伸手时保持平衡的能力下降、中枢整合功能受损、体感传导缓慢、疲劳、反应迟钝、注意力不集中、在受到外界干扰时难以保持稳定以及运动皮层超负荷疲劳。在多发性硬化症患者中观察到与站立相关的躯干不稳定性,躯干摇摆增加,同时完成两项任务时姿势摇摆增加。关于预防跌倒的文献极少,在阶梯广场运动和 Wii 板运动中进行干预的研究也很少。目的:该研究旨在发现阶梯广场运动对预防多发性硬化症患者跌倒的有效性。关键词:多发性硬化症、干预、平衡反应、整合障碍、体感传导、注意力缺陷、运动皮层、躯干稳定性、躯干摇摆、
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引用次数: 0
PHYSIOTHERAPY INTERVENTION IN DYSPHAGIA AMONG POST STROKE PATIENTS-A NARRATIVE REVIEW 物理治疗对中风后患者吞咽困难的干预--叙述性综述
Pub Date : 2024-05-23 DOI: 10.36713/epra17006
Varadi Kalyan Ram, Dr. S. Senthil Kumar, Dr. Natasha Verma
The available data supporting the use of physiotherapy as an intervention for dysphagia in post-stroke patients is the main topic of this studys literature review. A computerized database related to studies including physiotherapy among stroke patients was used in the investigation. There were fifteen articles that demonstrated the effects of physiotherapy on oropharyngeal dysphagia, the Masako technique, Mendelsons procedures, and the shakers maneuver on post-stroke patients. Among the top factors contributing to stroke patients incapacity and demise is oropharyngeal dysphagia (OD). Patients with OD who go undiagnosed and untreated have a higher chance of dying, spending a lengthy time in the hospital, contracting pneumonia, respiratory infections, malnutrition, and dehydration. Early detection of post-stroke oropharyngeal dysphagia (PSOD) is essential for lowering hospital admission and post-discharge morbidity and mortality rates.Key words: Oropharyngeal dysphagia, stroke, physiotherapy
本研究的文献综述的主要主题是支持使用物理治疗干预中风后患者吞咽困难的现有数据。调查使用了与中风患者物理治疗研究相关的计算机数据库。共有 15 篇文章证明了物理治疗对口咽吞咽困难、Masako 技术、Mendelsons 程序和振动器操作对脑卒中后患者的影响。口咽吞咽困难(OD)是导致中风患者丧失工作能力和死亡的首要因素之一。口咽吞咽困难患者如果得不到诊断和治疗,死亡、长期住院、感染肺炎、呼吸道感染、营养不良和脱水的几率会更高。早期发现脑卒中后口咽吞咽困难(PSOD)对于降低入院和出院后的发病率和死亡率至关重要:口咽吞咽困难、中风、物理治疗
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引用次数: 0
AN OPTIMIZED PORTABLE INTEGRATED NEBULIZER WITH AUTOMATIC OVERHEAT SHUTDOWN AND TIME-SPECIFIC APPLICATION CONTROL ENHANCING LONG-TERM PATIENT CARE 经过优化的便携式集成雾化器,具有过热自动关闭和特定时间应用控制功能,可加强对患者的长期护理
Pub Date : 2024-05-23 DOI: 10.36713/epra17021
Tarak Das, Shuvam Barman, Tapas Kr Dawn
Compressor nebulizers play a crucial role in treating respiratory conditions by facilitating the effective delivery of medications to the lungs. However, prolonged usage necessitates careful management to prevent overheating, which can compromise both device performance and patient safety. This study investigates the integration of an automated temperature controller into compressor nebulizers to address this issue along with its specific time of application to prevent excess use. Existing nebulizers on the market often lack overheating prevention mechanisms, requiring manual intervention to avoid damage. Leveraging the LM-35 temperature sensor, this research proposes a system that automatically shuts off the nebulizer when specific time of use is over or overheating is detected, subsequently resuming operation once temperatures have stabilized. By ensuring optimal device performance and patient support over extended periods, this innovation represents a significant advancement in respiratory care technology. KEYWORDS: Compressor, Nebulizer, Temperature, Prevention, Overheating, LM-35, Care, Technology.
压缩式雾化器可将药物有效输送到肺部,在治疗呼吸系统疾病方面发挥着至关重要的作用。然而,长期使用必须小心管理,防止过热,否则会影响设备性能和患者安全。本研究调查了将自动温度控制器集成到压缩机雾化器中的情况,以解决这一问题,同时还调查了具体的使用时间,以防止过度使用。市场上现有的雾化器通常缺乏过热预防机制,需要人工干预才能避免损坏。利用 LM-35 温度传感器,这项研究提出了一种系统,当特定使用时间结束或检测到过热时,该系统会自动关闭雾化器,随后在温度稳定后恢复运行。通过确保设备的最佳性能和对患者的长期支持,这一创新代表了呼吸护理技术的重大进步。关键词: 压缩机 雾化吸入器 温度 预防 过热 LM-35 护理 技术
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引用次数: 0
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EPRA International Journal of Multidisciplinary Research (IJMR)
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