Lameness, Animal

跛行 ,动物
  • 文章类型: Journal Article
    背景:在临床环境中,区分步态异常的根本原因可能具有挑战性,尤其是在存在双侧疾病的情况下。压敏人行道(PSW)已用于表征具有各种神经或骨科疾病的狗的步态。PSW的潜在用途包括区分在临床表现中可能相似的病症,如双侧后肢跛行和后肢共济失调。这项研究的主要目的是描述空间,temporal,后肢共济失调或双侧后肢跛行犬的动力学步态参数,并与正常犬的步态参数进行比较。前瞻性招募了46只狗。正常组包括20只神经和骨科检查正常的狗。骨科组包括15只患有双侧后肢骨科疾病的犬,具有负重后肢跛行和正常的神经系统检查。神经系统组包括11只患有门诊轻瘫和正常骨科检查的狗。每只狗都走过PSW,并收集了至少3项有效试验.跨步时间,站立时间,摆动时间,步幅长度,步态速度,峰值垂直力(PVF),垂直冲量(VI),并记录肢体对称性。计算来自有效试验的所有参数的平均值并用于数据分析。比较各组的结果。
    结果:与正常组相比,矫形外科组的前肢体重分布百分比(%BWD)和垂直冲动分布(VID)明显更高.当比较时空参数时,与正常组相比,神经系统组的前肢站立时间增加。与正常组相比,骨科组前肢的步速更大。神经组与正常组之间的动力学参数无显著差异,两组之间的跨步时间或跨步长度也没有。
    结论:通过PSW获得的步态参数表明,骨科和神经系统组可能对其步态缺陷具有不同的补偿机制。这些参数可能用于构建预测模型,以评估PSW作为未来研究中的诊断工具。
    BACKGROUND: Discriminating the underlying cause of gait abnormalities can be challenging in a clinical setting, especially in the presence of bilateral disease. Pressure-sensitive walkways (PSWs) have been utilized to characterize the gait of dogs with various neurologic or orthopaedic conditions. The potential use of the PSW includes the discrimination of conditions that can be similar in clinical presentation, such as bilateral hindlimb lameness and hindlimb ataxia. The primary aim of this study was to describe the spatial, temporal, and kinetic gait parameters of dogs with hindlimb ataxia or bilateral hindlimb lameness and compare them to those of normal dogs. Forty-six dogs were prospectively recruited. The normal group included 20 dogs with normal neurologic and orthopaedic exams. The orthopaedic group included 15 dogs with bilateral hindlimb orthopaedic diseases with weight-bearing hindlimb lameness and normal neurologic exams. The neurologic group included 11 dogs with ambulatory paraparesis and normal orthopaedic exams. Each dog was walked across the PSW, and at least 3 valid trials were collected. The stride time, stance time, swing time, stride length, gait velocity, peak vertical force (PVF), vertical impulse (VI), and limb symmetry were recorded. The mean values of all parameters from the valid trials were calculated and used for data analysis. The outcomes were compared among all groups.
    RESULTS: Compared with the normal group, the orthopaedic group had a significantly greater percent body weight distribution (%BWD) and vertical impulse distribution (VID) in the forelimbs. When comparing the spatiotemporal parameters, the neurologic group showed an increase in forelimb stance time compared to that of the normal group. Compared with that in the normal group, the stride velocity in the forelimbs in the orthopaedic group was greater. There were no significant differences in the kinetic parameters between the neurologic group and the normal group, nor in stride time or stride length among the groups.
    CONCLUSIONS: The gait parameters obtained by PSW demonstrated that the orthopaedic and neurologic groups may have different compensatory mechanisms for their gait deficiencies. These parameters can potentially be used to construct a predictive model to evaluate PSW as a diagnostic tool in future studies.
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  • 文章类型: Journal Article
    A 12-year-old Saluki was presented with acute lameness and plantar swelling of the right metatarsus following an episode of free running. Radiographs showed soft tissue swelling only, the involved bone and joint structures were unremarkable. The lesion recurred several months later. Ultrasonographic imaging of the lesion revealed a well-vascularized cavernous structure. Subsequent surgical removal and histopathological examination of the structure raised the initial suspicion of an arteriovenous fistula, which was then confirmed histologically following a second surgical removal of another recurrence. The purpose of this case report is to illustrate the potential complexity of what initially appears to be a simple lameness. At the same time, attention is focused on the possibility that arteriovenous fistulas may tend to recur.
    Ein 12 Jahre alter Saluki wurde mit einer akuten Lahmheit und plantaren Schwellung des rechten Metatarsus nach dem Freilauf vorgestellt. Im Röntgen war lediglich eine Weichteilschwellung zu erkennen, die beteiligten Knochen- und Gelenkstrukturen zeigten sich unbeteiligt. Einige Monate später kam es zum Rezidiv der Schwellung. Bei der diesbezüglich durchgeführten Ultraschalluntersuchung war eine gut vaskularisierte kavernöse Struktur zu erkennen. Die folgende operative Entfernung und histopathologische Untersuchung der Struktur ergab den ersten Verdacht auf eine arteriovenöse Fistel, welche sich auch bei einer zweiten operativen Entfernung nach einem weiteren Rezidiv histologisch bestätigte. Der vorliegende Fallbericht soll die mögliche Komplexität einer zunächst einfach zu behandelnden Lahmheit darstellen. Gleichzeitig liegt das Augenmerk auf der Möglichkeit, dass arteriovenöse Fisteln zu Rezidiven tendieren können.
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  • 文章类型: Journal Article
    OBJECTIVE: The aim of this study was to evaluate differences in lameness prevalence among Austrian dairy farms for both lactating and dry cows as assessed by locomotion scoring (LCS 1-5) by an expert and a student who had received brief training in locomotion scoring and by farmers\' estimates and by farmers\' lameness assessments.
    METHODS: In total, 632 cows from 11 farms were evaluated, including 553 lactating and 79 dry cows. Lameness prevalence was calculated for all farms collectively as well as for individual farms. The ratio of lameness prevalence determined by the student/expert (Student\'s Assessment Index: SAI), the ratio between farmers\' assessments/expert assessments (Farmers\' Assessment Index: FAI) and the ratio between farmers\' estimates/expert assessments (Farmers\' Detection Index: FDI) were calculated.
    RESULTS: For the expert, the mean lameness prevalence (LCS≥2) among all 632 cows was 63.1%, while for the student it was 60.2%, and the farmers\' assessment was 37.3%, resulting in a mean difference of 25.8% between the expert and the farmers. In cows with LCS 2, the SAI was 99.6%, in cows with LCS 3, it was 84.4%, and in cows with LCS≥4, it was 88.6%. The mean FDI and FAI for all cows on the 11 farms were 35.1% and 58.2%, respectively, with wide variation across farms (6.8-79.1% and 17.8-94.7%, respectively). Overall, lactating and dry cows exhibited a high mean lameness prevalence (63.9% vs. 59.6%), which differed by only 4.3%.
    CONCLUSIONS: Farmers should actively assess their cattle for lameness on a regular basis. Moreover, they should be trained to identify lame cows (lactating and dry cows), especially those showing mild lameness (LCS 2). Since the recently trained student achieved similar high recognition rates as the expert, it is assumed that a training in locomotion scoring can contribute to higher recognition rates.
    UNASSIGNED: In dieser Studie wurde die Lahmheits-prävalenz in 11 österreichischen Milchviehbetrieben mittels Locomotion-Scorings (LCS 1–5) durch eine Expertin und eine Studentin ermittelt und mit den Einschätzungen und Lahmheitsbewertungen der Landwirte verglichen. Ziel war es, die Differenz in der Lahmheitsbeurteilung zwischen der Expertin und Studentin, die eine kurze Einschulung im Locomotion-Scoring erhalten hatte, einerseits und zwischen der Expertin und den Landwirten andererseits zu erheben, und zwar sowohl bei laktierenden als auch bei trockenstehenden Kühen.
    METHODS: Insgesamt wurden 632 Kühe in 11 Betrieben beurteilt, davon 553 laktierende und 79 trockenstehende Kühe. Die Lahmheitsprävalenz wurde sowohl für alle Betriebe zusammen als auch für jeden einzelnen Betrieb bestimmt. Zudem wurde das Verhältnis zwischen den ermittelten Lahmheitsprävalenzen der Studentin und der Expertin (Student’s Assessment Index: SAI), dem Landwirt und der Expertin (Farmers’ Assessment Index: FAI) sowie das Verhältnis zwischen der Schätzung der Lahmheitsprävalenz durch die Landwirte und der Lahmheitsbewertung durch die Expertin (Farmers’ Detection Index: FDI) berechnet.
    UNASSIGNED: Laut Expertin betrug die mittlere Lahmheitsprävalenz (LCS≥2) bei allen 632 Kühen 63,1%, während die Studentin 60,2% und die Landwirte 37,3% der Lahmheiten korrekt erkannten. Die Differenz in der korrekten Lahmheitserkennung zwischen Expertin und Landwirten lag somit im Mittel bei 25,8%. Der SAI bei Kühen mit LCS 2 betrug 99,6%, bei Kühen mit LCS 3 84,4% und bei Kühen mit LCS≥4 88,6%. Der mittlere FDI bzw. FAI für alle Kühe in den 11 Betrieben betrug 35,1% bzw. 58,2%, jedoch war die Varianz zwischen den einzelnen Betrieben groß (6,8–79,1% bzw. 17,8–94,7%). Laktierende und trockenstehende Kühe wiesen hohe mittlere Lahmheitsprävalenzen auf (63,9% vs. 59,6%), die sich nur um 4,3% unterschieden.
    UNASSIGNED: Aus diesen Ergebnissen lässt sich die Empfehlung ableiten, dass Landwirte regelmäßig eine aktive Lahmheitsbewertung ihrer Tiere durchführen sollen, sowohl bei laktierenden als auch bei trockenstehenden Kühen, und in der Erkennung von Lahmheiten, vor allem von geringgradigen Lahmheiten (LCS 2), geschult werden sollten. Da die frisch eingeschulte Studentin ähnlich hohe Erkennungsraten wie die Expertin erzielte, wird angenommen, dass eine Schulung im Locomotion-Scoring zu höheren Erkennungsraten beitragen kann.
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  • 文章类型: Journal Article
    回收的粪便固体已成为动物床上用品的有希望的替代品,由于其经济可行性,在农场准备可用性,柔软,非研磨性。本研究旨在评估回收粪肥固体(RMS)垫层的影响,结合含有7.5%石灰和6%硫酸氢钠的护发素,三个月以上的奶牛福利和步态运动学。Hock和膝盖受伤评分,跛行发生率,和步态运动学参数进行了评估,饲养在水泥地板上的动物(对照),RMS床上用品(治疗I),在实验的第0、45和90天,每组6头杂交母牛,并添加了护发素的RMS垫料(处理II)。结果显示,RMS和添加调理剂的RMS组动物的跛行评分(5分制)显着降低(p<0.05),得分分别为1.09±0.05和1.04±0.03,与水泥地板上的相比。此外,在RMS组中观察到膝关节和Hock损伤评分(4分量表)显着下降(p<0.05),表明对关节健康有潜在的积极影响。步态运动学分析表明,RMS(1.03±0.04m/s)和添加调理剂的RMS(1.02±0.06m/s)组中的动物表现出更高的步行速度和增加的步距角(158.59±4.82°和149.58±3.85°)与水泥地板对应物相比。步幅长度无显著变化(p>0.05),台阶不对称,步长,和步长。研究得出的结论是,该护发素掺入了回收的粪便固体,从而大大降低了ness行的发生率,并减少了奶牛的hock和膝盖受伤。此外,在非跛脚动物中观察到的步态运动学的改善表明,这种床上用品组合对动物的整体健康状况有积极影响。这些发现强调了可持续的床上用品做法在增强奶牛的身体健康和运动行为方面的潜力。
    Recycled manure solids has emerged as a promising alternative for animal bedding, owing to its economic feasibility, ready availability on farms, and soft, non-abrasive nature. This research aimed to assess the impact of recycled manure solids (RMS) bedding, combined with a conditioner containing 7.5% lime and 6% sodium hydrosulphate, on dairy cow welfare and gait kinematics over three months. Hock and knee injury scores, lameness incidence, and gait kinematic parameters were evaluated for animals housed on cement flooring (Control), RMS bedding (Treatment I), and conditioner-added RMS bedding (Treatment II) on days 0, 45, and 90 of the experiment with six crossbred cows in each group. The results revealed a significant reduction (p < 0.05) in lameness scores (5-point scale) for animals in both the RMS and conditioner-added RMS groups, with scores of 1.09 ± 0.05 and 1.04 ± 0.03, respectively, compared to those on cement floors. Moreover, a noteworthy decrease (p < 0.05) in knee and hock injury scores (4-point scale) was observed in the RMS groups, indicating a potentially positive impact on joint health. Gait kinematic analysis demonstrated that animals in the RMS (1.03 ± 0.04 m/s) and conditioner-added RMS (1.02 ± 0.06 m/s) groups exhibited higher walking speeds and increased step angles (158.59 ± 4.82° and 149.58 ± 3.85°) compared to their cement-floor counterparts. No significant changes (p > 0.05) were observed in stride length, step asymmetry, step length, and step width. The study concluded that the conditioner incorporated recycled manure solids resulting in a substantial decrease in lameness incidence and a reduction in hock and knee injuries among dairy cows. Additionally, the improved gait kinematics observed in non-lame animals suggest that this bedding combination positively influences overall animal well-being. These findings underscore the potential of sustainable bedding practices to enhance both physical health and locomotor behaviour in dairy cattle.
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  • DOI:
    文章类型: Journal Article
    UNASSIGNED: The objective of this prospective observational research project was to have dairy producers use and assess the utility of a cull cow evaluation form.
    UNASSIGNED: Cull dairy cows.
    UNASSIGNED: Veterinarians were recruited to enrol a purposively selected group of dairy producers into a project to evaluate a cull cow evaluation form. Producers were provided with evaluation forms and asked to complete a form for every cow they culled from their herd from January to June 2017, inclusive.
    UNASSIGNED: A total of 44 producers used the form to record information on 323 cows prior to transport.
    UNASSIGNED: Despite the completion of 323 forms, only ~1/3 were completed fully, with compliance highest for body condition score, lameness, and temperature recordings (> 90% of forms). A cull cow evaluation form may improve the thoroughness and consistency of dairy producer assessment of cull dairy cows for fitness for transport.
    Un formulaire d’évaluation pour aider les producteurs laitiers à évaluer systématiquement les vaches avant la réforme.
    UNASSIGNED: L’objectif de ce projet de recherche observationnelle prospective était d’amener les producteurs laitiers à utiliser et à évaluer l’utilité d’un formulaire d’évaluation des vaches de réforme.
    UNASSIGNED: Vaches laitières réformées.
    UNASSIGNED: Des vétérinaires ont été recrutés pour inscrire un groupe de producteurs laitiers sélectionnés à dessein dans un projet visant à évaluer un formulaire d’évaluation des vaches réformées. Les producteurs ont reçu des formulaires d’évaluation et ont été invités à remplir un formulaire pour chaque vache qu’ils ont éliminée de leur troupeau de janvier à juin 2017 inclusivement.
    UNASSIGNED: Au total, 44 producteurs ont utilisé le formulaire pour enregistrer des informations sur 323 vaches avant le transport.
    UNASSIGNED: Malgré la complétion de 323 formulaires, seulement environ 1/3 ont été entièrement remplis, avec une conformité plus élevée pour le score d’état corporel, les boiteries et les enregistrements de température (> 90 % des formulaires). Un formulaire d’évaluation des vaches laitières réformées peut améliorer la rigueur et la cohérence de l’évaluation par le producteur laitier des vaches laitières réformées quant à leur aptitude au transport.(Traduit par Dr Serge Messier).
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  • 文章类型: Journal Article
    训练中的马比例很高,被主人认为没有跛行,表现出垂直运动的不对称性。这些类型的不对称性是跛行的敏感衡量标准,但它们作为骨科病理或运动功能指标的特异性尚不清楚。与普通马群相比,高水平的马运动员可以被认为表现出更高的运动对称性,但这还没有得到证实。这项研究调查了在三个马术学科中高水平表演的马匹运动不对称的患病率;表演跳跃,盛装舞步和事件,以及骑手对马匹的感知和所说的运动不对称之间的联系。使用基于惯性测量单元的系统(Equinosis),对123匹表现优异的马进行步态分析.记录头部的两个垂直最小值之间以及每个步幅的两个最大值之间的平均差(HDmin,HDmax)和骨盆(PDmin,PDmax)。如果一个或多个不对称参数超过HDmin或HDmax的绝对试验平均值>6mm,则将马定义为不对称。PDmin或PDmax>3mm,标准偏差小于各自的平均值。根据结果,70%的马被归类为不对称,这类似于先前对年轻骑马和在较低级别比赛的马匹的发现。这些高性能马中有超过三分之一的不对称值与临床跛脚马中看到的不对称值相似。在骑手感知的侧面和垂直运动不对称值之间没有观察到明显的关联,表明感知到的侧面之间的不均匀性不是垂直运动不对称的决定因素。需要对与训练强度有关的运动不对称性进行纵向研究,并进行局部或全身镇痛测试的全面临床检查,以进一步研究确定这些运动不对称性是否表明福利问题。
    A high proportion of horses in training, perceived as free from lameness by their owner, exhibit vertical movement asymmetries. These types of asymmetries are sensitive measures of lameness, but their specificity as indicators of orthopaedic pathology or locomotor function remains unclear. Equine athletes performing at a high level could be assumed to exhibit a higher degree of movement symmetry compared with the general horse population, but this has not been confirmed. This study investigated the prevalence of movement asymmetries in horses performing at a high level in three equestrian disciplines; show jumping, dressage and eventing, as well as the association between riders\' perception of horse sidedness and said movement asymmetries. Using an inertial measurement unit-based system (Equinosis), gait analysis was performed on 123 high-performing horses. The mean difference between the two vertical minimum and between the two maximum values of each stride was recorded for the head (HDmin, HDmax) and pelvis (PDmin, PDmax). The horses were defined as asymmetric if one or multiple asymmetry parameters exceeded an absolute trial mean of: >6mm for HDmin or HDmax, and >3mm for PDmin or PDmax, with standard deviation less than the respective mean value. Based on the results, 70% of the horses were classified as asymmetric, which is similar to previous findings for young riding horses and horses competing at a lower level. More than one-third of these high-performing horses had asymmetry values of similar magnitude to those seen in clinically lame horses. No clear associations were observed between rider-perceived sidedness and the vertical movement asymmetry values, indicating that the perceived unevenness between sides is not a determinant of vertical movement asymmetry. Longitudinal studies on movement asymmetries in relation to training intensity and full clinical examinations with local or systemic analgesic testing are desired as further research to determine whether these movement asymmetries indicate a welfare problem.
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  • 文章类型: Journal Article
    背景:犬股股关节骨关节炎是一种常见的,痛苦和衰弱的状况。这项研究的目的是评估在使用脉冲电磁场疗法进行单次治疗后,该患者组是否立即发生了任何可测量的疼痛或跛行变化。前瞻性招募了八只表现出疼痛和跛行迹象的股股关节骨关节炎的狗,控制,双盲,交叉研究。受试者两次参加研究机构,接受脉冲电磁场治疗的一种主动治疗和一种安慰剂治疗。使用赫尔辛基慢性疼痛指数和视觉模拟量表主观测量一种脉冲电磁场治疗对疼痛和跛行的直接影响,并使用压敏人行道客观地测量。
    结果:在脉冲电磁场治疗的活性和安慰剂治疗中,受试者患肢步幅的变化具有统计学上的显著差异(P=0.03)。在积极的治疗结果中,在治疗后,受影响的肢体的距离(P=0.04)和步幅(P=0.047)的测量值有统计学上的显着变化。对于主观结果衡量标准,在治疗当天晚上或第二天早晨,活性治疗和安慰剂治疗与治疗前值无统计学显著差异.在安慰剂治疗结果中,在治疗前和下一个早晨值之间的视觉模拟评分(P=0.03)中检测到统计学上显著的变化(改善)。
    结论:这项研究的结果没有显示,在单次应用脉冲电磁场治疗后,所有者评估的疼痛水平或时空表现的改善。
    BACKGROUND: Canine coxofemoral joint osteoarthritis is a common, painful and debilitating condition. The objective of this study was to evaluate if any measurable changes in pain or lameness occurred in this patient group immediately after a single treatment with pulsed electromagnetic field therapy. Eight dogs with coxofemoral joint osteoarthritis presenting with signs of pain and lameness were prospectively recruited to this randomised, controlled, double blinded, cross-over study. Subjects attended the research facility on two occasions for one active and one placebo treatment with pulsed electromagnetic field therapy. The immediate effect of one pulsed electromagnetic field therapy treatment on pain and lameness was measured subjectively with the Helsinki Chronic Pain Index and Visual Analogue Scale and objectively using a pressure sensitive walkway.
    RESULTS: A statistically significant difference (P = 0.03) for change in stride length in the affected limb was recorded for subjects between the active and placebo treatments with pulsed electromagnetic field therapy. Within the active treatment results, there was a statistically significant change in the measurement for reach (P = 0.04) and stride length (P = 0.047) which got shorter in the affected limb post treatment. For the subjective outcome measures, there was no statistically significant difference between the active and placebo treatments for the evening of the treatment day or the next morning from pre-treatment values. Within the placebo treatment results a statistically significant change (improvement) was detected in Visual Analogue Score (P = 0.03) between pre-treatment and the next morning values.
    CONCLUSIONS: The findings of this study do not show demonstrable improvement in owner assessed pain levels or temporospatial performance in dogs with coxofemoral joint osteoarthritis immediately after a single application of pulsed electromagnetic field therapy.
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  • 文章类型: Journal Article
    奶牛跛行是集约化和商业化奶牛场普遍关注的问题之一。跛行的特征在于奶牛的步态相关行为变化,并且正在利用多种方法将这些变化与跛行状况相关联,包括来自加速度计的数据。和其他精密技术。目的是评估机器学习算法在识别奶牛跛行状况中的使用。在这项研究中,来自北科罗拉多州一群牛群的310头多胎荷斯坦奶牛被贴上了基于腿的加速度计(Icerobotics®Inc,爱丁堡,苏格兰)获得撒谎时间(分钟/天),每日步数(n/d),和每日变化(n/d)。随后,对研究母牛进行了4个月的监测,并将接受爪式修剪(CT)的母牛区分为接受了矫正爪式修剪(CCT)或被诊断为跛行障碍和随后的治疗性爪式修剪(TCT)。未接受CT检查的奶牛被认为是健康对照。中值滤波器被应用于通过减少固有的可变性来平滑数据。定义了三种不同的机器学习(ML)模型,以适应每种算法,其中包括常规特征(包含日常功能,每天的步骤,和从加速度计得出的每日变化),斜率特征(包含从常规特征中的每个变量中提取的特征),或所有特征(3个简单特征和3个坡度特征)。随机森林(RF),朴素贝叶斯(NB),逻辑回归(LR),和时间序列(ROCKET)被用作ML预测方法。对于需要CCT和TCT的奶牛的分类,ROCKET分类器的准确性更好(>90%),ROC-AUC(>74%),与其他算法相比,F1得分(>0.61)。本研究中得出的斜率特征提高了算法的效率,因为性能更好的模型包括探索的所有特征。然而,将疾病进一步分为感染性和非感染性事件并不有效,因为没有一种算法提供令人满意的模型精度参数.为了将观察到的母牛运动得分分为严重跛脚和中度跛脚状态,ROCKET分类器表现出令人满意的精度(>0.85),ROC-AUC(>0.68),F1得分(>0.44)。我们得出的结论是,使用加速度计数据的ML模型有助于识别奶牛的跛行,但需要进一步研究以提高分类的粒度和准确性。
    Dairy cattle lameness represents one of the common concerns in intensive and commercial dairy farms. Lameness is characterized by gait-related behavioral changes in cows and multiple approaches are being utilized to associate these changes with lameness conditions including data from accelerometers, and other precision technologies. The objective was to evaluate the use of machine learning algorithms for the identification of lameness conditions in dairy cattle. In this study, 310 multiparous Holstein dairy cows from a herd in Northern Colorado were affixed with a leg-based accelerometer (Icerobotics® Inc, Edinburg, Scotland) to obtain the lying time (min/d), daily steps count (n/d), and daily change (n/d). Subsequently, study cows were monitored for 4 months and cows submitted for claw trimming (CT) were differentiated as receiving corrective claw trimming (CCT) or as being diagnosed with a lameness disorder and consequent therapeutic claw trimming (TCT) by a certified hoof trimmer. Cows not submitted to CT were considered healthy controls. A median filter was applied to smoothen the data by reducing inherent variability. Three different machine learning (ML) models were defined to fit each algorithm which included the conventional features (containing daily lying, daily steps, and daily change derived from the accelerometer), slope features (containing features extracted from each variable in Conventional feature), or all features (3 simple features and 3 slope features). Random forest (RF), Naive Bayes (NB), Logistic Regression (LR), and Time series (ROCKET) were used as ML predictive approaches. For the classification of cows requiring CCT and TCT, ROCKET classifier performed better with accuracy (> 90%), ROC-AUC (> 74%), and F1 score (> 0.61) as compared to other algorithms. Slope features derived in this study increased the efficiency of algorithms as the better-performing models included All features explored. However, further classification of diseases into infectious and non-infectious events was not effective because none of the algorithms presented satisfactory model accuracy parameters. For the classification of observed cow locomotion scores into severely lame and moderately lame conditions, the ROCKET classifier demonstrated satisfactory accuracy (> 0.85), ROC-AUC (> 0.68), and F1 scores (> 0.44). We conclude that ML models using accelerometer data are helpful in the identification of lameness in cows but need further research to increase the granularity and accuracy of classification.
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  • 文章类型: Journal Article
    跛行影响动物的活动能力,引起疼痛和不适。早期的跛行往往由于缺乏观察而未被发现,精度,和可靠性。自动化和非侵入性系统提供精度和检测容易,并可以改善动物福利。进行这项研究是为了创建具有不同运动分数的母猪的图像和视频的存储库。我们的目标是开发一种计算机视觉模型,用于自动识别母猪身体上的特定点。自动识别和跟踪特定身体区域的能力,将使我们能够进行运动学研究,以促进使用深度学习来检测跛行。视频数据库是在养猪场上收集的,其场景旨在使母猪以不同的跛行得分进行运动拍摄。使用两个立体相机来记录2D视频图像。13名运动专家使用ZinproCorporation开发的运动评分系统对视频进行了评估。从这个带注释的存储库中,使用开源的基于深度学习的动物姿势跟踪框架SLEAP(社交LEAP估计动物姿势)对计算模型进行了训练和测试。使用LEAP架构构建性能最佳的模型,以准确跟踪6个(侧视图)和10个(背侧视图)骨架关键点。该架构实现了0.90和0.72的平均精度值,6.83和11.37像素的平均距离,外侧和背侧视图的相似性为0.94和0.86,分别。这些计算模型被提出作为精确的畜牧业工具和方法,用于自动和客观地识别和估计猪的姿势。具有不同猪运动分数的2D视频图像库可以用作教学和研究的工具。根据我们的骨架关键点分类结果,可以开发一个自动系统。这可能有助于客观评估母猪的运动分数,改善他们的福利。
    Lameness affects animal mobility, causing pain and discomfort. Lameness in early stages often goes undetected due to a lack of observation, precision, and reliability. Automated and non-invasive systems offer precision and detection ease and may improve animal welfare. This study was conducted to create a repository of images and videos of sows with different locomotion scores. Our goal is to develop a computer vision model for automatically identifying specific points on the sow\'s body. The automatic identification and ability to track specific body areas, will allow us to conduct kinematic studies with the aim of facilitating the detection of lameness using deep learning. The video database was collected on a pig farm with a scenario built to allow filming of sows in locomotion with different lameness scores. Two stereo cameras were used to record 2D videos images. Thirteen locomotion experts assessed the videos using the Locomotion Score System developed by Zinpro Corporation. From this annotated repository, computational models were trained and tested using the open-source deep learning-based animal pose tracking framework SLEAP (Social LEAP Estimates Animal Poses). The top-performing models were constructed using the LEAP architecture to accurately track 6 (lateral view) and 10 (dorsal view) skeleton keypoints. The architecture achieved average precisions values of 0.90 and 0.72, average distances of 6.83 and 11.37 in pixel, and similarities of 0.94 and 0.86 for the lateral and dorsal views, respectively. These computational models are proposed as a Precision Livestock Farming tool and method for identifying and estimating postures in pigs automatically and objectively. The 2D video image repository with different pig locomotion scores can be used as a tool for teaching and research. Based on our skeleton keypoint classification results, an automatic system could be developed. This could contribute to the objective assessment of locomotion scores in sows, improving their welfare.
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  • 文章类型: Journal Article
    本研究旨在探讨产前亚临床低镁血症(pre-SHMg)与难产发生的关系,子宫炎,临床乳腺炎,跛行,牧场奶牛产后(SHMg后)和亚临床低镁血症。此外,通过产后健康事件评估了产前镁(Mg)浓度平均值的差异.来自智利南部32个商业农场的890头奶牛被录取。奶牛被检查了两次,一次在30和3天之前和一次在3和30天之后产卵。在两次评估中都收集了血液样本,如果血清总Mg<0.65mmol/L,则认为母牛患有SHMg。在产后就诊时,对奶牛的子宫炎和跛行进行了评估。从农场记录中收集有关临床乳腺炎和难产的信息。使用多变量混合线性模型和多变量混合逻辑回归模型分析数据。前SHMg的总体患病率为9.9%,它的存在与SHMg后(奇数比[OR]=5.7;P<0.0001)和子宫炎(OR=3.1;P=0.04)的发生有关。然而,我们没有检测到前SHMg和难产之间的关联,临床乳腺炎,产牛后或跛行。SHMg后发展的母牛的制剂血清Mg浓度低于未发展的母牛(LSM±SE=0.75±0.02mmol/L与0.83±0.02mmol/L;P<0.0001)。总之,在放牧奶牛中,SHMg前与SHMg后和子宫炎的风险较高相关,但与其他产后健康事件无关.
    This study aimed to evaluate the relationship between prepartum subclinical hypomagnesemia (pre-SHMg) and the occurrence of dystocia, metritis, clinical mastitis, lameness, and subclinical hypomagnesemia postpartum (post-SHMg) in pasture-based dairy cows. Also, the difference in means of prepartum magnesium (Mg) concentration by postpartum health events was evaluated. A total of 890 dairy cows from 32 commercial farms located in southern Chile were enrolled. Cows were examined twice, once between 30 and 3 days before and once between 3 and 30 days after calving. Blood samples were collected on both assessments, and cows were considered as having SHMg if serum total Mg < 0.65 mmol/L. On the postpartum visit, cows were evaluated for metritis and lameness. Information about clinical mastitis and dystocia was collected from on-farm records. Data were analyzed using multivariable mixed linear models and multivariable mixed logistic regression models. The overall prevalence of pre-SHMg was 9.9%, and its presence was associated with the occurrence of post-SHMg (odd ratio [OR] = 5.7; P < 0.0001) and metritis (OR = 3.1; P = 0.04). However, we did not detect an association between pre-SHMg and dystocia, clinical mastitis, or lameness after calving. Prepartum serum Mg concentrations were lower in cows that developed post-SHMg than those that did not (LSM ± SE = 0.75 ± 0.02 mmol/L vs. 0.83 ± 0.02 mmol/L; P < 0.0001). In conclusion, pre-SHMg was associated with a higher risk of post-SHMg and metritis in grazing dairy cows but not other postpartum health events.
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