Giuliana Miguel-Pacheco

Dr. Giuliana Miguel-Pacheco

orcid

Research Focus & Metrics

Academic Career Length

13Years (2014-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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19 October 2018 in Sensors
Verified
Journal Article
Open access
PDF file
NMNicola Mansbridge
Nicola Mansbridge
JMJurgen Mitsch
Jurgen Mitsch
NBNicola Bollard
Nicola Bollard
KEKeith Ellis
Keith Ellis
GMGiuliana Miguel-Pacheco
Giuliana Miguel-Pacheco
JKJasmeet Kaler
Jasmeet Kaler
Grazing and ruminating are the most important behaviours for ruminants, as they spend most of their daily time budget performing these. Continuous surveillance of eating behaviour is an important means for monitoring ruminant health, productivity and welfare. However, surveillance performed by human operators is prone to human variance, time-consuming and costly, especially on animals kept at pasture or free-ranging. The use of sensors to automatically acquire data, and software to classify and identify behaviours, offers significant potential in addressing such issues. In this work, data collected from sheep by means of an accelerometer/gyroscope sensor attached to the ear and collar, sampled at 16 Hz, were used to develop classifiers for grazing and ruminating behaviour using various machine learning algorithms: random forest (RF), support vector machine (SVM), k nearest neighbour (kNN) and adaptive boosting (Adaboost). Multiple features extracted from the signals were ranked on their importance for classification. Several performance indicators were considered when comparing classifiers as a function of algorithm used, sensor localisation and number of used features. Random forest yielded the highest overall accuracies: 92% for collar and 91% for ear. Gyroscope-based features were shown to have the greatest relative importance for eating behaviours. The optimum number of feature characteristics to be incorporated into the model was 39, from both ear and collar data. The findings suggest that one can successfully classify eating behaviours in sheep with very high accuracy; this could be used to develop a device for automatic monitoring of feed intake in the sheep sector to monitor health and welfare.

1 July 2015 in Journal of Dairy Science
Verified
Journal Article
Open access
HTH J Thomas
H J Thomas
GMGiuliana Miguel-Pacheco
Giuliana Miguel-Pacheco
NBN J Bollard
N J Bollard
SAS C Archer
S C Archer
NBN J Bell
N J Bell
JHJ N Huxley
J N Huxley
Lameness is one of the most significant endemic disease problems facing the dairy industry. Claw horn lesions (principally sole hemorrhage, sole ulcer, and white line disease) are some of the most prevalent conditions. Despite the fact that thousands of animals are treated for these conditions every year, experimental evidence is limited on the most effective treatment protocols. A randomized, positively controlled clinical trial was conducted to test the recovery of newly lame cows with claw horn lesions. Animals on 5 farms were locomotion scored every 2wk. Cows were eligible for recruitment if they had 2 nonlame scores followed by a lame score and had a claw horn lesion on a single claw of a single foot. Following a therapeutic trim, enrolled cows were randomly allocated to 1 of 4 treatments: treatment 1-no further treatment (positive control; TRM), treatment 2-trim plus a block on the sound claw (TB), treatment 3-trim plus a 3-d course of the nonsteroidal anti-inflammatory drug (NSAID) ketoprofen (TN), treatment 4-trim plus a block plus ketoprofen (TBN). The primary outcome measure was locomotion score 35d after treatment, by an observer blind to treatment group. Descriptive statistics suggested that treatment groups were balanced at the time of enrollment, that is, randomization was successful. Based on a sound locomotion score (score 0) 35d after treatment, the number of cures was 11 of 45 (24.4%) for TRM, 14 of 39 (35.9%) for TB, 12 of 42 (28.6%) for TN, and 23 of 41 (56.1%) for TBN. The difference between TBN and TRM was significant. To test for confounding imbalances between treatment groups, logistic regression models were built with 2 outcomes, either sound (score 0) or nonlame (score 0 or 1) 35d after treatment. Compared with TRM, animals that received TBN were significantly more likely to cure to a sound outcome. Farm, treatment season, lesion diagnosis, limb affected, treatment operator, and stage of lactation were included in the final models. Our work suggests that lameness cure is maximized with NSAID treatment in addition to the common practices of therapeutic trimming and elevation of the diseased claw using a block when cows are newly and predominantly mildly lame.

1 January 2014 in Applied Animal Behaviour Science
Verified
Journal Article
Closed access
GMGiuliana Miguel-Pacheco
Giuliana Miguel-Pacheco
JKJasmeet Kaler
Jasmeet Kaler
JRJohn Remnant
John Remnant
LCLydia Cheyne
Lydia Cheyne
CACaroline Abbott
Caroline Abbott
JHJonathan N. Huxley
Jonathan N. Huxley

31 January 2022 in Meat Science
Verified
Journal Article
Open access
LELaura Ximena ESTÉVEZ
Laura Ximena ESTÉVEZ
Genaro C Miranda-de la LamaGenaro C Miranda-de la Lama
Genaro C Miranda-de la Lama
GMGiuliana Miguel-Pacheco
Giuliana Miguel-Pacheco
Consumer attitudes towards farm animal welfare (FAW) are not a one-dimensional phenomenon; they entail various attitudinal and social dimensions related to ethnicity, agri-food culture, ethics, purchasing power and beliefs. Therefore, the study aimed to identify segments of South American consumers of animal products according to their attitudes towards FAW. An online survey was carried out among participants from Argentina, Chile, Colombia, Ecuador, Peru and Bolivia (n = 2852). A factor analysis followed by a hierarchical cluster analysis identified four consumers' segments based on their attitudes towards FAW. The first corresponds to consumers ethically committed to FAW (n = 1323), the second to those committed to farmers and interested in labels (n = 215), the third to consumers interested in FAW and farmers and their efforts towards FAW (n = 993), and the fourth, associated with apathetic consumers (n = 321). Although FAW is a relatively new commercial phenomenon in South America, our results showed that concern for animals may be a universal human value, which can overcome traditional dichotomies between rich-poor or developed-undeveloped countries.

26 September 2019 in Animals
Verified
Journal Article
Open access
PDF file
NHNaomi Harvey
Naomi Harvey
JOJames Oxley
James Oxley
GMGiuliana Miguel-Pacheco
Giuliana Miguel-Pacheco
EGEmma Gosling
Emma Gosling
MFMark Farnworth
Mark Farnworth
Domesticated rabbits typically exhibit shorter, flatter skulls than their wild counterparts (brachycephalism). However, brachycephaly is associated with considerable health problems, including problems with dentition. The aim of this study was to establish which type of rabbit face people prefer, with a particular emphasis on skull morphology and brachycephaly. We grouped 25 images of rabbit faces by cephalic degree based on ratings assigned by 134 veterinary professionals. An online questionnaire was then launched, in which people could rate each of the 25 images according to preference for the rabbits’ faces, and a total of 20,858 questionnaires were completed globally. Repeated-measure, multi-level general linear modelling revealed mildly-brachycephalic rabbits to be the most preferred type of rabbit, and moderately-dolichocephalic (longer skulled) rabbits to be the least preferred. The preference for brachycephalic rabbits was stable across continents, and as such it is highly plausible that human preference has been a driver for the shortening of the skull typically seen in domestic rabbits, perhaps as a result of the ‘baby-schema’. Additional features of rabbit faces that were preferred include a soft, medium-light fur appearance and being generally short-furred. These novel insights may prove useful in the improvement of the public understanding of rabbit health and welfare. The relationship between preference and skull shape is particularly pertinent to future work concerning rabbit health, given the cross-species evidence that having a flat face is associated with chronic health conditions.

1 July 2017 in The Veterinary Journal
Verified
Journal Article
Closed access
GMGiuliana Miguel-Pacheco
Giuliana Miguel-Pacheco
HTHeather J. Thomas
Heather J. Thomas
JHJonathan N. Huxley
Jonathan N. Huxley
RNReuben F. Newsome
Reuben F. Newsome
JKJasmeet Kaler
Jasmeet Kaler