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Aoyama Y, Matsunobu Y, Etoh T, Suzuki K, Fujita S, Aiba T, Fujishima H, Empuku S, Kono Y, Endo Y, Ueda Y, Shiroshita H, Kamiyama T, Sugita T, Morishima K, Ebe K, Tokuyasu T, Inomata M. Artificial intelligence for surgical safety during laparoscopic gastrectomy for gastric cancer: Indication of anatomical landmarks related to postoperative pancreatic fistula using deep learning. Surg Endosc 2024; 38:5601-5612. [PMID: 39093411 DOI: 10.1007/s00464-024-11117-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Accepted: 07/23/2024] [Indexed: 08/04/2024]
Abstract
BACKGROUND Postoperative pancreatic fistula (POPF) is a critical complication of laparoscopic gastrectomy (LG). However, there are no widely recognized anatomical landmarks to prevent POPF during LG. This study aimed to identify anatomical landmarks related to POPF occurrence during LG for gastric cancer and to develop an artificial intelligence (AI) navigation system for indicating these landmarks. METHODS Dimpling lines (DLs)-depressions formed between the pancreas and surrounding organs-were defined as anatomical landmarks related to POPF. The DLs for the mesogastrium, intestine, and transverse mesocolon were named DMP, DIP, and DTP, respectively. We included 50 LG cases to develop the AI system (45/50 were used for training and 5/50 for adjusting the hyperparameters of the employed system). Regarding the validation of the AI system, DLs were assessed by an external evaluation committee using a Likert scale, and the pancreas was assessed using the Dice coefficient, with 10 prospectively registered cases. RESULTS Six expert surgeons confirmed the efficacy of DLs as anatomical landmarks related to POPF in LG. An AI system was developed using a semantic segmentation model that indicated DLs in real-time when this system was synchronized during surgery. Additionally, the distribution of scores for DMP was significantly higher than that of the other DLs (p < 0.001), indicating the relatively high accuracy of this landmark. In addition, the Dice coefficient of the pancreas was 0.70. CONCLUSIONS The DLs may be used as anatomical landmarks related to POPF occurrence. The developed AI navigation system can help visualize the DLs in real-time during LG.
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Affiliation(s)
- Yoshimasa Aoyama
- Department of Gastroenterological and Pediatric Surgery, Faculty of Medicine, Oita University, Oita, Japan
| | - Yusuke Matsunobu
- Department of Information Systems and Engineering, Faculty of Information Engineering, Fukuoka Institute of Technology, Fukuoka, Japan
- Department of Healthcare AI Data Science, Faculty of Medicine, Oita University, Oita, Japan
| | - Tsuyoshi Etoh
- Department of Gastroenterological and Pediatric Surgery, Faculty of Medicine, Oita University, Oita, Japan.
- Research Center for GLOBAL and LOCAL Infectious Diseases, Oita University, 1-1 Idaigaoka, Hasama-Machi, Oita, Oita, 879-5593, Japan.
| | - Kosuke Suzuki
- Department of Gastroenterological and Pediatric Surgery, Faculty of Medicine, Oita University, Oita, Japan
| | - Shunsuke Fujita
- Department of Gastroenterological and Pediatric Surgery, Faculty of Medicine, Oita University, Oita, Japan
| | - Takayuki Aiba
- Department of Gastroenterological and Pediatric Surgery, Faculty of Medicine, Oita University, Oita, Japan
| | - Hajime Fujishima
- Department of Gastroenterological and Pediatric Surgery, Faculty of Medicine, Oita University, Oita, Japan
| | - Shinichiro Empuku
- Department of Gastroenterological and Pediatric Surgery, Faculty of Medicine, Oita University, Oita, Japan
| | - Yohei Kono
- Department of Advanced Medical Research and Development for Cancer and Hair [Aderans], Faculty of Medicine, Oita University, Oita, Japan
| | - Yuichi Endo
- Department of Gastroenterological and Pediatric Surgery, Faculty of Medicine, Oita University, Oita, Japan
| | - Yoshitake Ueda
- Department of Comprehensive Surgery for Community Medicine, Faculty of Medicine, Oita University, Oita, Japan
| | - Hidefumi Shiroshita
- Department of Gastroenterological and Pediatric Surgery, Faculty of Medicine, Oita University, Oita, Japan
| | - Toshiya Kamiyama
- Advanced AI Technology Research, Advanced Software Technology Research, Olympus Corporation, Tokyo, Japan
| | - Takemasa Sugita
- Advanced AI Technology Research, Advanced Software Technology Research, Olympus Corporation, Tokyo, Japan
| | - Kenichi Morishima
- Advanced AI Technology Research, Advanced Software Technology Research, Olympus Corporation, Tokyo, Japan
| | - Kohei Ebe
- Information Aided Medical Solutions Development, Application Software Engineering, Olympus Medical Systems Corporation, Tokyo, Japan
| | - Tatsushi Tokuyasu
- Department of Information Systems and Engineering, Faculty of Information Engineering, Fukuoka Institute of Technology, Fukuoka, Japan
- Clinical Engineering Research Center, Faculty of Medicine, Oita University, Oita, Japan
| | - Masafumi Inomata
- Department of Gastroenterological and Pediatric Surgery, Faculty of Medicine, Oita University, Oita, Japan
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Zanusso F, Contiero B, Normando S, Gottardo F, De Benedictis GM. Qualitative behavioral assessment of dogs with acute pain. PLoS One 2024; 19:e0305925. [PMID: 38905274 PMCID: PMC11192414 DOI: 10.1371/journal.pone.0305925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Accepted: 06/06/2024] [Indexed: 06/23/2024] Open
Abstract
Free Choice Profiling (FCP) methodology allows observers to qualitatively assess animal behavior using their own vocabulary. This study aims to investigate the ability of 3 different observer groups to recognize pain-related emotions in 20 dogs using FCP methodology, and to compare FCP data with the Glasgow Composite Pain Scale-Short Form (GCPS- SF) scores. The observer groups consisted of 10 dog owners, 10 veterinary students and 10 veterinarians. Ten healthy ("healthy") dogs and 10 dogs showing clinical signs of pain ("pain") were filmed, and the resulting 20 footages were shown to observers who were blind to the pain-related nature of the study. All observers described and scored animals' emotional expression using FCP; then, students and veterinarians scored all dogs using GCPS- SF. FCP data were analyzed using Generalized Procrustes Analysis (GPA). Spearman correlation coefficient (ρ) was used to determine the correlation among observer groups' FCP scores of the first two FCP dimensions (DIM1 and DIM2), and to compare GCPS-SF scores with FCP scores for the students and veterinarian observer groups. Each observer group reached a significant (p < 0.001) good consensus profile. "Healthy" dogs were mainly described as "quiet" and "lively", while the majority of "pain" dogs were considered "in pain" and "suffering". The correlation among FCP scores was high between owners' DIM1 and students' DIM1 (ρ = -0.86), owners' DIM2 and students' DIM2 (ρ = 0.72) and students' DIM2 and vets' DIM1 (ρ = 0.70). The correlation between GCPS-SF scores and FCP scores was high for students' DIM2 (ρ = 0.77) and for veterinarians' DIM1 (ρ = 0.92). Qualitative methods such as FCP could be used in association with semi-quantitative methods to evaluate the effect of pain on animal emotional expression. Observers' cultural background and personal experience did not substantially affect qualitative behavioral assessment in dogs with acute somatic pain.
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Affiliation(s)
- Francesca Zanusso
- Department of Animal Medicine, Production and Health, University of Padova, Legnaro, Italy
| | - Barbara Contiero
- Department of Animal Medicine, Production and Health, University of Padova, Legnaro, Italy
| | - Simona Normando
- Department of Comparative Biomedicine and Food Science, University of Padova, Legnaro, Italy
| | - Flaviana Gottardo
- Department of Animal Medicine, Production and Health, University of Padova, Legnaro, Italy
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Flint HE, Weller JE, Parry-Howells N, Ellerby ZW, McKay SL, King T. Evaluation of indicators of acute emotional states in dogs. Sci Rep 2024; 14:6406. [PMID: 38493262 PMCID: PMC10944520 DOI: 10.1038/s41598-024-56859-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 03/12/2024] [Indexed: 03/18/2024] Open
Abstract
A complete assessment of animal welfare requires not just an understanding of negative emotional states, such as fear and anxiety, but also of positive states, such as calmness and happiness. However, few studies have identified accurate and reliable indicators of positive emotional states in dogs. This study aimed to identify parameters that may serve as indicators of short-term emotional states in dogs. Using a cross-over design, 60 dogs living at a research facility were exposed to six different 10-min scenarios expected to elicit responses varying in emotional valence and arousal. A range of behavioural and physiological parameters were collected and their relationship to anticipated emotional valence and arousal was analysed using linear and logistic mixed models. Cortisol, adrenocorticotropic hormone, heart rate variability, panting, whining, and body shake all demonstrated significant differences based on arousal levels, but only within negative valence scenarios. Scores from a qualitative behavioural assessment (QBA) were associated with both emotional valence and arousal and were considered the best indicator of positive valence. Activity, ear temperature, and sitting were associated with positive high arousal, although this may have been influenced by differing levels of movement induced during these scenarios. Meanwhile, heart rate, secretory immunoglobulin A, standing and lying all showed similar changes associated with arousal for both positive and negative valence scenarios. This study provides a critical first step towards identifying evidence-based indicators of short-term emotional states in dogs, while highlighting considerations that should be made when employing these parameters, including the influence of coder bias, food provision, exercise, and external temperature. Overall, it is recommended future dog emotion and welfare research use a combination of parameters including indicators of both emotional valence and arousal.
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Affiliation(s)
- Hannah E Flint
- Waltham Petcare Science Institute, Waltham on the Wolds, LE14 4RT, UK.
| | - Jennifer E Weller
- Waltham Petcare Science Institute, Waltham on the Wolds, LE14 4RT, UK
| | - Nia Parry-Howells
- Waltham Petcare Science Institute, Waltham on the Wolds, LE14 4RT, UK
| | - Zack W Ellerby
- Waltham Petcare Science Institute, Waltham on the Wolds, LE14 4RT, UK
| | - Stephanie L McKay
- Waltham Petcare Science Institute, Waltham on the Wolds, LE14 4RT, UK
| | - Tammie King
- Waltham Petcare Science Institute, Waltham on the Wolds, LE14 4RT, UK
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Flint HE, Hunt ABG, Logan DW, King T. Daily dosing of cannabidiol (CBD) demonstrates a positive effect on measures of stress in dogs during repeated exposure to car travel. J Anim Sci 2024; 102:skad414. [PMID: 38244994 PMCID: PMC10810271 DOI: 10.1093/jas/skad414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Accepted: 01/18/2024] [Indexed: 01/22/2024] Open
Abstract
Dogs are routinely exposed to events that may elicit stress and result in negative emotional states which can impact pet dog welfare. One event many dogs living with people are routinely exposed to is car travel, with many dogs displaying behaviors, along with corresponding physiological responses, that are indicative of stress and anxiety. There are a range of management and treatment options that exist from behavior modification, drug therapy, and supplements, often with varying results. The aim of this study was to evaluate whether multiple doses of a tetrahydrocannabinol-free cannabidiol (CBD) distillate over a period of 6 mo could positively influence measures of stress in dogs. In a blinded, parallel design study, dogs (n = 19) underwent a series of short car journeys (test) where a range of physiological and behavioral measures were collected pre, during, and post-test. The car journeys elicited stress in this population of dogs, as indicated by significant changes (P < 0.05) in several stress-related measures (serum cortisol, heart rate, heart rate variability, whining, lip licking, yawning, and qualitative behavioral ratings) observed from baseline to test, which persisted over repeated car travel events. The mitigating effect of CBD treatment varied by measure, with cortisol, whining, lip licking, and qualitative behavioral ratings indicating a significant (P < 0.05) reduction in canine stress compared to the placebo group for at least one time point. Additional research investigating a range of dog populations and stressors is required to fully understand the complex effect of CBD on canine emotional wellbeing.
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Affiliation(s)
- Hannah E Flint
- Waltham Petcare Science Institute, Waltham on the Wolds, Leicestershire LE14 4RT, UK
| | - Alysia B G Hunt
- Waltham Petcare Science Institute, Waltham on the Wolds, Leicestershire LE14 4RT, UK
| | - Darren W Logan
- Waltham Petcare Science Institute, Waltham on the Wolds, Leicestershire LE14 4RT, UK
| | - Tammie King
- Waltham Petcare Science Institute, Waltham on the Wolds, Leicestershire LE14 4RT, UK
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Erzinçlioğlu TS, Rutherford KMD. Using qualitative behavior assessment to investigate the effect of tourist presence on the welfare in captive tigers (Panthera tigris) in three tourism facilities in Thailand. Zoo Biol 2024; 43:42-54. [PMID: 37746904 DOI: 10.1002/zoo.21804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 03/23/2023] [Accepted: 09/12/2023] [Indexed: 09/26/2023]
Abstract
Numerous facilities around the world offer tourists interactive experiences with captive tigers. Yet, the animal welfare implications of this practice have not been widely studied. This study aimed to investigate whether qualitative behavioral assessment (QBA) could: (i) provide a valid indicator of tiger's emotional state and (ii) be applied to assess whether unfamiliar human presence with hand-raised captive tigers had an impact on the emotional state of those tigers. To investigate this, QBA was applied to video clips of hand-raised captive tigers from three sites (two offering unfamiliar human interaction, Sites A and C, and one retirement site with no direct interactions, Site B) in Thailand. QBA allows inferences to be made about animal emotion on the basis of descriptions of behavioral expression. Analysis, using a free choice profiling methodology, was provided by observers (N = 38) split between three groups; tiger keepers and vets from the Thai venues (n = 12), UK-based animal behavior MSc and vet students (n = 16), and international tiger keepers (n = 10). Tigers (N = 35) were split between Sites A (n = 7), B (n = 18), and C (n = 10) and filmed at three time points; morning (0800-0930 h); midday, (1130-1230 h); and evening, (1630-1830h) totaling 105 clips. Using generalized procrustes analysis, a consensus profile was calculated for each observer group. Two meaningful dimensions of behavioral expression, explaining 75.0% of the variation, were observed across these groups: Dimension 1 (D1: "active"/"interested"/"agitated" to "relaxed"/"calm"/"chilled-out") and Dimension 2 (D2: "bored"/"stressed"/"frustrated" to "relaxed"/"curious"/"interested"). There was clear agreement between the three observer groups in terms of tiger emotional expression along D1. However, agreement was more variable on D2. The behavioral expression on D1 was not significantly affected by site but was significantly affected by an interaction between age and time of day. Time of day also affected scores on D2, with the Thai observer group also showing an effect of site. During the midday period, when unfamiliar humans were present, all tiger age groups showed more positive behavioral expressions on D1 (lower scores: "relaxed"/"calm"/"chilled-out") and more negative behavioral expressions on D2 (higher scores: "bored"/"stressed"/"frustrated"), which could indicate that the presence of unfamiliar humans was a stressor. However, tigers in the retirement Site C also displayed similar behavioral expressions, which could indicate a deeper welfare issue. With further development, QBA could be used as part of a valid tool for long-term measurement of behavioral expression in captive tigers.
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Affiliation(s)
- Tanya S Erzinçlioğlu
- Royal (Dick) School of Veterinary Science, University of Edinburgh, Edinburgh, UK
- For Tigers, Cambridge, UK
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Jaramillo FM, Oliveira TM, Silva PEA, Trindade PHE, Baccarin RYA. Development of a fixed list of descriptors for the qualitative behavioral assessment of thoroughbred horses in the racing environment. Front Vet Sci 2023; 10:1189846. [PMID: 37680385 PMCID: PMC10482396 DOI: 10.3389/fvets.2023.1189846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Accepted: 07/27/2023] [Indexed: 09/09/2023] Open
Abstract
Introduction Horse racing is a major sport practiced worldwide. The environment to which horses are exposed during race meetings can influence their behavior. However, to the best of our knowledge, a method for assessing a horse's response to its surroundings during the pre- and post-race periods has not yet been reported. This study aimed to create a standard list of descriptors for use in a qualitative behavioral assessment (QBA) focused on assessing the emotional expressivity of horses before and after racing events. Materials and methods Seventy pre- or post-race 30-second videos of horses were randomly selected from our database of 700 videos. A panel of 8 experienced equine sports medicine specialist veterinarians watched a 60 min presentation on QBA. The panel then watched all videos randomly, simultaneously, individually, continuously, and without any verbal interaction, describing the descriptors related to the emotional expressivity of the horse after each video using a method known as free-choice profiling (FCP). Results The initial selection of descriptors was based on those indicated by more than one evaluator in the same video, or descriptors with more than 20 occurrences. The second selection was performed based on the content validity index (CVR) to select the descriptors retained in the previous step. Another panel of six veterinarians scored each of the descriptors retained for content validity on a visual scale. Interobserver reliability was estimated using the intraclass correlation coefficient (ICC) and its respective 95% confidence intervals (CI). A natural language processing (NLP) algorithm was used to analyze the behavior (positive or negative polarity) of the descriptors based on the lexicoPT package of R software. Discussion/Conclusion NLP analysis considered the descriptors "agitated," "troubled," "restless" and "irritated" to have a negative polarity, while "focused," "relaxed" and "peaceful" had a positive polarity. In the principal component analysis (PCA), descriptors in a negative state were associated with each other and inversely associated with descriptors in a positive state. We conclude with a fixed list of descriptors to be used in a QBA to assess emotional and welfare expressivity in racehorses' pre- and post-race environments.
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Affiliation(s)
- Fernando Mosquera Jaramillo
- Department of Internal Medicine, School of Veterinary Medicine and Animal Science, University of São Paulo, São Paulo, Brazil
- Equine Centre, Melbourne Veterinary School, Faculty of Science, University of Melbourne, Werribee, VIC, Australia
| | - Tiago Marcelo Oliveira
- Department of Internal Medicine, School of Veterinary Medicine and Animal Science, University of São Paulo, São Paulo, Brazil
| | - Pedro Enrique Ayres Silva
- Department of Internal Medicine, School of Veterinary Medicine and Animal Science, University of São Paulo, São Paulo, Brazil
| | - Pedro Henrique Esteves Trindade
- Graduate Program in Anesthesiology, Medical School, São Paulo State University (Unesp), Botucatu, Brazil
- Department of Population Health and Pathobiology, College of Veterinary Medicine, North Carolina State University (NCSU), Raleigh, NC, United States
| | - Raquel Yvonne Arantes Baccarin
- Department of Internal Medicine, School of Veterinary Medicine and Animal Science, University of São Paulo, São Paulo, Brazil
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Pedersen H, Malm K. Cross-disciplinary method development for assessing dog welfare in canine-assisted pedagogical work: a pilot study. J APPL ANIM WELF SCI 2023:1-14. [PMID: 37171280 DOI: 10.1080/10888705.2023.2211205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Research on so-called social service dogs' welfare in schools is scarce and tends to suffer from positive bias; i.e., lacking critical approaches to claimed welfare benefits for dogs. To contribute method development for studying effects on dogs in pedagogical work, we applied and evaluated a combination of four data collection methods: Ethogram, Qualitative Behaviour Assessment (QBA), ethnographic observations, and interviews with dog-handling pedagogues. We followed pedagogues (n = 5) and their dogs (n = 8) in their daily work, observing 16 canine-assisted sessions in total at five different schools. Follow-up semi-structured interviews were carried out with all pedagogues. Our findings suggest combining either ethogram or QBA with ethnographic data that gives contextual information on the events causing the dog's behavior. The method choice will, ultimately, depend on study design, but the specific premises of QBA seem to work particularly well with ethnography. We further suggest a shift from simultaneous (parallel) to synchronous (connected) documentation of data. To minimize anthropocentric bias and power arrangements involved in animal welfare research, it is necessary to critically scrutinize accepted conventions regarding social service dogs and their work situation.
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Affiliation(s)
- Helena Pedersen
- Department of Pedagogical, Curricular and Professional Studies, University of Gothenburg, Gothenburg, Sweden
| | - Kerstin Malm
- Independent scholar and consultant, Gothenburg, Sweden
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Hunt ABG, Flint HE, Logan DW, King T. A single dose of cannabidiol (CBD) positively influences measures of stress in dogs during separation and car travel. Front Vet Sci 2023; 10:1112604. [PMID: 36908527 PMCID: PMC9992179 DOI: 10.3389/fvets.2023.1112604] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 01/31/2023] [Indexed: 02/25/2023] Open
Abstract
Many dogs experience stress when separated from their caregivers, as well as when traveling in vehicles. Pet owners employ various approaches to managing these issues, from training, to giving medications and supplements, often with mixed results. Cannabidiol (CBD) can alleviate stress and anxiety in humans but the effect it has on canine stress is less well-documented. The present study aimed to understand the impact of being left alone and traveling in a car on measures of canine stress, and establish whether a single dose of a tetrahydrocannabinol (THC)-free CBD distillate could positively influence any measures of stress. In a blinded, parallel design study, a population of dogs were either left alone in a familiar room (n = 21) or underwent a short car journey (n = 19). A range of physiological and behavioral measures were collected pre, during and post-test. Significant changes in several stress-related measures (serum cortisol, mean ear temperature, heart rate, heart rate variability, whining and a stressed/anxious behavioral factor) were observed from baseline to test, with the car journey test paradigm eliciting a more pronounced stress response overall. The mitigating effect of CBD treatment varied by measure and test, with some indicating a significant reduction in canine stress compared to the placebo group. Additional research is required to fully understand the complex effect of CBD on canine wellbeing.
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Affiliation(s)
- Alysia B G Hunt
- Waltham Petcare Science Institute, Waltham on the Wolds, United Kingdom
| | - Hannah E Flint
- Waltham Petcare Science Institute, Waltham on the Wolds, United Kingdom
| | - Darren W Logan
- Waltham Petcare Science Institute, Waltham on the Wolds, United Kingdom
| | - Tammie King
- Waltham Petcare Science Institute, Waltham on the Wolds, United Kingdom
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Application of QBA to Assess the Emotional State of Horses during the Loading Phase of Transport. Animals (Basel) 2022; 12:ani12243588. [PMID: 36552507 PMCID: PMC9774137 DOI: 10.3390/ani12243588] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 12/07/2022] [Accepted: 12/15/2022] [Indexed: 12/23/2022] Open
Abstract
To identify feasible indicators to evaluate animals' emotional states as a parameter to assess animal welfare, the present study aimed at investigating the accuracy of free choice profiling (FCP) and fixed list (FL) approach of Qualitative Behaviour Assessment (QBA) in horses during the loading phase of transport. A total of 13 stakeholders were trained to score 2 different sets of videos of mixed breed horses loaded for road transport, using both FCP and FL, in 2 sessions. Generalized Procustes Analysis (GPA) consensus profile explained a higher percentage of variation (80.8%) than the mean of 1000 randomized profiles (41.2 ± 1.6%; p = 0.001) for the FCP method, showing an excellent inter-observer agreement. GPA identified two main factors, explaining 65.1% and 3.7% of the total variation. Factor 1 ranging from 'anxious/ to 'calm/relaxed', described the valence of the horses' emotional states. Factor 2, ranging from 'bright' to 'assessing/withdrawn', described the arousal. As for FL, Principal Component Analysis (PCA) first and second components (PC1 and PC2, respectively), explaining on average 59.8% and 12.6% of the data variability, had significant agreement between observers. PC1 ranges from relaxed/confident to anxious/frightened, while PC2 from alert/inquisitive to calm. Our study highlighted the need for the use of descriptors specifically selected, throughout a prior FCP process for the situation we want to evaluate to get a good QBA accuracy level.
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Stubsjøen SM, Moe RO, Johannessen C, Larsen M, Madsen H, Muri K. Can shelter dog observers score behavioural expressions consistently over time? Acta Vet Scand 2022; 64:35. [PMID: 36461069 PMCID: PMC9716541 DOI: 10.1186/s13028-022-00654-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 11/17/2022] [Indexed: 12/03/2022] Open
Abstract
A substantial number of dogs live in animal shelters worldwide. Stressors within the shelter environment can compromise their welfare, and scientific evaluations of feasible welfare assessment methods are therefore needed. Qualitative Behaviour Assessment (QBA) is a "whole-animal" approach used to assess welfare by observing animals' expressive behaviour. To investigate whether observers can score dogs' behavioural expressions consistently over time, this study replicated and extended previous research, by evaluating intra- and inter-observer reliability of QBA based on video recordings of shelter dogs. In Part I, nine veterinary nurse students received theoretical and practical training, and then scored 12 2 min video recordings of shelter dogs using a fixed list of behavioural descriptors. Three of the students undertook further practice and calibration using direct observations of dog behaviour in a local shelter. In Part II, the videos from Part I were scored by these three observers a second time, 15 months later. QBA data were analysed using principal component analysis (PCA), and reliability was assessed using Kendall's coefficient of concordance (W). In Part I, the inter-observer reliability was high for both components (0.78 for PC1 and 0.85 for PC2). In Part II, the inter-observer reliability was very high and moderate for PC1 and PC2, respectively (0.90 for PC1 and 0.65 for PC2). The intra-observer reliability was high for both components (W ≥ 0.86). Our results indicate that the fixed list of behavioural descriptors for shelter dogs can be used reliably when assessing videos, and that observers can score dogs' behavioural expressions consistently after a break of 15 months following the initial assessment. Nevertheless, the reduction in inter-observer-reliability of PC2 in Part II can indicate that some retraining and calibration may be required to avoid observer drift.
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Affiliation(s)
- Solveig Marie Stubsjøen
- grid.410549.d0000 0000 9542 2193Department of Animal Health, Welfare and Food Safety, Section for Terrestrial Animal Health and Welfare, Norwegian Veterinary Institute, Elizabeth Stephansens Vei 1, 1433 Ås, Norway
| | - Randi Oppermann Moe
- grid.19477.3c0000 0004 0607 975XDepartment of Production Animal Clinical Sciences, Faculty of Veterinary Medicine, Norwegian University of Life Sciences, Elizabeth Stephansens Vei 15, 1433 Ås, Norway
| | - Cicilie Johannessen
- grid.19477.3c0000 0004 0607 975XDepartment of Production Animal Clinical Sciences, Faculty of Veterinary Medicine, Norwegian University of Life Sciences, Elizabeth Stephansens Vei 15, 1433 Ås, Norway
| | - Maiken Larsen
- grid.19477.3c0000 0004 0607 975XDepartment of Production Animal Clinical Sciences, Faculty of Veterinary Medicine, Norwegian University of Life Sciences, Elizabeth Stephansens Vei 15, 1433 Ås, Norway
| | - Henriette Madsen
- grid.19477.3c0000 0004 0607 975XDepartment of Production Animal Clinical Sciences, Faculty of Veterinary Medicine, Norwegian University of Life Sciences, Elizabeth Stephansens Vei 15, 1433 Ås, Norway
| | - Karianne Muri
- grid.19477.3c0000 0004 0607 975XDepartment of Production Animal Clinical Sciences, Faculty of Veterinary Medicine, Norwegian University of Life Sciences, Elizabeth Stephansens Vei 15, 1433 Ås, Norway
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d’Angelo D, Sacchettino L, Quaranta A, Visone M, Avallone L, Gatta C, Napolitano F. The Potential Impact of a Dog Training Program on the Animal Adoptions in an Italian Shelter. Animals (Basel) 2022; 12:ani12141759. [PMID: 35883306 PMCID: PMC9312169 DOI: 10.3390/ani12141759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 07/01/2022] [Accepted: 07/06/2022] [Indexed: 11/21/2022] Open
Abstract
Simple Summary Human–dog relationships are mainly focused on the physical and emotional wellbeing, and has much evolved in the last decades, becoming even more intense over time. Such a novel conception should also be applied to the life that takes place in kennels, which have been mistakenly regarded as a landfill or a burden on society for too many years. Here, we took into consideration an Italian shelter, and analyzed 555 adopted dogs who underwent a well-detailed behavioral training program, to assess the potential impact of the education upon the adoption of attitude. We documented a higher increase in the number of adoptions both for adult and senior animals when compared to the age-matched untrained dogs. Collectively, our data highlight the importance of a proper training, mainly accomplished with reward methods, to get a more suitable and balanced owner-dog attachment. Abstract One of the main concerns of the human–dog relationship is today associated with the quality life inside the kennels, which are very often regarded as animal dump where dogs are exiled, representing a burden on society. In the present study we sought to investigate the importance of performing an appropriate behavioral program on the adoption chances within an Italian shelter, near Naples (Ottaviano). In this respect, we enrolled 555 adopted dogs of different ages, who followed a tailored-4-month lasting training program between 2018 and 2020. Once entered there, they were carefully examined by the veterinary behaviorist, and directed towards a suited training program, to improve living conditions. We documented a higher number of both adult and senior dogs who left the kennel and were adopted, compared to the age-matched untrained animals (n = 479), housed in the same kennel from 2015 to 2017. Taken together, the present data highlight an important role for training in improving the natural attitudes of the companion dogs, thus pointing towards a better human–animal bond.
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Affiliation(s)
- Danila d’Angelo
- Department of Veterinary Medicine and Animal Production, University of Naples Federico II, 80137 Naples, Italy; (D.d.); (L.S.); (L.A.)
| | - Luigi Sacchettino
- Department of Veterinary Medicine and Animal Production, University of Naples Federico II, 80137 Naples, Italy; (D.d.); (L.S.); (L.A.)
| | - Angelo Quaranta
- Animal Physiology and Behavior Unit, Department of Veterinary Medicine, University of Bari Aldo Moro, 70121 Bari, Italy;
| | | | - Luigi Avallone
- Department of Veterinary Medicine and Animal Production, University of Naples Federico II, 80137 Naples, Italy; (D.d.); (L.S.); (L.A.)
| | - Claudia Gatta
- Department of Veterinary Medicine and Animal Production, University of Naples Federico II, 80137 Naples, Italy; (D.d.); (L.S.); (L.A.)
- Correspondence: (C.G.); (F.N.)
| | - Francesco Napolitano
- Department of Veterinary Medicine and Animal Production, University of Naples Federico II, 80137 Naples, Italy; (D.d.); (L.S.); (L.A.)
- CEINGE-Biotecnologie Avanzate Franco Salvatore s.c. a r.l., 80145 Naples, Italy
- Correspondence: (C.G.); (F.N.)
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Somppi S, Törnqvist H, Koskela A, Vehkaoja A, Tiira K, Väätäjä H, Surakka V, Vainio O, Kujala MV. Dog-Owner Relationship, Owner Interpretations and Dog Personality Are Connected with the Emotional Reactivity of Dogs. Animals (Basel) 2022; 12:1338. [PMID: 35681804 PMCID: PMC9179432 DOI: 10.3390/ani12111338] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Revised: 05/22/2022] [Accepted: 05/23/2022] [Indexed: 11/16/2022] Open
Abstract
We evaluated the effect of the dog-owner relationship on dogs' emotional reactivity, quantified with heart rate variability (HRV), behavioral changes, physical activity and dog owner interpretations. Twenty nine adult dogs encountered five different emotional situations (i.e., stroking, a feeding toy, separation from the owner, reunion with the owner, a sudden appearance of a novel object). The results showed that both negative and positive situations provoked signs of heightened arousal in dogs. During negative situations, owners' ratings about the heightened emotional arousal correlated with lower HRV, higher physical activity and more behaviors that typically index arousal and fear. The three factors of The Monash Dog-Owner Relationship Scale (MDORS) were reflected in the dogs' heart rate variability and behaviors: the Emotional Closeness factor was related to increased HRV (p = 0.009), suggesting this aspect is associated with the secure base effect, and the Shared Activities factor showed a trend toward lower HRV (p = 0.067) along with more owner-directed behaviors reflecting attachment related arousal. In contrast, the Perceived Costs factor was related to higher HRV (p = 0.009) along with less fear and less owner-directed behaviors, which may reflect the dog's more independent personality. In conclusion, dogs' emotional reactivity and the dog-owner relationship modulate each other, depending on the aspect of the relationship and dogs' individual responsivity.
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Affiliation(s)
- Sanni Somppi
- Department of Equine and Small Animal Medicine, Faculty of Veterinary Medicine, University of Helsinki, P.O. Box 57, FI-00014 Helsinki, Finland; (H.T.); (A.K.); (K.T.); (O.V.); (M.V.K.)
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, P.O. Box 35, FI-40014 Jyväskylä, Finland
| | - Heini Törnqvist
- Department of Equine and Small Animal Medicine, Faculty of Veterinary Medicine, University of Helsinki, P.O. Box 57, FI-00014 Helsinki, Finland; (H.T.); (A.K.); (K.T.); (O.V.); (M.V.K.)
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, P.O. Box 35, FI-40014 Jyväskylä, Finland
| | - Aija Koskela
- Department of Equine and Small Animal Medicine, Faculty of Veterinary Medicine, University of Helsinki, P.O. Box 57, FI-00014 Helsinki, Finland; (H.T.); (A.K.); (K.T.); (O.V.); (M.V.K.)
| | - Antti Vehkaoja
- Faculty of Medicine and Health Technology, Tampere University, P.O. Box 692, FI-33101 Tampere, Finland;
| | - Katriina Tiira
- Department of Equine and Small Animal Medicine, Faculty of Veterinary Medicine, University of Helsinki, P.O. Box 57, FI-00014 Helsinki, Finland; (H.T.); (A.K.); (K.T.); (O.V.); (M.V.K.)
| | - Heli Väätäjä
- Research Group for Emotions, Sociality, and Computing, Faculty of Information Technology and Communication Sciences, Tampere University, P.O. Box 100, FI-33014 Tampere, Finland;
- Master School, Lapland University of Applied Sciences, Jokiväylä 11 B, FI-96300 Rovaniemi, Finland;
| | - Veikko Surakka
- Master School, Lapland University of Applied Sciences, Jokiväylä 11 B, FI-96300 Rovaniemi, Finland;
| | - Outi Vainio
- Department of Equine and Small Animal Medicine, Faculty of Veterinary Medicine, University of Helsinki, P.O. Box 57, FI-00014 Helsinki, Finland; (H.T.); (A.K.); (K.T.); (O.V.); (M.V.K.)
| | - Miiamaaria V. Kujala
- Department of Equine and Small Animal Medicine, Faculty of Veterinary Medicine, University of Helsinki, P.O. Box 57, FI-00014 Helsinki, Finland; (H.T.); (A.K.); (K.T.); (O.V.); (M.V.K.)
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, P.O. Box 35, FI-40014 Jyväskylä, Finland
- Department of Neuroscience and Biomedical Engineering, Aalto University School of Science, P.O. Box 12200, FI-00076 Aalto, Finland
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Shaw N, Wemelsfelder F, Riley LM. Bark to the Future: The welfare of domestic dogs during interaction with a positively reinforcing artificial agent. Appl Anim Behav Sci 2022. [DOI: 10.1016/j.applanim.2022.105595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Effect of Music on Stress Parameters in Dogs during a Mock Veterinary Visit. Animals (Basel) 2022; 12:ani12020187. [PMID: 35049809 PMCID: PMC8772971 DOI: 10.3390/ani12020187] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Revised: 01/06/2022] [Accepted: 01/10/2022] [Indexed: 11/17/2022] Open
Abstract
Simple Summary Visits to the vet are stressful for many pet dogs, but less is known about how measures of stress change over the course of a visit. Identifying appropriate measures of canine stress, along with successful interventions which alleviate stress in dogs during a veterinary visit, will be of great benefit to dogs and people. Music therapy has been successfully used to reduce stress and anxiety in people and other animals. Specifically, a process called entrainment, which involves playing music at a particular tempo aimed at synchronizing physiological responses, has been implemented with success in humans. The aim of this study was to examine a range of behavioral and physiological measures in dogs over the duration of a veterinary visit and to establish if bespoke music, which mimicked the tempo of their resting heart rate, could improve wellbeing. The results indicated that certain measures increased over time, indicating that dogs became increasingly stressed. Music was not shown to have a demonstrated effect across measures, suggesting that the stressor may be too extreme for this type of intervention to have a positive effect, or that music therapy requires modification before it can be successful in alleviating stress in dogs during a veterinary visit. Abstract Veterinary visits can be stressful for dogs, but how their wellbeing changes during a visit is not well understood. Music therapy has been successfully used in clinical practice to alleviate stress and anxiety in people. The present study aimed to understand how canine stress changes during a veterinary visit, establish the effect of music, and highlight measures which may be of practical use. In a randomized crossover design, dogs were exposed to no music and a bespoke piece of classical music at a tempo designed to match their resting heart rate during a mock veterinary visit. Dogs were scored as more “afraid” during the physical examination compared to when they were in the hospital kennel (p < 0.001). Salivary cortisol, IgA, and infrared temperature all increased significantly (p < 0.05) from baseline to post-kennel and post-examination, with no effect of music treatment. Core body temperature (p = 0.010) and the odds of ‘relaxed’ lips (p = 0.020) were lower when dogs were exposed to music compared to control visits. Overall, dogs experienced changes in physiology and behavior, indicative of increased stress, over the course of the visit. Additional research is required to further understand the effect that bespoke music may have in alleviating canine stress during veterinary visits.
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Development of a fixed list of terms for qualitative behavioural assessment of brown bear (Ursus arctos) in Sanctuaries. Appl Anim Behav Sci 2022. [DOI: 10.1016/j.applanim.2021.105523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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16
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Lamon TK, Slater MR, Moberly HK, Budke CM. Welfare and quality of life assessments for shelter dogs: A scoping review. Appl Anim Behav Sci 2021. [DOI: 10.1016/j.applanim.2021.105490] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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A systematic review of the quality of life assessment tools for cats in the published literature. Vet J 2021; 272:105658. [PMID: 33941335 DOI: 10.1016/j.tvjl.2021.105658] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Revised: 03/12/2021] [Accepted: 03/17/2021] [Indexed: 11/22/2022]
Abstract
Quality of life (QoL) is an important parameter to assess in cats, as it can be pivotal to important decision-making. Research reports that owners of cats with heart disease would trade longevity for QoL, and treatment associated improvement in QoL is very important for cats with chronic kidney disease. This systematic review aimed to explore the published literature to identify the number and range of QoL assessment tools available to researchers and veterinary professionals, by discovering tools which have already been used in published studies. Medline and CAB Abstracts were searched in March 2018, using terms relevant to cats and QoL or well-being. Inclusion and exclusion criteria were applied and information on uniqueness, validation and a short description of each tool extracted. A total of 1138 manuscripts were identified, of which 96 met all criteria. Forty of 96 manuscripts contained an assessment of QoL, using one of 32 unique tools identified. Sixteen of the tools identified were structured, making detailed patient assessments. Only eight of the structured tools were validated, and of these, three could be applied to healthy cats; the remainder being specific to a disease or being hospitalised. Some validated tools appeared in more than one manuscript. Overall, 12 manuscripts used a validated tool. In the 16 unstructured tools, five tools assessed QoL by assigning a single word (e.g. 'poor'). Eight tools assessed QoL on a single Likert scale (e.g. a number between 1 and 5). This work identifies the tools that are currently available for the assessment of QoL by researchers and veterinary professionals. Additionally, it demonstrates that many are not validated or lack detailed animal assessment, highlighting that further work in this important area is needed.
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Stubsjøen SM, Moe RO, Bruland K, Lien T, Muri K. Reliability of observer ratings: Qualitative behaviour assessments of shelter dogs using a fixed list of descriptors. Vet Anim Sci 2020; 10:100145. [PMID: 33204895 PMCID: PMC7648176 DOI: 10.1016/j.vas.2020.100145] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Revised: 09/17/2020] [Accepted: 09/25/2020] [Indexed: 11/09/2022] Open
Abstract
Qualitative Behaviour Assessment (QBA) is a whole-animal approach used to quantify the expressive style of animals’ behaviour. The aim of this study was to evaluate the inter-observer reliability of QBA of shelter dogs using a fixed list of descriptors. The fixed list of 20 terms was generated using a group of experts and literature reviews. In the pilot study, seven veterinary students scored 12 two-minute video clips, and in the main study, 22 final year veterinary nurse students and third-year veterinary students scored the same videos. The two datasets were analysed using Principal Component Analysis (PCA), and the level of agreement for the main components and individual terms was assessed using Kendall's coefficient of concordance (W). In the pilot study, the observer agreement was 0.89 for PC1 and 0.78 for PC2, indicating high inter-observer agreement. The reliability was similarly high for both components in the main study (0.88 and 0.79, respectively). Results also demonstrated high or moderate agreement for most of the terms included in the fixed list. We propose that this approach can be a useful learning tool for students. Our results support further exploration of this method for the assessment of shelter dog welfare by direct observation.
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Affiliation(s)
- Solveig Marie Stubsjøen
- Norwegian Veterinary Institute, Department of Animal Health, Welfare and Food Safety, Section for Terrestial Animal Health, Wildlife and Welfare, P.O. Box 750 Sentrum, N-0106 Oslo, Norway
| | - Randi Oppermann Moe
- Norwegian University of Life Sciences, Faculty of Veterinary Medicine, P.O. Box 369 Sentrum, N-0102 Oslo, Norway
| | - Kristin Bruland
- Norwegian University of Life Sciences, Faculty of Veterinary Medicine, P.O. Box 369 Sentrum, N-0102 Oslo, Norway
| | - Tuva Lien
- Hegdehaugsveien 3a, N-0352 Oslo, Norway
| | - Karianne Muri
- Norwegian University of Life Sciences, Faculty of Veterinary Medicine, P.O. Box 369 Sentrum, N-0102 Oslo, Norway
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Csoltova E, Mehinagic E. Where Do We Stand in the Domestic Dog ( Canis familiaris ) Positive-Emotion Assessment: A State-of-the-Art Review and Future Directions. Front Psychol 2020; 11:2131. [PMID: 33013543 PMCID: PMC7506079 DOI: 10.3389/fpsyg.2020.02131] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Accepted: 07/30/2020] [Indexed: 12/19/2022] Open
Abstract
Although there have been a growing number of studies focusing on dog welfare, the research field concerning dog positive-emotion assessment remains mostly unexplored. This paper aims to provide a state-of-the-art review and summary of the scattered and disperse research on dog positive-emotion assessment. The review notably details the current advancement in dog positive-emotion research, what approaches, measures, methods, and techniques have been implemented so far in emotion perception, processing, and response assessment. Moreover, we propose possible future research directions for short-term emotion as well as longer-term emotional states assessment in dogs. The review ends by identifying and addressing some methodological limitations and by pointing out further methodological research needs.
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Vojtkovská V, Voslářová E, Večerek V. Methods of Assessment of the Welfare of Shelter Cats: A Review. Animals (Basel) 2020; 10:ani10091527. [PMID: 32872242 PMCID: PMC7552334 DOI: 10.3390/ani10091527] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 08/25/2020] [Accepted: 08/26/2020] [Indexed: 12/12/2022] Open
Abstract
At any moment, there are millions of cats housed in foster care facilities for abandoned and stray animals for various reasons worldwide. Care, management and regulation among these facilities differ. Moreover, shelters can never substitute the full comfort of a good home for the animal, and the welfare of cats in shelters is a subject of discussion in many respects. Cats are animals sensitive to changes; for most of them, placement in a shelter is a stressful experience because of changes in routine, environment and the presence of other animals. Stress is reflected in changes in behaviour, causes fluctuations in physiological values and disrupts the immune system, which is a predisposition to the development or reactivation of disease. Evaluation of the presence and intensity of negative impacts is possible through the use of evaluation tools based on indicators that help set the environment and management of keeping so as to disrupt the quality of life as little as possible. Although a comprehensive and valid welfare tool that would evaluate animal-based and at the same time resource-based (or management-based) indicators of cats in shelters is not currently available, it is possible to use partial evaluation of individual welfare indicators to assess welfare. This review aims to provide the readers with an insight into current options of assessment of the welfare of cats in shelters with an emphasis on behavioural, physiological and health indicators with an application in both practical and scientific contexts.
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Tsai W, Talavera M, Koppel K. Generating consumer terminology to describe emotions in pet owners and their pets. J SENS STUD 2020. [DOI: 10.1111/joss.12598] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Weilun Tsai
- Center for Sensory Analysis and Consumer Behavior Kansas State University Manhattan Kansas USA
| | - Martin Talavera
- Center for Sensory Analysis and Consumer Behavior Kansas State University Manhattan Kansas USA
| | - Kadri Koppel
- Center for Sensory Analysis and Consumer Behavior Kansas State University Manhattan Kansas USA
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