创新课程设计使用文本挖掘探索常见的临床主题在马类初级保健
Rebecca Batterham1, Kate Allen2, Julie Dickson3
1Bristol Veterinary School, University of Bristol, Langford House, Langford, Bristol, United Kingdom.
Journal of veterinary medical education
|July 16, 2025
概括
本研究使用电子医疗记录的文本挖掘来确定英国马匹初级保健中最常见的临床主题. ,疫苗接种,镇静,牙科和虫是兽医教育的前五大主题.
科学领域:
- 兽医医学 兽医医学 兽医医学
- 马的健康 马的健康
- 临床实践 临床实践
背景情况:
- 课程要求专注于常见的临床病例,为兽医学生做好准备.
- 关于英国常见的马匹初级保健主题,存在文献差距.
- 电子医疗记录 (EMR) 为识别临床趋势提供了一个数据源.
研究的目的:
- 识别和排名英国马匹初级保健中最常见的临床主题.
- 为弥补有关常见马匹实践案例的文献上的差距.
- 为兽医教育课程开发提供数据.
主要方法:
- 文本挖掘技术应用于大量马类EMR (1,092,731条记录).
- 数据来源于6个英国初级保健马类实践 (2012-2022年).
- 在文本挖掘软件中开发词典,以分类临床主题.
主要成果:
- 在马类初级保健中确定了30个常见的临床主题.
- 根据流行率对主题的排名和发病率的计算.
- 五大主题:,疫苗接种,镇静,牙科和虫.
结论:
- 提供了以证据为基础的马匹初级保健关键临床主题列表.
- 指导兽医教育工作者在课程设计和学生学习优先事项.
- 数据驱动的验证本科生马类课程的基本概念.
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