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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.
A model for the dynamics of the free-living stages of equine cyathostomins.
Veterinary parasitology    March 11, 2015   Volume 209, Issue 3-4 210-220 doi: 10.1016/j.vetpar.2015.02.031
Leathwick DM, Donecker JM, Nielsen MK.Anthelmintic resistance in strongyle nematode parasites of horses is an expanding global problem and steps need to be taken to slow its development before control becomes more problematic. A move away from traditional deworming programmes, involving frequent whole-herd treatments with broad spectrum anthelmintics, to a more strategic or targeted use of chemicals is required. However, anthelmintic resistance management strategies which also maintain effective control are invariably more complicated and often require a greater understanding of both nematode epidemiology and grazing management, t...
Correlation of radiographic measurements of structures of the equine foot with lesions detected on magnetic resonance imaging.
Equine veterinary journal    March 4, 2015   Volume 48, Issue 2 165-171 doi: 10.1111/evj.12411
de Zani D, Polidori C, di Giancamillo M, Zani DD.There are few studies on the correlations between radiographic measurements of the foot and abnormalities of specific structures found with magnetic resonance imaging (MRI). Objective: To document the relationship between radiographic measurements of the equine foot and the presence of lesions in the foot on MRI. We hypothesised that different radiographic measurements would be associated with specific lesions detected by MRI. Methods: Retrospective analysis of radiographs and MRI studies. Methods: Seventy-four feet from 52 lame horses were included. Twenty parameters were measured on radiogra...
Modeling equine race surface vertical mechanical behaviors in a musculoskeletal modeling environment.
Journal of biomechanics    January 19, 2015   Volume 48, Issue 4 566-572 doi: 10.1016/j.jbiomech.2015.01.006
Symons JE, Fyhrie DP, Hawkins DA, Upadhyaya SK, Stover SM.Race surfaces have been associated with the incidence of racehorse musculoskeletal injury, the leading cause of racehorse attrition. Optimal race surface mechanical behaviors that minimize injury risk are unknown. Computational models are an economical method to determine optimal mechanical behaviors. Previously developed equine musculoskeletal models utilized ground reaction floor models designed to simulate a stiff, smooth floor appropriate for a human gait laboratory. Our objective was to develop a computational race surface model (two force-displacement functions, one linear and one nonlin...
Outcome of adult horses with botulism treated at a veterinary hospital: 92 cases (1989-2013).
Journal of veterinary internal medicine    November 19, 2014   Volume 29, Issue 1 311-319 doi: 10.1111/jvim.12502
Johnson AL, McAdams-Gallagher SC, Aceto H.There are no studies evaluating a large population of adult horses treated for botulism. Reported survival rates in outbreak situations are low; however, many horses in outbreaks do not receive treatment. Objective: That adult horses treated at a veterinary hospital would have improved survival compared to outbreak situations. Additional aims included identification of predictors of nonsurvival. Methods: All horses greater than 6 months of age with a final diagnosis of botulism admitted to a veterinary teaching hospital between 1989 and 2013 were included. Methods: Retrospective study. Histori...
Using Bayes’ rule to define the value of evidence from syndromic surveillance.
PloS one    November 3, 2014   Volume 9, Issue 11 e111335 doi: 10.1371/journal.pone.0111335
Andersson MG, Faverjon C, Vial F, Legrand L, Leblond A.In this work we propose the adoption of a statistical framework used in the evaluation of forensic evidence as a tool for evaluating and presenting circumstantial "evidence" of a disease outbreak from syndromic surveillance. The basic idea is to exploit the predicted distributions of reported cases to calculate the ratio of the likelihood of observing n cases given an ongoing outbreak over the likelihood of observing n cases given no outbreak. The likelihood ratio defines the Value of Evidence (V). Using Bayes' rule, the prior odds for an ongoing outbreak are multiplied by V to obtain the post...
Development of a likelihood of survival scoring system for hospitalized equine neonates using generalized boosted regression modeling.
PloS one    October 8, 2014   Volume 9, Issue 10 e109212 doi: 10.1371/journal.pone.0109212
Dembek KA, Hurcombe SD, Frazer ML, Morresey PR, Toribio RE.Medical management of critically ill equine neonates (foals) can be expensive and labor intensive. Predicting the odds of foal survival using clinical information could facilitate the decision-making process for owners and clinicians. Numerous prognostic indicators and mathematical models to predict outcome in foals have been published; however, a validated scoring method to predict survival in sick foals has not been reported. The goal of this study was to develop and validate a scoring system that can be used by clinicians to predict likelihood of survival of equine neonates based on clinica...
A decision tree model for the implementation of a safety strategy in the horse-racing industry.
Injury prevention : journal of the International Society for Child and Adolescent Injury Prevention    September 12, 2014   Volume 21, Issue 2 109-114 doi: 10.1136/injuryprev-2014-041223
Hitchens PL, Curry B, Blizzard CL, Palmer AJ.The profession of a horse-racing jockey is a dangerous one. We developed a decision tree model quantifying the effects of implementing different safety strategies on jockey fall and injury rates and their associated costs. Methods: Data on race-day falls were obtained from stewards' reports from August 2002 to July 2009. Insurance claim data were provided by Principal Racing Authorities and workers' compensation authorities in each jurisdiction. Fall and claim incidence data were used as baseline rates. The model considered (1) the status quo, in which policy was unchanged; and (2) compared it...
A reaction norm model approach to estimate the genetic effect of temperature on sportive performance of trotter horses.
Journal of animal breeding and genetics = Zeitschrift fur Tierzuchtung und Zuchtungsbiologie    September 10, 2014   Volume 132, Issue 3 256-267 doi: 10.1111/jbg.12118
Gómez MD, Menéndez-Buxadera A, Valera M, Molina A.The performance results of Spanish Trotter Horses were merged with the information from the nearest official weather stations, to estimate the effects of temperature (T) on speed during the day of the race. The resulting data set included: 104 125 individual results from 7653 races with 3772 participant horses and driven by 1402 jockeys. After a classical repeatability animal model in which the effects of T were assumed null, a total of five different random regression models (RRM) with the same fixed part were applied in a parsimonious nested process in which the (co)variance components for ...
Can high-resolution peripheral quantitative computed tomography imaging of subchondral and cortical bone predict condylar fracture in Thoroughbred racehorses?
Equine veterinary journal    September 5, 2014   Volume 47, Issue 4 428-432 doi: 10.1111/evj.12312
Trope GD, Ghasem-Zadeh A, Anderson GA, Mackie EJ, Whitton RC.High-resolution 3D imaging may improve the prediction and/or early identification of condylar fractures of the distal metacarpus/tarsus and reduce the frequency of breakdown injury in racehorses. Objective: To test the hypotheses that horses suffering condylar fractures have higher bone volume fraction (BV/TV) of the distal metacarpal epiphysis, greater subchondral bone thickness at the fracture site and higher second moment of inertia in the metacarpal midshaft as identified with high-resolution 3D imaging. Methods: Cross-sectional study using cadaver material. Methods: Thoroughbreds that die...
Computed tomographic imaging of subchondral fatigue cracks in the distal end of the third metacarpal bone in the thoroughbred racehorse can predict crack micromotion in an ex-vivo model.
PloS one    July 31, 2014   Volume 9, Issue 7 e101230 doi: 10.1371/journal.pone.0101230
Dubois MS, Morello S, Rayment K, Markel MD, Vanderby R, Kalscheur VL, Hao Z, McCabe RP, Marquis P, Muir P.Articular stress fracture arising from the distal end of the third metacarpal bone (MC3) is a common serious injury in Thoroughbred racehorses. Currently, there is no method for predicting fracture risk clinically. We describe an ex-vivo biomechanical model in which we measured subchondral crack micromotion under compressive loading that modeled high speed running. Using this model, we determined the relationship between subchondral crack dimensions measured using computed tomography (CT) and crack micromotion. Thoracic limbs from 40 Thoroughbred racehorses that had sustained a catastrophic in...
Diagnostic and predictive capability of routine laboratory tests for the diagnosis and staging of equine inflammatory disease.
Journal of veterinary internal medicine    July 23, 2014   Volume 28, Issue 5 1587-1593 doi: 10.1111/jvim.12404
Hooijberg EH, van den Hoven R, Tichy A, Schwendenwein I.A wide spectrum of laboratory tests is available to aid diagnosis and classification of equine inflammatory disease. Objective: To compare diagnostic efficacy and combined predictive capability of the myeloperoxidase index (MPXI), and plasma fibrinogen, iron and serum amyloid A (SAA) concentrations for the diagnosis of inflammation. Methods: Twenty-six hospitalized horses with systemic inflammation (SI), 114 with local inflammation (LI) and 61 healthy horses or those with noninflammatory disease (NI) were included. Methods: A retrospective study was performed; clinicopathologic data from horse...
Electrocardiographic indicators of excitability in horses for predicting recovery quality after general anaesthesia.
Veterinary anaesthesia and analgesia    July 21, 2014   Volume 42, Issue 3 269-279 doi: 10.1111/vaa.12199
Tzelos T, Blissitt KJ, Clutton RE.To determine whether preoperative electrocardiographic measurements linked to sympathetic nervous activity could be used to predict recovery quality after general anaesthesia in horses. Methods: Prospective, clinical study. Methods: Eighteen adult client-owned horses. Methods: The electrocardiogram (ECG) was recorded presurgery in horses under three standard conditions: stabled unattended; with a groom whilst being led along a standard course; alone in the induction box. After surgery, each animal's recovery quality was scored by eight experienced anaesthetists or technicians using Donaldson's...
An approach of estimating individual growth curves for young thoroughbred horses based on their birthdays.
Journal of equine science    June 25, 2014   Volume 25, Issue 2 29-35 doi: 10.1294/jes.25.29
Onoda T, Yamamoto R, Sawamura K, Murase H, Nambo Y, Inoue Y, Matsui A, Miyake T, Hirai N.We propose an approach of estimating individual growth curves based on the birthday information of Japanese Thoroughbred horses, with considerations of the seasonal compensatory growth that is a typical characteristic of seasonal breeding animals. The compensatory growth patterns appear during only the winter and spring seasons in the life of growing horses, and the meeting point between winter and spring depends on the birthday of each horse. We previously developed new growth curve equations for Japanese Thoroughbreds adjusting for compensatory growth. Based on the equations, a parameter den...
Naturally and stimulated levels of reactive oxygen species in cooled stallion semen destined for artificial insemination.
Animal : an international journal of animal bioscience    June 11, 2014   Volume 8, Issue 10 1706-1714 doi: 10.1017/S1751731114001499
Johannisson A, Lundgren A, Humblot P, Morrell JM.The decrease in foaling rates after artificial insemination with cooled semen warrants the search for new predictors of fertility. The objectives were to investigate levels of naturally occurring reactive oxygen species (ROS) in cooled, stored stallion semen doses for artificial insemination (AI), and their relationship with parameters of semen quality and with pregnancy rate. Semen was collected from warmblood stallions (n=15) and used to prepare commercial semen doses for AI. Sperm quality was evaluated after cooled transport to the laboratory overnight. The results were correlated with obse...
Clinical Sentinel Surveillance of Equine West Nile Fever, Spain.
Transboundary and emerging diseases    June 5, 2014   Volume 63, Issue 2 184-193 doi: 10.1111/tbed.12243
Saegerman C, Alba-Casals A, García-Bocanegra I, Dal Pozzo F, van Galen G.West Nile fever (WNF) is a viral zoonotic infection caused by a mosquito-borne flavivirus of the Flaviviridae family. According to a comparative study, the passive surveillance of horses by equine veterinarians appeared to be the most cost-effective system in the European context of WNF. Clinical data issued from a passive epidemiosurveillance network from September 2010 to December 2011 on horses in Spain were statistically compared and used to develop a predictive diagnostic decision tree, both with the aim to improve the early clinical detection of WNF in horses. Although clinical signs wer...
Genetic parameters and breeding values for semen characteristics in Hanoverian stallions.
Reproduction in domestic animals = Zuchthygiene    May 30, 2014   Volume 49, Issue 4 584-587 doi: 10.1111/rda.12326
Labitzke D, Sieme H, Martinsson G, Distl O.The objectives of this study were to show whether semen traits of 30 Hanoverian stallions regularly used in AI may be useful for breeding purposes. Semen characteristics were studied using 15 149 ejaculates from 30 Hanoverian stallions of the State Stud Celle of Lower Saxony. Semen samples were collected between 2005 and 2009. Traits analysed were gel-free volume, sperm concentration, total and motile sperm number and progressive motility. A linear multivariate animal model was employed to estimate heritabilities and permanent environmental variances for stallions. The same model was used to p...
A risk index model for predicting eastern equine encephalitis virus transmission to horses in Florida.
Applied geography (Sevenoaks, England)    April 26, 2014   Volume 48 79-86 doi: 10.1016/j.apgeog.2014.01.012
Kelen PV, Downs JA, Unnasch T, Stark L.A GIS-based risk index model was developed to quantify EEEV transmission risk to horses in the State of Florida. EEEV is a highly pathogenic arbovirus that is endemic along the east coast of the United States, and it is generally fatal to both horses and humans. The model evaluates EEEV transmission risk at individual raster cells in map on a continuous scale of 0 to 1. The risk index is derived based on local habitat features and the composition and configuration of surrounding land cover types associated with EEEV transmission. The model was verified and validated using the locations of docu...
Performance selection for Thoroughbreds racing in Hong Kong.
Equine veterinary journal    April 1, 2014   Volume 47, Issue 1 43-47 doi: 10.1111/evj.12233
Velie BD, Hamilton NA, Wade CM.Different indicators of racing performance are commonly used in the racing industry to assess the genetic superiority of racing Thoroughbreds. However, how well these indicators predict the performance of future progeny or siblings varies depending on the population and circumstances in which the indicators were recorded or achieved. Objective: To identify heritable indicators of racing performance for horses racing in Hong Kong. Methods: Heritability analysis of racing performance traits. Methods: Performance data on the population of Thoroughbreds racing in Hong Kong between 3 September 2000...
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...
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