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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.
Returning after a lay-up and absence of recent starts are associated with complete humerus fractures in Thoroughbred racehorses in South Korea (2009-2022).
Journal of the American Veterinary Medical Association    January 16, 2026   1-8 doi: 10.2460/javma.25.08.0567
Choi Y, Rosanowski SM, Parkin TD.To identify risk factors associated with complete humerus fractures in Thoroughbreds in South Korea. Unassigned: A retrospective case-control design with multivariable logistic regression was used. This study included 131 Thoroughbreds diagnosed with complete humerus fractures following racetrack activity between 2009 and 2022 (inclusive). Additionally, 660 healthy Thoroughbreds (699 observations) with at least 1 racetrack activity during the same period were included as controls. Unassigned: A total of 8 variables were associated with the risk of complete humerus fractures. Notably, horses wi...
Outcomes of diode laser-facilitated ankylosis of the distal tarsal joints in horses: A retrospective study of 64 cases.
Veterinary surgery : VS    July 28, 2025   doi: 10.1111/vsu.14312
Sanchez-Arjona R, Lopez Cruz C, Hague BA, Jayawickrama J, Kamm JL.To evaluate the outcomes of diode laser-facilitated (DLF) ankylosis using different surgical techniques to treat distal tarsal osteoarthritis (OA) in horses. Methods: Retrospective cohort study. Methods: A total of 64 client-owned horses with distal tarsal OA treated with DLF ankylosis between 2011 and 2021 in a referral hospital were included. Methods: DLF ankylosis techniques included: intra-articular diode laser (L), diode laser with periarticular drilling (L + D) and diode laser with cuboidal bone fenestration (L + F). Horses requiring a second surgery formed a fourth group (T). Ou...
Influence of pituitary pars intermedia dysfunction on reproductive performance in Thoroughbred mares.
Journal of equine veterinary science    July 9, 2025   Volume 152 105651 doi: 10.1016/j.jevs.2025.105651
Murase H, Wachi S, Matsuyama R, Makita K, Sato F.Pituitary pars intermedia dysfunction (PPID) is an age-related disease considered to have a negative impact on fertility. To understand the true impact of PPID on fertility, the influence of age must be considered. Objective: This study aimed to assess the impact of PPID on fertility while accounting for the effect of aging. Methods: A total of 332 Thoroughbred mares aged 10-20 years and managed across 137 private farms in Hidaka, Hokkaido, Japan were classified as PPID, equivocal, or non-PPID based on plasma adrenocorticotropic hormone concentration in 2019 and 2020. The prevalence of PPID an...
The Confidential Enquiry into Perioperative Equine Fatalities: phase 4 (CEPEF4) – a worldwide observational, prospective, multicentre cohort study in 2025.
Veterinary anaesthesia and analgesia    June 16, 2025   S1467-2987(25)00136-9 doi: 10.1016/j.vaa.2025.06.005
Gozalo-Marcilla M, Redondo JI, Bettschart-Wolfensberger R, Domenech L, Doménech J, Johnston GM, Taylor PM.To report on the Confidential Enquiry into Perioperative Equine Fatalities 4 (CEPEF4). Methods: Confidential, observational, prospective, multicentre, cohort study. Methods: 47,396 horses/ponies undergoing general anaesthesia (GA). Methods: Characteristics of each GA (249 variables) were collected. Outcomes after seven days were ALIVE (or discharged), EUTHANASIA or DEAD. Logistic regression analysed patient demographics and the anaesthetic drugs (p < 0.05). Results: Data were collected from 47,396 GAs in 93 centres in 28 countries. Death rates were 1.2% overall, 0.6% for cases classified as NO...
Novel risk factors associated with fatal musculoskeletal injury in Thoroughbreds in North American racing (2009-2023).
Equine veterinary journal    March 25, 2025   doi: 10.1111/evj.14503
Bennet ED, Parkin TDH.The Equine Injury Database (EID) is a census-level record of Thoroughbred racing in North America, currently recording 95.6% of all race starts in 2023, along with partial training and veterinary histories of each horse. Objective: To identify horse-, race- and track-level risk factors associated with race-related fatal musculoskeletal injury (MSI) of Thoroughbred racehorses in North America. Methods: Retrospective cohort study. Methods: The study cohort included all race starts made by horses born after 31 December 2006, at tracks that fully report to the EID and consisted of 3,851,659 race s...
A Retrospective Study on Pre- and Intraoperative Predictors on the Recovery Quality of Horses After General Anesthesia.
Veterinary sciences    March 11, 2025   Volume 12, Issue 3 doi: 10.3390/vetsci12030262
Román Durá B, Dunham O, Grulke S, Salciccia A, Dupont J, Sandersen C.Equine anesthesia is related to high morbidity and mortality rates and recent studies suggested that the period of recovery remains the phase associated with the greatest risk of mortality in horses. Intraoperative hypotension, hypoxemia, and hypercapnia are recognized as potential determinants of recovery quality. This study, conducted at the Equine University Hospital of Liege, aimed to explore how these factors influence recovery outcomes and compare complications between non-emergency and emergency procedures. We analyzed data from 1057 horses, with a mean weight of 498 kg (ranging from 15...
A survey of welfare problems associated with transporting horses by road in Germany (2022-2024).
Veterinary journal (London, England : 1997)    March 5, 2025   106322 doi: 10.1016/j.tvjl.2025.106322
May A, Riley CB, Scharre A, Zablotski Y, Padalino B.Equine road transport is stressful and associated with an increased risk of behavioral problems, injuries, respiratory and gastrointestinal diseases. This cross-sectional survey-based study aimed to describe transport-related practices and the perception of behavioral and health issues in Germany. The survey targeted horse owners (amateurs and professionals) and obtained demographic details, the participant's experience, frequency and duration of transportation, and behavioral and health problems related to equine transportation. Associations among behavioral and health problems and transport ...
Comparative analysis of racing performance following surgical correction of epiglottic entrapment in standardbreds and thoroughbreds.
Frontiers in veterinary science    November 19, 2024   Volume 11 1479144 doi: 10.3389/fvets.2024.1479144
Norton AM, Rosanowski SM, O'Brien T.Epiglottic entrapment (EE) is a common cause of poor performance in racing standardbreds (STBs) and thoroughbreds (TBs). There is limited information published on the condition in STB racehorses and limited information on factors associated with return to racing available for either breed. Unassigned: This study investigated and compared the pre surgical findings, post-surgical complications and racing performance in STBs and TBs undergoing surgery for correction of EE. Associations between signalment and pre-surgical findings, and the presence of complications and racing post-surgery were com...
Foal sex in Thoroughbred horses: related factors.
Animal reproduction    August 5, 2024   Volume 21, Issue 3 e20230073 doi: 10.1590/1984-3143-AR2023-0073
Flores JG, Bueno VC, Bastos HBA, Rechsteiner SMDEF.Reproductive biotechniques in the equine species have advanced in the last decade and horse breeders have started to question the possibilities of interfering in the determination of foal sex. The aim of the present study was to verify whether the variables mares and stallion's age, side of the ovary containing the preovulatory follicle, preovulatory follicle diameter, time between breeding and ovulation, and ovulation inducing hormones influence the sex of the foal. A total of 259 reproductive cycles of 160 mares and 22 Thoroughbred stallions were used. Statistical analysis was performed usin...
Prognostic value of power doppler ultrasonography for equine superficial digital flexor tendon injury in thoroughbred racehorses.
Veterinary journal (London, England : 1997)    June 14, 2024   Volume 306 106179 doi: 10.1016/j.tvjl.2024.106179
Tamura N, Yoshihara E, Seki K, Mae N, Kodaira K, Iimori M, Yamazaki Y, Mita H, Urayama S, Kuroda T, Ohta M, Kasashima Y.The potential value of hypervascularity detected with power Doppler ultrasonography (PDU) within equine superficial digital flexor tendon (SDFT) as a prognostic factor of SDFT injury is not clear. The purpose of this study was to test the hypothesis that hypervascularity within SDFT is one of the risk factors for subsequent severe SDFT injury and to evaluate the prognostic value. A prospective cohort study of 97 Thoroughbred racehorses without any clinical signs of SDFT injury was conducted. Six variables of age, body weight, sex, the cross-sectional area of SDFT, PDU signal within SDFT and ex...
Involvement of veterinary students in the placement of intravenous catheters in adult horses in a teaching hospital does not significantly increase the rate of catheter complications.
Journal of the American Veterinary Medical Association    April 30, 2024   1-7 doi: 10.2460/javma.24.02.0077
Hepworth-Warren KL, Erwin-Craig SJ, Love K.To determine whether student involvement in intravenous catheter (IVC) placement increases the risk for complications and to report the rate and types of complications associated with IVCs in adult horses in a university teaching hospital. Methods: 455 IVCs placed in 394 horses. Methods: Data relevant to IVC placement and removal were retrieved from an electronic medical record search including records of adult horses from January 1 to December 31, 2022. Data retrieved from records included the role of the individual who prepared the site and placed the IVC, site of IVC placement, and type of ...
Cardiovascular Fitness and Stride Acceleration in Race-Pace Workouts for the Prediction of Performance in Thoroughbreds.
Animals : an open access journal from MDPI    April 29, 2024   Volume 14, Issue 9 doi: 10.3390/ani14091342
Schrurs C, Dubois G, Van Erck-Westergren E, Gardner DS.In-training racehorse physiological data can be leveraged to further explore race-day performance prediction. To date, no large retrospective, observational study has analysed whether in-training speed and heart rate recovery can predict racehorse success. Speed (categorised as 'slow' to 'fast' according to the time taken to cover the last 600 m from a virtual finish line) and heart rate recovery (from gallop to 1 min after exercise) of flat racehorses (n = 485) of varying age, sex and type according to distance (e.g., sprinter, miler and stayer) were obtained using a fitness tracker from a si...
Molecular and Serological Detection of Vector-Borne Pathogens Responsible for Equine Piroplasmosis in Europe between 2008 and 2021.
Microorganisms    April 17, 2024   Volume 12, Issue 4 816 doi: 10.3390/microorganisms12040816
Axt CW, Springer A, Strube C, Jung C, Naucke TJ, Müller E, Schäfer I.Equine piroplasmosis (EP) is caused by (.) and/or (.) . The aim was to assess the percentage of positive test results for EP in horses in Europe and to identify risk factors for pathogen contact/infection. This study included results from PCR and competitive enzyme-linked immunosorbent assay testing requested by European veterinarians between 2008 and 2021. Binary bivariate logistic regression was used to analyze risk factors. A total of 4060 horses were included. PCR testing was positive in 9.7% (154/1589), serology for in 15.2% (393/2591) and for in 6.8% (175/2578). The odds of positive...
Ultrasonographic findings of fluid accumulation and hyperechogenic spots suggestive of surgical site infection following laparotomy for colic in horses.
The Veterinary record    April 5, 2024   Volume 194, Issue 10 e4045 doi: 10.1002/vetr.4045
Pilati N, Pressanto MC, Beccati F, Pepe M, Venditti R, Gialletti R.The aim of this study was to compare ultrasonographic findings of the ventral midline incision after exploratory laparotomy for colic in horses with and without surgical site infection (SSI). Ultrasonographic examination of the surgical wound was performed on postoperative day 5 (D5) and day 10 (D10) to assess the presence of fluid accumulation, suture sinus formation, hyperechogenic spots and fistulous path. Clinical evaluation of the wound was used to classify horses with and without SSI. The accuracy, sensitivity, specificity and positive and negative predictive values of the ultrasonograph...
A cross-sectional observational study of birefringent particulates in bronchoalveolar lavage cytology in horses with equine asthma from the West v East coasts of the USA.
PloS one    April 4, 2024   Volume 19, Issue 4 e0297181 doi: 10.1371/journal.pone.0297181
Mazan MR, Deveney EF.Equine asthma (EA) is an important cause of wastage in the USA horse industry. Exposure to organic particulates, from stable dust, airborne pollen, and fungal loads, is posited to be the main cause. Dust arising from the earth's crust has been largely ignored as a contributor to EA in the veterinary literature. The objectives of this study were to investigate the occurrence of birefringent particulates in the bronchoalveolar lavage fluid (BALF) of horses with a clinical complaint of EA residing in the arid West of the USA v. the East, in an effort to determine the contribution of geolocation t...
Post-cooling semen processing and sperm re-suspension as an alternative method to circumvent poor semen cooling in stallions.
Equine veterinary journal    April 3, 2024   doi: 10.1111/evj.14085
Artificial insemination with cooled-shipped semen is the primary method used in the equine breeding industry; yet, sperm quality and fertility can be suboptimal for some stallions when standard techniques are used. Therefore, there is a critical need to develop alternative approaches for these stallions. Objective: To assess sperm quality parameters and fertility of cooled-stored stallion semen processed by SpermFilter® or centrifugation and resuspended in three extenders. Methods: Controlled and field study. Methods: In Experiment 1, semen was collected from 21 stallions classified as having...
Prevalence and severity of exercise-induced pulmonary hemorrhage in 2-year-old Thoroughbred racehorses and its relationship to performance.
Journal of veterinary internal medicine    February 16, 2024   doi: 10.1111/jvim.17003
Shoemaker S, Wang Y, Sellon D, Gold J, Fisher A, Bagshaw J, Leguillette R, Sanz M, Bayly W.Little has been reported regarding the prevalence and severity of exercise-induced pulmonary hemorrhage (EIPH) in 2-year-old Thoroughbred racehorses. Objective: Evaluate EIPH prevalence and severity and its association with performance, speed index, furosemide administration, race distance, and track surface. Methods: A total of 830 2-year-old Thoroughbreds. Methods: Prospective blinded observational study. Videoendoscopy was performed 30 to 60 minutes postrace at 15 American racetracks. Three blinded observers independently assigned an EIPH grade (0-4) to each video, and prevalence and seve...
Success rates and factors influencing pregnancy outcome after 464 transvaginal ultrasound-guided twin reductions in the mare.
Equine veterinary journal    February 14, 2024   Volume 56, Issue 4 726-734 doi: 10.1111/evj.14071
Sielhorst J, Baade S, Neudeck KC, Tönissen A, Rohn K, Hollinshead F, Sieme H.Transvaginal ultrasound-guided aspiration (TUA) is used for post-fixation twin reduction in mares. However, there is limited information regarding factors that influence pregnancy outcome after TUA. Objective: To evaluate the effect of day of gestation on which TUA is performed, aspiration volume, puncture of the conceptus, medication administered before and after TUA, embryo location, mare age and parity and operator experience on pregnancy and foaling rates after TUA. Methods: Retrospective case series. Methods: Data were collected from case records of 464 TUAs performed by 14 operators in 4...
Success of different therapies for bacterial endometritis in stud farm practice.
Journal of equine veterinary science    January 21, 2024   Volume 133 105009 doi: 10.1016/j.jevs.2024.105009
Köhne M, Hegger A, Tönissen A, Hofbauer L, Görgens A, Sieme H.Bacterial endometritis is a major problem in equine reproduction usually treated with antibiotics, however reports of success rates are scarce. This study collected data from mares diagnosed with intrauterine bacterial growth and compared the outcome of different therapies for bacterial endometritis in German stud farm practice. Data on mares with positive uterine culture results were collected retrospectively in veterinary practices (n = 5; 2018-2022). Information relating to 30 factors (mare, diagnostics, therapy, pregnancy rate) of bacterial endometritis cases (n = 772) were recorded an...
Retrospective study of perioperative antimicrobial use in horses undergoing elective laparoscopy at a single institution. Recchi L, Cribb N, Côté N, Dubois MS, Koenig J, Valverde A, Monteith G.Antimicrobial stewardship has shown significant development in recent years. Perioperative prophylaxis accounts for a substantial volume of antimicrobial use and is a field in which improvements can likely be made. The objective of this study was to evaluate practices associated with perioperative antimicrobial use in equine elective laparoscopy at a single institution over a 21-year period and to determine whether antimicrobial therapy influenced the occurrence of postoperative complications. Medical records of horses that underwent elective laparoscopy at a teaching hospital from January 200...
Age and treatment on the day of embryo transfer in recipient mares affect likelihood of pregnancy.
Tierarztliche Praxis. Ausgabe G, Grosstiere/Nutztiere    December 6, 2023   Volume 51, Issue 6 358-366 doi: 10.1055/a-2186-2693
Blanco M, Foss R, Tönißen A, Rohn K, Burger D, Sieme H.This retrospective evaluation of data from a large commercial embryo transfer facility aimed to determine the extent to which age and treatment on the day of embryo transfer in recipient mares influence the likelihood of pregnancy. Methods: Embryo recovery was carried out on days 8-10 post-ovulation using transcervical uterine flushing. Recipient mares grouped according to their age were treated once on the day of embryo transfer (Day 3-8 post ovulation) and were assigned randomly to 1 of 3 groups: Mares in Group A (n=101) received antispasmodic, antimicrobial, and anti-inflammatory drugs. Mar...
Epidemiology and pathogenicity of M. equirhinis in equine respiratory disorders.
Veterinary microbiology    November 22, 2023   Volume 287 109926 doi: 10.1016/j.vetmic.2023.109926
Martineau M, Kokabi E, Taiebi A, Lefebvre S, Pradier S, Jaÿ M, Tardy F, Leon A.Mycoplasmas are pathogens involved in respiratory disorders of various animal hosts. In horses, Mycoplasma (M.) equirhinis is the species most frequently detected in clinical respiratory specimens, with a prevalence of 12-16%, but its clinical implication in equine respiratory disorders remains unclear. Here we screened 1948 clinical specimens for the presence of M. equirhinis. The samples were both tracheal washes (TW) and bronchoalveolar lavages (BAL) collected by veterinarians in France in day-to-day work between 2020 and 2022. The samples were associated with a standardized form that serve...
Obesity and obesity-associated metabolic disease conditions in Connemara ponies in Ireland.
Equine veterinary journal    November 20, 2023   Volume 56, Issue 2 273-280 doi: 10.1111/evj.14029
Al-Ansari AS, Golding E, Walshe N, Mooney CT, Duggan V.Equine obesity combined with insulin dysregulation (ID) is a major risk factor associated with laminitis. Some pony breeds appear to be at increased risk. However, little is known regarding the prevalence of obesity or hyperinsulinaemia as evidence of ID in Irish ponies. Objective: To investigate the prevalence of obesity and associated endocrine/metabolic disease conditions in Connemara ponies and to determine if hyperinsulinaemia in these ponies could be predicted by morphometric or metabolic markers. Methods: Cross-sectional study. Methods: The study population included registered Connemara...
The Effects of Antimicrobial Protocols and Other Perioperative Factors on Postoperative Complications in Horses Undergoing Celiotomy: A Retrospective Analysis, 2008-2021.
Animals : an open access journal from MDPI    November 19, 2023   Volume 13, Issue 22 doi: 10.3390/ani13223573
Rockow M, Griffenhagen G, Landolt G, Hendrickson D, Pezzanite L.Recognition of antimicrobial resistance in equine practice has increased over the past decade. The objective of this study was to provide an updated retrospective review of antimicrobial regimens in one tertiary referral hospital and to evaluate the association with postoperative complications. A secondary objective was to evaluate other perioperative factors including surgical procedure, anesthetic and recovery parameters, and the effect of perioperative medications on complications and outcomes. A computerized search of medical records was performed to identify horses undergoing exploratory ...
Incidence and risk factors for complications associated with equine general anaesthesia for elective magnetic resonance imaging.
Equine veterinary journal    November 7, 2023   Volume 56, Issue 5 944-951 doi: 10.1111/evj.14026
Morgan JM, Aceto H, Manzi T, Davidson EJ.Complications are a practical consideration for elective magnetic resonance imaging (MRI) studies performed under general anaesthesia but relatively little is known about their distribution and risk factors. Objective: To describe the incidence of complications associated with MRI performed under general anaesthesia at a large referral facility and evaluate potential risk factors for these complications. Methods: Retrospective case-control study. Methods: Patient information and details of the MRI procedure were collected retrospectively from medical records of all horses that had undergone an...
Risk factors associated with development of colitis in horses post-exploratory laparotomy.
Equine veterinary journal    November 7, 2023   Volume 56, Issue 6 1162-1169 doi: 10.1111/evj.14028
Givan SA, Estell KE, Martinez-Lopez J, Brown JA, Wong DM, Werre SR.Diagnosis of colitis has been shown to impact morbidity and mortality in hospitalised horses. There are no studies to date that describe the incidence of infectious colitis after exploratory laparotomy. Objective: To investigate risk factors associated with the development of colitis and infectious colitis post-exploratory laparotomy. Methods: Retrospective case-control. Methods: Medical records of equids admitted from 2011 to 2020 were reviewed. The primary outcome was a diagnosis of colitis following exploratory laparotomy. Bivariable associations between colitis and risk factors were assess...
Upper airway endoscopy in exercising horses: Findings in 164 barrel racing horses with respiratory clinical signs and/or poor performance.
Veterinary journal (London, England : 1997)    October 21, 2023   Volume 300-302 106038 doi: 10.1016/j.tvjl.2023.106038
Massie SL, Léguillette R.Barrel racing involves sprinting through a cloverleaf pattern in under 20 s. The prevalence of upper airway obstructions (UAO) in barrel racers is unknown, thus a retrospective analysis of 164 client-owned horses referred for overground endoscopy (OGE) between 2014 and 2022 was performed. Referring complaints included respiratory noise, cough, epistaxis, behaviour (owner reported stress/anxiety, refusal to enter arena, excessive head shaking), and/or poor performance. Horses performed a standardized exercise test with low and high-speed components. Videoendoscopic recordings were systematical...
Knowledge and practice of radiation safety in Brazilian equine veterinarians are less than optimal: An online survey. Granella MCS, Souza AF, Zoppa ALDV.Exposure to ionizing radiation is an occupational risk for veterinarians due to the potential for carcinogenesis, reproductive disorders, cataracts, and hereditary genetic changes. This survey study aimed to identify the radiological protection practices routinely used by veterinarians who work with portable digital X-ray equipment in horses in Brazil and assess their knowledge regarding current legislation. A total of 120 voluntary participation questionnaires were sent to veterinarians who used portable digital radiographic equipment in horses nationwide. The frequencies of the answers were ...
Prevalence of Cryptosporidium spp. infection in a working horse population in Egypt.
Tropical animal health and production    October 18, 2023   Volume 55, Issue 6 361 doi: 10.1007/s11250-023-03773-3
Salem SE, Abd El-Ghany AM, Elsheikh HA, Abdel-Ghany EM, Ras R.Working horses support the livelihoods of smallholder farmers in Egypt. No previous study has investigated the prevalence of cryptosporidiosis in working horses in Egypt. Faecal samples were collected from 607 working horses recruited from thirty-seven villages/areas in two Egyptian governorates and examined for Cryptosporidium spp. infection using the modified Zielh-Neelsen staining technique. Data on signalment, history of recent diarrhoea, and strongyle burden were collected. The prevalence of Cryptosporidium spp. infection was calculated using a bootstrap method and potential risk factors ...
Equine tapeworm (Anoplocephala spp.) infection: evaluation of saliva- and serum-based antibody detection methods and risk factor analysis in Slovak horse populations.
Parasitology research    October 7, 2023   Volume 122, Issue 12 3037-3052 doi: 10.1007/s00436-023-07994-1
Burcáková L, Königová A, Kuzmina TA, Austin CJ, Matthews JB, Lightbody KL, Peczak NA, Syrota Y, Várady M.A lack of accurate information on the prevalence and distribution of Anoplocephala spp. infections on horse farms has led to insufficient attention to tapeworm control and increasing horse anoplocephaloses in Europe. Our study aimed to examine the occurrence of Anoplocephala spp. infection using coprological, serum- and saliva-based antibody detection methods and to analyze the risk factors associated with tapeworm infection in domestic horses in Slovakia. Fecal, serum, and saliva samples were collected from 427 horses from 31 farms in Slovakia. Additionally, a questionnaire study was conducte...
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