Early detection of infectious bovine keratoconjunctivitis with artificial intelligence

被引：2
|
作者：
Gupta, Shekhar [1 ]
Kuehn, Larry A. [2 ]
Clawson, Michael L. [2 ]
机构：
[1] MyAnIML, Overland Pk, KS 66223 USA
[2] ARS, USDA, US Meat Anim Res Ctr, Clay Ctr, NE 68933 USA
来源：
VETERINARY RESEARCH | 2023年 / 54卷 / 01期
关键词：
Artificial intelligence; neural networks; deep learning; biosecurity; cattle disease; animal welfare; infectious bovine keratoconjunctivitis; pinkeye; cattle; muzzles; COMPONENT CAUSES; EVIDENCE BASE; EPIDEMIOLOGY;
D O I：
10.1186/s13567-023-01255-w
中图分类号：
S85 [动物医学（兽医学）];
学科分类号：
0906 ;
摘要：
Artificial intelligence (AI) was developed to distinguish cattle by their muzzle patterns and identify early cases of disease, including infectious bovine keratoconjunctivitis (IBK). It was tested on 870 cattle in four locations, with 170 developing IBK. The AI identified 169 of the 170 cases prior to their identification by veterinarians, and another 17 cases that remained free of IBK signs (sensitivity = 99.4%, specificity = 97.6%). These results indicate the AI can detect emerging IBK cases by muzzle images very early in the disease process and be used as an intervention tool in the prevention of IBK outbreaks.
引用
收藏
页数：4
相关论文
共 50 条
  • [31] Infectious bovine keratoconjunctivitis antimicrobial therapy
    McConnel, C. S.
    Shum, L.
    House, J. K.
    AUSTRALIAN VETERINARY JOURNAL, 2007, 85 (1-2) : 65 - 69
  • [32] A NATIONAL SURVEY OF THE OCCURRENCE OF INFECTIOUS BOVINE KERATOCONJUNCTIVITIS
    SLATTER, DH
    EDWARDS, ME
    HAWKINS, CD
    WILCOX, GE
    AUSTRALIAN VETERINARY JOURNAL, 1982, 59 (03) : 65 - 68
  • [33] Evidence Base for Treatment of Infectious Bovine Keratoconjunctivitis
    O'Connor, Annette M.
    Kneipp, Mac
    VETERINARY CLINICS OF NORTH AMERICA-FOOD ANIMAL PRACTICE, 2021, 37 (02) : 329 - 339
  • [34] ANTIBIOTIC-TREATMENT OF INFECTIOUS BOVINE KERATOCONJUNCTIVITIS
    GEORGE, LW
    CORNELL VETERINARIAN, 1990, 80 (03): : 229 - 235
  • [35] INFECTIOUS BOVINE KERATOCONJUNCTIVITIS - EVIDENCE FOR GENERAL IMMUNITY
    KOPECKY, KE
    PUGH, GW
    MCDONALD, TJ
    AMERICAN JOURNAL OF VETERINARY RESEARCH, 1983, 44 (02) : 260 - 262
  • [36] INFECTIOUS BOVINE KERATOCONJUNCTIVITIS .1. ETIOLOGY
    HENSON, JB
    GRUMBLES, LC
    AMERICAN JOURNAL OF VETERINARY RESEARCH, 1960, 21 (84) : 761 - 766
  • [37] SYSTEM FOR SCORING LESIONS OF INFECTIOUS BOVINE KERATOCONJUNCTIVITIS
    KILLINGER, AH
    HELPER, LC
    MANSFIELD, ME
    VETERINARY MEDICINE & SMALL ANIMAL CLINICIAN, 1976, 71 (10): : 1379 - 1382
  • [38] Future Directions for Research in Infectious Bovine Keratoconjunctivitis
    O'Connor, Annette M.
    Angelos, John A.
    Dennis, Elliott J.
    Elizalde, Paola
    Kneipp, Mac
    Loy, John Dustin
    Maier, Gabriele
    VETERINARY CLINICS OF NORTH AMERICA-FOOD ANIMAL PRACTICE, 2021, 37 (02) : 371 - 379
  • [39] Efficacy of tulathromycin in a outbreak of Infectious Bovine Keratoconjunctivitis
    Emarcora, M.
    Morassi, R.
    Soriolo, A.
    Piva, R.
    Bregoli, M.
    Schiavon, E.
    LARGE ANIMAL REVIEW, 2010, 16 (04): : 163 - 165
  • [40] DETECTION OF MORAXELLA-BOVIS ANTIBODIES IN INFECTIOUS BOVINE KERATOCONJUNCTIVITIS BY A PASSIVE HEMAGGLUTINATION TEST
    ARORA, AK
    KILLINGER, AH
    MYERS, WL
    AMERICAN JOURNAL OF VETERINARY RESEARCH, 1976, 37 (12) : 1489 - 1492
12345