人工智能在检测禽流感病毒爆发中的作用:一篇综述
Majid Shafi1, Shabia Shabir2, Sami Jan3
1Faculty of Veterinary Sciences and Animal Husbandry, SKUAST-K, Srinagar, India.
Open veterinary journal
|June 25, 2025
概括
人工智能 (AI) 通过机器学习和人工智能驱动的成像来增强禽流感诊断. 这项技术改善了早期检测,疫情预测和疾病管理,保护家禽和公共健康.
科学领域:
- 兽医医学 兽医医学 兽医医学
- 公共卫生 公共卫生
- 数据科学数据科学数据科学
背景情况:
- 禽流感对全球家禽生产和人类健康构成重大威胁.
- 传统的诊断方法往往缺乏及时干预的速度和预测能力.
- 需要先进,快速和准确的诊断工具是关键的.
研究的目的:
- 探索人工智能 (AI) 在彻底改变禽流感诊断中的作用.
- 突出AI在早期疾病预测,诊断和疫情管理方面的能力.
- 讨论人工智能与大数据分析的整合,以加强疾病监测.
主要方法:
- 机器学习模型用于早期疾病预测.
- 人工智能驱动的成像用于准确诊断禽流感.
- 人工智能增强分子诊断和生物传感器,提高灵敏度和特异性.
- 大数据分析用于实时监测和疫情预测.
主要成果:
- 人工智能显著提高了禽流感检测的速度和准确性.
- 人工智能提高了家禽疾病诊断的敏感性和特异性.
- 人工智能驱动的大数据分析能够实时监测和改进疫情预测.
- 人工智能模型有助于预测从动物传播到人类的动物传播疾病.
结论:
- 人工智能集成为管理禽流感提供了一个主动的,基于数据的方法.
- 人工智能增强了对家禽疾病的早期检测,风险评估和控制策略.
- 解决数据偏见和道德问题等挑战对于负责任的AI部署至关重要.
- 人工智能已经准备好改变禽流感管理,保护动物和公共健康.
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