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Innovating For Curriculum Design Using a Text Mining Exploration of Common Clinical Topics in Equine Primary Care

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Abstract

To ensure veterinary students are prepared for clinical practice, curricula must provide opportunities for students to learn about the cases most frequently seen in practice. Currently, there is a gap in the literature with regards to the identification of common clinical topics encountered in equine primary care practice in the United Kingdom (UK). This study aims to address this gap, by utilising text mining techniques on electronic medical records (EMR) to produce a ranked list of the most common clinical topics encountered in equine primary care in the UK. The study included 1,092,731 rows of data from 150,456 equine patients between 2012-2022, sourced from six primary care equine practices. Dictionaries were developed in the text mining software and applied to the corpus of EMR, enabling the identification of 30 most frequent clinical topics. The clinical topics were ranked in order of their prevalence and estimates of incidence rate per horse year calculated for each. Results showed lameness, vaccination, sedation, dental and worming as the five most frequent clinical topics mentioned in equine primary care EMR in the UK. This work provides an evidence-based list of commonly encountered clinical topics in equine primary care practice, guiding educators to focus their teaching and curricula, and students to prioritise their learning. The results of this study provide data-driven validation of core competencies that should be prioritised within equine undergraduate curricula.
Original languageEnglish
Number of pages24
JournalJournal of Veterinary Medical Education
Early online date16 Jul 2025
DOIs
Publication statusE-pub ahead of print - 16 Jul 2025

Bibliographical note

Publisher Copyright:
© American Association of Veterinary Medical Colleges (AAVMC), 2025.

Keywords

  • Equine veterinary education, veterinary curriculum development, text mining, electronic medical records, curriculum design, equine practice

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