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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.
The predictive value of semen analysis in the evaluation of stallion fertility.
Reproduction in domestic animals = Zuchthygiene    July 31, 2003   Volume 38, Issue 4 305-311 doi: 10.1046/j.1439-0531.2003.00451.x
Colenbrander B, Gadella BM, Stout TA.Pregnancy rates in managed horse populations depend on the innate fertility of the mares and stallions involved and on the quality of breeding management. Of course, because a single stallion usually mates many mares, stallion fertility is a critical factor in the overall success of a breeding program. Unfortunately, accurate evaluation of stallion fertility per se requires a large number of normal mares to be mated and is necessarily retrospective. Rather, the ideal is to predict fertility in advance of the stallion's breeding career, and this is currently attempted by way of a thorough physi...
California state Mosquito-Borne Virus Surveillance and Response Plan: a retrospective evaluation using conditional simulations.
The American journal of tropical medicine and hygiene    June 19, 2003   Volume 68, Issue 5 508-518 doi: 10.4269/ajtmh.2003.68.508
Barker CM, Reisen WK, Kramer VL.The California Mosquito-Borne Virus Surveillance and Response Plan recently was developed to provide a semi-quantitative means for assessing risk for western equine encephalomyelitis (WEE) or St. Louis encephalitis (SLE) viruses and to provide intervention guidelines for mosquito control and public health agencies during periods of heightened risk for human infection. West Nile virus recently has arrived in California, and the response plan also will provide a baseline for assessing the risk for human and equine infection with this virus. In the response plan, overall risk is calculated by ave...
[Reliability of the glutaraldehyde test to measure gamma-globulin levels in foals and the use of this test to check colostrum intake of foals].
Tijdschrift voor diergeneeskunde    May 2, 2003   Volume 128, Issue 8 240-246 
de Bruijn CM, Wensing T, van Nieuwstadt RA.The glutaraldehyde coagulation test is a semi-quantitative test used to determine the gammaglobulin concentration in serum. The purpose of this study was to examine the reliability of the different modifications of this test by determining the sensitivity, specificity, positive and negative predictive value, and the prevalence of hypogammaglobulinemia in foals. The results of the glutaraldehyde coagulation test were compared with the serum gammaglobulin concentration as a reference value, determined by measuring total serum protein and the serum protein spectrum. It was concluded that the glut...
Evaluation of a stochastic Markov-chain model for the development of forelimb injuries in Thoroughbred racehorses.
American journal of veterinary research    March 29, 2003   Volume 64, Issue 3 328-337 doi: 10.2460/ajvr.2003.64.328
Hill AE, Carpenter TE, Gardner IA, Stover SM.To evaluate a Markov-chain model for the development of forelimb injuries in Thoroughbreds and to use the model to determine effects of reducing sprint distance on incidence of metacarpal condylar fracture (CDY) and severe suspensory apparatus injury (SSAI). Methods: Weekly exercise and injury data for 122 Thoroughbreds during racing or training. Methods: Weekly data were used to construct a Markov-chain model with 5 states (uninjured [UNINJ], palpable suspensory apparatus injury [PSAII, SSAI, CDY, and lost to follow-up [LOST]). Transition probabilities between UNINJ and PSAI were estimated as...
Modelling the oxygen cost of transport in competitions over ground of variable slope.
Equine veterinary journal. Supplement    October 31, 2002   Issue 34 397-401 doi: 10.1111/j.2042-3306.2002.tb05455.x
Schroter RC, Marlin DJ.This study provides an objective method for estimating the oxygen consumption of horses while running on variable slopes so that realistic comparisons may be made of the locomotory transport cost involved in 3-day events, particularly the Speed and Endurance Test, at sites of differing terrain. A knowledge of the work profile over a particular course would enable competitors to plan speed and interval times appropriately along its length. We have developed a semi-empirical, but mechanistically based, model to calculate the oxygen cost of transport [COTpath in ml O2/kg/m path] for running on th...
Dorsal metacarpal cortex ultrasound speed and bone size and shape.
Equine veterinary journal. Supplement    October 31, 2002   Issue 34 337-339 doi: 10.1111/j.2042-3306.2002.tb05443.x
Davies HM.In Thoroughbred racehorses, the dorsal cortex (DC) of the third metacarpal bone (MC3) enlarges when horses are first exposed to fast exercise speeds. It is now possible to measure ultrasound speed through 3 to 5 mm depths of bone around the bone shaft using Sunlight Medical's 'Omnisense' machine. The aim of this experiment was to determine whether the ultrasound speed measured in the surface 3-5 mm of the midshaft dorsal cortex of MC3 could be related directly to the midshaft shape and size of the MC3s of young Thoroughbred racehorses at the same stage of training. Sixteen 2-year-old and sixte...
Long-term survival of equine surgical colic cases. Part 2: modelling postoperative survival.
Equine veterinary journal    October 3, 2002   Volume 34, Issue 5 438-443 doi: 10.2746/042516402776117881
Proudman CJ, Smith JE, Edwards GB, French NP.Colic surgery is a frequently performed operation with high postoperative mortality. This study was undertaken to identify variables associated with decreased postoperative survival. We used data from 321 horse years of postoperative survival time to model the probability of survival following recovery from colic surgery. Continuous variables were modelled using a 6 variable, penalised Cox regression model. This demonstrated approximately linear relationships between survival and the following variables: increase in packed cell volume (PCV), intestinal resection length, time to surgery (interv...
Predictive values, sensitivity and specificity of abdominal fluid variables in determining the need for surgery in horses with an acute abdominal crisis.
Australian veterinary journal    May 22, 2002   Volume 80, Issue 3 132-136 doi: 10.1111/j.1751-0813.2002.tb11372.x
Matthews S, Dart AJ, Reid SW, Dowling BA, Hodgson DR.To determine the predictive values, sensitivity and specificity of abdominal fluid variables associated with the need for surgery in horses with an acute abdominal crisis. Methods: Retrospective study. Methods: Two-hundred and thirty-six horses examined for signs of abdominal pain between January 1993 and June 1999. Methods: Breed, age and gender of the horse and colour, total protein concentration and total nucleated cell count of an abdominal fluid sample were recorded. Colour of the abdominal fluid was classified as normal if it was yellow and transparent. Turbid fluid or fluid that was ser...
Finite element analysis (FEA) as a model to predict effects of farriery on the equine hoof.
Equine veterinary journal. Supplement    November 28, 2001   Issue 33 58-62 doi: 10.1111/j.2042-3306.2001.tb05360.x
Hinterhofer C, Stanek C, Haider H.A finite element (FE) hoof capsule was built as a small, symmetrical forelimb hoof on IDEAS* as a model for calculation and visualisation of stress and displacement of the equine hoof capsule. The model's loading was performed according to the suspension of the coffin bone within the hoof wall (pulling force) and over the sole and frog (compressing force) with a total of 3000 N. Restraints of the model's ground nodes and surface wall nodes were defined for simulation of 4 shoeing situations: a regular horseshoe, a horseshoe with a toe clip, a horseshoe with regular side clips and a horseshoe w...
Effect of walking velocity on hindlimb kinetics during stance in normal horses.
Equine veterinary journal. Supplement    November 28, 2001   Issue 33 21-26 doi: 10.1111/j.2042-3306.2001.tb05352.x
Khumsap S, Clayton HM, Lanovaz JL.The objectives of this study were to measure the effect of walking velocity on net joint moments and joint powers in the hindlimb during stance and to use the data to predict these variables at different walking velocities. Videographic and force data were collected synchronously from 5 sound horses walking over a force plate at a range of velocities. Force and kinematic data from 56 trials were combined using an inverse dynamic solution to determine net joint moments and joint powers. Analysis by simple regression and correlation (P or = 0.30, r > 0.50) showed that, in early stance, there...
Endoscopic assessment of airway function as a predictor of racing performance in Thoroughbred yearlings: 427 cases (1997-2000).
Journal of the American Veterinary Medical Association    October 17, 2001   Volume 219, Issue 7 962-967 doi: 10.2460/javma.2001.219.962
Stick JA, Peloso JG, Morehead JP, Lloyd J, Eberhart S, Padungtod P, Derksen FJ.To compare endoscopic findings of the upper portion of the respiratory tract in Thoroughbred yearlings with their subsequent race records to determine whether subjective assessment of airway function may be used as a predictor of future racing performance. Methods: Retrospective study. Methods: 427 Thoroughbred yearlings. Methods: Endoscopic examination findings were obtained from the medical records and the videoendoscopic repository of the Keeneland 1996 September yearling sales. Racing records were requested for the yearlings through the end of their 4-year-old racing season (1997-2000). Tw...
Model formulation and determination of in vitro parameters of a noninvasive method to calculate flexor tendon forces in the equine forelimb.
American journal of veterinary research    October 11, 2001   Volume 62, Issue 10 1585-1593 doi: 10.2460/ajvr.2001.62.1585
Meershoek LS, van den Bogert AJ, Schamhardt HC.To describe a method to calculate flexor tendon forces on the basis of inverse dynamic analysis and an in vitro model of the equine forelimb and to quantify parameters for the model. Methods: 38 forelimbs of 23 horses that each had an estimated body mass of > or = 500 kg. Methods: Longitudinal limb sections were used to determine the lines of action of the tendons. Additionally, limb and tendon loading experiments were performed to determine mechanical properties of the flexor tendons. Results: The study quantified the parameters for a pulley model to describe the lines of action. Furthermo...
The prediction of stress fractures using a ‘stressed volume’ concept.
Journal of orthopaedic research : official publication of the Orthopaedic Research Society    September 20, 2001   Volume 19, Issue 5 919-926 doi: 10.1016/S0736-0266(01)00009-2
Taylor D, Kuiper JH.This paper addresses an anomaly which exists in the current literature regarding stress fractures. Analysis of the data on fatigue strength of bone samples in vitro would conclude that these fractures should never occur at the strain levels known to occur in vivo. This anomaly can be resolved by including in the analysis the effect of stressed volume, whereby larger volumes of material are expected to have worse fatigue properties. A Weibull analysis was used to predict the probability of failure, Pf; this was an upper-bound prediction because it did not include the effects of remodelling and ...
Effect of walking velocity on ground reaction force variables in the hind limb of clinically normal horses.
American journal of veterinary research    June 13, 2001   Volume 62, Issue 6 901-906 doi: 10.2460/ajvr.2001.62.901
Khumsap S, Clayton HM, Lanovaz JL.To measure the effect of subject velocity on hind limb ground reaction force variables at the walk and to use the data to predict the force variables at different walking velocities in horses. Methods: 5 clinically normal horses. Methods: Kinematic and force data were collected simultaneously. Each horse was led over a force plate at a range of walking velocities. Stance duration and force data were recorded for the right hind limb. To avoid the effect of horse size on the outcome variables, the 8 force variables were standardized to body mass and height at the shoulders. Velocity was standard...
Improving the predictability of performance by prerace detection of dorsal metacarpal disease in thoroughbred racehorses.
Australian veterinary journal    February 24, 2001   Volume 78, Issue 11 784 doi: 10.1111/j.1751-0813.2000.tb10454.x
Lloyd A.No abstract available
Improving the predictability of performance by prerace detection of dorsal metacarpal disease in thoroughbred racehorses.
Australian veterinary journal    February 24, 2001   Volume 78, Issue 11 784 doi: 10.1111/j.1751-0813.2000.tb10454.x
Lloyd A.No abstract available
Prognostic indicators in a Danish hospital-based population of colic horses.
Equine veterinary journal. Supplement    February 24, 2001   Issue 32 11-18 doi: 10.1111/j.2042-3306.2000.tb05328.x
Thoefner MB, Ersbøll AK, Hesselholt M.A prospective survey of 528 colic horses, referred to the Large Animal Hospital at the Royal Veterinary and Agricultural University of Copenhagen, Denmark, during the period August 1994 to December 1998, was undertaken to develop a predictive model for application in the clinical assessment of prognosis. In the multivariate logistic regression analysis, 357 colic cases were used in the elaboration of a simple clinical-practical model consisting of degree of pain, packed cell volume, capillary refill time and rectal temperature. The relationship between rectal temperature and outcome (survival/...
Modelling the spread of a viral infection in equine populations managed in Thoroughbred racehorse training yards.
Preventive veterinary medicine    October 6, 2000   Volume 47, Issue 1-2 61-77 doi: 10.1016/s0167-5877(00)00161-6
de la Rua-Domenech R, Reid SW, González-Zariquiey AE, Wood JL, Gettinby G.A Monte Carlo model that simulates the management life cycle of a horse population in training on a Thoroughbred flat racing yard (i.e. stable) was developed for computer implementation. Each horse was characterised by several state variables. Discrete events at the horse level were triggered stochastically to reflect uncertainty about some input assumptions and heterogeneity of the horse population in a particular yard. This mathematical model was subsequently used to mimic the spread of equine influenza (EI) within a typical yard following the introduction of one or several infectious horses...
Total body water and ECFV measured using bioelectrical impedance analysis and indicator dilution in horses.
Journal of applied physiology (Bethesda, Md. : 1985)    August 5, 2000   Volume 89, Issue 2 663-671 doi: 10.1152/jappl.2000.89.2.663
Forro M, Cieslar S, Ecker GL, Walzak A, Hahn J, Lindinger MI.The purposes of this study were 1) to determine the compartmentation of body water in horses by using indicator dilution techniques and 2) to simultaneously measure bioelectrical impedance to current flow at impulse current frequencies of 5 and 200 kHz to formulate predictive equations that could be used to estimate total body water (TBW), extracellular fluid volume (ECFV), and intracellular fluid volume (ICFV). Eight horses and ponies weighing from 214 to 636 kg had catheters placed into the left and right jugular veins. Deuterium oxide, sodium thiocyanate, and Evans blue were infused for the...
Blood lactate responses to submaximal field exercise tests in thoroughbred horses.
Veterinary journal (London, England : 1997)    April 25, 2000   Volume 159, Issue 3 252-258 doi: 10.1053/tvjl.1999.0420
Davie AL, Evans DJ.The associations between velocity during a standardized, submaximal 800-m exercise test and blood lactate concentration after exercise were investigated in Thoroughbred racehorses on sand and grass racetracks. Predicted lactate concentrations for each horse's exercise test velocity were calculated from the line of best fit derived from results at each racetrack. The repeatability of the differences between the measured and predicted blood lactate response to exercise was also investigated. Exercise tests were conducted at speeds ranging from 12.8 to 16.6 m/s. The variability of velocity within...
Modelling impact-initiated wave transmission through lung parenchyma in relation to the aetiology of exercise-induced pulmonary haemorrhage.
Equine veterinary journal. Supplement    February 5, 2000   Issue 30 34-38 doi: 10.1111/j.2042-3306.1999.tb05184.x
Schroter RC, Leeming A, Denny E, Bharath A, Marlin DJ.Recently we proposed that exercise-induced pulmonary haemorrhage (EIPH) results from locomotory-impact-induced trauma by impact of the scapula on the chest wall during footfall and the consequent transmission of waves through the lung. A computational model has been developed to demonstrate that wave amplification and focusing occur in the dorsocaudal tip of the lung for waves originating on the anterior subscapular surface. The propagation of an acoustic wave was investigated in a simplified 2-dimensional representation of a vertical anterio-dorsal section of horse lung. It was demonstrated t...
Exposure of progesterone receptors on the plasma membranes of stallion spermatozoa as a parameter for prediction of fertility.
Journal of reproduction and fertility. Supplement    January 1, 2000   Issue 56 87-91 
Rathi R, Nielen M, Cheng FP, van Buiten A, Colenbrander B.Subfertility in stallions is attributed to the inability of spermatozoa to undergo the acrosome reaction in response to progesterone. In the present study, it was assessed whether there is a correlation between stallion fertility, defined on the basis of first cycle foaling rate and first cycle 'non-return rate', and the proportion of spermatozoa with exposed progesterone receptors on their plasma membranes. Semen from Dutch Warmblood (n=10) and Friesian (n=4) stallions was analysed. Progesterone 3-(o-carboxymethyl) oxime-BSA coupled with fluorescein isothiocyanate was used as a progesterone r...
Motility, morphology and triple stain analysis of fresh, cooled and frozen-thawed stallion spermatozoa.
Journal of reproduction and fertility. Supplement    January 1, 2000   Issue 56 111-120 
Brinsko SP, Van Wagner GS, Graham JK, Squires EL.The aim of the present study was to determine whether there are characteristics of fresh, cooled and frozen-thawed semen samples that can be used to predict the suitability of stallion semen for preservation by cooling or freezing. Each of three ejaculates obtained from 12 stallions was divided into aliquots to be analysed for sperm motility, morphology and membrane integrity as fresh, cooled and frozen-thawed samples. The percentage of morphologically normal spermatozoa was similar in fresh and cooled samples and both were greater than in the frozen samples. There were no strong linear relati...
Prediction of first season stallion fertility of 3-year-old Dutch Warmbloods with prebreeding assessment of percentage of morphologically normal live sperm.
Equine veterinary journal    July 13, 1999   Volume 31, Issue 3 248-251 doi: 10.1111/j.2042-3306.1999.tb03181.x
Parlevliet JM, Colenbrander B.In the selection procedure to acquire a breeding licence, 3-year-old Dutch Warmblood stallions have to undergo a breeding soundness test It is questioned whether this evaluation is predictive of the stallion's fertility results in the first breeding season. Therefore, semen parameters at the beginning of their first breeding season were evaluated and correlated to nonreturn at first cycle and foaling rate of mares bred by stallions (n = 13). The total number of mares inseminated with chilled semen from those stallions was 1055. Semen parameters were recorded on 2 ejaculates, collected 1 h apar...
A comparison of porosity, fabric and fractal dimension as predictors of the Young’s modulus of equine cancellous bone.
Medical engineering & physics    January 15, 1999   Volume 20, Issue 8 588-593 doi: 10.1016/s1350-4533(98)00063-0
Haire TJ, Hodgskinson R, Ganney PS, Langton CM.The purpose of this study was to compare the structural parameters of fabric and fractal dimension as predictors of the Young's modulus of equine cancellous bone. Eight 15 mm cubes of cancellous bone were obtained from three equine third metacarpal bones. Young's modulus was determined for the three orthogonal directions. The fabric and fractal dimension were calculated for each of the six exposed faces of each cube. Fractal dimension plus porosity provided a higher explanatory power for Young's modulus (R2 = 78.7%. P < 0.0001) than fabric plus porosity (R2 = 69.2%, P < 0.0001). Fractal ...
Population pharmacokinetics of gentamicin in horses.
American journal of veterinary research    December 19, 1998   Volume 59, Issue 12 1589-1598 
Martín-Jiménez T, Papich MG, Riviere JE.To develop and validate a population pharmacokinetic model for gentamicin in horses, using retrospective clinical data. Methods: 62 horses that had been treated IV with multiple doses of gentamicin at our veterinary teaching hospital between 1987 and 1996. Procedure-46 horses were assigned to the study group, and 16 to the validation group. Detailed history of dosage, sample collection times, and selected pathophysiologic variables were recorded for each patient. Samples were analyzed by use of a fluorescence polarization immunoassay method. Pharmacostatistical analysis was conducted, using co...
Simulation studies of African horse sickness in Spain.
Archives of virology. Supplementum    October 24, 1998   Volume 14 103-111 doi: 10.1007/978-3-7091-6823-3_11
Lord CC, Woolhouse ME, Mellor PS.Factors affecting epidemics of African horse sickness in Spain were studied using a mathematical model. The model examined the likelihood of an epidemic after the introduction of the virus, and the effectiveness of vaccination strategies. Two host species (horses and donkeys) and one vector species (the biting midge Culicoides imicola) were included. A stratified random sampling method (Latin hypercube sampling) was used for sensitivity analysis of the likelihood of an epidemic. Systematic variation of vaccination parameters was used to consider alternative control strategies. In general, when...
Reliability of using results of abdominal fluid analysis to determine treatment and predict lesion type and outcome for horses with colic: 218 cases (1991-1994).
Journal of the American Veterinary Medical Association    October 20, 1998   Volume 213, Issue 7 1012-1015 
Freden GO, Provost PJ, Rand WM.To assess clinical utility of abdominal fluid analysis in predicting outcome, lesion type, and whether medical or surgical treatment is indicated for horses with colic. Methods: Retrospective study. Methods: 218 horses > 1 year old. Methods: Horses were classified on the basis of age, site of lesion, lesion type (nonstrangulating vs strangulating), type of treatment (medical vs surgical), and outcome (survival vs nonsurvival). Sensitivity and specificity of using age and results of abdominal fluid analysis, individually and in combination, to predict lesion type, type of treatment, and outc...
A model equation for the prediction of mechanical internal work of terrestrial locomotion.
Journal of biomechanics    September 4, 1998   Volume 31, Issue 5 463-468 doi: 10.1016/s0021-9290(98)00038-4
Minetti AE.By refining a previously published model, a simple equation for the estimation of the mechanical internal work during locomotion is presented. The only input variables are the progression speed, the stride frequency and the duty factor, i.e. the fraction of the stride duration at which a foot is in contact with the ground. The inclusion of this last variable, easily measurable, allows to obtain a single equation for both walking and running. The model predictions have been compared with the mechanical internal work experimentally obtained on humans in several conditions: speeds (range 0.8-3.3 ...
Progesterone determination in equine plasma using different immunoassays.
Acta veterinaria Hungarica    August 26, 1998   Volume 46, Issue 4 501-513 
Nagy P, Solti L, Kulcsár M, Reiczigel J, Huszenicza G, Abaváry K, Wölfling A.Several assay systems (3H radioimmunoassay (RIA) with and without extraction; microplate enzyme-linked immunoassay (ELISA); qualitative ELISA (tube test)] were used to measure plasma progesterone concentration in mare plasma. The direct RIA showed a close correlation (R = 0.94) with the extraction RIA. The direct RIA and the microplate ELISA were compared in two different studies. In the first study 1155 samples of postpartum mares were used for progesterone determination with both assays. The ELISA resulted in more elevated values both in oestrus and dioestrus (0.19+/-0.3 and 2.44+/-3.62 nmol...