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International Journal of Reliable and Quality E-Healthcare最新文献

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An Improved Supervised Classification Algorithm in Healthcare Diagnostics for Predicting Opioid Habit Disorder 一种改进的监督分类算法在预测阿片类药物习惯障碍的医疗诊断中
Q2 Nursing Pub Date : 2022-01-01 DOI: 10.4018/ijrqeh.297088
Khushboo Jain, Akansha Singh, Poonam Singh, Sanjana Yadav
Opioid Habit Disorder (OHD), which has become a mass health epidemic, is defined as the psychological or physical dependency on opioids. This study demonstrates how supervised machine learning procedures help us investigate and examine massive data to discover the hidden patterns in any disease to deliver adapted dealing and predict the disease in any patient. This work presents a generalized model for forecasting a disease in the healthcare sector. The proposed model was investigated and tested using a reduced feature-set of the Opioid Habit Disorder (OHD) dataset collected from the National Survey on Drug Use and Health (NSDUH) using an improved Iterative Dichotomiser 3 (pro-IDT) algorithm. The proposed healthcare model is also compared with further machine learning algorithms such as ID3, Random Forest, and Bayesian Classifier in Python programming. The performance of the proposed work and other machine-learning algorithms has estimated accuracy, precision, misclassification rate, recall, specificity, and F1 score.
阿片类药物习惯障碍(OHD)被定义为对阿片类药物的心理或生理依赖,已成为一种大规模的健康流行病。这项研究展示了监督机器学习程序如何帮助我们调查和检查大量数据,以发现任何疾病的隐藏模式,从而提供适应的处理方法,并预测任何患者的疾病。这项工作提出了一个广义模型预测疾病在医疗保健部门。使用从国家药物使用和健康调查(NSDUH)收集的阿片类药物习惯障碍(OHD)数据集的简化特征集,使用改进的迭代二分法3 (pro-IDT)算法对所提出的模型进行了调查和测试。提出的医疗保健模型还与Python编程中的ID3、随机森林和贝叶斯分类器等进一步的机器学习算法进行了比较。所提出的工作和其他机器学习算法的性能具有估计的准确性、精度、误分类率、召回率、特异性和F1分数。
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引用次数: 2
COVID-19 Outbreak Prediction and Analysis of E-Healthcare Data Using Random Forest Algorithms 新冠肺炎疫情的随机森林算法预测和电子医疗数据分析
Q2 Nursing Pub Date : 2022-01-01 DOI: 10.4018/ijrqeh.297075
Debabrata Dansana, Raghvendra Kumar, Aishik Bhattacharjee, Chandrakanta Mahanty
The forecasting model used random forest algorithm. From the outcomes, it has been found that the regression models utilize basic linkage works and are exceptionally solid for forecast of COVID-19 cases in different countries as well as India. Current shared of worldwide COVID-19 confirmed case has been predicted by taking the world population and a comparatives study has been done on COVID-19 total cases growth for top 10 worst affected countries including US and excluding US. The ratio between confirmed cases vs. fatalities of COVID-19 is predicted and in the end a special study has been done on India where we have forecasted all the age groups affected by COVID-19 then we have extended our study to forecast the active, death and recovered cases especially in India and compared the situation with other countries.
预测模型采用随机森林算法。从结果来看,回归模型利用了基本的联系原理,对于不同国家以及印度的COVID-19病例的预测非常可靠。以世界人口为基础,预测了目前全球新冠肺炎确诊病例的比例,并对包括美国在内的10个疫情最严重国家的新冠肺炎总病例增长进行了比较研究。预测了COVID-19确诊病例与死亡病例之间的比例,最后对印度进行了一项特别研究,我们预测了受COVID-19影响的所有年龄组,然后我们将研究扩展到预测活跃病例、死亡病例和康复病例,特别是在印度,并将情况与其他国家进行了比较。
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引用次数: 1
Uncertainty from Sampling - Could the Requirements of ISO/IEC 17025 (2017) be adopted in Medical Laboratories? 抽样的不确定度- ISO/IEC 17025(2017)的要求是否可以在医学实验室中采用?
Q2 Nursing Pub Date : 2022-01-01 DOI: 10.4018/ijrqeh.295082
K. Tsimillis, Sappho Michael
ISO/IEC 17025:2017 and ISO 15189:2012 specify the requirements for the competence of laboratories. The former refers to laboratories in general, whose activities include testing, calibration and sampling followed by testing or calibration while the latter refers to medical laboratories. Despite the differences between the two standards reflecting the specific needs each of them is addressing, the development of these two documents has, until now, followed similar paths. In this presentation the requirements of ISO/IEC 17025 referring to sampling and the uncertainty arising from it are presented underlining what testing laboratories need to consider. In addition, a comparison with the requirements of ISO 15189 with regard to sampling and measurement uncertainty is made. Based on this, the question whether an approach on uncertainty from sampling similar to the one introduced by the new ISO/IEC 17025 can be included in the revision of ISO 15189, currently under way, is addressed.
ISO/IEC 17025:2017和ISO 15189:2012规定了对实验室能力的要求。前者是指一般的实验室,其活动包括检测、校准和抽样,然后进行检测或校准。后者是指医学实验室。尽管这两个标准之间存在差异,反映了它们各自所处理的具体需求,但这两个文件的发展到目前为止遵循了类似的路径。在本报告中,介绍了ISO/IEC 17025关于抽样的要求以及由此产生的不确定度,强调了测试实验室需要考虑的问题。此外,还与ISO 15189在采样和测量不确定度方面的要求进行了比较。在此基础上,讨论了是否可以在目前正在进行的ISO 15189修订中纳入类似于新的ISO/IEC 17025所引入的采样不确定度方法的问题。
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引用次数: 1
Speckle Noise Removal by SORAMA Segmentation in Digital Image Processing to Facilitate Precise Robotic Surgery 数字图像处理中SORAMA分割去除斑点噪声,促进机器人精确手术
Q2 Nursing Pub Date : 2022-01-01 DOI: 10.4018/ijrqeh.295083
Roopa Jayasingh J., Jeba Kumar R. J. S., Deepika Blessy Telagathoti, K. Sagayam, S. Pramanik, O. P. Jena, S. Bandyopadhyay
Kidney stones are renal calculi that are formed due to the collection of calcium and uric acid. The major symptom for the existence of these renal calculi is severe pain, especially when it travels down the urethras To detect these renal calculi, ultrasound images are preferable. But these images have speckle noise which makes the detection of stone challenge. To obtain better results, Semantic Object Region and Morphological Analysis (SORAMA) found to be productive. First scanned image undergoes noise removal process Later the image is enhanced. Detection of Region of interest (ROI) in the image is done. Later it undergoes Dilation and Erosion were a part of Morphological analysis which produces a smoothening effect on the image. From the smoothened image, the stone is detected. If the stone is not detected then it again undergoes noise removal technique and the whole process is repeated until the smoothened image with the stone is detected. This novel research paper will be a boon to medical patients suffering from this disease to be detected and diagnose at a very early stage.
肾结石是由于钙和尿酸的聚集而形成的肾结石。这些肾结石存在的主要症状是剧烈的疼痛,特别是当它沿着尿道传播时。为了检测这些肾结石,超声图像是最好的。但这些图像存在斑点噪声,给检测石材带来了挑战。为了获得更好的结果,语义对象区域和形态分析(SORAMA)被认为是有效的。首先对扫描图像进行去噪处理,然后对图像进行增强处理。完成了图像感兴趣区域(ROI)的检测。后来它经历膨胀和侵蚀是形态学分析的一部分,对图像产生平滑效果。从平滑的图像中,可以检测到石头。如果未检测到石头,则再次进行降噪技术,重复整个过程,直到检测到带有石头的平滑图像。这篇新颖的研究论文将为患有这种疾病的医疗患者在早期发现和诊断带来福音。
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引用次数: 5
Scientific Aspects of the Indian Vedic Sciences and Their Effect on Stress 印度吠陀科学的科学方面及其对压力的影响
Q2 Nursing Pub Date : 2022-01-01 DOI: 10.4018/ijrqeh.298633
R. Rastogi
Indian Ancient Vedic Science, which has fascinated the world researchers, has become more relevant in the 21st century because of other global crises and threats. It has shown a powerful impact in all the areas of life, especially in curing physical and mental ailments. The various violent incidents in European countries and the USA have forced the world political, religious and science leaders to find alternative remedies. Mental fitness has been a great challenge. Yajna Science has multiple advantages and affirmative responses in this direction. The author's team presents this study that measures Vedic Mantra and Yajna Sciences' effect on stress, anxiety, and checks its impact in a worldwide depression-like scenario. The data analysis and visualizations have been done in python to show the different mental fitness angles, taking various demographic parameters into account.
印度古吠陀科学吸引了全世界的研究人员,由于其他全球性危机和威胁,它在21世纪变得更加重要。它在生活的各个领域都显示出强大的影响力,尤其是在治疗身体和精神疾病方面。欧洲国家和美国发生的各种暴力事件迫使世界政治、宗教和科学领袖寻找替代的补救办法。心理健康一直是一个巨大的挑战。Yajna Science在这个方向上有多重优势和积极的回应。作者的团队提出了这项研究,测量了吠陀咒语和雅依那科学对压力、焦虑的影响,并检查了它在全球抑郁情况下的影响。数据分析和可视化是用python完成的,以显示不同的心理健康角度,考虑到各种人口统计参数。
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引用次数: 1
Bibliographic Analysis of Medication Adherence and Use of Reminders 药物依从性与提醒物使用的文献分析
Q2 Nursing Pub Date : 2022-01-01 DOI: 10.4018/ijrqeh.296692
Saibal Kumar Saha
The study aimed to highlight the work of different researchers and publication platforms in disseminating knowledge about medication adherence and the use of reminders. The trend of publication, prominent contributors, funders, countries, and shift in the use of reminders was encompassed based on bibliographic and text analysis. Articles published in the last ten years between 2011 to 2020 were extracted from the Scopus database. Data of 1007 articles were analysed in VOS viewer to obtain graphs and network diagrams. Most of the research was done in the United States (526 documents). The research conducted by Harvard Medical School had the maximum number of publications (42). In recent years there has been active publication from the countries like Norway, France, Singapore and China. It was also found that studies at the beginning of the decade were mainly focused on SMS and mobile phone interventions. The trend has shifted towards intentions like mobile applications, and the term “mhealth” is used more in the current years.
这项研究旨在强调不同研究人员和出版平台在传播药物依从性和提醒使用知识方面所做的工作。基于书目和文本分析,涵盖了出版趋势、主要贡献者、资助者、国家以及提醒使用的转变。2011年至2020年的过去十年中发表的文章摘自Scopus数据库。在VOS查看器中对1007篇文章的数据进行分析,以获得图表和网络图。大部分研究是在美国进行的(526份文件)。哈佛医学院进行的这项研究的出版物数量最多(42份)。近年来,挪威、法国、新加坡和中国等国的出版物都很活跃。研究还发现,本世纪初的研究主要集中在短信和手机干预方面。这一趋势已经转向了像移动应用程序这样的意图,“mhealth”一词在近年来被更多地使用。
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引用次数: 1
Computational Analysis of Air Quality and the Potential of Rich Indian Tradition for Healthcare 4.0 空气质量的计算分析和丰富的印度传统医疗保健4.0的潜力
Q2 Nursing Pub Date : 2021-07-01 DOI: 10.4018/IJRQEH.2021070103
R. Rastogi, M. Saxena, S. Sagar, N. Tandon, T. Rajeshwari, B. Singh, Priyanshi Garg, Madhulika Singh, Komal Singh, Luv Dhamija, Mayank Sharma
Earth's atmosphere is mainly made up of two gases, nitrogen and oxygen, which together comprise 99% of gases therein. The other gases include the remaining 1% of the atmosphere. Amongst these are the five major air pollutants (e.g., ground-level ozone, airborne particles or aerosols, carbon monoxide, sulfur dioxide, nitrogen dioxide). Excess of these pollutants in the atmosphere is risky to human health. They are the main ingredients of smog. Air quality is measured with the air quality index. An AQI under 50 is considered as good air quality; however, as the AQI number increases, it becomes a concern for human health. To find a non-conventional solution to air pollution problem, it has been proposed to do Yagya, a fire process with three different samidhas, namely mango wood, bargad wood, and dry cow dung sticks and study their relative emissions and ability to reduce the aerosols PM 2.5 and PM 10. In this paper, the researcher has measured the PM levels (PM 2.5 and PM 10) and carbon dioxide CO2 along with AQI, temperature, and humidity.
地球大气层主要由氮和氧两种气体组成,这两种气体共同构成了其中99%的气体。其他气体包括大气中剩余的1%。其中包括五种主要的空气污染物(如地面臭氧、空气中的颗粒物或气溶胶、一氧化碳、二氧化硫和二氧化氮)。大气中过量的这些污染物对人类健康是有风险的。它们是烟雾的主要成分。空气质量是用空气质量指数来衡量的。空气质量指数低于50被认为是良好的空气质量;然而,随着空气质量指数的增加,它成为人类健康的一个问题。为了找到一种解决空气污染问题的非传统方法,有人建议用三种不同的沙米木(即芒果木、bargad木和干牛粪棒)进行Yagya火灾处理,并研究它们的相对排放量和减少气溶胶PM 2.5和PM 10的能力。在这篇论文中,研究人员测量了PM水平(PM 2.5和PM 10)和二氧化碳CO2以及空气质量指数、温度和湿度。
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引用次数: 2
Implementation of Static Telecytology Applications for Remote Evaluation of Salivary Glands Fine Needle Aspiration Specimens 静态细胞学在唾液腺细针抽吸标本远程评估中的应用
Q2 Nursing Pub Date : 2021-07-01 DOI: 10.4018/IJRQEH.2021070104
Stavros K Archondakis
The Milan System for Reporting Salivary Gland Cytopathology (MSRSGC), which was adopted in 2018, is an excellent tool for the diagnosis and management of salivary glands lesions. A telemedical application is a valuable tool for cytopathologists in order to manage and promote interlaboratory collaboration. The result is better cytological data management and sharing. Telecytological diagnoses should be as reliable as those made using conventional microscopy. There are very few studies available that have focused on the implementation digital images, captured by static telecytology stations for telemedical applications in the field of cytopathology. The present study aims to evaluate the diagnostic reproducibility of telecytology in salivary glands aspiration specimens among three cytopathologists using representative simages captured by a static telecytology station. The study also examined the agreement between contributor and the reviewer diagnoses.
2018年采用的米兰唾液腺细胞病理报告系统(MSRSGC)是诊断和管理唾液腺病变的优秀工具。远程医疗应用程序是细胞病理学家管理和促进实验室间合作的宝贵工具。结果是更好的细胞学数据管理和共享。电视细胞学诊断应该和传统显微镜检查一样可靠。很少有研究专注于实现数字图像,这些图像是由静态远程细胞病理站捕获的,用于细胞病理学领域的远程医疗应用。本研究旨在评估三位细胞病理学家在唾液腺抽吸标本中使用静态远细胞仪采集的代表性模拟数据进行远细胞仪诊断的可重复性。该研究还检验了贡献者和评审者诊断之间的一致性。
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引用次数: 0
Impact of Accreditation on Healthcare Professionals' Knowledge on Quality Management 认证对医疗保健专业人员质量管理知识的影响
Q2 Nursing Pub Date : 2021-07-01 DOI: 10.4018/IJRQEH.2021070101
Meenakshi Gijare, P. Bandyopadhyay, Sonali Bhattacharya
The aim of the present study was to assess the impact of accreditation in enhancing the knowledge of healthcare professionals on management of quality. A self-administered questionnaire was distributed to selected healthcare professionals in various hospitals in India predominantly from accredited hospitals. About 600 potential respondents were selected. A 40-item survey was designed and comprised questions on demographic data, knowledge of definition of general quality, healthcare quality and implementation of quality systems in hospitals, and the difference between various standards of measurement of quality in healthcare and quality in support functions. The knowledge of healthcare professionals significantly varies according to their designations, accreditation status of the work place, and their qualification. Overall, good knowledge on quality is suggestive of conceptual clarity among healthcare professionals regarding quality who either have exposure to hospital accreditation or are working in accredited hospitals.
本研究的目的是评估认证在提高医疗保健专业人员的知识对质量管理的影响。向印度各医院的选定医疗保健专业人员分发了一份自填问卷,这些专业人员主要来自认证医院。选择了大约600名潜在受访者。设计了一项40项调查,内容包括人口统计数据、对一般质量定义的了解、医疗质量和医院质量体系的实施,以及医疗质量和支持职能质量的各种衡量标准之间的差异。医疗保健专业人员的知识因其名称、工作场所的认证状态和资质而异。总的来说,良好的质量知识表明,接触过医院认证或在认证医院工作的医疗保健专业人员对质量的概念清晰。
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引用次数: 0
Using Food Timing as an Intervention to Improve Medication Compliance 使用进食时间作为干预提高服药依从性
Q2 Nursing Pub Date : 2021-07-01 DOI: 10.4018/IJRQEH.2021070102
Saibal Kumar Saha, Anindita Adhikary, A. Jha, V. Mehta
Medication non-compliance is common among patients suffering from chronic disease. The research aims to find the effectiveness of food timing as a form of intervention to improve medication compliance. 509 patients were interviewed who were under the medication and had their treatment from Central Referral Hospital, Sikkim. The technique of probability estimates, risk difference, relative risk, and odds ratios were used to do the analysis and predictions of medication compliance when food timing was used as a form of reminder. Analysis of confidence interval at 95% ensured that the results obtained were due to the use of reminder and not by chance. The study reveals that with the help of food timing as a form of reminder, a patient has 50.2% lower odds of deferring from the scheduled time of medicine. There are 129.2% greater odds of completing the course of medication, 41.4% lower odds of missing the medication consciously, and there are 56.6% lower odds of missing the medication dose. The probability numbers indicate the effectiveness of usage of this form of reminder.
在患有慢性疾病的患者中,不遵守药物治疗是很常见的。这项研究的目的是发现食物定时作为一种干预形式的有效性,以提高药物依从性。在锡金中央转诊医院接受药物治疗并接受治疗的509名患者接受了访谈。采用概率估计、风险差异、相对风险和比值比等方法分析和预测以进食时间作为提醒的服药依从性。95%置信区间的分析确保所获得的结果是由于使用了提醒而不是偶然的。研究表明,在食物时间作为一种提醒的帮助下,患者推迟服药时间的几率降低了50.2%。完成疗程的几率高129.2%,自觉漏服药的几率低41.4%,漏服药的几率低56.6%。概率数表明使用这种提醒形式的有效性。
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引用次数: 3
期刊
International Journal of Reliable and Quality E-Healthcare
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