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Topic:Logistic Regression

Logistic regression is a statistical method used for modeling the probability of a certain class or event, such as the presence or absence of a particular condition, based on one or more predictor variables. In equine research, logistic regression can be applied to analyze various factors affecting horse health and performance. This method allows researchers to evaluate the relationship between independent variables, such as age, breed, and physiological parameters, and a binary outcome, such as the occurrence of a disease or a performance level. Logistic regression is valuable for identifying potential risk factors and making predictions about health outcomes in horses. This page compiles peer-reviewed research studies and scholarly articles that explore the application, methodology, and findings of logistic regression in equine studies.
The impact of grade of laryngeal function immediately prior to laryngoplasty and ipsilateral ventriculocordectomy on postoperative performance: 623 Thoroughbred racehorses (1998-2013).
Equine veterinary journal    October 21, 2021   Volume 54, Issue 5 856-864 doi: 10.1111/evj.13523
Broyles AH, Embertson RM, Brett Woodie J, Machado V.There is persistent concern among some trainers, owners and veterinarians regarding the effect of preoperative laryngeal function grade on the outcome of laryngoplasty and ventriculocordectomy (LPVC). Objective: To determine the effect of laryngeal function grade prior to LPVC on postoperative performance. Methods: Retrospective case-series. Methods: Medical and race records of Thoroughbred racehorses diagnosed with recurrent laryngeal neuropathy (RLN) and treated with LPVC between 1998 and 2013 were reviewed. Horses were placed into three groups based on preoperative laryngeal function grade ...
The enteroinsular axis during hospitalization in newborn foals.
Domestic animal endocrinology    September 16, 2021   Volume 78 106686 doi: 10.1016/j.domaniend.2021.106686
Rings LM, Kamr AM, Kinsella HM, Hostnik LD, Swink JM, Burns TA, Christie K, David JB, Toribio RE.The enteroinsular axis (EIA) is an energy regulatory system that modulates insulin secretion through the release of enteroendocrine factors (incretins). Despite the importance of energy homeostasis in the equine neonate, information on the EIA in hospitalized foals is lacking. The goals of this study were to measure serum insulin and plasma incretin (glucose-dependent insulinotropic polypeptide [GIP], glucagon-like peptide-1 [GLP-1] and glucagon-like peptide-2 [GLP-2]) concentrations, to determine the insulin and incretin association, as well as their link to disease severity and outcome in ho...
A cross-sectional study of Leishmania spp. in draft horses from the Distrito Federal, Brazil: Seroprevalence, spatial distribution, and associated factors.
Preventive veterinary medicine    August 17, 2021   Volume 195 105467 doi: 10.1016/j.prevetmed.2021.105467
Biral NV, Azevedo Santos H, Senne NA, Paulino PG, Camilo TA, Tassinari WS, Silva VL, Santos FN, Angelo IDC.Equine leishmaniasis is a neglected tropical disease caused by the protozoan of the Leishmania genus, and it has been reported in several countries around the world, especially Brazil. Therefore, the present investigation aims to conduct a cross-sectional study to determine the prevalence, spatial distribution, and associated factors with seropositivity for Leishmania spp. in draft horses from the Distrito Federal, Brazil. The serological survey was conducted on 411 animals, employing the Indirect Immunofluorescence Test (IFA) and Enzyme-Linked Immunosorbent Assay (ELISA). The Kappa (κ) and g...
Seroprevalence of Leptospira in Racehorses and Broodmares in New Zealand.
Animals : an open access journal from MDPI    October 23, 2020   Volume 10, Issue 11 1952 doi: 10.3390/ani10111952
Bolwell CF, Rogers CW, Benschop J, Collins-Emerson JM, Adams B, Scarfe KR, Gee EK.A cross-sectional survey was conducted to determine the seroprevalence of in a cohort of horses and to evaluate potential risk factors for seropositivity in horses in New Zealand. The convenience sample included 499 Thoroughbred racing and breeding horses from 25 commercial properties in North Island, New Zealand. A questionnaire was used to collect demographic data on horses and property-level information on grazing and management practices, pest (rodent) management, access to natural waterways, other livestock on the property, and possible contact with wildlife. The microscopic agglutinati...
Analysis of Thoroughbred horse farm workers’ compensation insurance claims in Kentucky: Injury frequency, cost, lost time, and associated occupational factors.
American journal of industrial medicine    July 28, 2020   Volume 63, Issue 10 936-948 doi: 10.1002/ajim.23159
Flunker JC, Clouser JM, Swanberg JE.Thoroughbred horse farm workers self-report a high frequency of work-related injuries and pain. However, an analysis of Thoroughbred horse farm workers' compensation injury claims is absent from the literature, yet may benefit worker safety. We analyzed workers' compensation insurance firm data containing 2276 claims filed between 2008 and 2015. Injury frequency, cost, and lost time per cause, nature, and body part injured were examined qualitatively and via univariate tests. Factors associated with high cost and high duration lost time claims were modeled via multivariable logistic regression...
Caudal cervical vertebral morphological variation is not associated with clinical signs in Warmblood horses.
Equine veterinary journal    July 16, 2019   Volume 52, Issue 2 219-224 doi: 10.1111/evj.13140
Veraa S, de Graaf K, Wijnberg ID, Back W, Vernooij H, Nielen M, Belt AJM.Variation in equine caudal cervical spine morphology at C6 and C7 has high prevalence in Warmblood horses and is suspected to be associated with pain in a large mixed-breed group of horses. At present no data exist on the relationship between radiographic phenotype and clinical presentation in Warmblood horses in a case-control study. Objective: To establish the frequency of radiographically visible morphologic variation in a large group of Warmblood horses with clinical signs and compare this with a group without clinical signs. We hypothesised that occurrence of morphologic variation in the ...
Analysis of factors affecting the pregnancy rate of mares after inseminations with cooled transported stallion semen.
Theriogenology    January 2, 2019   Volume 127 7-14 doi: 10.1016/j.theriogenology.2018.12.036
Kareskoski M, Venhoranta H, Virtala AM, Katila T.Artificial insemination (AI) with cooled stallion semen has increased markedly during the last decades in all countries, but fertility is often lower than when fresh semen or natural mating is used. The objective of this study was to examine field data (1634 ,cycles 523 Standardbred (SB) mares, 575 Finnhorse (FH) mares, and 90 stallions) using multivariable logistic regression for factors influencing the pregnancy rate (PR) after AI with cooled transported semen from SB and FH stallions. The PR per cycle for the material was 47%: Finnhorses 42% and Standardbreds 53%. When assessed with multiva...
Assessment of Musculoskeletal Injuries Associated with Palpation, Infection Control Practices, and Zoonotic Disease Risks among Utah Clinical Veterinarians.
Journal of agromedicine    October 26, 2018   Volume 24, Issue 1 35-45 doi: 10.1080/1059924X.2018.1536574
Rood KA, Pate ML.Practicing veterinarians are exposed to unique occupational hazards and zoonotic diseases. National studies have highlighted an increase risk to injuries and a lack of veterinary awareness for these hazards. In Utah (and likely other states), reports of acquired zoonoses are sporadic, and underlying risk factors poorly understood. To better clarify occupational risk factors, the knowledge, attitudes, and behaviors of Utah veterinarians were examined. A total sample of 809 Utah veterinarians were identified from the 2017 licensure listing provided by the Utah Division of Professional Licensing....
Prevalence of Rhodococcus equi from the nasal cavity of 1010 apparently healthy horses.
Equine veterinary journal    February 5, 2018   Volume 50, Issue 5 667-671 doi: 10.1111/evj.12804
Gressler LT, Machado G, da Silveira BP, Cohen ND, Corbellini LG, Leotti VB, Diehl GN, Dos Santos LC, de Vargas AC.Rhodococcus equi is an important cause of foal pneumonia. While its isolation from different sources has been widely evaluated, there is a need to better understand the R. equi epidemiology from samples of the nasal cavity of healthy horses. Objective: To determine the prevalence of R. equi from the nasal cavity of healthy horses, along with its virulence profile, antimicrobial susceptibility and environmental variables associated. Methods: Cross-sectional study. Methods: Swabs from the nasal cavity of 1010 apparently healthy horses from 341 farms were submitted for bacteriological analyses. T...
Medical treatment of horses with deep digital flexor tendon injuries diagnosed with high-field-strength magnetic resonance imaging: 118 cases (2000-2010).
Journal of the American Veterinary Medical Association    November 26, 2015   Volume 247, Issue 11 1309-1318 doi: 10.2460/javma.247.11.1309
Lutter JD, Schneider RK, Sampson SN, Cary JA, Roberts GD, Vahl CI.To describe the location and severity of deep digital flexor tendon (DDFT) lesions diagnosed by means of high-field-strength MRI in horses and to identify variables associated with return to activity following medical treatment. Methods: Retrospective case series. Methods: 118 horses. Methods: Medical records of horses with DDFT injury diagnosed with MRI over a 10-year period (2000-2010) and treated medically (intrasynovial administration of corticosteroids and sodium hyaluronan, rest and rehabilitation, or both) were reviewed. History, signalment, use, results of lameness examination and diag...
Clinical Research Abstracts of the British Equine Veterinary Association Congress 2015.
Equine veterinary journal    September 17, 2015   Volume 47 Suppl 48 28 doi: 10.1111/evj.12486_63
Lotstra RJ, van den Broek J, Power T, Marr CM, Wijnberg ID.Atrial fibrillation is a common equine arrhythmia. Quinidine alone, or with digoxin are common treatments. Studies on outcome in Warmblood populations in which duration of the AF is often unknown are limited. Objective: To identify the factors that are associated with the success of full treatment cardioversion with oral medication, and establish whether there are differences in these factors between institutions. Methods: Retrospective case series using patient records of Equine University Clinic of Utrecht University and Rossdales Equine Hospital, Newmarket. Methods: Forty-nine horses treate...
Speed and Cardiac Recovery Variables Predict the Probability of Elimination in Equine Endurance Events.
PloS one    August 31, 2015   Volume 10, Issue 8 e0137013 doi: 10.1371/journal.pone.0137013
Younes M, Robert C, Cottin F, Barrey E.Nearly 50% of the horses participating in endurance events are eliminated at a veterinary examination (a vet gate). Detecting unfit horses before a health problem occurs and treatment is required is a challenge for veterinarians but is essential for improving equine welfare. We hypothesized that it would be possible to detect unfit horses earlier in the event by measuring heart rate recovery variables. Hence, the objective of the present study was to compute logistic regressions of heart rate, cardiac recovery time and average speed data recorded at the previous vet gate (n-1) and thus predict...
Dominance rank is associated with body condition in outdoor-living domestic horses (Equus caballus).
Applied animal behaviour science    May 6, 2015   Volume 166 71-79 doi: 10.1016/j.applanim.2015.02.019
Giles SL, Nicol CJ, Harris PA, Rands SA.The aim of our study was to explore the association between dominance rank and body condition in outdoor group-living domestic horses, . Social interactions were recorded using a video camera during a feeding test, applied to 203 horses in 42 herds. Dominance rank was assigned to 194 individuals. The outcome variable body condition score (BCS) was recorded using a 9-point scale. The variables age and height were recorded and considered as potential confounders or effect modifiers. Results were analysed using multivariable linear and logistic regression techniques, controlling for herd group as...
Association of catastrophic biaxial fracture of the proximal sesamoid bones with bony changes of the metacarpophalangeal joint identified by standing magnetic resonance imaging in cadaveric forelimbs of Thoroughbred racehorses.
Journal of the American Veterinary Medical Association    February 27, 2015   Volume 246, Issue 6 661-673 doi: 10.2460/javma.246.6.661
Peloso JG, Vogler JB, Cohen ND, Marquis P, Hilt L.To compare bony changes in the metacarpophalangeal joint (MCPJ) of racehorses with (cases) and without (controls) biaxial proximal sesamoid bone (PSB) fracture as determined by 2 grading scales applied to images of cadaveric forelimbs obtained by means of standing MRI (sMRI). Methods: Case-control study. Methods: Forelimbs from 74 Thoroughbred racehorses (21 cases and 53 controls) that were euthanized at a Florida racetrack. Methods: Both forelimbs were harvested from cases and controls. Each forelimb underwent sMRI to obtain images of the MCPJ. Two grading scales were described and used for i...
The interrelationship of lameness, saddle slip and back shape in the general sports horse population.
Equine veterinary journal    February 27, 2014   Volume 46, Issue 6 687-694 doi: 10.1111/evj.12222
Greve L, Dyson SJ.Saddle slip is usually blamed on saddle fit, crooked riders or horse shape, but may reflect hindlimb lameness. There are no studies of the frequency of occurrence of saddle slip and risk factors within a tested sample population of the general sports horse population. Objective: To quantify the frequency of saddle slip and to describe the association with lameness, thoracolumbar shape/symmetry, crooked riders and ill-fitting saddles. Methods: Nonrandom, cross-sectional survey using convenience sampling. Methods: Five hundred and six sports horses in normal work were assessed prospectively. Tho...
A nationwide surveillance scheme for equine grass sickness in Great Britain: results for the period 2000-2009.
Equine veterinary journal    June 8, 2011   Volume 43, Issue 5 571-579 doi: 10.1111/j.2042-3306.2011.00364.x
Wylie CE, Proudman CJ, McGorum BC, Newton JR.Equine grass sickness (EGS) remains a frequently fatal disease of equids in Great Britain (GB). The first nationwide surveillance scheme for EGS was developed to obtain information on the occurrence of EGS and to help facilitate future proposed intervention studies, such as vaccine trials. Objective: To collect both retrospective and prospective data on cases of EGS occurring in GB since 2000 and to assess potential risk factors for categories of EGS and survival after chronic EGS. Methods: Prospective data were collected using a nationwide surveillance scheme for EGS that was developed and in...
How do features of dressage arenas influence training surface properties which are potentially associated with lameness?
Veterinary journal (London, England : 1997)    October 5, 2010   Volume 186, Issue 2 172-179 doi: 10.1016/j.tvjl.2010.04.026
Murray RC, Walters J, Snart H, Dyson S, Parkin T.Results from a previous study indicated that there are specific arena surface characteristics that are associated with an increased likelihood of lameness in dressage horses. It is important to understand what modifiable arena factors lead to these detrimental surface characteristics. The aim of this study was to describe the use of training surfaces and arenas for United Kingdom dressage horses and to investigate any relationships between arena/surface variables and detrimental surface characteristics. Data from a questionnaire returned by 22.5% of all 11,363 registered members of British Dre...
Factors associated with likelihood of horses having a high serum Streptococcus equi SeM-specific antibody titer.
Journal of the American Veterinary Medical Association    October 16, 2009   Volume 235, Issue 8 973-977 doi: 10.2460/javma.235.8.973
Boyle AG, Sweeney CR, Kristula M, Boston R, Smith G.To identify factors associated with an increased likelihood that horses would have a serum Streptococcus equi SeM-specific antibody titer > or = 1:1,600. Methods: Cross-sectional study. Methods: 188 healthy client-owned horses. Methods: A single serum sample from each horse was tested for SeM-specific antibody titer with an ELISA. Multivariate logistic regression was used to identify factors associated with having a titer > or = 1:1,600. Results: Age, breed, and vaccination status were significantly associated with the likelihood of having a titer > or = 1:1,600. The odds of having a ...
Factors influencing conception rates of Arab mares in Tunisia.
Animal reproduction science    May 4, 2009   Volume 117, Issue 1-2 106-110 doi: 10.1016/j.anireprosci.2009.04.010
Benhajali H, Richard-Yris MA, Ezzaouia M, Charfi F, Hausberger M.In order to investigate the factors affecting the reproduction efficiency of Arab breeding mares in Tunisia, breeding data corresponding to 2340 mated cycles, over 5 years (from 2000 to 2004), from 555 mares offspring of 50 sires and bred with 17 stallions were analysed using a multivariate logistic regression. We chose logit link function and binomial distribution and we used log-likelihood-ratio (LL) and Wald tests (X(2)Wald) to test the mean values. The factors of variation included in the model were the year, the stallion, the age of the mare at mating, the sire and the category of the mar...
Identification of risk factors for lameness in dressage horses.
Veterinary journal (London, England : 1997)    April 14, 2009   Volume 184, Issue 1 27-36 doi: 10.1016/j.tvjl.2009.03.020
Murray RC, Walters JM, Snart H, Dyson SJ, Parkin TD.The aim of this study was to describe the prevalence of illness and lameness at different anatomical sites in registered United Kingdom dressage horses and to identify risk factors for lameness. A questionnaire was sent to all 11,363 registered members of British Dressage in 2005, with one questionnaire assigned per horse. Four multivariable logistic regression models were developed for each section of the questionnaire. A final mixed effects logistic regression model was developed which combined the results from all prior models. Owners reported that 33% of horses had been lame at some time d...
Estimation models for the morbidity of the horses infected with equine influenza virus.
Journal of equine science    October 24, 2008   Volume 19, Issue 3 63-66 doi: 10.1294/jes.19.63
Sugita S, Oki H, Hasegawa T, Ishida N.Estimation formulas for the morbidity of horses infected with equine influenza virus by linear regression, logistic regression and probit transformation were developed, using data from the outbreak at the Sha Tin Racing Track in Hong Kong in 1992. Using these formulas, we estimated the equine influenza virus morbidity rates at training centers belonging to the Japan Racing Association (JRA) in October 1997 and in October 1998. In 1998 JRA started a new vaccination program, and every horse must now be vaccinated twice per year. At that time, the vaccine included two US lineage virus strains, th...
Effects of injury to the suspensory apparatus, exercise, and horseshoe characteristics on the risk of lateral condylar fracture and suspensory apparatus failure in forelimbs of thoroughbred racehorses.
American journal of veterinary research    November 30, 2004   Volume 65, Issue 11 1508-1517 doi: 10.2460/ajvr.2004.65.1508
Hill AE, Gardner IA, Carpenter TE, Stover SM.To assess concurrently the effects of moderate ligamentous suspensory apparatus injury (MLSAI), racing-speed exercise, and horseshoe characteristics on risk of catastrophic suspensory apparatus failure (SAF) or metacarpal condylar fracture (CDY) in forelimbs of racehorses. Methods: Cadavers of 301 Thoroughbred racehorses (108 with SAF, 33 with CDY and 160 control horses). Methods: A cross-sectional epidemiologic study was used to describe distributions and relationships between MLSAI, exercise, and horseshoe variables. Logistic regression was used to assess potential risk factors for developin...
Risk factors for atrial fibrillation during racing in slow-finishing horses.
Journal of the American Veterinary Medical Association    July 4, 2003   Volume 223, Issue 1 84-88 doi: 10.2460/javma.2003.223.84
Ohmura H, Hiraga A, Takahashi T, Kai M, Jones JH.To determine prevalence of atrial fibrillation (AF) immediately after racing among racehorses that finished well behind the winners and examine potential risk factors for AF in these horses. Methods: Case-control study. Methods: 39,302 racehorses representing 404,090 race starts in races sanctioned by the Japan Racing Association between 1988 and 1997. Methods: Horses that finished > or = 4 (turf races) or 5 (dirt races) seconds behind the winner or that did not complete the race were examined for AF within 5 minutes after the race. Logistic regression and chi2 analyses were used to determine ...
Epidemiology of equine grass sickness: a literature review (1909-1999).
The Veterinary record    September 26, 2001   Volume 149, Issue 10 293-300 doi: 10.1136/vr.149.10.293
McCarthy HE, Proudman CJ, French NP.The geographical spread of grass sickness between 1909 and 1999, particularly in England and Wales, is described, and the experimental investigations to identify a causal agent are summarised. The epidemiological techniques used to investigate grass sickness vary from clinical observations, to more advanced methods such as case-control studies using logistic regression analyses. Several risk factors for grass sickness have been reported consistently (age, time of year and recent movement to new pasture or premises) and several others have been reported for which the findings remain inconsisten...
Factors associated with racing performance of Thoroughbreds undergoing lag screw repair of condylar fractures of the third metacarpal or metatarsal bone.
Journal of the American Veterinary Medical Association    January 2, 2001   Volume 217, Issue 12 1870-1877 doi: 10.2460/javma.2000.217.1870
Martin GS.To evaluate effects of sex, fracture configuration, affected limb, and screw placement on outcome of Thoroughbreds with condylar fractures involving the third metacarpal or metatarsal bone. Methods: Cohort study. Animals-56 horses. Methods: Age, sex, affected limb, fracture configuration, fracture length, fracture fragment width, and distance of the most distal screw from the articular surface were analyzed in logistic regression models. Results: Females were more likely to have displaced fractures and race in fewer races after surgery than males. Sex and fracture configuration were associated...
Factors influencing recovery from and duration of lameness in Michigan (USA) horses.
Preventive veterinary medicine    June 29, 1999   Volume 40, Issue 2 127-138 doi: 10.1016/s0167-5877(99)00028-8
Ross WA, Kaneene JB, Caron JP, Gallagher KF, Gardiner JC.The objective of this study was to identify factors that may affect recovery from and duration of a case of lameness in a stratified random sample of Michigan horses. This was done using data from Phase-II of the Michigan equine monitoring system (MEMS Phase-II), the equine health-monitoring study [Kaneene et al., Prev. Vet. Med. 29 (1997b) 277-292; Ross and Kaneene, Prev. Vet. Med. 28 (1996a) 209-224; Ross and Kaneene, Prev. Vet. Med. 29 (1996b) 59-75; Ross et al., Am. J. Vet. Res. 59 (1997) 23-29]. In this study, statistical modelling was conducted to evaluate risk factors affecting recovery...
Relationship between race start characteristics and risk of catastrophic injury in thoroughbreds: 78 cases (1992).
Journal of the American Veterinary Medical Association    March 10, 1998   Volume 212, Issue 4 544-549 
Estberg L, Stover SM, Gardner IA, Johnson BJ, Jack RA, Case JT, Ardans A, Read DH, Anderson ML, Barr BC, Daft BM, Kinde H, Moore J, Stoltz J, Woods L.To investigate relationships of several racehorse characteristics and race conditions with risk of a catastrophic musculoskeletal injury (CMI) resulting in euthanasia in Thoroughbreds during racing in California in 1992. Methods: Retrospective longitudinal study. Methods: Thoroughbreds that incurred CMI during racing and all California race entrants in 1992. Methods: Necropsy records were reviewed, and race start information was obtained. Incidence risk of CMI/1,000 race entrants was estimated. Relationships between CMI during racing and race-meet, entrant age and sex, race type and length, an...
Age, breed, sex and seasonality as risk factors for equine laminitis.
Preventive veterinary medicine    January 1, 1997   Volume 29, Issue 3 179-184 doi: 10.1016/s0167-5877(96)01086-0
Polzer J, Slater MR.A case-control study was conducted at the Texas Veterinary Medical Center between January 1, 1986 and December 31, 1991. Logistic regression was used to assess age, breed, sex, and seasonality as risk factors for equine laminitis. There were 70 acute cases, 183 chronic cases, and 779 controls. No statistical association was found between age, breed, sex, or seasonality and the diagnosis of acute laminitis. For chronic cases, the estimated odds ratio was statistically significant for age (OR = 1.05, 95% CI (1.02, 1.08)) and for the diagnosis of laminitis in the third quarter of the year (OR = 2...
Case-control study of the association between various management factors and development of colic in horses. Texas Equine Colic Study Group.
Journal of the American Veterinary Medical Association    March 1, 1995   Volume 206, Issue 5 667-673 
Cohen ND, Matejka PL, Honnas CM, Hooper RN.The association between various management factors and development of colic was studied in 821 horses treated for colic and 821 control horses treated for noncolic emergencies by practicing veterinarians in Texas between Oct 1, 1991 and Dec 31, 1992. History of previous colic and history of previous abdominal surgery were found to be significantly associated with colic. Change in stabling conditions during the 2 weeks prior to the time of examination, recent change in diet, and recent change in level of activity significantly increased the risk for development of colic. Changes in activity lev...
Prevalence and risk factors in serous arthritis in the carpal joint of Norwegian coldblooded trotters.
Veterinary research communications    January 1, 1994   Volume 18, Issue 4 281-288 doi: 10.1007/BF01839194
Dolvik NI.Of 508 four-year-old coldblooded trotters examined for carpitis, 135 (27%) had the condition. Thirty horses had unilateral carpitis on the left frontlimb, 52 on the right frontlimb and 53 had bilateral carpitis. Of these horses, 105 were stallions, 135 were geldings and 269 were mares. The prevalence of carpitis in these three groups was 25%, 25% and 28%, respectively. Information was obtained on the training regimes in four periods of the life of 378 horses. The odds ratios for the training variables were of the same order in all four periods. In logistic regression analyses on the training v...