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Determination of Warner-Bratzler shear force thresholds for classifying meat tenderness of Kivircik lambs: A study in Türkiye 基维克羔羊肉嫩度分类的Warner-Bratzler剪切力阈值的测定:一项在<s:1>基耶耶的研究。
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2025-09-15 DOI: 10.1016/j.meatsci.2025.109961
Bulent Ekiz, Pembe Dilara Kecici, Hulya Yalcintan
The aims of the study were to identify the Warner-Bratzler Shear Force (WBSF) threshold value that corresponds to the transition from perceived tenderness to toughness in lamb meat through sensory panel evaluations, and to compare the classification performances of the threshold values determined using linear regression and Receiver Operating Characteristic (ROC) analysis methods. The study data comprised WBSF analysis results of the longissimus thoracis et lumborum muscle from 405 Kivircik lambs, along with tenderness scores determined by a trained sensory panel. WBSF threshold values were determined separately for the “panellists' sensory tenderness evaluation dataset (raw dataset; n=3049)” and the “mean score dataset created by averaging the tenderness scores given by the panellists for each lamb (individual lamb dataset; n=405)”. Higher classification accuracy was achieved in the mean score dataset compared to the individual score dataset using both linear regression and ROC analysis methods. The WBSF threshold value for the mean score dataset was determined as 40.9 N by ROC analysis and 48.0 N by linear regression analysis. The accuracy of these threshold values was calculated to be 82.2 % and 85.4 %, respectively. The threshold value based on ROC analysis provided higher sensitivity and negative predictive value, whereas the threshold value based on regression analysis was advantageous in terms of specificity and positive predictive value.
本研究的目的是通过感官面板评估确定羊肉从感知嫩度到韧度转变对应的Warner-Bratzler剪切力(WBSF)阈值,并比较采用线性回归和接受者工作特征(ROC)分析方法确定的阈值的分类性能。研究数据包括405只Kivircik羔羊胸腰最长肌的WBSF分析结果,以及由训练过的感觉小组确定的压痛评分。WBSF阈值分别为“小组成员的感官压痛评估数据集(原始数据集;n=3049)”和“通过平均小组成员对每只羔羊给出的压痛评分创建的平均评分数据集(单个羔羊数据集;n=405)”确定。与使用线性回归和ROC分析方法的个体得分数据集相比,平均得分数据集实现了更高的分类精度。平均评分数据集的WBSF阈值经ROC分析为40.9 N,线性回归分析为48.0 N。这些阈值的准确率分别为82.2%和85.4%。基于ROC分析的阈值具有更高的敏感性和阴性预测值,而基于回归分析的阈值在特异性和阳性预测值方面具有优势。
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引用次数: 0
Carcass and meat quality and innovation in fresh meat industry 鲜肉行业的胴体和肉质及创新。
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2025-09-15 DOI: 10.1016/j.meatsci.2025.109960
Jørgen Kongsro, Theodor E.B. Skramstad, Ole Alvseike
The meat industry faces the challenge of meeting rising global demand while adhering to sustainability and ethical standards. This paper examines the critical role of innovative technologies in the fresh meat industry. The practical challenges of technology adoption, consistency, economic pressures, and regulatory compliance are explored. Emerging trends are discussed, along with actionable recommendations and potential case studies, to guide stakeholders in navigating evolving market demands.
肉类行业面临着在满足不断增长的全球需求的同时坚持可持续性和道德标准的挑战。本文探讨了创新技术在鲜肉行业中的关键作用。探讨了技术采用、一致性、经济压力和法规遵从的实际挑战。讨论了新兴趋势,以及可操作的建议和潜在的案例研究,以指导利益相关者驾驭不断变化的市场需求。
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引用次数: 0
A bibliometric analysis and evaluation of publications published in the meat science journal from 1980 to 2025 1980 - 2025年《肉类科学》期刊发表的文献计量学分析与评价
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2025-09-11 DOI: 10.1016/j.meatsci.2025.109952
Memiş Özdemir , David L. Hopkins , Emel Oz , Fatih Oz
The Meat Science journal is a high-impact, internationally recognized scientific and prestigious journal that has served as a leading platform for publishing groundbreaking research in meat science for over four decades. Given its prominent role in shaping the field, investigating the journal's publication trends and scientific influence provides valuable insight into the evolution of meat science research. In this respect, we conducted a detailed bibliometric analysis of publications in the Meat Science journal from 1980 to 2025. The analysis aimed to map the journal's intellectual structure, research dynamics, and scholarly impact, establishing its position as a leading journal in the field of meat science with 8414 publications. A comprehensive dataset was extracted from the Web of Science Core Collection, including publication type, year, author affiliation, country, citation counts, and keyword information. Analytical procedures were conducted using VOSviewer (v1.6.19) and the Bibliometrix package with the Biblioshiny interface in R (v4.4.0). These procedures enabled robust visualization and mapping of co-authorship networks, the co-occurrence of keywords, author citation relationships, and bibliographic coupling. Citation-based metrics and trend analyses were further supported by the “Analyze Results” and “Citation Reports” functions in Web of Science. The analysis revealed publication trends over time, leading contributors and institutions, geographical patterns, and thematic shifts over four decades. The results showed that research articles, proceedings, and review articles were more dominant than other article types. The United States (1283 publications; 56,041 citations) and Spain (1264 publications; 65,089 citations) were the most influential contributors, while INRAE (France) emerged as the leading institution (268 publications; 17,916 citations). Thematic mapping revealed a transition from traditional focuses (e.g., meat quality, tenderness, lipid oxidation) toward emerging domains such as sustainability–encompassing animal welfare, environmental footprint reduction, meat preservation, innovative packaging materials, food safety, and waste minimization–alongside consumer perception and the development of functional meat products. This work highlights the evolving role of the journal in advancing meat science and offers strategic insights for researchers, institutions, and policymakers in the field.
《肉类科学》杂志是一份高影响力、国际公认的科学和著名期刊,四十多年来一直是出版肉类科学开创性研究的领先平台。鉴于其在塑造该领域的突出作用,调查该杂志的出版趋势和科学影响为肉类科学研究的演变提供了宝贵的见解。在这方面,我们对1980年至2025年在《肉类科学》杂志上发表的出版物进行了详细的文献计量分析。该分析旨在绘制该杂志的知识结构、研究动态和学术影响,以8414份出版物确立其作为肉类科学领域领先期刊的地位。从Web of Science核心文集中提取了一个综合数据集,包括出版类型、年份、作者隶属关系、国家、被引次数和关键字信息。分析程序使用VOSviewer (v1.6.19)和Bibliometrix软件包(带有R (v4.4.0)的Biblioshiny接口)进行。这些程序实现了对共同作者网络、关键词共现、作者引用关系和书目耦合的强大可视化和映射。Web of Science的“分析结果”和“引文报告”功能进一步支持了基于引文的指标和趋势分析。该分析揭示了随着时间推移的出版趋势、主要贡献者和机构、地理模式以及40年来的主题变化。结果显示,研究文章、论文集和综述文章比其他类型的文章占主导地位。美国(1283份出版物;56,041次引用)和西班牙(1264份出版物;65,089次引用)是最有影响力的贡献者,而法国研究所(法国)成为领先的机构(268份出版物;17,916次引用)。专题地图揭示了从传统焦点(如肉类质量、嫩度、脂质氧化)到新兴领域的转变,如可持续性——包括动物福利、环境足迹减少、肉类保存、创新包装材料、食品安全和废物最小化——以及消费者认知和功能性肉制品的发展。这项工作突出了该杂志在推进肉类科学方面不断发展的作用,并为该领域的研究人员、机构和政策制定者提供了战略见解。
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引用次数: 0
Swiss beef meat tenderness improvement in the period 2009–2023 2009-2023年期间瑞士牛肉嫩度的改善
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2025-09-08 DOI: 10.1016/j.meatsci.2025.109953
Paolo Silacci , Blaise Perrey , Christophe Joye , Jonas Inderbitzin , Sylvain Lerch
This study reports results from monitoring the time trend of beef meat tenderness in the Swiss market to address consumer satisfaction and quality optimization. The survey, conducted through four campaigns performed from 2009 to 2023, evaluated the instrumental and sensory characteristics of beef tenderness. Sirloin, tenderloin, rump, and rump cover samples were collected from various Swiss cities and analyzed for shear force values and sensory attributes. The results highlight the overall good quality of beef and a marked improvement in meat tenderness throughout the study period, with the percentage of tender samples increasing from 77.7 % (2009) to 90.7 % (2023). Multiple factors may have contributed to maintain this high quality, including a long aging time. These findings support the Swiss beef industry's efforts to maintain high-quality standards and enhance consumer trust.
本研究报告了监测瑞士市场牛肉嫩度的时间趋势的结果,以解决消费者满意度和质量优化问题。这项调查从2009年到2023年进行了四次,评估了牛肉嫩度的仪器和感官特征。从瑞士各个城市收集了牛里脊、里脊、臀肉和臀盖样品,分析了剪切力值和感官属性。结果表明,在整个研究期间,牛肉的整体质量良好,肉的嫩度显著提高,嫩度样品的百分比从77.7%(2009年)增加到90.7%(2023年)。多种因素可能有助于保持这种高品质,包括长时间的老化。这些发现支持了瑞士牛肉行业保持高质量标准和增强消费者信任的努力。
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引用次数: 0
The effect of sonicated cell-free supernatant from Lacticaseibacillus paracasei B1 and Lactiplantibacillus plantarum O24 on selected quality determinants of cooked pork sausages 副干酪乳杆菌B1和植物乳杆菌O24超声无细胞上清液对熟猪肉香肠品质决定因素的影响
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2025-09-05 DOI: 10.1016/j.meatsci.2025.109951
Paulina Kęska , Joanna Stadnik , Marcelina Karbowiak , Dorota Zielińska
The aim of the study was to assess the effect of lyophilized cell-free supernatant (CFS) obtained from Lacticaseibacillus paracasei B1 and Lactiplantibacillus plantarum O24 cultures on the characteristics of cooked pork sausages stored by 21 days at 4 °C. The following parameters were assessed: antioxidant activity (ABTS, Reducing Power, Fe-chelating activity), texture parameters (hardness, springiness, gumminess, chewiness) and color changes (L*,a*,b*), as well as the fatty acid profile and TBARS content as an indicator of lipid oxidation. Microbiological status was also assessed. The results showed that the use of lyophilized CFS had a significant effect on the pH, oxidation status and texture properties of sausages. Products with the addition of CFS from L. paracasei B1 were characterized by lower hardness, gumminess and chewiness compared to variants with L. plantarum O24. Neither the strain type nor the method of CFS treatment caused changes in the color of cooked pork sausages. During storage time, an increase in the TBARS index was also observed on the 7th day of storage, which indicates an intensification of lipid oxidation processes, especially in products with CFS obtained from L. paracasei B1. All sausages retained the appropriate microbiological quality. Considering the effect of sonication as an additional procedure at the stage of obtaining CFS, the sausage samples to which it was applied (B1_S and O24_S) showed higher antioxidant activity, but at the same time were more susceptible to lipid oxidation processes.
本研究的目的是评估从副干酪乳杆菌B1和植物乳杆菌O24培养物中获得的冻干无细胞上清(CFS)对熟猪肉香肠在4°C下保存21天的特性的影响。评估了以下参数:抗氧化活性(ABTS,还原力,铁螯合活性),质地参数(硬度,弹性,粘性,咀嚼性)和颜色变化(L*,a*,b*),以及脂肪酸谱和TBARS含量作为脂质氧化的指标。还评估了微生物状况。结果表明,冻干CFS的使用对香肠的pH值、氧化状态和质地有显著影响。与植物乳杆菌O24变体相比,添加副乳杆菌B1 CFS的产品具有较低的硬度、粘性和耐嚼性。菌株类型和CFS处理方法均未引起煮熟猪肉香肠颜色的变化。在贮藏过程中,贮藏第7天TBARS指数升高,表明脂质氧化过程加剧,特别是在副干酪乳杆菌B1的CFS产品中。所有香肠都保持了适当的微生物质量。考虑到超声波作为获得CFS阶段的附加程序的影响,超声波处理的香肠样品(B1_S和O24_S)具有较高的抗氧化活性,但同时更容易受到脂质氧化过程的影响。
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引用次数: 0
Animal welfare and meat quality: The impact of on-farm slaughter on Cinta senese pigs 动物福利与肉质:猪场屠宰对信义猪的影响
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2025-09-01 DOI: 10.1016/j.meatsci.2025.109949
Roxana Elena Amarie , Jacopo Goracci , Laura Casarosa , Sara Tinagli , Giorgio Briganti , Giampaolo Giunta , Matteo Senese , Giuliana Terracciano , Francesca Campeis , Alessio Del Tongo , Andrea Serra
This study evaluated the effects of on-farm slaughter (OF) compared to traditional slaughter (TS) on animal welfare, meat quality, and microbiological safety in Cinta senese pigs reared outdoors. Forty pigs were slaughtered using both methods across different seasons, allowing for the analysis of environmental influences via the Temperature-Humidity Index (THI). Blood parameters (cortisol, LDH, CPK), carcass and meat microbial loads, and technological meat quality traits were assessed.
Pigs slaughtered on-farm showed significantly lower levels of cortisol, LDH, and CPK, indicating reduced physiological stress. Meat from these animals also had a lower pH 24 h post-mortem, suggesting improved glycolytic activity and better preservation of quality traits. Microbiological analysis showed no significant differences between the two methods, with all carcasses remaining within safety thresholds, although mesophilic counts tended to be lower in OF carcasses. Environmental conditions, especially THI in the two weeks before slaughter, affected some microbial loads in meat but not in carcasses.
The results demonstrate that OF slaughter is a viable alternative that can significantly reduce animal stress and maintain both meat quality and microbiological safety, offering a sustainable and ethical option for small-scale or pasture-based pig farming.
本研究评估了猪场屠宰(of)与传统屠宰(TS)对室外饲养的中国猪的动物福利、肉品质和微生物安全的影响。在不同季节使用这两种方法屠宰40头猪,允许通过温度-湿度指数(THI)分析环境影响。评估血液参数(皮质醇、LDH、CPK)、胴体和肉类微生物负荷以及肉质技术性状。在农场屠宰的猪表现出较低的皮质醇、LDH和CPK水平,表明生理应激降低。这些动物的肉在死后24小时的pH值也较低,这表明糖酵解活性提高,品质性状得到了更好的保存。微生物学分析显示两种方法之间没有显著差异,所有尸体都保持在安全阈值内,尽管在OF尸体中嗜温菌计数往往较低。环境条件,特别是屠宰前两周的THI,影响了肉中的一些微生物负荷,但对胴体没有影响。结果表明,OF屠宰是一种可行的替代方法,可以显著减少动物压力,保持肉质和微生物安全,为小规模或牧场养猪业提供可持续和道德的选择。
{"title":"Animal welfare and meat quality: The impact of on-farm slaughter on Cinta senese pigs","authors":"Roxana Elena Amarie ,&nbsp;Jacopo Goracci ,&nbsp;Laura Casarosa ,&nbsp;Sara Tinagli ,&nbsp;Giorgio Briganti ,&nbsp;Giampaolo Giunta ,&nbsp;Matteo Senese ,&nbsp;Giuliana Terracciano ,&nbsp;Francesca Campeis ,&nbsp;Alessio Del Tongo ,&nbsp;Andrea Serra","doi":"10.1016/j.meatsci.2025.109949","DOIUrl":"10.1016/j.meatsci.2025.109949","url":null,"abstract":"<div><div>This study evaluated the effects of on-farm slaughter (OF) compared to traditional slaughter (TS) on animal welfare, meat quality, and microbiological safety in Cinta senese pigs reared outdoors. Forty pigs were slaughtered using both methods across different seasons, allowing for the analysis of environmental influences via the Temperature-Humidity Index (THI). Blood parameters (cortisol, LDH, CPK), carcass and meat microbial loads, and technological meat quality traits were assessed.</div><div>Pigs slaughtered on-farm showed significantly lower levels of cortisol, LDH, and CPK, indicating reduced physiological stress. Meat from these animals also had a lower pH 24 h post-mortem, suggesting improved glycolytic activity and better preservation of quality traits. Microbiological analysis showed no significant differences between the two methods, with all carcasses remaining within safety thresholds, although mesophilic counts tended to be lower in OF carcasses. Environmental conditions, especially THI in the two weeks before slaughter, affected some microbial loads in meat but not in carcasses.</div><div>The results demonstrate that OF slaughter is a viable alternative that can significantly reduce animal stress and maintain both meat quality and microbiological safety, offering a sustainable and ethical option for small-scale or pasture-based pig farming.</div></div>","PeriodicalId":389,"journal":{"name":"Meat Science","volume":"230 ","pages":"Article 109949"},"PeriodicalIF":6.1,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144988290","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Can myostatin editing together with gut microbiota modulation produce more and tastier meat? 肌肉生长抑制素编辑和肠道菌群调节能产生更多更美味的肉吗?
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2025-09-01 DOI: 10.1016/j.meatsci.2025.109950
Qiulian Wang , Ruoyu Yang , Ning Yang , Chaoliang Wen
The growing global population and economic development have increased the demand for meat with desired texture and flavor requirements. While intensive breeding and advancements in nutrition and management practices have driven significant improvements in meat production, sustainable solutions are still needed to further enhance both meat yield and quality. The Myostatin (MSTN) gene, which acts as an inhibitor of muscle growth and differentiation, has been extensively studied. Suppressing MSTN activity has been shown to induce muscle hyperplasia and/or hypertrophy in various animal species, resulting in increased skeletal muscle mass. However, MSTN deficiency also decreases fat mass, which can negatively impact meat flavor and quality. In addition to genetic regulation, the gut microbiome plays a crucial role in muscle development and fat accumulation. Emerging evidence suggests a complex interplay between the gut microbiota and the host, which may influence meat production and quality. Interestingly, MSTN-modified animals may exhibit altered gut microbiota, indicating the potential to manipulate gut microbiota to increase meat quality. Thus, integrating these insights is crucial to satisfy the growing consumer demand for high-quality meat while ensuring sustainable production practices. This review aims to provide a comprehensive overview of the effect of MSTN on muscle mass and fat accumulation, as well as the opportunities and challenges associated with using gene editing in farm animals to enhance meat quantity. Moreover, it emphasizes the importance of the gut microbiota in modulating muscle growth and fat deposition, highlighting the potential for gut microbiota manipulation to improve meat quality.
随着全球人口的增长和经济的发展,人们对肉质和风味的需求不断增加。虽然集约化养殖以及营养和管理实践的进步推动了肉类生产的显著改善,但仍需要可持续的解决方案来进一步提高肉类产量和质量。肌生长抑制素(MSTN)基因作为肌肉生长和分化的抑制剂,已被广泛研究。抑制MSTN活性已被证明可诱导多种动物的肌肉增生和/或肥大,导致骨骼肌质量增加。然而,缺乏MSTN也会减少脂肪量,这会对肉的风味和品质产生负面影响。除了基因调控外,肠道微生物群在肌肉发育和脂肪积累中起着至关重要的作用。新出现的证据表明,肠道微生物群和宿主之间存在复杂的相互作用,这可能会影响肉类的生产和质量。有趣的是,mstn修饰的动物可能表现出肠道微生物群的改变,这表明操纵肠道微生物群以提高肉品质的潜力。因此,整合这些见解对于满足消费者对高品质肉类日益增长的需求,同时确保可持续的生产实践至关重要。这篇综述旨在全面概述MSTN对肌肉质量和脂肪积累的影响,以及在农场动物中使用基因编辑来增加肉量的机遇和挑战。此外,它强调了肠道菌群在调节肌肉生长和脂肪沉积中的重要性,强调了肠道菌群调节改善肉类品质的潜力。
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引用次数: 0
Editorial 2026 2026年社论。
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2025-08-31 DOI: 10.1016/j.meatsci.2025.109948
Professor David Hopkins (Chief Editor)
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引用次数: 0
Camel meat composition by species, breeds, publication year, age, and breeding system: A global systematic review and meta-analysis 骆驼肉的种类、品种、出版年份、年龄和饲养系统组成:一项全球系统综述和荟萃分析。
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2025-08-30 DOI: 10.1016/j.meatsci.2025.109947
Soumaya Boukrouh , Asma Al Rharad , Omar Ait El Alia , Jean-Luc Hornick , Bernard Faye
Camel meat is increasingly being recognized as a sustainable and nutritious red meat source, particularly in arid and semi-arid areas where camels are thriving. However, its chemical composition and sensory attributes vary significantly owing to genetic, management, and environmental factors. This study conducted a systematic review and a meta-analysis to quantify the nutritional and sensory properties of camel meat and identify the key factors influencing these characteristics. A systematic review of peer-reviewed studies was conducted using Springer, PubMed/MEDLINE, Scopus, and ScienceDirect databases. This review comprised 57 papers published in English from 12 countries, covering the period between January 1991 and August 2024, including 377 analyses focusing on camel species, breeds, and breeding systems. Statistical analyses were performed to determine the effect sizes, heterogeneity, and impact of the moderating factors. The findings from our meta-regression and subgroup analyses revealed that variations in camel meat profiles are influenced by multiple factors, including breeding system, camel species, breeds, and age, but not by sex. Subgroup analysis revealed that higher final body weight (FBW) was reported for meat from Camelus bactrianus camels raised under the extensive system. Camels slaughtered at ≤6 years of age were characterized by higher dry matter, ash, and fat contents, but lower sarcomere length, lightness, redness, and cobalt content. The Najdi, Baladi Saudi, and Pakistani breeds were characterized as tender meat breeds. This study emphasizes the need for improved breeding strategies, meat processing techniques, and market awareness to enhance the appeal of camel meat. These findings provide valuable insights for livestock producers, policymakers, and the food industry, supporting the promotion of camel meat as a viable substitute for traditional red meat in regions affected by climate change and food insecurity.
驼肉越来越被认为是一种可持续的、营养丰富的红肉来源,特别是在骆驼大量繁殖的干旱和半干旱地区。然而,由于遗传、管理和环境因素,其化学成分和感官属性差异很大。本研究通过系统综述和荟萃分析来量化骆驼肉的营养和感官特性,并确定影响这些特性的关键因素。使用施普林格、PubMed/MEDLINE、Scopus和ScienceDirect数据库对同行评议的研究进行系统评价。本综述包括来自12个国家的57篇英文论文,涵盖1991年1月至2024年8月期间,其中包括377篇关于骆驼种类、品种和繁殖系统的分析。进行统计分析以确定效应大小、异质性和调节因素的影响。meta-regression和亚组分析的结果显示,驼肉性状的变化受到多种因素的影响,包括繁殖系统、骆驼种类、品种和年龄,但不受性别的影响。亚群分析显示,粗放饲养的双歧驼肉的最终体重较高。≤6岁屠宰的骆驼干物质、灰分和脂肪含量较高,但肌节长度、亮度、红度和钴含量较低。Najdi, Baladi沙特和巴基斯坦品种的特点是嫩肉品种。本研究强调需要改进育种策略、肉类加工技术和市场意识,以提高骆驼肉的吸引力。这些发现为畜牧业生产者、政策制定者和食品行业提供了宝贵的见解,支持在受气候变化和粮食不安全影响的地区推广骆驼肉作为传统红肉的可行替代品。
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引用次数: 0
Prediction of dark cutting carcasses in cattle using machine learning algorithms with stockperson actions and animal behaviors at abattoir: A study in Türkiye 利用机器学习算法与屠宰场的饲养员动作和动物行为预测牛的暗切尸体:一项在<s:1> rkiye上的研究
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2025-08-27 DOI: 10.1016/j.meatsci.2025.109946
Seyfi Özdemir , Gonca Nuran Özdemir , Bulent Ekiz
The aim was to investigate the relationship between stockperson actions, animal behaviors at the abattoir, and the occurrence of dark cutting in cattle using various machine learning (ML) algorithms. Season, age, sex, breed, carcass bruising score, carcass weight, and various transportation-related variables were also considered as covariates and potential predictors of dark cutting. Data was collected from 648 cattle, including Holstein, Brown Swiss, and Simmental breeds. The percentage of dark cutting carcasses was 6.64 %. The synthetic minority oversampling technique (SMOTE) was used to transform unbalanced dataset into balanced one. ML was applied with four different models, defined based on the inclusion of covariates, stockperson actions, and animal behaviors as predictors. The highest accuracy value (0.97) was obtained with Boosting algorithm. In all algorithms, the highest accuracy values were achieved with models that included stockperson actions as predictors. Age, prod use and beating at slaughter corridor, and lairage type were most important features influencing dark cutting according to Boosting algorithms. In conclusion, the classification of normal and dark cutting carcasses can be achieved with a satisfactory accuracy using the Boosting and Random Forest algorithms with the model including stockperson actions, animal behaviors and various covariates. However, this study reflects local cattle handling practices in Türkiye; further studies are needed to explore cattle handling practices in other countries.
目的是使用各种机器学习(ML)算法调查牲畜饲养员行为、屠宰场动物行为和牛的暗切现象之间的关系。季节、年龄、性别、品种、胴体瘀伤评分、胴体体重和各种运输相关变量也被认为是暗切的协变量和潜在预测因子。数据收集自648头牛,包括荷斯坦、瑞士布朗和西门塔尔品种。黑切尸率为6.64%。采用合成少数派过采样技术(SMOTE)将不平衡数据集转换为平衡数据集。机器学习应用于四种不同的模型,这些模型是基于协变量、库存人员行为和动物行为作为预测因子来定义的。boost算法的准确率最高,为0.97。在所有算法中,使用包括库存人员行为作为预测因子的模型获得了最高的准确性值。根据Boosting算法,年龄、棍棒使用和屠宰走廊殴打、放养类型是影响暗切的最重要特征。综上所述,采用boost和Random Forest算法,在包含饲养员动作、动物行为和各种协变量的模型下,可以获得满意的准确率。然而,这项研究反映了基耶岛当地的牛处理做法;需要进一步的研究来探索其他国家的牛的处理方法。
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引用次数: 0
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