Analyze Diet

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.
Real-time ultrasound measure of the fetal eye (vitreous body) for prediction of parturition date in small ponies.
Theriogenology    January 19, 2006   Volume 66, Issue 2 331-337 doi: 10.1016/j.theriogenology.2005.11.019
Turner RM, McDonnell SM, Feit EM, Grogan EH, Foglia R.Ultrasonographic fetal eye measures have been used to estimate gestational age of the fetus in light horse mares. However, fetal eye measures have not been published for smaller pony breeds. This study was conducted to develop reference ranges for ultrasonographic measures of fetal eyes in small ponies for the purpose of predicting days before parturition (DBP) when breeding or ovulation dates are unknown. Twenty-three Shetland-type pony mares were studied across one (n = 10) or two (n = 13) gestations in 2004 (18 pregnancies) and 2005 (18 pregnancies). Measurements of fetal eyes were obtained...
Use of proxies and reference quintiles obtained from minimal model analysis for determination of insulin sensitivity and pancreatic beta-cell responsiveness in horses.
American journal of veterinary research    December 29, 2005   Volume 66, Issue 12 2114-2121 doi: 10.2460/ajvr.2005.66.2114
Treiber KH, Kronfeld DS, Hess TM, Boston RC, Harris PA.To develop proxies calculated from basal plasma glucose and insulin concentrations that predict insulin sensitivity (SI; L.min(-1) x mU(-1)) and beta-cell responsiveness (ie, acute insulin response to glucose [AIRg]; mU/L x min(-1)) and to determine reference quintiles for these and minimal model variables. Methods: 1 laminitic pony and 46 healthy horses. Methods: Basal plasma glucose (mg/dL) and insulin (mU/L) concentrations were determined from blood samples obtained between 8:00 AM and 9:00 AM. Minimal model results for 46 horses were compared by equivalence testing with proxies for screeni...
[Prediction of 137Cs accumulation in animal products in the territory of Semipalatinsk test site].
Radiatsionnaia biologiia, radioecologiia    October 8, 2005   Volume 45, Issue 4 480-487 
Spiridonov SI, Gontarenko IA, Mukusheva MK, Fesenko SV, Semioshkina NA.The paper describes mathematical models for 137Cs behavior in the organism of horses and sheep pasturing on the bording area to the testing area "Ground Zero" of the Semipalatinsk Test Site. The models are parameterized on the base of the data from an experiment with the breeds of animals now commonly encountered within the Semipalatinsk Test Site. The predictive calculations with the models devised have shown that 137Cs concentrations in milk of horses and sheep pasturingon the testing area to "Ground Zero" can exceed the adopted standards during a long period of time.
Can jumping capacity of adult show jumping horses be predicted on the basis of submaximal free jumps at foal age? A longitudinal study.
Veterinary journal (London, England : 1997)    September 1, 2005   Volume 170, Issue 2 212-221 doi: 10.1016/j.tvjl.2004.06.009
Bobbert MF, Santamaría S, van Weeren PR, Back W, Barneveld A.The purpose of this study was to quantify performance characteristics of good jumping horses, and to determine whether these were already detectable at foal age. Kinematic data were collected of horses performing free jumps over a 0.60 m high fence at six months of age and of these same horses jumping with a rider over a 1.15 m high fence at five years of age. At five years of age the horses were divided into three groups on the basis of a puissance competition: a group of seven best jumpers that made no errors and in the end cleared a 1.50 m high fence, a group of nine worst jumpers that were...
Capacitation, acrosome function and chromatin structure in stallion sperm.
Animal reproduction science    August 2, 2005   Volume 89, Issue 1-4 47-56 doi: 10.1016/j.anireprosci.2005.06.017
Neild DN, Gadella BM, Agüero A, Stout TA, Colenbrander B.In general, fertility in breeding stallions is lower and more variable than in the other farm animal species, primarily because selection is based on pedigree, looks and/or athletic performance, with little consideration of fertility or fertility potential. Moreover, because the average stallion breeds only a limited number of mares per year and in-field fertility is influenced significantly by non-stallion factors such as management and mare fertility, meaningful fertility data are hard to come-by. Unfortunately, generating usable figures would involve impractically high costs, time and numbe...
Factors affecting long-term survival of horses recovering from surgery of the small intestine.
Equine veterinary journal    July 21, 2005   Volume 37, Issue 4 360-365 doi: 10.2746/0425164054529481
Proudman CJ, Edwards GB, Barnes J, French NR.Epiploic foramen entrapment (EFE) has been associated with a particularly poor post operative prognosis for equine colic cases, but the reasons for this are unknown. Objective: To identify variables associated with post operative survival following surgery for small intestinal disease; develop a model describing long-term post operative survival; and identify reasons for the poor prognosis associated with EFE. Methods: Data from 382 horses undergoing surgery were used to identify variables associated with survival. A multivariable Cox proportional hazards model for post operative survival was ...
Modelling long-term survival of horses following surgery for large intestinal disease.
Equine veterinary journal    July 21, 2005   Volume 37, Issue 4 366-370 doi: 10.2746/0425164054529328
Proudman CJ, Edwards GB, Barnes J, French NP.Large intestinal diseases are an important cause of equine colic that require surgical management, but there is little published information about long-term survival of such cases. Objective: To identify variables associated with post operative mortality and to develop a model for post operative survival following surgery for large intestinal disease. Methods: Clinical data and long-term follow-up information from 275 horses undergoing surgery for large intestinal disease were used. A multivariable, Cox proportional hazards model for post operative death was developed and the fit of the model ...
Prediction of foaling using mammary secretion constituents.
New Zealand veterinary journal    July 21, 2005   Volume 50, Issue 3 99-103 doi: 10.1080/00480169.2002.36290
Brown-Douglas CG, Perkins NR, Stafford KJ, Hedderley DI.To test published models for predicting time of foaling using data derived from prepartum mammary secretions and to develop a new model based on concentrations of mammary secretion constituents that accurately predicts time of foaling in Thoroughbred mares. Methods: Concentrations of sodium, potassium, calcium, citrate and lactose were measured in prepartum mammary secretions of 20 Thoroughbred mares in the 2 weeks before expected date of foaling. Models to predict time of foaling were fitted to data based on absolute concentration, change in concentration, and percentage change in concentrati...
Using blood urea nitrogen to predict nitrogen excretion and efficiency of nitrogen utilization in cattle, sheep, goats, horses, pigs, and rats.
Journal of animal science    March 9, 2005   Volume 83, Issue 4 879-889 doi: 10.2527/2005.834879x
Kohn RA, Dinneen MM, Russek-Cohen E.The objectives of this study were to evaluate the potential for using blood urea N concentration to predict urinary N excretion rate, and to develop a mathematical model to estimate important variables of N utilization for several different species of farm animals and for rats. Treatment means (n = 251) from 41 research publications were used to develop mathematical relationships. There was a strong linear relationship between blood urea N concentration (mg/100 mL) and rate of N excretion (g x d(-1) x kg BW(-1)) for all animal species investigated. The N clearance rate of the kidney (L of bloo...
A Bayesian approach to prediction of stallion daily sperm output.
Theriogenology    October 30, 2004   Volume 62, Issue 9 1607-1617 doi: 10.1016/j.theriogenology.2004.03.015
Thompson JA, Love CC, Stich KL, Brinsko SP, Blanchard TL, Varner DD.In equine breeding, the number of spermatozoa ejaculated is considered an important factor in fertility. Methods for predicting the number of spermatozoa have been derived from semen collection procedures. A once-daily collection period for 10 days is a standard recommendation to predict long-term daily sperm output (DSO). The first objective of this study was to determine the precision or repeatability of these DSO predictions. Semen was collected and evaluated daily during four periods for 10 days, for 15 different stallions. The analytical methods utilized hierarchal Bayesian modeling as im...
Echocardiography and electrocardiography as means to evaluate potential performance in horses.
Journal of veterinary science    September 15, 2004   Volume 5, Issue 3 259-262 
Lightowler C, Piccione G, Giudice E, del Olmo GR, Cattaneo ML.Prediction of potential performance is one of the goals of exercise physiology investigations. When Selecting a horse for competition, one of the main objectives is to choose the one that predictably will reveal a competitive aptitude above the average. The horses used in this study underwent a two-dimensional echocardiography study and a conventional 3 leads electrocardiogram. The results show that heart score is not an appropriate index to evaluate the heart size in the horse. On the other hand, there are currently more suitable and accurate procedures such as echocardiography that allow per...
Case-control investigation of the factors affecting the risk of horses falling during steeplechase racing in the UK.
The Veterinary record    July 22, 2004   Volume 155, Issue 1 11-15 doi: 10.1136/vr.155.1.11
Pinchbeck GL, Clegg PD, Proudman CJ, Morgan KL, French NP.A concurrent case-control study of 12 UK racecourses was made between March 1, 2000, and August 31, 2001, to identify and quantify the factors associated with the risk of horses falling in steeplechase races. Cases were defined as a jumping effort at a steeplechase fence that resulted in a fall and controls were defined as a successful jumping effort over any steeplechase fence at any of the 12 racecourses within 14 days before or after the case fall. Information on the horse, the jockey and the race were collected and all the fences on all the courses were surveyed. Conditional logistic regre...
Weight prediction from linear measures of growing Thoroughbreds.
Equine veterinary journal    March 25, 2004   Volume 36, Issue 2 149-154 doi: 10.2746/0425164044868585
Staniar WB, Kronfeld DS, Hoffman RM, Wilson JA, Harris PA.Monitoring weight of foals is a useful management practice to aid in maximising athletic potential while minimising risks associated with deviations from normal growth. Objective: To develop predictive equations for weight, based on linear measurements of growing Thoroughbreds (TBs). Methods: Morphometric equations predicting weight from measurements of the trunk and legs were developed from data of 153 foals. The accuracy, precision and bias of the best fitting equation were compared to published equations using a naive data set of 22 foals. Results: Accuracy and precision were maximised with...
M-mode echocardiographic ratio indices in normal dogs, cats, and horses: a novel quantitative method.
Journal of veterinary internal medicine    October 8, 2003   Volume 17, Issue 5 653-662 doi: 10.1111/j.1939-1676.2003.tb02496.x
Brown DJ, Rush JE, MacGregor J, Ross JN, Brewer B, Rand WM.A novel method for quantitative echocardiographic interpretations is introduced based on the calculation of ratio indices in which each raw M-mode measurement is divided by the aortic root dimension (Ao). "Aorta-based" indices were calculated with the animal's measured aortic root dimension (Ao(m)) as the length standard. Conversely, "weight-based" indices employed an idealized estimate of aortic dimension (Ao(w)) with a weighted least squares linear regression against the cube root of body weight (Ao(w) = kW(1/3)). Use of these indices circumvented undesirable statistical characteristics inhe...
Retrospective analysis of historical, clinical, ultrasonographic, serum biochemical and haematological data in prognostic evaluation of equine liver disease.
Equine veterinary journal    October 1, 2003   Volume 35, Issue 6 542-547 doi: 10.2746/042516403775467324
Durham AE, Newton JR, Smith KC, Hillyer MH, Hillyer LL, Smith MR, Marr CM.Results of noninvasive tests of liver disease do not always correlate with the degree of hepatic disease nor outcome of the case. Objective: To investigate the prognostic value of data collected using noninvasive tests during the investigation of cases of suspected liver disease in mature horses. Objective: Much of the data gathered during the investigation of suspected hepatopathy cases offers little prognostic guidance and interpretation of such data can be misleading. Methods: The results from a range of common and noninvasive diagnostic techniques applied in 116 mature horses with suspecte...
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