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Nanotechnology applications in breast implant manufacturing for improved durability and functionality 在乳房植入物制造中应用纳米技术,提高耐用性和功能性
Pub Date : 2024-07-30 DOI: 10.30574/wjarr.2024.23.1.2160
Busola Sulaimon
Breast implants are often used in restorative and cosmetic surgeries. However, the materials used for implants today could be better regarding biocompatibility and mechanical strength. It is possible to make composite biomaterials out of nanomaterials with better mechanical qualities than common implant materials like silicone elastomers and saline-filled shells. Researchers have found that adding carbon nanotubes, graphene, and hydroxyapatite nanoparticles to the shells of metal and silicone implants makes them much stronger, more flexible, and less likely to break. Researchers are also looking into polymer nanocomposites made of polycaprolactone and polylactic acid to see if they can break down better and integrate better with tissues. Changing the surface of implants at the nanoscale level can make them more biocompatible by controlling how proteins stick to the material and how cells interact with it. Animal tests with nanocoatings of polyacrylate, chitosan, and hyaluronic acid showed that they lowered the formation of capsules and inflammation. Antimicrobial nanoparticles, such as silver, zinc oxide, and antibiotics, are attached to the surfaces of implants to protect against infections and release drugs locally. Nanocontrast agents are used in high-resolution MRI and ultrasound images of implant shell integrity to get new imaging and diagnosis tools. By tracking biomarkers, nanostructured sensors could be used to find seromas, ruptures, and device failures with little to no damage. Much work has been done to show that different nanotechnologies can help breast implants in a pre-clinical setting. However, problems with regulation and standardization still need to be fixed before the implants can be used in people and made in large quantities. The process needs to be improved even more to make a lot of nanocomposite and etched surfaces. To make sure patients are safe, it is also important to do long-term biocompatibility and nanotoxicology tests. Nanotechnology has a lot of promise to change the way breast implants are made so that they look better and improve people's quality of life. This review examines nanotechnology's emerging applications for enhancing breast implants' durability and performance.
乳房植入物通常用于修复和美容手术。然而,如今用于植入物的材料在生物相容性和机械强度方面可以做得更好。利用纳米材料制造复合生物材料是有可能的,这种材料的机械性能优于硅树脂弹性体和盐水填充外壳等普通植入材料。研究人员发现,将碳纳米管、石墨烯和羟基磷灰石纳米颗粒添加到金属和硅酮植入物的外壳中,可使其更加坚固、灵活,不易破裂。研究人员还在研究由聚己内酯和聚乳酸制成的聚合物纳米复合材料,看它们是否能更好地分解并与组织更好地结合。通过控制蛋白质如何粘附在材料上以及细胞如何与材料相互作用,在纳米级水平上改变植入物的表面可以使其更具生物相容性。使用聚丙烯酸酯、壳聚糖和透明质酸的纳米涂层进行的动物试验表明,它们能减少囊肿的形成和炎症的发生。银、氧化锌和抗生素等抗菌纳米粒子被附着在植入物表面,以防止感染并在局部释放药物。纳米对比剂被用于植入物外壳完整性的高分辨率核磁共振成像和超声波图像,从而获得新的成像和诊断工具。通过跟踪生物标志物,纳米结构传感器可用于发现血清肿、破裂和设备故障,而几乎不会造成任何损伤。已有许多工作表明,不同的纳米技术可以在临床前环境中帮助乳房植入物。然而,在植入物用于人体并大量生产之前,仍需解决监管和标准化方面的问题。要制造大量纳米复合材料和蚀刻表面,还需要进一步改进工艺。为了确保患者的安全,还必须进行长期的生物相容性和纳米毒理学测试。纳米技术有望改变乳房植入物的制造方式,使其更加美观,并提高人们的生活质量。本综述探讨了纳米技术在提高乳房植入物耐用性和性能方面的新兴应用。
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引用次数: 0
Sentiment analysis of passenger feedback on U.S. airlines using machine learning classification methods 利用机器学习分类方法对乘客对美国航空公司的反馈意见进行情感分析
Pub Date : 2024-07-30 DOI: 10.30574/wjarr.2024.23.1.2183
Md Nurul Raihen, Sultana Akter
Twitter, a platform for micro-blogging, has contained as a novel information architecture. Everyday People worldwide publish about 200 million status messages, known as tweets. Twitter users express their opinions by posting concise text messages. Twitter data is useful for sentiment analysis and consumer feedback tweets. This study employed multi-class sentiment analysis to analyze tweets from 6 major US airlines (American, United, US Airways, Southwest, Delta and Virgin America). Airlines are essential for travel, and this study has helped people choose the best ones. Classification model with the lowest error rate could help airline companies improve their business by figuring out why information is being misclassified. This analysis of airline evaluations can help us identify good airlines and apply this model to our own journeys. This helps the airline identify its weaknesses so they can improve them. A technique of natural language processing (NLP) known as sentiment analysis (or opinion mining) classifies the tone of data as positive, negative, or neutral. The analysis was conducted with seven distinct classification strategies: Linear Discriminant Analysis, Quadratic Discriminant Analysis, Decision Tree, Random Forest, K-Nearest Neighbors, Gradient Boosting, and AdaBoost to utilize the split validation (80% as train data set, 20% as test data set) and 10 folds cross validation process. The suggested model demonstrates superior accuracy and efficiency compared to all others, achieving an accuracy score of 90.13% for the Random Forest with 10 folds cross validation approach. The project aims to utilize machine learning techniques to estimate the reasons for misclassified information since the lowest error rate means the airline sentiment provides less wrong prediction.
推特(Twitter)是一个微型博客平台,包含了一种新颖的信息架构。每天,世界各地的人们都会发布约 2 亿条状态信息,即所谓的 "推文"。Twitter 用户通过发布简洁的文本信息来表达自己的观点。Twitter 数据可用于情感分析和消费者反馈推文。本研究采用多类情感分析法对美国 6 家主要航空公司(美国航空、美联航、全美航空、西南航空、达美航空和维珍美国航空)的推文进行了分析。航空公司是旅行的必备品,这项研究有助于人们选择最佳的航空公司。错误率最低的分类模型可以帮助航空公司找出信息被错误分类的原因,从而改善业务。对航空公司评价的分析可以帮助我们找出好的航空公司,并将这一模型应用到自己的旅行中。这有助于航空公司找出自己的弱点,从而加以改进。自然语言处理 (NLP) 的一种技术被称为情感分析(或意见挖掘),它将数据的语气分为正面、负面和中性。分析采用了七种不同的分类策略:线性判别分析、四元判别分析、决策树、随机森林、K-近邻、梯度提升和 AdaBoost,并利用拆分验证(80% 作为训练数据集,20% 作为测试数据集)和 10 次交叉验证过程。与所有其他方法相比,建议的模型具有更高的准确性和效率,随机森林和 10 次交叉验证方法的准确性达到了 90.13%。该项目旨在利用机器学习技术来估算信息分类错误的原因,因为最低的错误率意味着航空情感提供的错误预测较少。
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引用次数: 0
Analysis of public perceptions towards agrotourism (Case Study of The Zafarm Agrotourism in Palembang City) 分析公众对农业旅游的看法(巴伦邦市 Zafarm 农业旅游案例研究)
Pub Date : 2024-07-30 DOI: 10.30574/wjarr.2024.23.1.1968
Muhammad Isnaini, M. Yamin, Desi Aryani
This research aims to determine the public's perception of The Zafarm Agrotourism. The sample of respondents in this study used an accidental sampling technique, which was calculated using the Slovin formula so that the number of respondents was 72 people. The analytical method used is qualitative descriptive analysis. Data was collected using questionnaires both directly and online via Google Drive links and barcodes. The results of this research show that the public's perception of The Zafarm Agrotourism in terms of the dimensions of attractions, accessibility and amenities is in agreement, where the public's perception of The Zafarm Agrotourism object in terms of the attractions dimension has a total score of 1.501, which is in the score range of 1.224–1.511 according to the criteria agree, the public's perception of The Zafarm Agrotourism object in terms of the accessibility dimension has a total score of 579, which is in the score range 489–603 with the criteria of agree, the public's perception of The Zafarm Agrotourism object, which is viewed from the amenity dimension, has a total score of 578, which is in the score range of 489 –603 with agree criteria. This means that The Zafarm Agrotourism object is well received by the community. The natural beauty, unique experiences in learning about agricultural cultivation with the cultural nuances of Palembang City, the availability of infrastructure, affordable road access, and other supporting facilities such as learning media for the visiting public are the attractions of The Zafarm Agrotourism.
本研究旨在确定公众对扎法农场农业旅游的看法。本研究的受访者样本采用了意外抽样技术,通过斯洛文公式计算得出受访者人数为 72 人。采用的分析方法是定性描述分析。数据收集采用问卷调查的方式,既有直接问卷调查,也有通过 Google Drive 链接和条形码在线问卷调查。研究结果表明,公众对扎法农场农业旅游在景点、可进入性和便利性三个维度上的感知是一致的,其中公众对扎法农场农业旅游在景点维度上的感知总分为 1.501,处于 1.224-1.根据 "同意 "的标准,公众对扎法农场农业旅游对象在可达性维度上的感知总分为 579 分,处于 "同意 "标准下的 489-603 分范围内;从便利性维度上看,公众对扎法农场农业旅游对象的感知总分为 578 分,处于 "同意 "标准下的 489-603 分范围内。这说明扎法姆农场农业旅游项目受到了社区的欢迎。自然美景、学习农业种植的独特体验与巴伦邦市的文化差异、可用的基础设施、经济实惠的道路交通以及其他配套设施(如供游客使用的学习媒体)都是扎发农场农业旅游的吸引力所在。
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引用次数: 0
Enhancing stock market prediction accuracy with recurrent deep learning models: A case study on the CAC40 index 利用递归深度学习模型提高股市预测准确性:CAC40 指数案例研究
Pub Date : 2024-07-30 DOI: 10.30574/wjarr.2024.23.1.2156
Arash Tashakkori, Niloufar Erfanibehrouz, Shahin Mirshekari, Abolfazl Sodagartojgi, Vatsal Gupta
This paper explores the application of Recurrent Neural Networks (RNNs) and Long Short-Term Memory (LSTM) networks for stock price prediction over a 10-day horizon. The study aims to compare the predictive performance of these two deep learning architectures within the context of financial forecasting. Utilizing historical stock data from the CAC40 dataset, which represents a capitalization-weighted measure of the 40 most significant stocks on the Euronext Paris, we train and evaluate RNN and LSTM models to forecast future stock prices. Our results demonstrate the superior performance of LSTM networks in capturing the intricate temporal dependencies inherent in stock price data. Compared to standard RNNs, LSTM models exhibit higher accuracy and provide more reliable forecasts over the 10-day prediction period. The specialized memory cells and gating mechanisms in LSTM networks enable them to effectively identify both short-term changes and long-term patterns in stock prices, thus outperforming traditional RNN architectures. This enhanced ability to model the complex dynamics of stock market data underscores the potential of LSTM networks to improve investment decision-making, risk management, and the overall efficiency of financial markets. The insights gained from this study contribute to the growing body of knowledge on the application of deep learning in finance and investment, offering valuable guidance for practitioners and researchers seeking to harness the power of advanced algorithms for stock market prediction and optimization.
本文探讨了循环神经网络(RNN)和长短期记忆(LSTM)网络在 10 天期限内股价预测中的应用。研究旨在比较这两种深度学习架构在金融预测方面的预测性能。我们利用 CAC40 数据集的历史股票数据(该数据集是巴黎泛欧交易所 40 只最重要股票的资本化加权衡量标准),训练和评估 RNN 和 LSTM 模型,以预测未来股票价格。我们的结果表明,LSTM 网络在捕捉股票价格数据固有的错综复杂的时间依赖性方面表现出色。与标准 RNN 相比,LSTM 模型在 10 天的预测期内表现出更高的准确性,并提供更可靠的预测。LSTM 网络中的专门记忆单元和门控机制使其能够有效识别股票价格的短期变化和长期模式,从而超越了传统的 RNN 架构。LSTM 网络对股市数据复杂动态建模能力的增强,凸显了它在改善投资决策、风险管理和金融市场整体效率方面的潜力。本研究获得的洞察力为深度学习在金融和投资领域的应用提供了越来越多的知识,为寻求利用先进算法的力量进行股市预测和优化的从业人员和研究人员提供了有价值的指导。
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引用次数: 0
A rare clinical course of seronegative of diffuse alveolar hemorrhage coexisting with extra-capillary glomerular 弥漫性肺泡出血并发毛细血管外肾小球血清阴性的罕见临床病程
Pub Date : 2024-07-30 DOI: 10.30574/wjarr.2024.23.1.1755
Hajar Benaziz, Maryem Hindi, Hasna Yasine, Mohamed Ijim, Oussama Fikri, Lamyae Amro
Some disorders can cause concomitant kidney dysfunction with lung involvement. The diagnosis of diffuse alveolar hemorrhage (DAH) is considered in patients who develop progressive dyspnea with alveolar opacities on chest imaging and acute renal failure with proteinuria and hematuria occurs due to rapidly progressive glomerulonephritis (RPGN). These syndromes are caused by variable disorders the most frequent are ANCA associated vascularitis or goodpasture syndrome. DAH diagnosed by the presence of blood on bronchoscopic alveolar lavage, and RPGN by the presence of specific glomerular lesions on the renal biospy. Treatment should target the underlying disorder. Here, we describe in detail the clinical manifestations, diagnostic approach, and treatment of DHA in a 39-year-old male who presented an alveolar hemorrhage, with acute renal failure. Treatment involved the use of high-dose corticosteroids to suppress the autoimmune response. Finally, we discuss the striking response to corticosteroid treatment and emphasize the importance of early initiation of treatment.
有些疾病可在肺部受累的同时引起肾功能障碍。如果患者出现进行性呼吸困难,胸部影像学检查显示肺泡不通透,并且由于快速进展性肾小球肾炎(RPGN)而出现伴有蛋白尿和血尿的急性肾功能衰竭,则应考虑诊断为弥漫性肺泡出血(DAH)。这些综合征由不同的疾病引起,最常见的是 ANCA 相关血管炎或 Goodpasture 综合征。DAH 的诊断依据是支气管镜肺泡灌洗液中出现血迹,而 RPGN 的诊断依据是肾脏活组织检查中出现特定的肾小球病变。治疗应针对潜在的疾病。在此,我们详细描述了一名出现肺泡出血并伴有急性肾功能衰竭的 39 岁男性 DHA 患者的临床表现、诊断方法和治疗。治疗包括使用大剂量皮质类固醇来抑制自身免疫反应。最后,我们讨论了患者对皮质类固醇治疗的显著反应,并强调了尽早开始治疗的重要性。
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引用次数: 0
Characteristics of creative accounting: A Multifaceted Literature Analysis 创造性会计的特点:多方面文献分析
Pub Date : 2024-07-30 DOI: 10.30574/wjarr.2024.23.1.2177
Charles Guandaru Kamau, Christine Kanana Murori
Creative accounting has become a widespread practice in financial reporting. It involves manipulating financial data to paint a more positive picture of a company's financial performance or position. This paper aims to provide a comprehensive exploration of creative accounting. It will delve into its underlying factors, characteristics, different forms, and associated Implications. By reviewing existing literature, we will examine the complex relationship between creative accounting and factors such as ethics, quality of disclosure, internal control, and ownership structure. The discussion will shed light on the double-edged nature of creative accounting, acknowledging its potential for innovation in accounting practices while also recognizing its negative consequences for stakeholders when used unethically. Various forms of creative accounting, including earnings management, income smoothing, and big bath accounting, will be examined in detail, with a focus on their impact on financial reporting transparency and stakeholder perceptions. Additionally, this paper will discuss the precautions associated with creative accounting, emphasizing the need for careful consideration in financial decision-making and the importance of
创意会计已成为财务报告中的一种普遍做法。它涉及篡改财务数据,以更正面地描述公司的财务业绩或状况。本文旨在对创意会计进行全面探讨。本文将深入探讨其基本因素、特点、不同形式和相关影响。通过回顾现有文献,我们将研究创意会计与道德、信息披露质量、内部控制和所有权结构等因素之间的复杂关系。讨论将揭示创造性会计的双刃性,承认其在会计实务中的创新潜力,同时也认识到其在不道德地使用时对利益相关者的负面影响。本文将详细研究各种形式的创新会计,包括收益管理、收入平滑和大浴缸会计,重点关注它们对财务报告透明度和利益相关者看法的影响。此外,本文还将讨论与创造性会计相关的预防措施,强调在财务决策中需要慎重考虑,并重视以下几点
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引用次数: 0
Experience of healthcare professionals at the Makiso General Reference Hospital on nursing-related accidents 马基索综合参考医院医护人员在护理相关事故方面的经验
Pub Date : 2024-07-30 DOI: 10.30574/wjarr.2024.23.1.1426
Joseph Kasereka Kyakwa, Nicole Kahindo Vagheni, Marie Otshudi Ndjeka, Gaspard Lisongomi Lotiyo, Marthe Bumba Basiatiwe, Jean-Marc Aninge Memeyo, Gustave Shungu Bernard, Bienvenu Lomande Atambanaka
Introduction: In our hospitals, nursing-related accidents are frequent. It is not uncommon for minor incidents and near misses to occur before a serious accident occurs. The main aims of this study are to explore the experience of healthcare professionals of nursing-related accidents; to determine what to do about nursing-related accidents; and to analyze the attitudes of healthcare professionals to nursing-related accidents. Methods: We conducted a qualitative, phenomenological study based on free, face-to-face interviews. It involved 3 care providers working at the Makiso General Referral Hospital from March 2 to 31, 2024. Results: In terms of experience, respondents identified risk factors, managing emotions during the accident and the consequences of a nursing-related accident. In terms of what to do in the event of a care-related accident, the subjects identified teamwork to prevent care-related accidents, taking precautions before administering care and ensuring patient safety. Finally, with regard to the attitude of nursing staff to accidents attributable to care, respondents expressed their views on reassuring patients that their health would be restored in the event of an accident attributable to nursing care, identifying problems linked to the accident and ways of preventing accidents attributable to care. Conclusion: To prevent nursing-related accidents, it is necessary to put into practice preventive measures that should be taken to reduce the frequency and severity of accidents attributable to nursing care. Nurses should regularly undergo medical training to prevent nursing-related accidents
引言在我们的医院里,与护理有关的事故频频发生。在严重事故发生之前,轻微事故和险情也时有发生。本研究的主要目的是探讨医护人员对护理相关事故的经验;确定如何应对护理相关事故;分析医护人员对护理相关事故的态度。研究方法:我们通过面对面的自由访谈进行了一项定性的现象学研究。2024 年 3 月 2 日至 31 日,3 名护理人员在马基索综合转诊医院工作。研究结果在经验方面,受访者指出了风险因素、事故中的情绪管理以及护理相关事故的后果。在发生护理相关事故时应采取的措施方面,受访者认为应通过团队合作来预防护理相关事故、在实施护理前采取预防措施以及确保患者安全。最后,关于护理人员对护理事故的态度,受访者就以下方面发表了看法:在发生护理事故时向患者保证他们的健康会得到恢复、找出与事故有关的问题以及预防护理事故的方法。结论:为了预防与护理有关的意外事故,有必要将应采取的预防措施付诸实践,以减少护理意外事故的发生频率和严重程度。护士应定期接受医疗培训,以预防与护理有关的事故
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引用次数: 0
Gender stereotypes in Lola Shoneyin’s the secret lives of baba Segi’s wives 罗拉-肖尼因《巴巴-塞吉的妻子们的秘密生活》中的性别陈规定型观念
Pub Date : 2024-07-30 DOI: 10.30574/wjarr.2024.23.1.2170
Bukola Jane David, David Opeyemi Adebayo, Monday Florence Anabel, Zariat Yetunde Ayoade, Obianwa Faith Ogechi, Dike Ndidi Pauline, Olanase Sarah Oluwadamilola, Akabuogu Elochukwu Lynda
This research focuses on gender stereotypes in selected African literary text. The way in which some African writers view gender inequalities and stereotypes in their characters is explored. We will also be able to see who is involved and affected by these gender inequalities and how. What determines beliefs about the ability and appropriate role of women? An overwhelming majority of men and women born early in the 20th century thought women should not work; a majority now believes that work is appropriate for both genders. Betty Friedan (1963) postulated that beliefs about gender were formed by consumer goods producers, but a simple model suggests that such firms would only have the incentive to supply error, when mass persuasion is cheap, when their products complement women’s time in the household, and when individual producers have significant market power (1). Such conditions seem unlikely to be universal, or even common, but gender stereotypes have a long history. To explain that history, we turn to a second model where parents perpetuate beliefs out of a desire to encourage the production of grandchildren. Undersupply of female education will encourage daughters’ fertility, directly by reducing the opportunity cost of their time and indirectly by leading daughters to believe that they are less capable. Children will be particularly susceptible to persuasion if they overestimate their parents’ altruism toward themselves. The supply of persuasion will diminish if women work before childbearing, which may explain why gender-related beliefs changed radically among generations born in the 1940s.
本研究侧重于选定的非洲文学文本中的性别定型观念。我们将探讨一些非洲作家是如何看待其笔下人物的性别不平等和性别定型观念的。我们还将了解谁参与了这些性别不平等并受到其影响,以及如何受到影响。是什么决定了人们对女性能力和适当角色的看法?20 世纪初出生的绝大多数男性和女性认为女性不应该工作;而现在,大多数人认为工作对两性都是合适的。贝蒂-弗里丹(Betty Friedan,1963 年)推测,关于性别的观念是由消费品生产商形成的,但一个简单的模型表明,只有在大众说服成本低廉、其产品能够补充妇女在家庭中的时间以及单个生产商拥有巨大市场力量的情况下,这些公司才会有提供错误产品的动机(1)。这些条件似乎不太可能普遍存在,甚至不常见,但性别刻板印象由来已久。为了解释这一历史,我们转向第二种模式,即父母出于鼓励生育孙辈的愿望而延续观念。女性教育供应不足会鼓励女儿生育,直接原因是降低了她们的时间机会成本,间接原因是让女儿认为自己能力较差。如果子女高估了父母对自己的利他主义,他们就特别容易被说服。如果妇女在生育前就开始工作,劝说的作用就会减弱,这也许可以解释为什么在 20 世纪 40 年代出生的几代人中,与性别有关的观念发生了根本性的变化。
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引用次数: 0
Navigating Financial Compliance in Small and Medium-Sized Enterprises (SMEs): Overcoming challenges and implementing effective solutions 中小型企业 (SME) 财务合规导航:克服挑战并实施有效解决方案
Pub Date : 2024-07-30 DOI: 10.30574/wjarr.2024.23.1.1984
Halima Oluwabunmi Bello, Toluwalase Vanessa Iyelolu
Financial compliance is a critical aspect of business management, particularly for Small and Medium-Sized Enterprises (SMEs). These enterprises play a vital role in economic development, yet they face unique challenges in adhering to financial regulations. This review explores the importance of financial compliance for SMEs, the common obstacles they encounter, and effective strategies to overcome these hurdles. SMEs often struggle with the complexity of regulatory requirements, limited resources, and the high cost of compliance. Additionally, the lack of standardized regulations across regions and industries, coupled with rapid technological advancements and cyber threats, further complicates compliance efforts. The significance of financial compliance for SMEs cannot be overstated, as it ensures legal conformity, builds stakeholder trust, promotes sound financial management, and facilitates international expansion. By maintaining compliance, SMEs can avoid legal penalties, attract investment, and achieve sustainable growth. However, the path to compliance is fraught with challenges that require innovative and practical solutions. This review outlines several strategies to help SMEs navigate financial compliance effectively. These include leveraging technology to automate compliance processes, investing in staff training to enhance regulatory knowledge, and seeking external expertise when necessary. Additionally, adopting a proactive approach to financial management, such as implementing robust internal controls and regular audits, can significantly enhance compliance efforts. The discussion emphasizes the need for a supportive regulatory environment that considers the unique constraints of SMEs and provides tailored guidance to aid their compliance journey. By addressing these aspects, this review aims to empower SMEs to overcome compliance challenges and implement effective solutions, ultimately contributing to their growth and the broader economic landscape.
财务合规是企业管理的一个重要方面,对于中小企业(SMEs)来说尤其如此。这些企业在经济发展中发挥着至关重要的作用,但在遵守财务法规方面却面临着独特的挑战。本综述探讨了财务合规对中小型企业的重要性、中小型企业遇到的常见障碍以及克服这些障碍的有效策略。中小型企业经常要面对复杂的监管要求、有限的资源和高昂的合规成本。此外,各地区和各行业缺乏标准化的法规,再加上快速的技术进步和网络威胁,使得合规工作变得更加复杂。财务合规对中小企业的重要性怎么强调都不为过,因为它可以确保符合法律规定,建立利益相关者的信任,促进健全的财务管理,并有利于国际扩张。通过保持合规,中小企业可以避免法律处罚,吸引投资,实现可持续增长。然而,合规之路充满挑战,需要创新和实用的解决方案。本综述概述了帮助中小企业有效实现财务合规的几项战略。这些策略包括利用技术实现合规流程自动化、投资于员工培训以增强监管知识,以及在必要时寻求外部专家的帮助。此外,采取积极主动的财务管理方法,如实施强有力的内部控制和定期审计,也能大大加强合规工作。讨论强调,需要一个支持性的监管环境,考虑到中小企业的独特制约因素,并提供有针对性的指导,以帮助其合规之路。通过探讨这些方面的问题,本次审查旨在增强中小企业克服合规挑战和实施有效解决方案的能力,最终促进中小企业的发展和更广泛的经济格局。
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引用次数: 0
Transforming maternal healthcare: Harnessing the power of artificial intelligence for improved outcomes and access 变革孕产妇保健:利用人工智能的力量改善成果和获取途径
Pub Date : 2024-07-30 DOI: 10.30574/wjarr.2024.23.1.2005
Pradeep Kumar Panda, Rahul Sharma
Artificial intelligence (AI) signifies advanced computer systems adept at tasks traditionally within the purview of human intelligence. This paper explores the transformative landscape of AI applications in healthcare, with a specific focus on risk assessment, predictive modeling, and remote monitoring to proactively address high-risk pregnancies. Aligned with Sustainable Development Goal (SDG) 3.1, our investigation underscores AI's pivotal role in advancing maternal outcomes, encapsulating recent research across domains such as complication prediction, healthcare access enhancement, clinical decision support systems, and fertility treatments. AI-driven models demonstrate efficacy in predicting preterm birth, gestational diabetes, preeclampsia, and other adverse outcomes through meticulous analysis of maternal health data, enabling timely interventions. In underserved regions, AI acts as a catalyst, enhancing accessibility to vital services like prenatal ultrasounds and health education through telemedicine platforms. The integration of AI decision support systems empowers healthcare providers with real-time, patient-specific assessments and recommendations derived from population data analysis. Within fertility medicine, AI proves instrumental in refining genetic screening, embryo viability selection, and optimizing in vitro fertilization success rates. Despite these advancements, challenges persist in regulatory policy, privacy safeguards, accuracy, and seamless integration into clinical workflows, necessitating prudent consideration before widespread implementation. So, ethically applied AI emerges as a transformative force, offering substantial opportunities to advance maternal healthcare significantly. By averting complications, broadening access, informing sound decisions, and optimizing fertility outcomes, AI stands as a promising ally. This comprehensive review encapsulates pivotal applications of this burgeoning technology, outlining potential directions for future research, thereby contributing to the realization of SDG 3.1.
人工智能(AI)是一种先进的计算机系统,擅长完成传统上属于人类智能范畴的任务。本文探讨了人工智能在医疗保健领域的变革性应用,重点关注风险评估、预测建模和远程监控,以积极应对高危妊娠。我们的调查与可持续发展目标(SDG)3.1 相一致,强调了人工智能在提高孕产妇预后方面的关键作用,囊括了并发症预测、提高医疗服务可及性、临床决策支持系统和生育治疗等领域的最新研究成果。通过对孕产妇健康数据的细致分析,人工智能驱动的模型在预测早产、妊娠糖尿病、子痫前期和其他不良后果方面显示出了功效,从而实现了及时干预。在服务不足的地区,人工智能发挥着催化剂的作用,通过远程医疗平台提高了产前超声波检查和健康教育等重要服务的可及性。通过整合人工智能决策支持系统,医疗服务提供者可以根据人口数据分析结果,提出针对具体患者的实时评估和建议。在不孕不育医学领域,人工智能在完善基因筛查、胚胎存活率选择和优化体外受精成功率方面发挥着重要作用。尽管取得了这些进步,但在监管政策、隐私保护、准确性以及与临床工作流程的无缝整合等方面仍存在挑战,因此在广泛应用之前必须慎重考虑。因此,在伦理上应用人工智能将成为一股变革力量,为大大推进孕产妇医疗保健提供大量机会。通过避免并发症、扩大使用范围、为合理决策提供信息以及优化生育结果,人工智能是一个大有可为的盟友。本综述概括了这一新兴技术的关键应用,概述了未来研究的潜在方向,从而有助于实现可持续发展目标 3.1。
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