Early detection of infectious bovine keratoconjunctivitis with artificial intelligence

被引：0
作者：
Shekhar Gupta
Larry A. Kuehn
Michael L. Clawson
机构：
[1] MyAnIML,United States Department of Agriculture (USDA), Agricultural Research Service (ARS)
[2] U. S. Meat Animal Research Center,undefined
来源：
Veterinary Research | / 54卷
关键词：
Artificial intelligence; neural networks; deep learning; biosecurity; cattle disease; animal welfare; infectious bovine keratoconjunctivitis; pinkeye; cattle; muzzles;
D O I：
暂无
中图分类号：
学科分类号：
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
相关论文
共 84 条
  • [1] Dennis EJ(2021)A review of global prevalence and economic impacts of infectious bovine keratoconjunctivitis Vet Clin North Am Food Anim Pract 37 355-369
  • [2] Kneipp M(2021)Defining and diagnosing infectious bovine keratoconjunctivitis Vet Clin North Am Food Anim Pract 37 237-252
  • [3] Kneipp M(2014)Evaluating approaches to measuring ocular pain in bovine calves with corneal scarification and infectious bovine keratoconjunctivitis-associated corneal ulcerations J Anim Sci 92 1161-1172
  • [4] Dewell RD(2016)Large genomic differences between Vet Res 47 31-308
  • [5] Millman ST(2018) isolates acquired from the eyes of cattle with infectious bovine keratoconjunctivitis versus the deep nasopharynx of asymptomatic cattle PLoS One 13 295-339
  • [6] Gould SA(2021)Whole genome sequencing of Vet Clin North Am Food Anim Pract 37 329-749
  • [7] Tofflemire KL(2021) reveals high genetic diversity and evidence for interspecies recombination at multiple loci Vet Clin North Am Food Anim Pract 37 743-353
  • [8] Whitley RD(2022)Component causes of infectious bovine keratoconjunctivitis-non- Vet World 15 341-258
  • [9] Parsons RL(2023) organisms in the epidemiology of infectious bovine keratoconjunctivitis Int J Food Microbiol 391–393 916-155
  • [10] Rowe EW(2021)Evidence base for treatment of infectious bovine keratoconjunctivitis Vet Clin North Am Food Anim Pract 37 249-320
123456789