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Fungal species associated with the surface of selected green leafy vegetables from Bwari market, Abuja - Nigeria: implications on consumer health 与尼日利亚阿布贾布瓦里市场上某些绿叶蔬菜表面有关的真菌种类:对消费者健康的影响
Pub Date : 2024-07-30 DOI: 10.30574/wjaets.2024.12.2.0283
Ezigbo Eucharia Chizoba, Eucharia Chizoba Ezigbo, Daniel Makolo
The growing demand for fresh vegetables has necessitated larger production and the substantial production of vegetables within the shortest possible time to meet the ever-increasing demand has placed them at a higher risk of contamination with the pathogenic microbes, making the safety of consumers uncertain. This study aimed to discover the fungal species found on the surface of green leafy vegetables and their implications on consumers' health. Four (4) species of green leafy vegetables (GLV) which include; waterleaf (Talinum fruticosum (L.) Juss.), African basil (Ocimum gratissimum L.), green amaranth (Amaranthus viridis L.) and fluted pumpkin leaves (Telfairia occidentalis Hook.f.) were randomly purchased from different parts of Bwari market in Abuja, Nigeria and analyzed using pour plate method. The studies discovered four different fungal species, including Aspergillus spp, Candida albicans, Rhizopus spp, and Penicillium spp. This confirmed that microorganisms naturally occur in every environment and can get food products contaminated. Since some of them are pathogenic, unhygienic handling of those vegetables can cause severe health effects on humans. Several measures have given positive hopes in controlling contamination caused by microbes which include washing vegetables with vinegar water. Washing vegetables with saltwater is also effective but adequate precautionary measures are necessary which include ensuring that the same water is not used to wash different vegetables from different sources that could be carrying different microbes.
随着人们对新鲜蔬菜需求的不断增长,蔬菜生产量也随之增大,而在最短时间内大量生产蔬菜以满足日益增长的需求,使蔬菜受到病原微生物污染的风险增加,从而使消费者的安全受到威胁。本研究旨在发现绿叶蔬菜表面的真菌种类及其对消费者健康的影响。研究人员从尼日利亚阿布贾布瓦里市场的不同地方随机购买了四(4)种绿叶蔬菜(GLV),包括:水叶(Talinum fruticosum (L.) Juss.)、非洲罗勒(Ocimum gratissimum L.)、绿苋菜(Amaranthus viridis L.)和凹槽南瓜叶(Telfairia occidentalis Hook.f.),并采用倒平板法进行了分析。研究发现了四种不同的真菌,包括曲霉菌属、白色念珠菌属、根霉菌属和青霉菌属。由于其中一些微生物具有致病性,不卫生地处理这些蔬菜会对人类健康造成严重影响。一些措施为控制微生物污染带来了希望,其中包括用醋水清洗蔬菜。用盐水清洗蔬菜也很有效,但必须采取适当的预防措施,包括确保不使用同一种水清洗不同来源的蔬菜,因为不同来源的蔬菜可能携带不同的微生物。
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引用次数: 1
Mitigating the challenges of final year projects supervision in Nigeria tertiary institutions for improved quality assurance 缓解尼日利亚高等院校毕业年级项目监督的挑战以提高质量保证
Pub Date : 2024-07-30 DOI: 10.30574/wjaets.2024.12.2.0286
Onwuegbuzie Innocent Uzougbo, Adu Michael Kolade, Akomolede Kehinde Kayode, Idris-Tajudeen Rashidat
Final Year Project supervision in Nigeria Tertiary Institutions is one of the challenging tasks confronting both the students and their supervisors at all levels resulting to poor, sub-standard students’ projects that add no value to the society. In this work, the challenges are identified with respect to all stakeholders in the business of Project Supervision which include students, supervisors, examiners and administrators. The identified challenges are the basis for a web-based Project Supervision System developed in this work, which is a platform that enables improved communication and synergy between the stakeholders. This system provides a comprehensive solution to the identified challenges and insights for a solid foundation for Nigeria Tertiary Institutions to transform the Final Year Project supervision process into an effective and useful results that add value to the society.
尼日利亚高等院校的毕业班项目监督是学生及其各级监督人员面临的一项具有挑战性的任务,其结果是学生的项目质量低下,不符合标准,无法为社会创造价值。在这项工作中,确定了项目监理业务中所有利益相关者(包括学生、监理、考官和管理人员)所面临的挑战。所确定的挑战是本作品中开发的基于网络的项目监理系统的基础,该系统是一个能够改善利益相关者之间的沟通和协同作用的平台。该系统为已发现的挑战提供了一个全面的解决方案,并为尼日利亚高等院校将毕业班项目监督过程转化为有效和有用的成果奠定了坚实的基础,为社会增加了价值。
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引用次数: 0
A Landlord/lady Perspective on Emptying and Transportation of Faecal Sludge in informal settlements of Eldoret town, Uasin Gishu County, Kenya 肯尼亚乌辛吉舒县埃尔多雷特镇非正规住区房东/女主人对粪便污泥清空和运输的看法
Pub Date : 2024-03-30 DOI: 10.30574/wjaets.2024.11.2.0097
Allan Kipkoech Sogomo, Daniel Kipruto Konga, Francis Simiyu Ndasaba, Kenneth Aming’a Swara, Victor Kuteyi Shihemi, Walter Kibet Ngetich, C. K. Kiptum
Emptying, transportation and disposal of faecal sludge in informal settlements of Eldoret Kenya is still a big challenge. This study aimed to identifying actors and factors determining emptying costs and constraints limiting improvement in service provision with the use of a questionnaire and a review of secondary data. A total of 35 respondents were issued questionnaires. The data showed that most of the households were using septic tanks as the preferred method of Onsite Sanitation Systems (OSS). The study also noted that there were no price regulations for faecal sludge emptying services. Through the study, it was found that the private exhausters were charging the customers exorbitantly and there was a need to create a regulatory framework to manage the costs. It was also found that due to the high-water table within the environs of Eldoret and Uasin Gishu County at large, there was a risk of groundwater contamination, especially for the neighbors who solely depended on water from their wells for their daily household use. It was established that the emptying charges were directly proportional to the capacity of the exhauster and the haulage distance to the wastewater treatment plant. In summary, the paper recommends adequate allocation of funds, the involvement of all key stakeholders, the creation of awareness and education in the FSM and the creation of a legal framework or policy governing the management and disposal of FS as we move towards the realization of SGD 6.
在肯尼亚埃尔多雷特的非正规住区,粪便污泥的清空、运输和处置仍然是一个巨大的挑战。本研究旨在通过问卷调查和对二手数据的审查,确定决定清掏成本的行为者和因素,以及限制改善服务的制约因素。共向 35 名受访者发放了调查问卷。数据显示,大多数家庭使用化粪池作为现场卫生系统(OSS)的首选方法。研究还注意到,粪便污泥清掏服务没有价格规定。通过研究发现,私人排污者向客户收取的费用过高,因此有必要建立一个管理成本的监管框架。研究还发现,由于埃尔多雷特和整个 Uasin Gishu 郡周围的地下水位较高,存在地下水污染的风险,尤其是对那些完全依赖井水作为日常家庭用水的邻居而言。经证实,排空费与排气装置的容量和到污水处理厂的运输距离成正比。总之,本文建议在我们实现 SGD 6 的过程中,拨出充足的资金,让所有主要利益相关者参与进来,在密克罗尼西亚提高意识和开展教育,并制定管理和处置垃圾填埋场的法律框架或政策。
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引用次数: 0
The characteristic design of ceiling 天花板的特色设计
Pub Date : 2024-03-30 DOI: 10.30574/wjaets.2024.11.2.0079
Rilya Rumbayan, F. Makalew, B. Tombeg, MY Noorwahyu Budhyowati, Imran S Musanif
The ceiling as part of the building functions to protect the utility and structure of the room from user visual. Moreover, it protects the user from getting affected by the problems of utility that may occur during the use of the building. The ceiling creates a complete room interior design. In considering those aspects, the ceiling needs to be designed and constructed properly according to the need and type of room. This research aims to identify the characteristics of the design and construction of ceilings. The method is a literature review and study field on various buildings. Data of design is drawn with the computer design program AutoCAD for the main concept. The result shows that the characteristics of the ceiling can be classified based on Support utility such as sprinkler, Cooling system, the material used, Type of ceiling, and ceiling height. Further research needs to consider the local influence on the design and construction system of ceilings.
天花板作为建筑物的一部分,其功能是保护房间的公用设施和结构不受用户视觉的影响。此外,它还能保护用户在使用建筑物时不会受到可能出现的实用性问题的影响。天花板创造了一个完整的室内设计。考虑到这些方面,天花板需要根据需求和房间类型进行合理设计和建造。本研究旨在确定天花板设计和施工的特点。研究方法是查阅文献和实地考察各种建筑。设计数据以计算机设计程序 AutoCAD 为主要概念绘制。研究结果表明,天花板的特点可根据支持效用进行分类,如自动喷水灭火系统、冷却系统、所用材料、天花板类型和天花板高度。进一步的研究需要考虑当地对天花板设计和施工系统的影响。
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引用次数: 0
Conceptual framework for effective communication strategies in high-risk industries: Insights from the energy sector 高风险行业有效传播战略的概念框架:能源行业的启示
Pub Date : 2024-03-30 DOI: 10.30574/wjaets.2024.11.2.0092
Oladiran Kayode Olajiga, Kehinde Andrew Olu-lawal, Favour Oluwadamilare Usman, Nwakamma Ninduwezuor-Ehiobu
This concept paper explores the conceptual framework for developing and implementing communication strategies tailored to the unique challenges of high-risk environments. Drawing insights from the energy sector, the paper identifies the importance of clear communication, stakeholder engagement, and proactive risk management. By establishing a robust conceptual framework, organizations can enhance safety, mitigate risks, and improve overall performance. Effective communication strategies are paramount in high-risk industries, particularly in the energy sector, where safety and operational efficiency are non-negotiable. This paper delves into the intricacies of crafting and executing communication strategies that address the specific challenges prevalent in such environments. Leveraging insights gleaned from the energy sector, it underscores the pivotal role of lucid communication, active stakeholder engagement, and preemptive risk management. Through the establishment of a sturdy conceptual framework, organizations stand to bolster safety protocols, mitigate potential risks, and elevate their overall performance. In high-risk industries like energy, effective communication serves as the linchpin that binds together various operational facets, ensuring seamless coordination and alignment with overarching objectives. Amidst the complex operational dynamics characteristic of the energy sector, clarity in communication emerges as a foundational element for averting potential hazards and facilitating smooth operations. This paper navigates through the nuances of communication strategies tailored to high-risk environments, advocating for a strategic approach that not only disseminates information but also fosters understanding and accountability across all levels of the organization. Drawing from experiences within the energy sector, it becomes evident that effective communication transcends mere transmission of messages; it embodies a holistic approach that encompasses proactive engagement with stakeholders and meticulous risk assessment. In the energy sector, stakeholders encompass a diverse spectrum ranging from employees and regulatory bodies to local communities and environmental advocates. Effective communication entails not only disseminating information but also soliciting feedback, fostering transparency, and nurturing trust among stakeholders. By fostering open channels of communication, organizations can cultivate a culture of collaboration, thereby enhancing operational efficiency and engendering stakeholder buy-in for initiatives aimed at risk mitigation and sustainability.
本概念文件探讨了针对高风险环境的独特挑战制定和实施传播战略的概念框架。通过对能源行业的深入了解,本文明确了清晰沟通、利益相关者参与和主动风险管理的重要性。通过建立健全的概念框架,企业可以加强安全、降低风险并提高整体绩效。有效的沟通策略在高风险行业至关重要,尤其是在能源行业,因为在这些行业,安全和运营效率是不容置疑的。本文深入探讨了制定和执行沟通战略的复杂性,以应对此类环境中普遍存在的特定挑战。通过对能源行业的深入了解,本文强调了清晰的沟通、利益相关者的积极参与以及先发制人的风险管理的关键作用。通过建立坚实的概念框架,企业可以加强安全协议、降低潜在风险并提高整体绩效。在能源等高风险行业,有效的沟通是将各个运营层面联系在一起的关键,可确保无缝协调并与总体目标保持一致。在能源行业特有的复杂运营动态中,清晰的沟通是避免潜在危险和促进顺利运营的基本要素。本文探讨了针对高风险环境制定的传播战略的细微差别,主张采用一种战略方法,不仅能传播信息,还能促进组织各层级的理解和问责。从能源行业的经验中,我们可以明显看出,有效的沟通不仅仅是信息的传递,它还体现了一种全面的方法,包括积极主动地与利益相关方接触和细致入微的风险评估。在能源行业,利益相关者的范围很广,从员工和监管机构到当地社区和环保倡导者,不一而足。有效的沟通不仅需要传播信息,还需要征求反馈意见,提高透明度,培养利益相关者之间的信任。通过促进开放的沟通渠道,企业可以培养协作文化,从而提高运营效率,并让利益相关者支持旨在降低风险和实现可持续发展的举措。
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引用次数: 0
TCP/IP stack transport layer performance, privacy, and security issues TCP/IP 协议栈传输层性能、隐私和安全问题
Pub Date : 2024-03-30 DOI: 10.30574/wjaets.2024.11.2.0098
Oroo Oyondi, Oroo Oyondi Felix
Transmission Control Protocol/ Internet Protocol (TCP/IP) is the backbone of Internet transmission. The Transport Layer of the TCP/IP stack, which includes TCP (Transmission Control Protocol) and UDP (User Datagram Protocol) protocols, plays a crucial role in ensuring reliable communication between devices over a network. To come up with measures that make networks more secure, it is important to learn about the vulnerabilities that exist in the transport TCP/IP stack and then have an understanding of the typical attacks carried out in such layer. This paper explores how the TCP Protocol works, the TCP/IP 3 Way Handshake, TCP Header Structure, the typical vulnerabilities and the classical attacks of transport layer TCP/IP, tools, and solutions adopted to prevent and reduce the chances of some of these attacks. The findings indicated that the major TCP/ IP stack transport layer threats include Finger printing, SYN Flood, TCP reassembly and sequencing, IP Spoofing, TCP session hijacking, RST and FIN denial of service attack, Ping of Death, Low Rate/ Shrew Attacks. Their preventive measures and mechanisms are discussed.
传输控制协议/互联网协议(TCP/IP)是互联网传输的支柱。TCP/IP 协议栈的传输层包括 TCP(传输控制协议)和 UDP(用户数据报协议)协议,在确保网络设备之间的可靠通信方面起着至关重要的作用。要想制定使网络更安全的措施,就必须了解传输 TCP/IP 协议栈中存在的漏洞,然后了解在该层中实施的典型攻击。本文探讨了 TCP 协议的工作原理、TCP/IP 三路握手、TCP 报头结构、传输层 TCP/IP 的典型漏洞和经典攻击、工具以及为防止和减少某些攻击机会而采用的解决方案。研究结果表明,TCP/IP 协议栈传输层的主要威胁包括手指打印、SYN Flood、TCP 重新组装和排序、IP 欺骗、TCP 会话劫持、RST 和 FIN 拒绝服务攻击、Ping of Death、低速率/ Shrew 攻击。讨论了这些攻击的预防措施和机制。
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引用次数: 0
Arsenic contamination of groundwater: Review on arsenic contamination of Assam 地下水砷污染:阿萨姆邦砷污染综述
Pub Date : 2024-03-30 DOI: 10.30574/wjaets.2024.11.2.0085
Triptimoni Borah, Gyanashree Bora
Groundwater contamination is a global problem. Although groundwater is considered as safe, high concentrations of heavy metals in groundwater like arsenic (As) can pose potential human health concerns and hazards. Arsenic is a natural chemical element of the earth’s crust and is commonly distributed all over the environment. High concentrations of arsenic (As) in drinking water have been found in several parts of the world. World Health Organization’s provisional guideline value for arsenic in drinking water - 0.01 mg/l (10 μg/l). In Assam, many districts have been reported to be most affected by arsenic contamination of groundwater which is above the permissible level. People in Assam have directly or indirectly consumed the groundwater. This paper emphasizes the overview of the present scenario of intensity of arsenic contamination in groundwater in different districts of Assam. The paper also critically reviews the sources of arsenic contamination and arsenic led human effects.
地下水污染是一个全球性问题。尽管地下水被认为是安全的,但地下水中高浓度的重金属,如砷(As),会对人类健康造成潜在的担忧和危害。砷是地壳中的一种天然化学元素,通常分布在环境的各个角落。在世界多个地区的饮用水中都发现了高浓度的砷(As)。世界卫生组织对饮用水中砷含量的暂定指导值为 0.01 毫克/升(10 微克/升)。据报告,阿萨姆邦许多地区受地下水砷污染的影响最为严重,砷含量超过了允许水平。阿萨姆邦的人们直接或间接饮用地下水。本文重点概述了阿萨姆邦不同地区地下水砷污染强度的现状。本文还对砷污染的来源和砷对人体的影响进行了批判性评论。
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引用次数: 0
A review of sustainable project management practices in modern LNG industry initiatives 现代液化天然气行业可持续项目管理实践回顾
Pub Date : 2024-03-30 DOI: 10.30574/wjaets.2024.11.2.0075
Wags Numoipiri Digitemie, Ifeanyi Onyedika Ekemezie
This paper presents a comprehensive review of sustainable project management practices within the modern LNG industry, aiming to analyze the strategies, challenges, and opportunities associated with sustainable development in LNG initiatives. The literature review encompasses an examination of sustainable project management principles, emphasizing the importance of environmental stewardship, social responsibility, and economic viability in LNG projects. Case studies from various LNG initiatives worldwide are analyzed to identify best practices and frameworks for integrating sustainability into project management methodologies. These studies highlight innovative approaches such as carbon footprint reduction, community engagement programs, and economic diversification strategies, demonstrating the multifaceted nature of sustainable project management in the LNG sector. Methodologically, this review adopts a systematic approach, utilizing established criteria for selecting and analyzing relevant literature and case studies. Data collection methods include extensive literature searches and case study analysis to gather insights into the implementation and effectiveness of sustainable project management practices in the LNG industry. The findings reveal a growing trend towards the adoption of sustainable practices in LNG projects, driven by regulatory requirements, investor preferences, and stakeholder expectations. However, several challenges persist, including technological limitations, regulatory complexities, and cost implications. Nonetheless, these challenges present opportunities for innovation and collaboration, fostering the development of new technologies and strategies to enhance sustainability in LNG project management. In conclusion, this review underscores the importance of sustainable project management in the modern LNG industry, emphasizing the need for proactive measures to address environmental, social, and economic concerns while meeting energy demands. The insights provided offer valuable guidance for industry stakeholders, policymakers, and researchers seeking to advance sustainability objectives in LNG initiatives.
本文全面回顾了现代液化天然气行业的可持续项目管理实践,旨在分析与液化天然气项目可持续发展相关的战略、挑战和机遇。文献综述包括对可持续项目管理原则的研究,强调了环境管理、社会责任和经济可行性在液化天然气项目中的重要性。通过分析全球各种液化天然气项目的案例研究,确定了将可持续发展融入项目管理方法的最佳实践和框架。这些研究强调了减少碳足迹、社区参与计划和经济多元化战略等创新方法,展示了液化天然气行业可持续项目管理的多面性。在方法上,本综述采用了系统的方法,利用既定的标准来选择和分析相关文献和案例研究。数据收集方法包括广泛的文献检索和案例研究分析,以深入了解液化天然气行业可持续项目管理实践的实施情况和有效性。研究结果表明,在监管要求、投资者偏好和利益相关者期望的推动下,液化天然气项目采用可持续发展实践的趋势日益明显。然而,一些挑战依然存在,包括技术限制、监管复杂性和成本影响。尽管如此,这些挑战也为创新与合作提供了机遇,促进了新技术和新战略的开发,从而提高液化天然气项目管理的可持续性。总之,本综述强调了可持续项目管理在现代液化天然气行业中的重要性,强调了在满足能源需求的同时,采取积极措施解决环境、社会和经济问题的必要性。所提供的见解为寻求在液化天然气项目中推进可持续发展目标的行业利益相关者、政策制定者和研究人员提供了宝贵的指导。
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引用次数: 0
Investigating Fiber Reinforcement Solutions for Environmentally Sustainable and Technologically 研究纤维加固解决方案,促进环境可持续发展和技术进步
Pub Date : 2024-03-30 DOI: 10.30574/wjaets.2024.11.2.0089
M. A. El-Wafa
Fiber-Reinforced Concrete (FRC) marks a significant change in construction technology, providing a way to create more long-lasting, environmentally friendly, and creative building materials. This study explores the many benefits, difficulties, and potential opportunities of FRC, emphasizing its importance in improving building methods. FRC is a composite material that combines various fibers including steel, glass, synthetic, and natural fibers with concrete to increase structural stability by increasing tensile strength, fracture resistance, and impact resilience. Sustainable FRC emphasizes the use of recycled or natural fibers to reduce environmental implications, encourage waste reduction, and conserve resources. Exploring recyclable resources like steel fibers from scrap steel or used tires offers a sustainable option to typical reinforcing materials. This method not only reuses trash but also reduces the carbon footprint linked to new steel production, aiding in achieving sustainable development objectives. The use of natural fibers like as jute, sisal, bamboo, and flax in FRC provides biodegradable, renewable, and low-carbon-footprint alternatives, improving the eco-friendliness of building materials. Although FRC has promise benefits, certain obstacles hinder its broad use. It is crucial to evenly distribute fibers in the concrete mix to provide the appropriate mechanical qualities, requiring improved mixing procedures for consistent dispersion. Moreover, the resilience of natural fibers in the alkaline concrete setting is a notable obstacle, leading to investigations on surface treatments to improve fiber compatibility and lifespan. In the future, combining smart technology with FRC is set to transform the building sector. Advancements like self-healing concrete, conductive fibers, and shape memory alloys provide materials that can repair themselves, monitor structural health in real-time, and enhance mechanical performance. The progress highlights the capability of FRC to enhance sustainability and efficiency in building while incorporating intelligent features to prolong the lifespan and dependability of structures. This study thoroughly examines the environmental advantages, mechanical improvements, problems, and future prospects of FRC. Ongoing research and development are being used to address obstacles in integrating FRC into construction practices, which shows promise in creating more resilient, sustainable, and innovative building solutions. This marks a significant advancement in the search for advanced construction materials.
纤维增强混凝土(FRC)标志着建筑技术的重大变革,为创造更持久、更环保、更有创意的建筑材料提供了途径。本研究探讨了纤维增强混凝土的诸多优点、困难和潜在机遇,强调了其在改进建筑方法方面的重要性。FRC 是一种复合材料,它将各种纤维(包括钢纤维、玻璃纤维、合成纤维和天然纤维)与混凝土结合在一起,通过提高抗拉强度、抗断裂强度和抗冲击强度来增加结构的稳定性。可持续 FRC 强调使用回收纤维或天然纤维,以减少对环境的影响,鼓励减少废物,节约资源。探索从废钢或废旧轮胎中提取钢纤维等可回收资源,为典型的加固材料提供了一种可持续的选择。这种方法不仅能重复利用垃圾,还能减少与新钢材生产相关的碳足迹,有助于实现可持续发展目标。在 FRC 中使用黄麻、剑麻、竹子和亚麻等天然纤维,提供了可生物降解、可再生和低碳足迹的替代品,提高了建筑材料的生态友好性。虽然 FRC 有着良好的前景,但某些障碍阻碍了它的广泛应用。关键是要在混凝土混合物中均匀分布纤维,以提供适当的机械质量,这就需要改进混合程序,以实现一致的分散。此外,天然纤维在碱性混凝土环境中的回弹性也是一个明显的障碍,因此需要对表面处理进行研究,以提高纤维的兼容性和使用寿命。未来,智能技术与 FRC 的结合必将改变建筑行业。自愈合混凝土、导电纤维和形状记忆合金等先进技术可提供能够自我修复、实时监控结构健康状况并提高机械性能的材料。这些进展凸显了 FRC 在提高建筑可持续性和效率方面的能力,同时还融入了智能功能,以延长结构的使用寿命和可靠性。本研究深入探讨了 FRC 的环境优势、机械改进、问题和未来前景。正在进行的研究和开发用于解决将 FRC 纳入建筑实践的障碍,这为创造更具弹性、可持续性和创新性的建筑解决方案带来了希望。这标志着在寻找先进建筑材料方面取得了重大进展。
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引用次数: 0
Leveraging machine learning and NLP for enhanced cohorting and RxNorm mapping in Electronic Health Records (EHRs) 利用机器学习和 NLP 加强电子健康记录 (EHR) 中的队列和 RxNorm 映射
Pub Date : 2024-03-30 DOI: 10.30574/wjaets.2024.11.2.0083
Ashok Manoharan
This work addresses the combination of machine learning (ML) and natural language processing (NLP) approaches to optimize the process of courting and RxNorm mapping inside Electronic Health Records (EHRs). Cohorting patients based on comparable traits or diseases is vital for clinical research, but it generally depends on time-consuming manual techniques and is prone to mistakes. Similarly, mapping pharmaceutical names to standardized codes such as RxNorm promotes interoperability and data analysis but may be challenging owing to variances in how drugs are reported. Leveraging ML and NLP may automate and optimize these procedures, leading to more efficient cohort identification and precise medication mapping. We offer a thorough technique for integrating ML and NLP algorithms in EHR systems, including data preparation, feature engineering, model training, and assessment. Through testing and analysis, we show the usefulness of our technique in enhancing cohorting accuracy and RxNorm mapping precision. The findings underline the promise of ML and NLP in revolutionizing EHR data management, leading to improved patient care and simplified research procedures.
这项研究将机器学习(ML)和自然语言处理(NLP)方法结合起来,以优化电子健康记录(EHR)中的求医过程和 RxNorm 映射。根据可比特征或疾病对患者进行分组对临床研究至关重要,但这通常依赖于耗时的人工技术,而且容易出错。同样,将药品名称映射到标准化代码(如 RxNorm)可促进互操作性和数据分析,但由于药品报告方式的差异,这可能具有挑战性。利用 ML 和 NLP 可以自动优化这些程序,从而提高队列识别和精确药物映射的效率。我们提供了在 EHR 系统中集成 ML 和 NLP 算法的全面技术,包括数据准备、特征工程、模型训练和评估。通过测试和分析,我们展示了我们的技术在提高队列准确性和 RxNorm 映射精确度方面的实用性。这些发现强调了 ML 和 NLP 在彻底改变电子病历数据管理方面的前景,从而改善了患者护理并简化了研究程序。
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引用次数: 0
期刊
World Journal of Advanced Engineering Technology and Sciences
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