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Applications of machine learning in animal and veterinary public health surveillance. 机器学习在动物和兽医公共卫生监测中的应用。
IF 0.6 4区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2023-05-01 DOI: 10.20506/rst.42.3366
J Guitian, M Arnold, Y Chang, E L Snary

Machine learning (ML) is an approach to artificial intelligence characterised by the use of algorithms that improve their own performance at a given task (e.g. classification or prediction) based on data and without being explicitly and fully instructed on how to achieve this. Surveillance systems for animal and zoonotic diseases depend upon effective completion of a broad range of tasks, some of them amenable to ML algorithms. As in other fields, the use of ML in animal and veterinary public health surveillance has greatly expanded in recent years. Machine learning algorithms are being used to accomplish tasks that have become attainable only with the advent of large data sets, new methods for their analysis and increased computing capacity. Examples include the identification of an underlying structure in large volumes of data from an ongoing stream of abattoir condemnation records, the use of deep learning to identify lesions in digital images obtained during slaughtering, and the mining of free text in electronic health records from veterinary practices for the purpose of sentinel surveillance. However, ML is also being applied to tasks that previously relied on traditional statistical data analysis. Statistical models have been used extensively to infer relationships between predictors and disease to inform risk-based surveillance, and increasingly, ML algorithms are being used for prediction and forecasting of animal diseases in support of more targeted and efficient surveillance. While ML and inferential statistics can accomplish similar tasks, they have different strengths, making one or the other more or less appropriate in a given context.

机器学习(ML)是人工智能的一种方法,其特点是使用基于数据的算法来提高自己在给定任务(例如分类或预测)中的性能,而无需明确和充分地指导如何实现这一目标。动物和人畜共患疾病的监测系统依赖于广泛任务的有效完成,其中一些任务适用于ML算法。与其他领域一样,ML在动物和兽医公共卫生监测中的应用近年来得到了极大的扩展。机器学习算法被用来完成一些任务,这些任务只有在大型数据集、新的分析方法和计算能力增强的情况下才能实现。例如,从持续不断的屠宰场谴责记录流中识别大量数据中的潜在结构,使用深度学习来识别屠宰期间获得的数字图像中的病变,以及从兽医实践中挖掘电子健康记录中的自由文本以进行哨点监测。然而,机器学习也被应用于以前依赖于传统统计数据分析的任务。统计模型已广泛用于推断预测者与疾病之间的关系,为基于风险的监测提供信息,并且ML算法正越来越多地用于动物疾病的预测和预测,以支持更有针对性和更有效的监测。虽然机器学习和推理统计可以完成类似的任务,但它们具有不同的优势,使其中一个或多或少适合于给定的上下文中。
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引用次数: 1
From top to bottom: gridded human population estimates in data-poor situations. 从上到下:在数据匮乏的情况下,网格化的人口估计。
IF 0.6 4区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2023-05-01 DOI: 10.20506/rst.42.3354
K B Stevens

Where disease risks are heterogeneous across population groups or space, or dependent on transmission between individuals, spatial data on population distributions - human, livestock and wildlife - are required to estimate infectious disease risks, burdens and dynamics. As a result, large-scale, spatially explicit, high-resolution human population data are being increasingly used in a wide range of animal- and public-health planning and policy development scenarios. Official census data, aggregated by administrative unit, provide the only complete enumeration of a country's population. While census data from developed countries are generally up-to-date and of high quality, in resource-poor settings they are often incomplete, out of date, or only available at the country or province level. The challenges associated with producing accurate population estimates in regions that lack high-quality census data have led to the development of census-independent approaches to small-area population estimations. Known as bottom-up models, as opposed to the census-based top-down approaches, these methods combine microcensus survey data with ancillary data to provide spatially disaggregated population estimates in the absence of national census data. This review highlights the need for high-resolution gridded population data, discusses problems associated with using census data as top-down model inputs, and explores census-independent, or bottom-up, methods of producing spatially explicit, high-resolution gridded population data, together with their advantages.

如果疾病风险在人口群体或空间之间是异质的,或取决于个人之间的传播,则需要关于人口分布——人类、牲畜和野生动物——的空间数据来估计传染病的风险、负担和动态。因此,大规模、空间明确、高分辨率的人口数据正越来越多地用于各种动物和公共卫生规划和政策制定情景。按行政单位汇总的官方人口普查数据提供了一个国家人口的唯一完整统计。虽然发达国家的普查数据一般都是最新的高质量数据,但在资源贫乏的情况下,这些数据往往是不完整的、过时的,或者只能在国家或省一级获得。由于在缺乏高质量人口普查数据的地区进行准确的人口估计所面临的挑战,因此发展了独立于人口普查的小地区人口估计方法。这些方法被称为自下而上的模型,与基于人口普查的自上而下的方法相反,这些方法将微观人口普查数据与辅助数据结合起来,在缺乏国家人口普查数据的情况下提供空间分类的人口估计。本综述强调了对高分辨率网格化人口数据的需求,讨论了使用人口普查数据作为自上而下模型输入的相关问题,并探索了独立于人口普查或自下而上的方法,以产生空间明确的高分辨率网格化人口数据,以及它们的优势。
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引用次数: 0
Antimicrobial use and antimicrobial resistance monitoring in pig production in the United States of America. 美国生猪生产中抗菌素的使用和耐药性监测。
IF 0.6 4区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2023-05-01 DOI: 10.20506/rst.42.3348
T Spronk, A L Green, M Vuolo, L Ruesch, R Edler, C Haley, J Scaria, J Hennings, S Dee, C B Shivley

Monitoring antimicrobial use (AMU) and antimicrobial resistance (AMR) on farms is recognised as an important component of antimicrobial stewardship, yet the process can be resource intensive. This paper describes a subset of findings from the first year of a collaboration across government, academia and a private sector veterinary practice focused on swine production in the Midwestern United States. The work is supported by participating farmers and the greater swine industry. Twice-annual collection of samples from pigs along with AMU monitoring occurred on 138 swine farms. Detection and resistance of Escherichia coli from pig tissues was assessed, and associations between AMU and AMR were evaluated. This paper describes the methods utilised and the first-year E. coli-related results from this project. Higher minimum inhibitory concentrations (MIC) for enrofloxacin and danofloxacin in E. coli from swine tissues were associated with the purchase of fluoroquinolones. There were no other significant associations between MIC and AMU combinations in E. coli isolated from pig tissues. This project represents one of the first attempts to monitor AMU as well as AMR in E. coli in a large-scale commercial swine system in the United States of America.

监测农场的抗菌素使用(AMU)和抗菌素耐药性(AMR)被认为是抗菌素管理的重要组成部分,但这一过程可能是资源密集型的。本文描述了政府、学术界和私营部门兽医实践合作第一年的一些研究结果,重点关注美国中西部的生猪生产。这项工作得到了参与的农民和更大的养猪业的支持。在138个养猪场进行了每年两次的猪样本采集和AMU监测。评估了猪组织中大肠杆菌的检测和耐药性,并评估了AMU和AMR之间的关系。本文介绍了所采用的方法和该项目第一年的大肠杆菌相关结果。猪组织中大肠杆菌对恩诺沙星和danoflo沙星的最低抑制浓度(MIC)与购买氟喹诺酮类药物有关。从猪组织中分离的大肠杆菌中MIC和AMU组合之间没有其他显著关联。该项目是在美国大规模商业养猪系统中监测大肠杆菌中AMU和AMR的首次尝试之一。
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引用次数: 0
Assessing the quality of data for drivers of disease emergence. 评估疾病出现驱动因素数据的质量。
IF 0.6 4区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2023-05-01 DOI: 10.20506/rst.42.3352
V Horigan, L Kelly, A Papa, M P G Koopmans, R S Sikkema, L G H Koren, E L Snary

Drivers are factors that have the potential to directly or indirectly influence the likelihood of infectious diseases emerging or re-emerging. It is likely that an emerging infectious disease (EID) rarely occurs as the result of only one driver; rather, a network of sub-drivers (factors that can influence a driver) are likely to provide conditions that allow a pathogen to (re-)emerge and become established. Data on sub-drivers have therefore been used by modellers to identify hotspots where EIDs may next occur, or to estimate which sub-drivers have the greatest influence on the likelihood of their occurrence. To minimise error and bias when modelling how sub-drivers interact, and thus aid in predicting the likelihood of infectious disease emergence, researchers need good-quality data to describe these sub-drivers. This study assesses the quality of the available data on sub-drivers of West Nile virus against various criteria as a case study. The data were found to be of varying quality with regard to fulfilling the criteria. The characteristic with the lowest score was completeness, i.e. where sufficient data are available to fulfil all the requirements for the model. This is an important characteristic as an incomplete data set could lead to erroneous conclusions being drawn from modelling studies. Thus, the availability of good-quality data is essential to reduce uncertainty when estimating the likelihood of where EID outbreaks may occur and identifying the points on the risk pathway where preventive measures may be taken.

驱动因素是有可能直接或间接影响传染病出现或再次出现的可能性的因素。新发传染病(EID)很可能很少只由一个驱动因素引起;相反,子驱动因素(能够影响驱动因素的因素)的网络可能提供条件,允许病原体(重新)出现并建立。因此,建模人员利用有关子驱动因素的数据来确定eid下一次可能发生的热点,或估计哪些子驱动因素对其发生的可能性影响最大。为了在模拟子驱动因素如何相互作用时尽量减少错误和偏差,从而有助于预测传染病出现的可能性,研究人员需要高质量的数据来描述这些子驱动因素。本研究以个案研究的形式,根据各种标准评估西尼罗病毒次级驱动因素现有数据的质量。发现数据在满足标准方面质量参差不齐。得分最低的特征是完备性,即有足够的数据来满足模型的所有要求。这是一个重要的特征,因为不完整的数据集可能导致从建模研究中得出错误的结论。因此,在估计何处可能发生EID疫情和确定风险路径上可采取预防措施的点时,获得高质量数据对于减少不确定性至关重要。
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引用次数: 0
Management of animal health data to inform policy in China. 管理动物卫生数据,为中国的政策提供信息。
IF 0.6 4区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2023-05-01 DOI: 10.20506/rst.42.3351
L Gao, H Liu, F Guo, Y Wang

In the past ten years, with the development of computer and internet technology, the informatisation of animal health data management has continuously improved, thus strengthening the role of animal health information in supporting decision-making. This article outlines the legal basis, management system and collection procedure for animal health data in the mainland of China. Its development and application are also briefed, and its future development is envisioned based on the current situation.

近十年来,随着计算机和互联网技术的发展,动物卫生数据管理的信息化程度不断提高,从而加强了动物卫生信息对决策的支持作用。本文概述了中国大陆动物卫生数据的法律依据、管理制度和收集程序。简要介绍了其发展和应用,并结合现状展望了其未来的发展。
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引用次数: 0
Insect zoos and butterfly houses for public education: issues related to shipping and international trade of non-native insects. 昆虫动物园和蝴蝶馆用于公众教育:与非本地昆虫的运输和国际贸易有关的问题。
IF 0.6 4区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2022-05-01 DOI: 10.20506/rst.41.1.3311
L Saul-Gershenz

Informal science education institutions such as zoos, natural history museums and botanical gardens exhibit live native and exotic insects and other arthropods to improve the general public's knowledge about these organisms and promote their conservation in nature. The purpose of this paper is to summarise the process of shipping exotic arthropods for exhibits and the regulations that apply, and to discuss issues that affect international shipment for this type of activity. These issues include escapes affecting the environment and delays affecting the viability of shipped insects. The regulatory agencies that issue permits for the importation of live insects for education and exhibit are discussed. The number of butterflies flying in the exhibits ranges from 100 specimens at the Butterfly Encounter of the Connecticut Science Center to a high of 15,000 specimens at the Dubai Butterfly Garden, with a mean of 2,048 specimens (n = 32). If the outlier of 15,000 is removed, the mean is 1,630 (n = 31). Insect zoos and butterfly exhibits play an overwhelmingly positive educational role by introducing millions of children and adults to the immensely important world of insects.

非正式的科学教育机构,如动物园、自然历史博物馆和植物园,展示本地和外来的昆虫和其他节肢动物,以提高公众对这些生物的认识,并促进自然中对它们的保护。本文的目的是总结运输外来节肢动物展览的过程和适用的法规,并讨论影响这类活动的国际运输的问题。这些问题包括影响环境的逃逸和影响装运昆虫生存能力的延误。讨论了为教育和展览用活昆虫进口颁发许可证的监管机构。在展览中飞行的蝴蝶从康涅狄格州科学中心的100只标本到迪拜蝴蝶花园的15000只标本不等,平均为2048只(n = 32)。如果除去15,000的异常值,则平均值为1,630 (n = 31)。昆虫动物园和蝴蝶展览通过向数以百万计的儿童和成人介绍昆虫这个极其重要的世界,发挥了极其积极的教育作用。
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引用次数: 0
Preface. 前言。
IF 0.6 4区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2022-05-01 DOI: 10.20506/rst.41.1.3300
M Eloit
International Conference on “Sustainable Management of Earth Resources and Biodiversity” (SERBEMA-2022) was successfully held on 12 – 13 April 2022 by National University of Uzbekistan named after Mirzo Ulugbek, Tashkent State Agrarian University, “Tuproqsifattahlil” LLC, and Tokyo University of Agriculture and Technology. Owing to the actual COVID-19 pandemic situation in the globe, SERBEMA-2022 conference was held in the hybrid format: on-site at National University of Uzbekistan named after Mirzo Ulugbek and in the format of videoconference using ZOOM platform. Despite the cancellation of pandemic restrictions in Uzbekistan, the organizers still considered proactive safety and all the necessary requirements for holding an event in the pandemic situation such as separate entrances and exits for the exhibition, and conference rooms were equipped with barrier tapes and signs. Sessions were shortened to allow for airing and sanitizing of potential contact surfaces. There were some coffee breaks in a separate canteen and all conference participants and guests were provided with medical masks. For virtual involvement, several social network possibilities were available, as well as video conferencing with all interested participants. Contributors and listeners delivered reports and discussed subjects using digital technology.
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引用次数: 0
Issues and gaps in international guidance and national regulatory systems affecting international live insect trade. 影响国际活昆虫贸易的国际指导和国家监管体系中的问题和差距。
IF 0.6 4区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2022-05-01 DOI: 10.20506/rst.41.1.3317
M M Quinlan, J D Mumford, S Messori, W R Enkerlin, J Shimura, L Smith, B Dass, C F Oliva, C Nelson, R Chand, G Torres

International trade in live insects involves the shipping of many different species, for various purposes, with a variety of handling requirements regulated by numerous authorities with varying objectives. The diversity of factors at play has both created and been subject to a complex regulatory landscape. A review of global production, shipping and use experiences from a range of perspectives has shown gaps and inconsistencies in international guidance and national implementation. Private carriers add another layer of uncertainty that is disproportionate to risks, resulting in variable practices and charges. Many benefits can come from international trade in insects, including pollinator services, control of pests and of disease vectors, and enhanced international scientific research and innovation. These benefits will be better achieved through a more evidence-based and efficient approach to regulating trade. This change in approach will in turn require an improved and widely accepted risk-management landscape for insect trade.

活昆虫的国际贸易涉及为各种目的运输许多不同种类的昆虫,其处理要求由许多目的各异的当局规定。发挥作用的各种因素既创造了复杂的监管格局,又受制于这种格局。从一系列角度对全球生产、运输和使用经验的审查显示出国际指导和国家执行方面的差距和不一致。私人航空公司增加了另一层与风险不成比例的不确定性,导致了各种做法和收费。昆虫的国际贸易可以带来许多好处,包括传粉者服务、害虫和病媒控制以及加强国际科学研究和创新。通过采取更循证和更有效的方式来规范贸易,将更好地实现这些好处。这种方法的改变反过来又需要改进和广泛接受的昆虫贸易风险管理格局。
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引用次数: 4
The international exchange of Drosophila melanogaster strains. 黑腹果蝇品系的国际交流。
IF 0.6 4区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2022-05-01 DOI: 10.20506/rst.41.1.3305
K R Cook, A L Parks

Drosophila melanogaster has been a model organism for experimental research for more than a century, and the knowledge and associated genetic technologies accumulated around this species make it extremely important to contemporary biomedical research. A large international community of highly collaborative scientists investigate a remarkable diversity of biological problems using genetically characterised strains of Drosophila, and frequently exchange these strains across borders. Despite its importance to the study of fundamental biological processes and human disease-related cellular mechanisms, and the fact that it presents minimal health, agricultural or environmental risks, Drosophila can be difficult to import. The authors argue that streamlined regulations and practices would benefit biomedical research by lowering costs and increasing efficiencies.

一个多世纪以来,黑腹果蝇一直是实验研究的模式生物,围绕这一物种积累的知识和相关基因技术使其对当代生物医学研究极为重要。一大批国际科学家通力合作,利用具有遗传特征的果蝇品系研究多种多样的生物问题,并经常跨国交换这些品系。尽管果蝇对研究基本生物过程和与人类疾病相关的细胞机制非常重要,而且对健康、农业或环境的风险极小,但进口果蝇却很困难。作者认为,简化法规和做法将降低成本、提高效率,从而有利于生物医学研究。
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引用次数: 0
Movement of genetically modified insects for research purposes. 为研究目的而移动转基因昆虫。
IF 0.6 4区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2022-05-01 DOI: 10.20506/rst.41.1.3307
A Simoni

Insects play a crucial role in research. Many laboratories are developing technologies to control insect vectors or agricultural pests by using genetic modifications that either reduce insect reproduction or increase refractoriness to disease transmission. Those tools include gene-drive elements that may spread such genetic traits in a selfsustaining and cost-effective manner. Since international research collaborations are nowadays routine, movement of genetically modified insects between laboratories under different regulatory jurisdictions is very common. This article describes the requirements and guidelines for transportation of genetically modified insects for research. The author draws upon the experience gained by an Italian laboratory, in its role as a research centre involved in shipments of wild and modified mosquitoes, within an international research consortium developing sustainable tools for malaria control.

昆虫在研究中起着至关重要的作用。许多实验室正在开发控制昆虫媒介或农业害虫的技术,方法是利用减少昆虫繁殖或增加对疾病传播的抵抗力的基因改造。这些工具包括基因驱动因素,这些因素可能以自我维持和成本效益的方式传播这些遗传特征。由于国际研究合作现在是常规的,转基因昆虫在不同监管管辖区的实验室之间的移动是非常常见的。本文介绍了用于研究的转基因昆虫运输的要求和指南。作者借鉴了意大利一个实验室作为一个研究中心在一个开发可持续疟疾控制工具的国际研究联盟中参与野生和改良蚊子的运输所获得的经验。
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引用次数: 1
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Revue Scientifique et Technique-Office International Des Epizooties
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