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Topic:Predictive Model

Predictive models in equine research involve the use of statistical and computational techniques to forecast outcomes related to horse health, performance, and behavior. These models integrate various data inputs, such as genetic information, physiological parameters, and environmental factors, to predict future events or conditions. Applications of predictive models in equine science include anticipating disease outbreaks, assessing performance potential, and optimizing breeding strategies. By analyzing historical and real-time data, these models can provide insights that assist in decision-making processes. This page compiles peer-reviewed research studies and scholarly articles that explore the development, validation, and application of predictive models in the context of equine science.
Modelling genetic evaluation for dressage in Pura Raza Español horses with focus on the rider effect.
Journal of animal breeding and genetics = Zeitschrift fur Tierzuchtung und Zuchtungsbiologie    March 28, 2014   Volume 131, Issue 5 395-402 doi: 10.1111/jbg.12088
Sánchez Guerrero MJ, Cervantes I, Valera M, Gutiérrez JP.The most popular use of the Pura Raza Español horse in sport is for dressage competitions. Tests on young sport horses were first established in 2004 in Spain to collect data for the genetic evaluation of this breed's suitability for dressage. The aim of this study was to compare eight different models to find out the most appropriate way to include the rider in the genetic evaluation of dressage. A progressive removal of systematic effects from model was also analysed. A total of 8867 performance records collected between 2004 and 2011 from 1234 horses aged between 4 and 6 years old were use...
Evaluation of transabdominal ultrasound as a tool for predicting the success of abdominocentesis in horses.
The Veterinary record    February 4, 2014   Volume 174, Issue 10 251 doi: 10.1136/vr.102113
Beccati F, Nannarone S, Gialletti R, Lotto E, Cercone M, Dante S, Bazzica C, Pepe M.The aim of this study was to evaluate the transabdominal ultrasonography as a tool for predicting the success of abdominocentesis in horses. Patients were included in the study if a complete transabdominal ultrasonography examination and abdominocentesis were performed as part of the clinical work-up. Ultrasonographically, the amount of peritoneal fluid was assessed using a 4-point grading system, as well as the amount of peritoneal fluid collected. A χ(2) or Fischer exact test was performed to test for an association between the ultrasonography findings and fluid retrieved, and between the t...
Sperm yield after single layer centrifugation with Androcoll-E is related to the potential fertility of the original ejaculate.
Theriogenology    January 29, 2014   Volume 81, Issue 8 1005-1011 doi: 10.1016/j.theriogenology.2014.01.013
Morrell JM, Stuhtmann G, Meurling S, Lundgren A, Winblad C, Macias Garcia B, Johannisson A.Many attempts have been made to identify laboratory tests that are predictive of sperm fertility, both to improve the quality of stallion semen doses for artificial insemination (AI) and to identify potential breeding sires if no fertility data are available. Sperm quality at the stud is mostly evaluated by assessing subjective motility, although this parameter can be poorly indicative of fertility. Sperm morphology and chromatin integrity in Swedish stallions are correlated to pregnancy rate after AI. Because single layer centrifugation (SLC) selects for spermatozoa with normal morphology and...
Prediction of the elastic strain limit of tendons.
Journal of the mechanical behavior of biomedical materials    December 2, 2013   Volume 30 324-338 doi: 10.1016/j.jmbbm.2013.11.020
Reyes AM, Jahr H, van Schie HT, Weinans H, Zadpoor AA.The elastic strain limit (ESL) of tendons is the point where maximum elastic modulus is reached, after which micro-damage starts. Study of damage progression in tendons under repetitive (fatigue) loading requires a priori knowledge about ESL. In this study, we propose three different approaches for predicting ESL. First, one single value is assumed to represent the ESL of all tendon specimens. Second, different extrapolation curves are used for extrapolating the initial part of the stress-strain curve. Third, a method based on comparing the shape of the initial part of the stress-strain curve ...
Evaluation of a subject-specific finite-element model of the equine metacarpophalangeal joint under physiological load.
Journal of biomechanics    October 18, 2013   Volume 47, Issue 1 65-73 doi: 10.1016/j.jbiomech.2013.10.001
Harrison SM, Whitton RC, Kawcak CE, Stover SM, Pandy MG.The equine metacarpophalangeal (MCP) joint is frequently injured, especially by racehorses in training. Most injuries result from repetitive loading of the subchondral bone and articular cartilage rather than from acute events. The likelihood of injury is multi-factorial but the magnitude of mechanical loading and the number of loading cycles are believed to play an important role. Therefore, an important step in understanding injury is to determine the distribution of load across the articular surface during normal locomotion. A subject-specific finite-element model of the MCP joint was devel...
Ecological niche modelling of potential West Nile virus vector mosquito species and their geographical association with equine epizootics in Italy.
EcoHealth    October 12, 2013   Volume 11, Issue 1 120-132 doi: 10.1007/s10393-013-0878-7
Mughini-Gras L, Mulatti P, Severini F, Boccolini D, Romi R, Bongiorno G, Khoury C, Bianchi R, Montarsi F, Patregnani T, Bonfanti L, Rezza G....In Italy, West Nile virus (WNV) equine outbreaks have occurred annually since 2008. Characterizing WNV vector habitat requirements allows for the identification of areas at risk of viral amplification and transmission. Maxent-based ecological niche models were developed using literature records of 13 potential WNV Italian vector mosquito species to predict their habitat suitability range and to investigate possible geographical associations with WNV equine outbreak occurrence in Italy from 2008 to 2010. The contribution of different environmental variables to the niche models was also assessed...
A prospective study on a cohort of horses and ponies selected for participation in the European Eventing Championship: reasons for withdrawal and predictive value of fitness tests.
BMC veterinary research    September 13, 2013   Volume 9 182 doi: 10.1186/1746-6148-9-182
Munsters CC, van den Broek J, Welling E, van Weeren R, van Oldruitenborgh-Oosterbaan MM.Eventing is generally recognized as a challenging equestrian discipline and wastage figures for this discipline are relatively high. There is a need for information that provides insight into the causes of wastage and withdrawal from competition, for animal welfare and economic reasons. The aim of the present investigation was to conduct a prospective study following the entire national selection of event horses (n = 20) and ponies (n = 9) in the Netherlands that prepared for the European Championship in 2010 (ponies) and 2011 (horses), noting causes of withdrawal and monitoring fitness using ...
Testing mammary gland secretions to help predict when a mare will foal.
The Veterinary record    September 10, 2013   Volume 173, Issue 9 216-217 doi: 10.1136/vr.f5384
Korosue K.No abstract available
A Case Study for a New Approach of a Constant Pressure Perfused Ex-Vivo Model of the Equine Larynx.
Biomedizinische Technik. Biomedical engineering    September 7, 2013   Volume 58 Suppl 1 /j/bmte.2013.58.issue-s1-A/bmt-2013-4024/bmt-2013-4024.xml doi: 10.1515/bmt-2013-4024
Otto S, Tast V, Michler JK, Mülling CK.No abstract available
Riders’ prediction of results at Fédération Equestre Internationale (FEI) endurance rides and sources of bias in questionnaires completed by riders.
Preventive veterinary medicine    August 20, 2013   Volume 112, Issue 3-4 378-386 doi: 10.1016/j.prevetmed.2013.08.005
Nagy A, Dyson SJ, Murray JK.Information acquired from endurance riders and its relationship with the results of the ride has not been investigated. The aims of this study were to assess associations between data provided by riders and data obtained from the Fédération Equestre Internationale (FEI) website at FEI endurance rides and to identify whether data provided by riders in pre- and post-ride questionnaires was subject to response and/or information bias. Variables were collected from the FEI website and from self-completed pre-ride and post-ride questionnaires at 20 FEI endurance rides in 2011 and 2012. Kappa stat...
Decreasing pH of mammary gland secretions is associated with parturition and is correlated with electrolyte concentrations in prefoaling mares.
The Veterinary record    July 11, 2013   Volume 173, Issue 9 218 doi: 10.1136/vr.101658
Canisso IF, Ball BA, Troedsson MH, Silva ES, Davolli GM.The objectives of this study were to determine pH of the mammary gland secretions and the corresponding electrolyte concentrations in prefoaling mares. Pregnant mares (seven primiparous and seven multiparous) were monitored daily from 310-320 days of gestation until parturition. Prefoaling mammary gland secretions were collected, and pH was immediately determined with a pH meter and pH strip test. An aliquot of prefoaling mammary secretions was frozen and stored until further analyses. After parturition, samples from day -4 to 0 (day of foaling) were thawed and electrolyte concentrations (ie, ...
Modelling biomechanical requirements of a rider for different horse-riding techniques at trot.
The Journal of experimental biology    June 21, 2013   Volume 216, Issue Pt 10 1850-1861 doi: 10.1242/jeb.070938
de Cocq P, Muller M, Clayton HM, van Leeuwen JL.The simplest model possible for bouncing systems consists of a point mass bouncing passively on a mass-less spring without viscous losses. This type of spring-mass model has been used to describe the stance period of symmetric running gaits. In this study, we investigated the interaction between horse and rider at trot using three models of force-driven spring (-damper)-mass systems. The first system consisted of a spring and a mass representing the horse that interact with another spring and mass representing the rider. In the second spring-damper-mass model, dampers, a free-fall and a forcin...
Epistaxis in racehorses: risk factors and effects on career.
Australian veterinary journal    April 26, 2013   Volume 91, Issue 5 198-203 doi: 10.1111/avj.12049
Langford JL, Thomson PC, Knight PK.To profile Thoroughbreds that incurred a ban under Australian Rule of Racing 53A on New South Wales racetracks between August 1999 and July 2008, determine the effect on their careers and identify the factors that predict whether these horses would race again or experience a recurrence of epistaxis. Methods: Differences between horses that did or did not return to racing and did or did not suffer recurrent epistaxis were determined. Backwards stepwise logistic regression was used to identify variables predicting a return to racing and recurrence of epistaxis. Results: The mean (± SD) age at t...
Effect of pressure support ventilation during weaning on ventilation and oxygenation indices in healthy horses recovering from general anesthesia.
Veterinary anaesthesia and analgesia    April 20, 2013   Volume 40, Issue 4 339-350 doi: 10.1111/vaa.12041
Ida KK, Fantoni DT, Souto MT, Otsuki DA, Zoppa AL, Silva LC, Ambrósio AM.To determine if pressure support ventilation (PSV) weaning from general anesthesia affects ventilation or oxygenation in horses. Methods: Prospective randomized clinical study. Methods: Twenty client-owned healthy horses aged 5 ± 2 years, weighing 456 ± 90 kg. Methods: In the control group (CG; n = 10) weaning was performed by a gradual decrease in respiratory rate (fR ) and in the PSV group (PSVG; n = 10) by a gradual decrease in fR with PSV. The effect of weaning was considered suboptimal if PaCO2 > 50 mmHg, arterial pH < 7.35 plus PaCO2 > 50 mmHg or PaO2 < 60 mmHg were observed at any tim...
A retrospective look at students enrolled in an upper-level horse science class: factors that affect classroom performance.
Journal of animal science    March 11, 2013   Volume 91, Issue 6 2976-2984 doi: 10.2527/jas.2012-5936
Douthit TL, Bormann JM, Kouba JM.The objective of this study was to retrospectively analyze demographic variables and academic preparation of students to determine how these factors relate to student performance in ASI 521 Horse Science, an upper-level course offered in the Department of Animal Sciences and Industry (ASI) at Kansas State University (KSU). Data were collected for 264 students enrolled in the course from 2008 to 2010. Students who took the course in 2008 received greater final percentages than those who took the course in subsequent years (P = 0.0016). Females tended to receive greater percentages than males (P...
Harnessing the power of personality assessment: subjective assessment predicts behaviour in horses.
Behavioural processes    March 7, 2013   Volume 96 47-52 doi: 10.1016/j.beproc.2013.02.017
Ijichi C, Collins LM, Creighton E, Elwood RW.Objective assessment of animal personality is typically time consuming, requiring the repeated measure of behavioural responses. By contrast, subjective assessment of personality allows information to be collected quickly by experienced caregivers. However, subjective assessment must predict behaviour to be valid. Comparisons of subjective assessments and behaviour have been made but often with methodological weaknesses and thus, limited success. Here we test the validity of a subjective assessment against a battery of behaviour tests in 146 horses (Equus caballus). Our first aim was to determ...
Identification of periparturient mare and foal associated predictors of post parturient immunoglobulin A concentrations in Thoroughbred foals.
Equine veterinary journal. Supplement    March 2, 2013   Issue 43 73-77 doi: 10.1111/j.2042-3306.2012.00648.x
Jenvey C, Caraguel C, Howarth GB, Riley CB.Prior to the start of endogenous production of immunoglobulins (Igs), absorption of maternal Igs is important to protect against pathogens in the early neonatal period. It is possible that mare- or foal-associated factors may influence neonatal IgA concentrations. Objective: The temporal relationships among serum and milk IgA concentrations in Thoroughbred mare-foal pairs were explored to determine if periparturient mare- and foal-associated factors contribute to the prediction of foal serum IgA concentrations. Methods: Blood and milk samples as well as complete veterinary records, were collec...
The development and evaluation of a mathematical nutrition model to predict digestible energy intake of broodmares based on body condition changes.
Journal of animal science    February 19, 2013   Volume 91, Issue 5 2169-2177 doi: 10.2527/jas.2011-4659
Cordero VV, Cavinder CA, Tedeschi LO, Sigler DH, Vogelsang MM, Arnold CE.Mathematical nutrition models have been developed for beef and dairy cattle to estimate dietary energy intake needed to change BCS. Similar technology has not been used to improve nutrition and feeding strategies for horses. An accurate equine nutrition model may enhance feeding management and reduce the costs of unnecessary overfeeding and promote an optimal level of fatness to achieve reproductive efficiency. The objectives of this study were to develop and evaluate a mathematical nutrition model capable of accurately predicting dietary energy changes to alter BW, rump fat (RF) thickness, an...
A Bayesian approach for estimating detection times in horses: exploring the pharmacokinetics of a urinary acepromazine metabolite.
Journal of veterinary pharmacology and therapeutics    January 16, 2013   Volume 36, Issue 1 31-42 doi: 10.1111/j.1365-2885.2013.01389.x
McGree JM, Noble G, Schneiders F, Dunstan AJ, McKinney AR, Boston R, Sillence M.We describe the population pharmacokinetics of an acepromazine (ACP) metabolite (2-(1-hydroxyethyl)promazine) (HEPS) in horses for the estimation of likely detection times in plasma and urine. ACP (30 mg) was administered to 12 horses, and blood and urine samples were taken at frequent intervals for chemical analysis. A bayesian hierarchical model was fitted to describe concentration-time data and cumulative urine amounts for HEPS. The metabolite HEPS was modelled separately from the parent ACP as the half-life of the parent was considerably less than that of the metabolite. The clearance (Cl/...
Comparison of pH and refractometry index with calcium concentrations in preparturient mammary gland secretions of mares.
Journal of the American Veterinary Medical Association    January 2, 2013   Volume 242, Issue 2 242-248 doi: 10.2460/javma.242.2.242
Korosue K, Murase H, Sato F, Ishimaru M, Kotoyori Y, Tsujimura K, Nambo Y.To test the usefulness of measuring pH and refractometry index, compared with measuring calcium carbonate concentration, of preparturient mammary gland secretions for predicting parturition in mares. Methods: Evaluation study. Methods: 27 pregnant Thoroughbred mares. Methods: Preparturient mammary gland secretion samples were obtained once or twice daily 10 days prior to foaling until parturition. The samples were analyzed for calcium carbonate concentration with a water hardness kit (151 samples), pH with pH test paper (222 samples), and refractometry index with a Brix refractometer (214 samp...
Effect of trotting speed and circle radius on movement symmetry in horses during lunging on a soft surface.
American journal of veterinary research    November 28, 2012   Volume 73, Issue 12 1890-1899 doi: 10.2460/ajvr.73.12.1890
Pfau T, Stubbs NC, Kaiser LJ, Brown LE, Clayton HM.To determine whether body lean angle could be predicted from circle radius and speed in horses during lunging and whether an increase in that angle would decrease the degree of movement symmetry (MS). Methods: 11 medium- to high-level dressage horses in competition training. Methods: Body lean angle, head MS, and trunk MS were quantified during trotting while horses were instrumented with a 5-sensor global positioning system-enhanced inertial sensor system and lunged on a soft surface. Speed and circle radius were varied and used to calculate predicted body lean angle. Agreement between observ...
Predictability of visual perturbation during locomotion: implications for corrective efference copy signaling.
Biological cybernetics    November 20, 2012   Volume 106, Issue 11-12 669-679 doi: 10.1007/s00422-012-0528-0
Chagnaud BP, Simmers J, Straka H.In guiding adaptive behavior, efference copy signals or corollary discharge are traditionally considered to serve as predictors of self-generated sensory inputs and by interfering with their central processing are able to counter unwanted consequences of an animal's own actions. Here, in a speculative reflection on this issue, we consider a different functional role for such intrinsic predictive signaling, namely in stabilizing gaze during locomotion where resultant changes in head orientation in space require online compensatory eye movements in order to prevent retinal image slip. The direct...
Evaluation of growth models for follicle development and ovulation in Lusitano mares.
Animal reproduction science    November 1, 2012   Volume 136, Issue 1-2 81-84 doi: 10.1016/j.anireprosci.2012.10.026
Mata F.Several growth models are commonly used in the biological sciences, to model the follicle growth occurring in the estrous cycle. The aim of this project was to find the model that best fit the follicular size growth data for Lusitano mares. Retrospective data collected from reproduction book records of n=84 mares and n=124 cycles was used to find the series to be fitted to the models. The exponential, Gompertz, logistic, von Bertalanffy, Richards and Weibull models were used, and the most parsimonious and best fit was achieved with the logistic model (r(2)=0.999). The logistic model fits the L...
Serum protein concentrations as predictors of serum immunoglobulin G concentration in neonatal foals.
Journal of veterinary emergency and critical care (San Antonio, Tex. : 2001)    November 1, 2012   Volume 22, Issue 5 573-579 doi: 10.1111/j.1476-4431.2012.00794.x
Hurcombe SD, Matthews AL, Scott VH, Williams JM, Kohn CW, Toribio RE.To determine the predictive value of serum concentrations of total protein (sTP), albumin (sAlb), and globulin (sGlob) measured by automated calorimetric assays to estimate serum immunoglobulin G (sIgG) concentrations in neonatal foals and identify failure of transfer of passive immunity when compared to turbidoimmunometric assay determinations of sIgG. Methods: Retrospective and prospective analysis of laboratory data. Methods: University tertiary care facility. Methods: Group 1 (retrospective): foals (n = 45) ≤7 days of age in which sIgG, sGlob, sAlb, and sTP concentrations were measured o...
A predictive model for reproductive performance following abortion in Thoroughbred mares.
The Veterinary record    October 31, 2012   Volume 172, Issue 2 44 doi: 10.1136/vr.100670
Schulman ML, Kass PH, Becker A, Van der Merwe B.Pregnancy losses include early embryonic death (EED) and later (postimplantation) abortion. Abortions, particularly Equid herpesvirus (EHV-1) abortion epizootics, cause severe economic and production losses. The long-term effects of EHV-1 and other abortions on subsequent reproductive performance in broodmare populations, however, remain undefined. This study described the relationships of EED and abortion with the following reproductive outcomes in Thoroughbred systems: breeding efficiency, month of last breeding, subsequent pregnancy and live foal rates. A prospective cohort study in broodma...
The effect of blood contamination on equine synovial fluid analysis.
Veterinary and comparative orthopaedics and traumatology : V.C.O.T    October 29, 2012   Volume 25, Issue 6 460-465 doi: 10.3415/VCOT-12-01-0008
Roquet I, Hendrick S, Carmalt JL.Based on a systemic complete blood count and a synovial fluid sample, to develop a mathematical model enabling the approximation of corrected values for synovial fluid white blood cell (WBC) count, neutrophil percentage, and total protein concentration in samples of synovial fluid that were contaminated by blood. Methods: Peripheral venous blood and synovial fluid samples were obtained from ten horses. A pooled synovial fluid sample from each horse was separated into 2 mL aliquots, which were subsequently contaminated with a known percentage of autogenous blood (0 to 50% of the synovial fluid ...
Estimating variance components and predicting breeding values for eventing disciplines and grades in sport horses.
Animal : an international journal of animal bioscience    October 4, 2012   Volume 6, Issue 9 1377-1388 doi: 10.1017/S1751731112000596
Stewart ID, White IM, Gilmour AR, Thompson R, Woolliams JA, Brotherstone S.Eventing competitions in Great Britain (GB) comprise three disciplines, each split into four grades, yielding 12 discipline-grade traits. As there is a demand for tools to estimate (co)variance matrices with a large number of traits, the aim of this work was to investigate different methods to produce large (co)variance matrices using GB eventing data. Data from 1999 to 2008 were used and penalty points were converted to normal scores. A sire model was utilised to estimate fixed effects of gender, age and class, and random effects of sire, horse and rider. Three methods were used to estimate (...
Feasibility of infrared spectroscopy with pattern recognition techniques to identify a subpopulation of mares at risk of producing foals diagnosed with failure of transfer of passive immunity.
Australian veterinary journal    August 23, 2012   Volume 90, Issue 10 387-391 doi: 10.1111/j.1751-0813.2012.00979.x
Riley CB, McClure JT, Low-Ying S, Dolenko BK, Somorjai RL, Shaw RA.To assess the feasibility of a serum-based test using infrared spectroscopy to identify a subpopulation of mares at risk of producing foals susceptible to failure of passive transfer of immunity (FPT) because of mare-associated factors. Methods: Serum was collected from post-parturient mares (n = 126) and their foals at 24-72 h of age. A radial immunodiffusion IgG test was used to determine each foal's serum IgG concentration. Infrared absorbance spectra of dam sera were collected in the wave number range of 400-4000 cm(-1). Following data preprocessing, pattern recognition techniques were use...
Application of Wood’s model to lactation curve of Italian Heavy Draft horse mares.
Journal of dairy science    August 15, 2012   Volume 95, Issue 10 5770-5775 doi: 10.3168/jds.2012-5513
Centoducati P, Maggiolino A, De Palo P, Tateo A.The aim of this work was to study, using Wood's model, the lactation curve in Italian Heavy Draft horse (IHDH) mares, both for milk yield and composition. Interest in mare's milk has grown for use in human nutrition, as a substitute for human and cow milk for premature newborns and allergic children. For this study, 7 IHDH mares were used. Milk yield was evaluated from d 15 to 180 postpartum (every 15 d). Wood's lactation model was used to describe milk yield, fat, protein, and lactose lactation curves in the first 180 d in milk (DIM), with a prediction to 210 DIM. Mean values recorded across ...
Identification of predictors of Salmonella shedding in adult horses presented for acute colic.
Journal of veterinary internal medicine    August 9, 2012   Volume 26, Issue 5 1177-1185 doi: 10.1111/j.1939-1676.2012.00984.x
Dallap Schaer BL, Aceto H, Caruso MA, Brace MA.Colic has been associated with shedding of Salmonella. Horses with salmonellosis typically develop diarrhea, fever, and leukopenia. Overlooking additional predictors may result in failure to detect shedding horses and increase environmental contamination. Objective: Evaluate associations between signalment and clinicopathologic data during early hospitalization and Salmonella shedding in horses treated for acute colic. Methods: Horses with acute colic admitted to a referral hospital. A total of 59 horses shedding Salmonella compared to 108 Salmonella-negative horses. Methods: Retrospective cas...
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