early warning

预警
  • 文章类型: Journal Article
    伤口愈合对受损组织的结构和功能恢复至关重要。然而,有效的伤口闭合和愈合一直是再生工程的巨大挑战。这项研究提供了具有药物释放水凝胶和非紧密堆积光子晶体(NPC)的生物启发可穿戴水凝胶复合材料,用于伤口治疗和伤口开裂的肉眼视觉预警。分子动力学模型和药物释放结果说明了布洛芬的持续药物释放,通过引入鱼胶原蛋白,以1410%的拉伸应变优化了药物释放水凝胶的机械性能;它们的生物相容性和粘附性也得到了改善。NPC的结构颜色从630到500nm蓝移,应变为15.0%,并根据聚(甲基丙烯酸甲酯)(PMMA)浓度和丙烯酰胺含量定制原始颜色。与纱布和传统的水凝胶相比,复合材料提供了潮湿的环境和有效闭合的伤口;清创和释放的药物避免了炎症,大鼠伤口在第三天愈合了40.5%,在第14天基本愈合了100%。这项工作为伤口愈合和伤口变形时的肉眼视觉预警提供了一种新颖的策略,有望促进临床治疗与可视化预警的协同发展。
    Wound healing is critical to the structural and functional restoration of damaged tissue. However, effective wound closure and healing are always great challenges in regenerative engineering. This study provided bioinspired wearable hydrogel composites with drug-releasing hydrogel and nonclose-packed photonic crystals (NPCs) for wound therapy and naked-eye visual early warning of wound dehiscence. Molecular dynamics models and drug-releasing results illustrated the sustained drug release of ibuprofen, and the mechanical properties of the drug-releasing hydrogel were optimized with 1410% tensile strain by introducing fish collagen; their biocompatibility and adhesion were also improved. The structural color of the NPCs blue-shifted from 630 to 500 nm with 15.0% strain, and the original color was customized with poly(methyl methacrylate) (PMMA) concentration and acrylamide content. Compared with the gauze and the traditional hydrogels, the composite provided a moist environment and an effectively closed wound; the debridement and released drug avoided inflammation, and the rat wound was healed 40.5% on the third day and essentially 100% on the 14th day. The work provided a novel strategy for wound healing and naked-eye visual early warning when a wound deforms, which is expected to promote the synergistic development of clinical treatment and visualized early warning.
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  • 文章类型: Journal Article
    2-苄基苯并咪唑“硝基苯”阿片类药物的出现正在激起休闲合成阿片类药物市场。许多硝唑烯类似物在µ-阿片受体(MOR)上充当有效的激动剂,正如在各种体外和体内研究中所证明的那样。越来越多地报道了与硝唑烯类似物相关的严重中毒和过量死亡。硝唑烯阿片类药物被列为公共卫生威胁,强调需要密切监测娱乐性药物市场的新发展。这项研究报告了2023年8月在瑞士毒品检查服务中,娱乐性吸毒者上交的样品中检测到N-去乙基依托氮烯。该人通过互联网来源购买了样品,据称该样品含有异氮烯。进行化学分析以表征样品,即核磁共振(NMR),毛细管电泳(CE),和高分辨率质谱(HRMS)。另外使用两种不同的体外MOR激活测定来研究样品。NMR和与HRMS偶联的高效液相色谱(HPLC)证实了高纯度的N-去乙基依托氮嗪的存在,并且不存在等氮氮嗪和依托氮嗪。以前已检测到N-去乙基硝基苯类似物作为异硝基苯和依托硝基苯的代谢产物。然而,正如第一次看到的N-去乙基异氮杂氮,它们现在正在成为独立的药物。与芬太尼相比,所应用的生物测定法证明了在MOR下N-去乙基依托氮嗪的功效增加和大约6-9倍的效力。N-去乙基etonitazene在β-抑制蛋白2募集和Aequosrescreen®测定中的EC50值为3.35nM和0.500nM,分别。使用生物测定法额外评估了收集的样品中存在的阿片样物质活性,并显示出与参考标准的良好重叠,符合分析纯度评估。这证明了这些生物测定法提供真实样品的快速阿片样物质活性评估的潜力。在法医和临床毒理学案例中必须考虑其他N-去乙基硝基苯类似物的出现,以避免对代谢物等类似物的摄入量进行错误分类。最后,药物检查服务能够密切监测市场发展和趋势,对预警和减少危害具有重要价值。
    The emergence of 2-benzylbenzimidazole \"nitazene\" opioids is stirring up the recreational synthetic opioid market. Many nitazene analogues act as potent agonists at the µ‑opioid receptor (MOR), as demonstrated in various in vitro and in vivo studies. Severe intoxication and overdose deaths associated with nitazene analogues are increasingly being reported. Nitazene opioids are classified as a public health threat, stressing the need for close monitoring of new developments on the recreational drug market. This study reports on the detection of N-desethyl etonitazene in a sample handed in by a recreational drug user at a Swiss drug checking service in August 2023. The person bought the sample through an internet source where it was stated to contain isotonitazene. Chemical analyses were conducted to characterize the sample, i.e. nuclear magnetic resonance (NMR), capillary electrophoresis (CE), and high-resolution mass spectrometry (HRMS). The sample was additionally investigated using two different in vitro MOR activation assays. NMR and high-performance liquid chromatography (HPLC) coupled to HRMS confirmed the presence of N-desethyl etonitazene at a high purity and in the absence of isotonitazene and etonitazene. N-Desethyl nitazene analogues have been detected before as metabolites of isotonitazene and etonitazene. However, as first seen with N-desethyl isotonitazene, they are now emerging as standalone drugs. The applied bioassays demonstrated increased efficacy and approximately 6-9-fold higher potency of N-desethyl etonitazene at MOR compared to fentanyl. N-Desethyl etonitazene showed EC50 values of 3.35 nM and 0.500 nM in the β-arrestin 2 recruitment and Aequoscreen® assays, respectively. The opioid activity present in the collected sample was additionally evaluated using the bioassays and showed good overlap with the reference standard, in line with the analytical purity assessment. This demonstrates the potential of these bioassays to provide a rapid opioid activity assessment of authentic samples. The emergence of other N-desethyl nitazene analogues must be considered during forensic and clinical toxicology casework, to avoid misclassification of intake of such analogues as metabolites. Finally, drug checking services enable the close monitoring of market developments and trends and are of great value for early warning and harm reduction purposes.
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  • 文章类型: Journal Article
    食品安全事件的频发引起了公众对食品安全和关键污染物的关注。食源性病原体污染,农药残留,重金属残留物,和其他食品安全问题将显著影响人类健康。因此,发展高效、灵敏的检测方法,确保食品安全预警至关重要。基于适体的传感器(aptasensor)是一种新型的分析工具,具有很强的针对性,高灵敏度,低成本,等。它已被广泛用于制药行业,生物医学,环境工程,食品安全检测,以及其他不同领域。本文综述了食品分析检测应用传感器的最新研究进展,主要介绍了它们在检测各种关键食品污染物中的应用。随后,讨论了aptasensor的传感机理和性能。最后,审查将研究与检测食品中主要污染物有关的挑战和机遇,并在食品安全和检测中推进aptasensor的实施。
    The frequent occurrence of food safety incidents has aroused public concern about food safety and key contaminants. Foodborne pathogen contamination, pesticide residues, heavy metal residues, and other food safety problems will significantly impact human health. Therefore, developing efficient and sensitive detection method to ensure food safety early warning is paramount. The aptamer-based sensor (aptasensor) is a novel analytical tool with strong targeting, high sensitivity, low cost, etc. It has been extensively utilized in the pharmaceutical industry, biomedicine, environmental engineering, food safety detection, and in other diverse fields. This work reviewed the latest research progress of aptasensors for food analysis and detection, mainly introducing their application in detecting various key food contaminants. Subsequently, the sensing mechanism and performance of aptasensors are discussed. Finally, the review will examine the challenges and opportunities related to aptasensors for detecting major contaminants in food, and advance implementation of aptasensors in food safety and detection.
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  • 文章类型: Journal Article
    基于废水的监测已成为监测严重急性呼吸系统综合症冠状病毒2(SARS-CoV-2)的重要方法。这项研究调查了赞比亚废水中SARS-CoV-2的存在。从2023年10月至2023年12月,我们在赞比亚的铜带和东部省份进行了一项纵向研究,在此期间收集了155个废水样品。对样品进行三种不同的浓缩方法,即袋式过滤,脱脂乳絮凝,和基于聚乙二醇的浓度测定。使用实时聚合酶链反应(PCR)进行SARS-CoV-2核酸的分子检测。使用IlluminaCOVIDSEQ测定进行全基因组测序。在155个废水样本中,62(40%)的SARS-CoV-2检测呈阳性。其中,获得了13个长度足以确定SARS-CoV-2谱系的序列,并对2个序列进行了系统发育分析。在废水中检测到各种Omicron亚变体,包括BA.5,XBB.1.45,BA.2.86和JN.1。在赞比亚的临床病例中已检测到其中一些亚变体。有趣的是,系统发育分析将铜带省的序列定位在B.1.1.29进化枝中,这表明2021年底检测到的早期Omicron变体可能仍在传播,可能尚未被新的亚变体完全取代。这项研究强调需要将SARS-CoV-2的废水监测纳入监测赞比亚SARS-CoV-2循环的主流策略。
    Wastewater-based surveillance has emerged as an important method for monitoring the Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2). This study investigated the presence of SARS-CoV-2 in wastewater in Zambia. We conducted a longitudinal study in the Copperbelt and Eastern provinces of Zambia from October 2023 to December 2023 during which 155 wastewater samples were collected. The samples were subjected to three different concentration methods, namely bag-mediated filtration, skimmed milk flocculation, and polythene glycol-based concentration assays. Molecular detection of SARS-CoV-2 nucleic acid was conducted using real-time Polymerase Chain Reaction (PCR). Whole genome sequencing was conducted using Illumina COVIDSEQ assay. Of the 155 wastewater samples, 62 (40%) tested positive for SARS-CoV-2. Of these, 13 sequences of sufficient length to determine SARS-CoV-2 lineages were obtained and 2 sequences were phylogenetically analyzed. Various Omicron subvariants were detected in wastewater including BA.5, XBB.1.45, BA.2.86, and JN.1. Some of these subvariants have been detected in clinical cases in Zambia. Interestingly, phylogenetic analysis positioned a sequence from the Copperbelt Province in the B.1.1.529 clade, suggesting that earlier Omicron variants detected in late 2021 could still be circulating and may not have been wholly replaced by newer subvariants. This study stresses the need for integrating wastewater surveillance of SARS-CoV-2 into mainstream strategies for monitoring SARS-CoV-2 circulation in Zambia.
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  • 文章类型: Journal Article
    本文对当前的预警系统(EWS)进行了全面的回顾,并倡导在中国和澳大利亚之间建立统一的传染病EWS研究网络。我们建议,未来的研究应通过整合两国数据来加强预测模型和干预策略,从而改善传染病监测。这篇文章强调了对标准化数据格式和术语的需求,提高监控能力,以及稳健时空预测模型的发展。最后,它研究了这种合作方法的潜在好处和挑战及其对全球传染病监测的影响。这与正在进行的项目特别相关,中国和澳大利亚传染病预警系统(NetEWAC)旨在以季节性流感为例分析流感趋势,高峰活动,和潜在的半球间传播模式。该项目旨在整合来自两个半球的数据,以改善疫情预测,并基于社会环境因素开发季节性流感传播的时空预测建模系统。
    This article offers a thorough review of current early warning systems (EWS) and advocates for establishing a unified research network for EWS in infectious diseases between China and Australia. We propose that future research should focus on improving infectious disease surveillance by integrating data from both countries to enhance predictive models and intervention strategies. The article highlights the need for standardized data formats and terminologies, improved surveillance capabilities, and the development of robust spatiotemporal predictive models. It concludes by examining the potential benefits and challenges of this collaborative approach and its implications for global infectious disease surveillance. This is particularly relevant to the ongoing project, early warning systems for Infectious Diseases between China and Australia (NetEWAC), which aims to use seasonal influenza as a case study to analyze influenza trends, peak activities, and potential inter-hemispheric transmission patterns. The project seeks to integrate data from both hemispheres to improve outbreak predictions and develop a spatiotemporal predictive modeling system for seasonal influenza transmission based on socio-environmental factors.
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  • 文章类型: Journal Article
    理清冶金企业安全事故发生因素之间的复杂关系,预测企业发生事故的风险,建立了基于灰色决策试验与评价实验室/解释结构模型(DEMATEL/ISM)的冶金企业安全事故因素关联分析模型,在此基础上构建了贝叶斯网络预警模型。阐明了冶金企业事故致因因素的关系及作用路径。对各因素进行分层划分,建立多层分层结构模型,得到相邻原因,过渡原因,和事故的根本原因。结果表明,员工违规率,有害物质的储备,有毒气体和粉尘污染控制达标率,设备维修合格率,特种设备的合格率是事故的邻近原因。安全生产管理体系的完善是根本原因。将贝叶斯网络预警模型应用于阜新九兴钛业工作现场。事故的预期风险概率为17.9%,处于相对安全的状态(State2)。贝叶斯模型得到的结果与层次分析法和模糊综合评价法得到的结果一致,证明了预警模型的准确性。贝叶斯模型可以同时给出事故的风险概率值和事故原因因素的风险概率值,并在推理过程中包括指标变量之间的因果关系和条件相关关系,风险分级管理和控制的应急体系建设提供有针对性的技术支撑。
    To clarify the complex relationship between the factors causing safety accidents in metallurgical enterprises and predict the risk of accidents in enterprises, a correlation analysis model of the factors causing safety accidents in metallurgical enterprises based on grey Decision-Making Trial and Evaluation Laboratory/Interpretative Structural Modeling (DEMATEL/ISM) was established, and a Bayesian network early warning model was constructed on this basis. The relationship and action path of accident-causing factors in metallurgical enterprises were clarified. The factors were hierarchically divided and a multi-layer hierarchical structure model was established to obtain the neighboring cause, transitional cause, and essential cause of the accident. The results showed that the employee violation rate, the hazardous substances reserves, the toxic gas and dust pollution control compliance rate, the pass rate for equipment maintenance, and the qualification rate of special equipment were the neighboring causes of the accident. The perfection of the safety production management system was the essential cause. The Bayesian network early warning model was applied to the Fuxin Jiuxing Titanium work site. The expected risk probability of an accident was 17.9%, which was in a comparatively safe state (State2). The results obtained by the Bayesian model are consistent with those obtained by AHP and fuzzy comprehensive evaluation method, which proved the accuracy of the early warning model. The Bayesian model can give the risk probability value of the accident and the risk probability value of the accident cause factors at the same time, and include the causal relationship and conditional correlation relationship among the indicator variables in the reasoning process, which can provide targeted technical support for the construction of the emergency system of risk classification management and control.
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  • 文章类型: Journal Article
    背景:法国每年的细支气管炎和流感样疾病流行通常涉及高发病率和高死亡率,严重影响医疗保健。流行病由法国国家公共卫生研究所根据初级保健和急诊科(ED)的综合征监测宣布,使用基于统计的警报。尽管有效繁殖数(Rt)用于监测流行病的动态,在法国,它从未被用作毛细支气管炎或流感样疾病流行的预警工具。我们通过将Rt与流行病学家目前用于宣布流行阶段的工具(MASS)进行比较,来评估Rt是否可用于检测季节性流行病。
    方法:我们使用了2010年至2022年法国法兰西岛地区的匿名ED综合征数据。我们估计了Rt,并将加速传播(Rt>1)的指示与MASS流行病警报时间点进行了比较。我们计算了这两个时间点之间的差异,时间到流行高峰,以及在首次适应症和高峰记录的每日病例。
    结果:Rt提供了流感样疾病和细支气管炎流行的警报,分别,6天(IQR[4;8])和64天(IQR[52;80])-中位数-比MASS提供的警报早。
    结论:Rt检测到毛细支气管炎和流感样疾病流行的早期信号。使用这一预警指标与其他指标相结合来宣布年度流行病,可以为改善医疗保健系统的准备情况提供机会。
    BACKGROUND: Yearly bronchiolitis and influenza-like illness epidemics in France often involve high morbidity and mortality, which severely impacts healthcare. Epidemics are declared by the French National Institute of Public Health based on syndromic surveillance of primary care and emergency departments (ED), using statistics-based alarms. Although the effective reproduction number (Rt) is used to monitor the dynamics of epidemics, it has never been used as an early warning tool for bronchiolitis or influenza-like illness epidemics in France.We assessed whether Rt is useful for detecting seasonal epidemics by comparing it to the tool currently used (MASS) by epidemiologists to declare epidemic phases.
    METHODS: We used anonymized ED syndromic data from the Île-de-France region in France from 2010 to 2022. We estimated Rt and compared the indication of accelerated transmission (Rt >1) to the MASS epidemic alarm time points. We computed the difference between those two time points, time to epidemic peak, and the daily cases documented at first indication and peak.
    RESULTS: Rt provided alarms for influenza-like illness and bronchiolitis epidemics that were, respectively, 6 days (IQR[4;8]) and 64 days (IQR[52;80]) - in median - earlier than the alarms provided by MASS.
    CONCLUSIONS: Rt detected earlier signals of bronchiolitis and influenza-like illness epidemics. Using this early-warning indicator in combination with others to declare an annual epidemic could provide opportunities to improve healthcare system readiness.
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  • 文章类型: Journal Article
    本研究旨在采用基于转移熵的因果网络模型来预警商品市场的系统性风险。我们分析了与中国相关的25种商品价格的动态因果关系(包括能源价格和现货价格,工业金属,贵金属,和农产品),验证商品市场间因果网络结构对系统性风险的影响。我们的研究结果确定了起重要作用的商品和类别,揭示了工业和贵金属市场拥有更强的市场信息传递能力,价格波动影响范围更广,对其他商品市场的影响更大。在不同类型危机事件的影响下,比如经济危机和俄罗斯-乌克兰冲突,商品市场之间的因果网络结构表现出鲜明的特征。商品市场因果网络结构的外部冲击对系统风险熵的影响结果表明,网络结构指标可以警告系统风险。本文可以帮助投资者和政策制定者管理系统性风险,避免意外损失。
    This study aims to employ a causal network model based on transfer entropy for the early warning of systemic risk in commodity markets. We analyzed the dynamic causal relationships of prices for 25 commodities related to China (including futures and spot prices of energy, industrial metals, precious metals, and agricultural products), validating the effect of the causal network structure among commodity markets on systemic risk. Our research results identified commodities and categories playing significant roles, revealing that industry and precious metal markets possess stronger market information transmission capabilities, with price fluctuations impacting a broader range and with greater force on other commodity markets. Under the influence of different types of crisis events, such as economic crises and the Russia-Ukraine conflict, the causal network structure among commodity markets exhibited distinct characteristics. The results of the effect of external shocks to the causal network structure of commodity markets on the entropy of systemic risk suggest that network structure indicators can warn of systemic risk. This article can assist investors and policymakers in managing systemic risk to avoid unexpected losses.
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  • 文章类型: Journal Article
    背景:肥胖的全球患病率不断上升,需要探索新的诊断方法。最近的科学调查表明,与肥胖相关的语音特征可能发生变化,提示使用语音作为肥胖检测的非侵入性生物标志物的可行性。
    目的:本研究旨在通过对短录音的分析,使用深度神经网络来预测肥胖状态,研究声乐特征与肥胖的关系。
    方法:对696名参与者进行了一项初步研究,使用自我报告的BMI将个体分为肥胖和非肥胖组。参与者阅读简短脚本的录音被转换为频谱图,并使用改编的YOLOv8模型(Ultralytics)进行分析。使用准确性对模型性能进行了评估,召回,精度,和F1分数。
    结果:适应的YOLOv8模型显示出0.70的全局准确性和0.65的宏F1评分。在识别非肥胖(F1评分为0.77)方面比肥胖(F1评分为0.53)更有效。这种中等水平的准确性凸显了使用声乐生物标志物进行肥胖检测的潜力和挑战。
    结论:虽然该研究在基于语音的肥胖医学诊断领域显示出希望,它面临着一些限制,比如依赖自我报告的BMI数据,均匀的样本量。这些因素,再加上录音质量的可变性,需要使用更强大的方法和不同的样本进行进一步的研究,以增强这种新颖方法的有效性。这些发现为将来使用语音作为肥胖检测的非侵入性生物标志物的研究奠定了基础。
    BACKGROUND: The escalating global prevalence of obesity has necessitated the exploration of novel diagnostic approaches. Recent scientific inquiries have indicated potential alterations in voice characteristics associated with obesity, suggesting the feasibility of using voice as a noninvasive biomarker for obesity detection.
    OBJECTIVE: This study aims to use deep neural networks to predict obesity status through the analysis of short audio recordings, investigating the relationship between vocal characteristics and obesity.
    METHODS: A pilot study was conducted with 696 participants, using self-reported BMI to classify individuals into obesity and nonobesity groups. Audio recordings of participants reading a short script were transformed into spectrograms and analyzed using an adapted YOLOv8 model (Ultralytics). The model performance was evaluated using accuracy, recall, precision, and F1-scores.
    RESULTS: The adapted YOLOv8 model demonstrated a global accuracy of 0.70 and a macro F1-score of 0.65. It was more effective in identifying nonobesity (F1-score of 0.77) than obesity (F1-score of 0.53). This moderate level of accuracy highlights the potential and challenges in using vocal biomarkers for obesity detection.
    CONCLUSIONS: While the study shows promise in the field of voice-based medical diagnostics for obesity, it faces limitations such as reliance on self-reported BMI data and a small, homogenous sample size. These factors, coupled with variability in recording quality, necessitate further research with more robust methodologies and diverse samples to enhance the validity of this novel approach. The findings lay a foundational step for future investigations in using voice as a noninvasive biomarker for obesity detection.
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  • 文章类型: Journal Article
    多年来,肯尼亚的动物健康监测系统发生了重大变化,并面临各种挑战。
    在本文中,我们对肯尼亚动物健康监测系统(1944年至2024年)进行了全面概述,基于对存档文件的审查,范围界定文献综述,以及检查过去的监测评估和评估报告。
    对存档文件的审查揭示了塑造监控系统的关键历史事件。其中包括1895年成立的兽医服务局,畜牧业的进步,1944年强制性疾病控制干预措施的实施,1954年兽医服务从一个部门发展到一个部门,1952年至1954年的茂茂起义造成的破坏,导致某些地区的农业暂时停止,直到1955年,兽医临床服务从公共到私人的过渡,以及从1976年开始的兽医服务逐步私有化计划。此外,我们强调2003年至2024年电子监察的发展。范围界定文献综述,评估和评估报告揭示了监测系统的几个优点和缺点。优势之一是强大的立法框架,在监视实践中采用技术,正式的部门间协调平台的存在,综合征的实施,哨兵,和基于社区的监测方法,以及反馈机制的存在。另一方面,该系统的弱点包括战略实施和法律执行不力,缺乏对优先疾病的标准病例定义,实验室服务利用不足,缺乏跨部门数据共享的正式机制,监测和应对资源不足,监测和实验室系统的有限整合,私人行为者和社区参与疾病监测不足,以及国家和县兽医服务之间缺乏直接的监督作用。
    为了建立有效的预警系统,我们建议整合监控系统,建立正式的数据共享机制。此外,我们建议加强技术进步,并在监控实践中采用人工智能,以及实施基于风险的监测,以优化监测资源的分配。
    UNASSIGNED: Animal health surveillance systems in Kenya have undergone significant changes and faced various challenges throughout the years.
    UNASSIGNED: In this article, we present a comprehensive overview of the Kenya animal health surveillance system (1944 to 2024), based on a review of archived documents, a scoping literature review, and an examination of past surveillance assessments and evaluation reports.
    UNASSIGNED: The review of archived documents revealed key historical events that have shaped the surveillance system. These include the establishment of the Directorate of Veterinary Services in 1895, advancements in livestock farming, the implementation of mandatory disease control interventions in 1944, the growth of veterinary services from a section to a ministry in 1954, the disruption caused by the Mau Mau insurrection from 1952 to 1954, which led to the temporary halt of agriculture in certain regions until 1955, the transition of veterinary clinical services from public to private, and the progressive privatization plan for veterinary services starting in 1976. Additionally, we highlight the development of electronic surveillance from 2003 to 2024. The scoping literature review, assessments and evaluation reports uncovered several strengths and weaknesses of the surveillance system. Among the strengths are a robust legislative framework, the adoption of technology in surveillance practices, the existence of a formal intersectoral coordination platform, the implementation of syndromic, sentinel, and community-based surveillance methods, and the presence of a feedback mechanism. On the other hand, the system\'s weaknesses include the inadequate implementation of strategies and enforcement of laws, the lack of standard case definitions for priority diseases, underutilization of laboratory services, the absence of formal mechanisms for data sharing across sectors, insufficient resources for surveillance and response, limited integration of surveillance and laboratory systems, inadequate involvement of private actors and communities in disease surveillance, and the absence of a direct supervisory role between the national and county veterinary services.
    UNASSIGNED: To establish an effective early warning system, we propose the integration of surveillance systems and the establishment of formal data sharing mechanisms. Furthermore, we recommend enhancing technological advancements and adopting artificial intelligence in surveillance practices, as well as implementing risk-based surveillance to optimize the allocation of surveillance resources.
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