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Poultry, Volume 4, Issue 4 (December 2025) – 11 articles

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17 pages, 747 KB  
Article
Limestone Granulometry and Vitamin D Supplementation in Brown Laying Hens: Implications for Performance, Egg Quality, Bone Health, Thermoregulation, and Behavior in a Hot Environment
by Carla Lourena Cardoso Macedo Lourenço, Débora Fonteles Lima, Angefferson Bento Evangelista, Alfredo Pinto Rodrigues, João Marcelo Lopes de Abreu, Ednardo Rodrigues Freitas, Carla Nágila Cordeiro, Cláudia Goulart de Abreu, Robson Mateus Freitas Silveira and Silvana Cavalcante Bastos Leite
Poultry 2025, 4(4), 53; https://doi.org/10.3390/poultry4040053 - 5 Nov 2025
Abstract
This study evaluated the effects of limestone particle size and 25-hydroxycholecalciferol supplementation on performance, egg quality, digestive organ biometrics, bone characteristics, thermoregulatory responses, and behavior of brown laying hens reared under hot environmental conditions. The trial lasted five periods of 28 days. A [...] Read more.
This study evaluated the effects of limestone particle size and 25-hydroxycholecalciferol supplementation on performance, egg quality, digestive organ biometrics, bone characteristics, thermoregulatory responses, and behavior of brown laying hens reared under hot environmental conditions. The trial lasted five periods of 28 days. A total of 270 Lohmann Brown Lite hens (48 weeks old) were allocated in a completely randomized design with a 2 × 2 + 1 factorial arrangement, comprising two limestone particle sizes (MGD 0.568 mm and MGD 1.943 mm) and two supplementation levels of vitamin D (2760 IU and 1380 IU), plus a control diet, totaling five treatments with six replicates each. The dietary treatments were as follows: (1) control diet without vitamin D supplementation; (2) 250 g vitamin D with 100% fine limestone; (3) 125 g vitamin D with 100% fine limestone; (4) 250 g vitamin D with 50% fine + 50% coarse limestone; and (5) 125 g vitamin D with 50% fine + 50% coarse limestone. Productive performance, egg quality, organ biometrics, bone traits, thermoregulatory variables, and behavioral indicators were measured. Data were analyzed by ANOVA, followed by Tukey test (5%), considering the factorial model. There was no interaction between the factors for any parameter evaluated. There was an effect of shift on thermoregulatory variables. The other variables were not influenced by the treatments. These findings indicate that the tested limestone particle sizes can be incorporated in the diets of brown laying hens without affecting performance, egg quality, bone integrity, thermoregulation, or behavior, regardless of vitamin D supplementation, under hot climatic conditions. Full article
(This article belongs to the Collection Poultry Nutrition)
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17 pages, 11563 KB  
Article
Exploration of the Antibacterial Mechanism of the Aqueous Extract of Bidens pilosa L. Against the Avian Pathogen Escherichia coli
by Beiwen Zhang, Xiaobing Li, Hongxi Li, Chengzhen Weng, Xinxin Huang, Yuhang Jiang, Longxin Qiu and Hongbo Chen
Poultry 2025, 4(4), 52; https://doi.org/10.3390/poultry4040052 - 29 Oct 2025
Viewed by 177
Abstract
Bidens pilosa L. extract (BPE), a traditional medicine known for its antimicrobial properties, has not been thoroughly investigated for its potential against avian pathogenic Escherichia coli (APEC), a major pathogen responsible for severe economic losses and high mortality in poultry. This study aimed [...] Read more.
Bidens pilosa L. extract (BPE), a traditional medicine known for its antimicrobial properties, has not been thoroughly investigated for its potential against avian pathogenic Escherichia coli (APEC), a major pathogen responsible for severe economic losses and high mortality in poultry. This study aimed to comprehensively assess the antibacterial activity of BPE against APEC through both in vivo and in vitro experiments and to explore its underlying mechanisms. In a chicken infection model, BPE treatment led to an 80% cure rate and 20% mortality, in contrast to the 90% diarrhea and 70% mortality observed in the untreated model group. BPE also significantly alleviated intestinal tissue damage and reduced serum levels of inflammatory cytokines IL-6 and IL-1β (p < 0.01). In vitro analyses revealed a minimum inhibitory concentration (MIC) of 625 mg/mL. BPE dose-dependently suppressed bacterial motility, swarming, and biofilm formation (p < 0.01) and markedly increased membrane permeability, indicated by elevated release of nucleic acids, proteins, and alkaline phosphatase (p < 0.001). Moreover, PCR results showed that treatment with BPE at 1/2 MIC for 24 h significantly downregulated multiple virulence-associated genes, including aatA, papC, ibeB, vat, ompA, iss, fyuA, and irp2 (p < 0.01). These results demonstrate that BPE exerts its anti-APEC effects by damaging cell membrane integrity, inhibiting biofilm formation and motility, and suppressing virulence gene expression. Our findings support the potential of BPE as a natural alternative for controlling APEC infections and contribute a scientific basis for the use of traditional herbal medicine in combating bacterial diseases. Full article
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24 pages, 2361 KB  
Article
Phenotypic and Genotypic Characterization of Colistin, ESBL, and Multidrug Resistance in Escherichia coli Across the Broiler Production Chain in Karnataka, India
by Mohammad Nasim Sohail, Srikrishna Isloor, Doddamane Rathnamma, S. Chandra Priya, Belamaranahally M. Veeregowda, Nagendra R. Hegde, Csaba Varga and Nicola J. Williams
Poultry 2025, 4(4), 51; https://doi.org/10.3390/poultry4040051 - 27 Oct 2025
Viewed by 349
Abstract
The emergence of antimicrobial resistance (AMR) across the broiler production chain holds significant economic, animal, and public health implications. This study investigated phenotypic resistance to 13 antimicrobials and the presence of 35 antimicrobial resistance genes (ARGs) in Escherichia coli (n = 291) [...] Read more.
The emergence of antimicrobial resistance (AMR) across the broiler production chain holds significant economic, animal, and public health implications. This study investigated phenotypic resistance to 13 antimicrobials and the presence of 35 antimicrobial resistance genes (ARGs) in Escherichia coli (n = 291) isolated across three broiler production chains (broiler breeder farms, hatcheries, commercial broiler farms, and retail meat shops). An extremely high phenotypic resistance (>70%) to doxycycline, ciprofloxacin, and cefpodoxime, and very high resistance (50–70%) to ampicillin, cefotaxime, gentamicin, and ceftazidime was observed. In addition, 97% of isolates were multidrug-resistant (resistant to ≥1 drug in ≥3 antimicrobial classes), 42% were extended-spectrum beta-lactamase (ESBL) producers, 65% were resistant to third-generation cephalosporins (3GCR), and 21% were resistant to colistin. The Poisson regression model revealed no significant difference in AMR among broiler production stages, except for colistin. Among 35 ARGs tested, 24 (67%) were detected at least once. The most prevalent were tetA, blaTEM, qnrB, qnrS, and aac(6′)-Ib-cr, while qnrD, sul2, blaOXA, and blaCTX-M were detected at lower levels (1–7%). All five tested mcr genes (mcr-1 to mcr-5) were identified in commercial farms and retail shops. No blaNDM, tetB, tetC, tetD, tetM, qnrC, aac(3)-IIa (aacC2), aph(3)-IIa (aphA2), or aac(6′)-Ib genes were found. A strong correlation was observed between AMR phenotypes and ARGs. High AMR among E. coli in broiler production poses significant One Health risks, with widespread MDR, ESBL production, and resistance to critically important antimicrobials. Prudent antimicrobial use, enhanced surveillance and education, farm biosecurity, and One Health strategies are crucial in mitigating these threats. Full article
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19 pages, 377 KB  
Article
Effect of Inclusion of Tambaqui (Colossoma macropomum) Residual Oil in Diets for Commercial Hens on Productive Performance, Physiological Parameters and Egg Quality
by Thiago de Souza, João Paulo Ferreira Rufino, Pablo Garcia Dias, Laiane Ferreira de Souza, Kaisa Freitas de Araújo, Maria Fernanda da Silva Gomes, Maiko Willas Soares Ribeiro, Francisco Alberto de Lima Chaves, Philip Dalbert da Silva Castro, Joel Lima da Silva Junior, Marco Antonio de Freitas Mendonça, Joana Maia Mendes, Emerson Silva Lima, Angela Maria Comapa Barros, Carlos Alexandre Góes Farias, Juliano Carneiro Ramos, Ronner Joaquim Mendonça Brasil, Felipe Dilelis de Resende Sousa, Adriano Teixeira de Oliveira, Suelen Miranda dos Santos and Noedson de Jesus Beltrão Machadoadd Show full author list remove Hide full author list
Poultry 2025, 4(4), 50; https://doi.org/10.3390/poultry4040050 - 22 Oct 2025
Viewed by 236
Abstract
The increasing demand for sustainable and cost-effective animal feed alternatives has stimulated the use of agro-industrial by-products in poultry diets. This study evaluated the effects of tambaqui (Colossoma macropomum) residual oil (TRO), derived from aquaculture waste, on productive performance, physiological responses, [...] Read more.
The increasing demand for sustainable and cost-effective animal feed alternatives has stimulated the use of agro-industrial by-products in poultry diets. This study evaluated the effects of tambaqui (Colossoma macropomum) residual oil (TRO), derived from aquaculture waste, on productive performance, physiological responses, and egg quality in commercial laying hens. A total of 144 Hisex Brown hens were assigned to diets containing 0%, 1.5%, 3.0%, or 4.5% TRO for 63 days. While TRO inclusion did not affect overall productivity, moderate levels (1.5% and 3.0%) improved egg weight, yolk pigmentation, and internal quality (Haugh unit). Hematological and biochemical parameters indicated metabolic adaptations, with increased cholesterol and decreased triglycerides in treated groups. The yolk fatty acid profile revealed higher omega-3 content with TRO inclusion, but lipid oxidation (TBARS) also increased, especially at higher levels. Sensory evaluation showed reduced aroma and flavor acceptability in eggs from hens fed 3.0% and 4.5% TRO. These findings suggest that moderate TRO inclusion can enhance egg nutritional value and support sustainable aquaculture waste reuse, though excessive levels may compromise product acceptability. Optimal inclusion levels should be further explored to balance metabolic benefits, oxidative stability, and consumer preferences. Full article
13 pages, 760 KB  
Review
Black Cumin (Nigella sativa) as a Healthy Feed Additive for Broiler Production: A Focused Review
by Sanjida Akter, Giovana M. Longhini, Md Saidul Haque, Yuhua Z. Farnell and Yuxiang Sun
Poultry 2025, 4(4), 49; https://doi.org/10.3390/poultry4040049 - 10 Oct 2025
Viewed by 560
Abstract
Following restrictions on antibiotic growth promoters in poultry production, there is growing interest in natural feed additives that support health and productivity. Among these, black cumin (Nigella sativa) has emerged as a promising candidate due to its antioxidant, antimicrobial, and immunomodulatory [...] Read more.
Following restrictions on antibiotic growth promoters in poultry production, there is growing interest in natural feed additives that support health and productivity. Among these, black cumin (Nigella sativa) has emerged as a promising candidate due to its antioxidant, antimicrobial, and immunomodulatory properties. Most studies report that black cumin, in the form of whole seeds, seed meal, or seed oil, improves body weight gain and feed conversion ratio, enhances antioxidant and immune status, and provides additional benefits on lipid profiles, liver enzymes, and cecal microbial balance. This review provides a focused synthesis of recent studies (2014–2025) on black cumin supplementation in broiler chickens, considering its various forms (whole seeds, seed meal, seed oil, and nano-formulations) and production contexts (healthy, heat-stressed, and disease-challenged birds). Specifically, this review compares responses across different forms and doses, evaluates effects on growth performance, immune function, gut health, antioxidant status, liver metabolism, and meat and carcass quality, and highlights inconsistencies among studies. Additionally, it identifies key research gaps to guide future investigations, including optimal dosing, long-term safety, and practical applications in commercial production. Overall, black cumin shows potential as a natural alternative to antibiotics, but further standardized, large-scale studies are needed to confirm its efficacy and feasibility in sustainable poultry farming. Full article
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18 pages, 3293 KB  
Review
Relationship Between Animal Welfare Metrics, Production, Slaughter, and Economic Gain in Poultry Farming
by Deivid Kelly Barbosa, Vivian A. R. C. Heiss, Maria F. C. Burbarelli, Leonardo O. Seno, Rodrigo G. Garcia, Rita T. R. Pietramale and Fabiana R. Caldara
Poultry 2025, 4(4), 48; https://doi.org/10.3390/poultry4040048 - 2 Oct 2025
Viewed by 495
Abstract
Animal welfare (AW) is increasingly being discussed and mandated in chicken production, both by current Brazilian legislation and by importing markets. Industries continually seek greater financial returns, and within this context, it has been observed that the proper implementation of animal welfare principles [...] Read more.
Animal welfare (AW) is increasingly being discussed and mandated in chicken production, both by current Brazilian legislation and by importing markets. Industries continually seek greater financial returns, and within this context, it has been observed that the proper implementation of animal welfare principles effectively reduces losses by minimizing carcass condemnations due to injuries, thereby significantly contributing to in-creased profitability. The economic impact of non-compliance with these welfare standards in broiler production is well documented in the scientific literature. However, the same level of concern is not observed regarding the financial impact on integrated producers, who supply the raw materials. The present study aims to systematically map, contextualize, quantify, and qualitatively analyze articles evaluating the implementation of animal welfare in industrial broiler production and its impact on the financial returns of producers and integrated companies. The primary descriptor used was “animal welfare.” To quantify the relevant articles, the Proknow-C method was applied, followed by a similarity analysis using VoSViewer® software version 1.6.19 for systematic content evaluation. Descriptor combinations were led by animal welfare, followed by broiler pro-duction, poultry production, slaughter, economy, and rural producers. Although a significant number of articles address AW, those focused exclusively on chicken production are far fewer, declining even more when carcass condemnations are considered. Only six studies included the descriptor “economic,” and just three included “producer.” The con-tent of these nine studies was systematically reviewed, with two excluded and seven selected for discussion. Among the seven analyzed studies, none specifically examined the economic impact of AW implementation for the producer, clearly highlighting a significant research gap. Full article
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16 pages, 2067 KB  
Article
Effects of Caprylic Acid on the Cecal Colonization of Multidrug-Resistant Salmonella Heidelberg and the Cecal Microbiome in Broiler Chickens
by Shijinaraj Manjankattil, Dhananjai Muringattu Prabhakaran, Anup Kollanoor Johny, Claire Peichel, Divek V. T. Nair, Grace Dewi, Jason Langlie, Trevor J. Gould and Annie M. Donoghue
Poultry 2025, 4(4), 47; https://doi.org/10.3390/poultry4040047 - 1 Oct 2025
Viewed by 386
Abstract
This study determined the efficacy of in-feed supplementation of a medium-chain fatty acid, caprylic acid (CA), on the cecal colonization of multidrug-resistant (MDR) Salmonella Heidelberg (SH) and its effect on the cecal microbiome of commercial broilers. A total of 24, 4-week-old commercial Ross [...] Read more.
This study determined the efficacy of in-feed supplementation of a medium-chain fatty acid, caprylic acid (CA), on the cecal colonization of multidrug-resistant (MDR) Salmonella Heidelberg (SH) and its effect on the cecal microbiome of commercial broilers. A total of 24, 4-week-old commercial Ross 708 chickens were randomly allocated to two replicates of four treatment groups in eight BSL2 isolators (3 birds/isolator): Negative control (NC), Positive Control (PC), Antibiotic group (AB), and caprylic acid (CA) groups. The birds received a Salmonella-free standard corn–soy-based diet, with the broilers in the AB receiving 50 g/ton bacitracin methylene disalicylate, and the CA group receiving caprylic acid (1% w/w), in feed from days 1 to 35. All birds, except those in the NC group, were challenged with ~3.7 log10 CFU of MDR SH/5 mL by crop gavage on day 29. Cecal samples were collected 7 days after the challenge for SH recovery by direct plating and enrichment, as well as for DNA extraction for 16S rRNA gene amplicon sequencing. Compared to the PC group, a 3.6 log10 CFU/g reduction in SH was observed in the CA group (p < 0.05). Although no significant effect of CA on cecal microbial composition was observed, a significant difference in taxonomic α- and β-diversities was observed in the AB. CA also resulted in significant differences in hub taxa compared to PC in the network association analysis, indicating a potential role for microbiome modulation in its mechanism of action. Full article
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20 pages, 914 KB  
Article
Biosecurity Gaps and Food Production Practices in Subsistence and Differentiated Backyard Poultry Systems in Central Chile
by Víctor Marambio, Francisca Di Pillo, Cecilia Baumberger, Cristobal Oyarzún, Pablo Galdames, Tamara Palma, Pedro Jimenez-Bluhm, Javiera Cornejo, Stacey Schultz-Cherry and Christopher Hamilton-West
Poultry 2025, 4(4), 46; https://doi.org/10.3390/poultry4040046 - 30 Sep 2025
Viewed by 603
Abstract
Backyard poultry systems (BPS) are the most widespread form of animal production worldwide, contributing to household economies and improving food availability. However, limited biosecurity measures and close human–animal interactions raise concerns regarding zoonotic disease transmission. In recent years, consumer-driven motivations have given rise [...] Read more.
Backyard poultry systems (BPS) are the most widespread form of animal production worldwide, contributing to household economies and improving food availability. However, limited biosecurity measures and close human–animal interactions raise concerns regarding zoonotic disease transmission. In recent years, consumer-driven motivations have given rise to non-traditional BPS with differential attributes (BPS-DA), yet there is limited knowledge about their food production practices. This study aimed to characterize and compare practices across 25 BPS and 25 BPS-DA in the Metropolitan Region using surveys, interviews, and direct observations of egg collections and poultry slaughters. Eggs were the main animal product in both systems, with women primarily responsible for care. Poultry slaughter was reported exclusively in BPS (60%), generally performed under inadequate hygienic conditions and without veterinary oversight. These practices, (poultry slaughter, food production and handling), may considerably increase the risk of human exposure to zoonotic pathogens, such as avian influenza viruses. In contrast, BPS-DA prioritized birds as companion animals (60%), free-range rearing (68%), and hobby-based production (80%). While both systems showed limited biosecurity, significant differences were found in the use of dedicated footwear (p = 0.01; V = 0.35), egg collection sites (p = 0.04; V = 0.29), and refrigeration (p = 0.004; V = 0.41). Veterinary access was limited in both (32% in BPS; 44% in BPS-DA). These findings highlight critical gaps in health management and underscore the need for context-specific educational and regulatory strategies for safer backyard poultry production. Full article
(This article belongs to the Special Issue Biosecurity in Poultry)
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12 pages, 1654 KB  
Article
Molecular Characterization of Fowl Adenovirus from Brazilian Poultry Farms
by André Salvador Kazantzi Fonseca, Diéssy Kipper, Nilo Ikuta and Vagner Ricardo Lunge
Poultry 2025, 4(4), 45; https://doi.org/10.3390/poultry4040045 - 28 Sep 2025
Viewed by 314
Abstract
Fowl adenovirus (FAdV) can cause different poultry diseases with economic losses in the broilers and layers commercial farms. FAdV is currently classified into five species and 12 serotypes, disseminated in poultry flocks worldwide. The present study aimed to identify FAdV species and serotypes [...] Read more.
Fowl adenovirus (FAdV) can cause different poultry diseases with economic losses in the broilers and layers commercial farms. FAdV is currently classified into five species and 12 serotypes, disseminated in poultry flocks worldwide. The present study aimed to identify FAdV species and serotypes in Brazilian poultry farms. A total of 678 chicken flocks from the main Brazilian poultry-producing regions were evaluated for FAdV infection between 2020 and 2023. FAdV was detected by a real-time PCR targeting 52K gene and further genotyped by partial sequencing of the hexon gene followed by phylogenetic analyses. The results demonstrated that FAdV was detected in 72 flocks (10.6%). In 46 of these samples, FAdV species and serotypes could be identified, including three main species: Aviadenovirus ventriculi (FAdV-A = 15), Aviadenovirus gallinae (FAdV-D = 15) and Aviadenovirus hepatitidis (FAdV-E = 16). Phylogenetic analysis based on 173 partial hexon sequences (including sequences from this study, 44 previously sequenced in Brazil, and 86 data from other countries) revealed five separate clades for FAdV species. All Brazilian FAdVs were classified into the same three species reported above (FAdV-A = 19, FAdV-D = 34, FAdV-E = 37), and also in well-supported subclades for each serotype: FAdV-A1 (n = 19), FAdV-D9 (n = 1), FAdV-D11 (n = 33), FAdV-E6 (n = 1), FAdV-E8a (n = 33), FAdV-E8b (n = 3). Amino acid substitutions in the hyper variable regions (1, 2 and 3) and conserved motifs of the Hexon protein were further analyzed, enabling discrimination between closely related serotypes. This study demonstrates the circulation of different FAdVs in Brazil, highlighting FAdV-A1, FAdV-D9, FAdV-D11, FAdV-E6, FAdV-E8a and FAdV-E8b. The findings reported here also indicate genetic and amino acid diversity in the Hexon protein of the FAdVs in Brazilian poultry farms, which are of importance for molecular surveillance and poultry diseases control strategies. Full article
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17 pages, 1362 KB  
Review
Gut Microbiota—Campylobacter jejuni Crosstalk in Broiler Chickens: A Comprehensive Review
by Bereket Dessalegn, Motuma Debelo, Michael Hess and Wageha A. Awad
Poultry 2025, 4(4), 44; https://doi.org/10.3390/poultry4040044 - 25 Sep 2025
Viewed by 901
Abstract
The interaction between gut microbiota and C. jejuni in the guts of broiler chickens is essential for the bacterium’s growth and potential pathogenicity. Recent findings highlighted the significance of modifying gut microbiota in relation to higher C. jejuni colonization rates and improved immune [...] Read more.
The interaction between gut microbiota and C. jejuni in the guts of broiler chickens is essential for the bacterium’s growth and potential pathogenicity. Recent findings highlighted the significance of modifying gut microbiota in relation to higher C. jejuni colonization rates and improved immune responses. This study suggested that a varied and balanced microbiota aids in decreasing and preventing C. jejuni proliferation via mechanisms including competitive exclusion, the synthesis of antimicrobial peptides, and the modulation of the chicken immune response. C. jejuni demonstrates adaptability in the gut environment by encouraging the growth of beneficial bacteria while inhibiting others, improving the way it acquires nutrients, and modifying the transcriptional response of its virulence factors. The dynamic nature of these microbiota communities has caused differences in the results of how gut microbiota and C. jejuni proliferation interact. Understanding the relationships between gut microbiota and C. jejuni is critical for developing strategies to mitigate the impact of C. jejuni in broiler chickens. This review compiles information on the relationships between gut microbiota and C. jejuni proliferation in broiler chickens and offers commentary on how the findings could improve gut health and food safety. Full article
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16 pages, 6143 KB  
Article
Precision Livestock Farming: YOLOv12-Based Automated Detection of Keel Bone Lesions in Laying Hens
by Tommaso Bergamasco, Aurora Ambrosi, Vittoria Tregnaghi, Rachele Urbani, Giacomo Nalesso, Francesca Menegon, Angela Trocino, Mattia Pravato, Francesco Bordignon, Stefania Sparesato, Grazia Manca and Guido Di Martino
Poultry 2025, 4(4), 43; https://doi.org/10.3390/poultry4040043 - 24 Sep 2025
Viewed by 610
Abstract
Keel bone lesions (KBLs) represent a relevant welfare concern in laying hens, arising from complex interactions among genetics, housing systems, and management practices. This study presents the development of an image analysis system for the automated detection and classification of KBLs in slaughterhouse [...] Read more.
Keel bone lesions (KBLs) represent a relevant welfare concern in laying hens, arising from complex interactions among genetics, housing systems, and management practices. This study presents the development of an image analysis system for the automated detection and classification of KBLs in slaughterhouse videos, enabling scalable and retrospective welfare assessment. In addition to lesion classification, the system can track and count individual carcasses, providing estimates of the total number of specimens with and without significant lesions. Videos of brown laying hens from a commercial slaughterhouse in northeastern Italy were recorded on the processing line using a smartphone. Six hundred frames were extracted and annotated by three independent observers using a three-scale scoring system. A dataset was constructed by combining the original frames with crops centered on the keel area. To address class imbalance, samples of class 1 (damaged keel bones) were augmented by a factor of nine, compared to a factor of three for class 0 (no or mild lesion). A YOLO-based model was trained for both detection and classification tasks. The model achieved an F1 score of 0.85 and a mAP@0.5 of 0.892. A BoT-SORT tracker was evaluated against human annotations on a 5 min video, achieving an F1 score of 0.882 for the classification task. Potential improvements include increasing the number and variability of annotated images, refining annotation protocols, and enhancing model performance under varying slaughterhouse lighting and positioning conditions. The model could be applied in routine slaughter inspections to support welfare assessment in large populations of animals. Full article
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