Bitesize Biosecurity: A tool and framework for curating and summarising expert biosecurity advice for farmers using artificial intelligence.

IF 1.7 Q2 VETERINARY SCIENCES
Veterinary Record Open Pub Date : 2026-05-22 eCollection Date: 2026-06-01 DOI:10.1002/vro2.70035
Alexander F B Carmichael, Lorna A Pate, Andrew J Duncan, Lynsey Melville, Kate Lamont
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引用次数: 0

Abstract

Background: Biosecurity practices mitigate disease risk on farms; however, adoption and consistent implementation remain variable across farmers. Improved communication of biosecurity information could increase uptake, reduce disease incidence and improve productivity, profitability and animal welfare.

Methods: This project developed a framework leveraging large language models (LLMs) to transform complex biosecurity guidance into accessible information for livestock farmers. The system condenses expert advice from publicly available UK government and veterinary advisory sources to generate more accessible summaries on a purpose-built platform. Initial implementation targets three UK livestock health challenges for cattle and sheep farmers with the purpose of demonstrating a proof of concept: sheep scab, liver fluke and Johne's disease.

Results: Bitesize Biosecurity provides a centralised repository where farmers can access evidence-based recommendations without navigating complex literature or multiple websites. The system maintains scientific integrity while presenting guidance in practical, actionable formats.

Limitations: The effectiveness of the framework depends on the quality and availability of source materials. In this study, implementation was limited to three diseases and the UK context, with system performance reliant on LLM accuracy in content transformation process and summary generation.

Conclusion: This tool addresses critical gaps in agricultural communication by streamlining knowledge transfer between research institutions and practitioners. The scalable architecture enables expansion to additional diseases, farm types and regions, with the potential to transform biosecurity information communication across the agricultural sector.

Bitesize Biosecurity:一个工具和框架,用于管理和总结使用人工智能的农民的专家生物安全建议。
背景:生物安全措施减轻了农场的疾病风险;然而,采用和一致的实施在农民之间仍然存在差异。改善生物安全信息的交流可以增加吸收,减少疾病发病率,提高生产力、盈利能力和动物福利。方法:本项目开发了一个利用大型语言模型(llm)的框架,将复杂的生物安全指导转化为牲畜养殖户可获取的信息。该系统浓缩了来自公开的英国政府和兽医咨询资源的专家建议,在专门构建的平台上生成更易于访问的摘要。最初实施的目标是英国牛羊养殖户面临的三个牲畜健康挑战,目的是证明概念的有效性:羊痂、肝吸虫和约翰氏病。结果:Bitesize Biosecurity提供了一个集中的存储库,农民可以访问基于证据的建议,而无需浏览复杂的文献或多个网站。该系统在保持科学完整性的同时,以实际可行的形式提供指导。局限性:框架的有效性取决于源材料的质量和可用性。在本研究中,实施仅限于三种疾病和英国环境,系统性能依赖于LLM在内容转换过程和摘要生成中的准确性。结论:该工具通过简化研究机构和从业人员之间的知识转移,解决了农业传播中的关键差距。这种可扩展的架构能够扩展到其他疾病、农场类型和区域,有可能改变整个农业部门的生物安全信息交流。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Veterinary Record Open
Veterinary Record Open VETERINARY SCIENCES-
CiteScore
3.00
自引率
0.00%
发文量
25
审稿时长
19 weeks
期刊介绍: Veterinary Record Open is a journal dedicated to publishing specialist veterinary research across a range of topic areas including those of a more niche and specialist nature to that considered in the weekly Vet Record. Research from all disciplines of veterinary interest will be considered. It is an Open Access journal of the British Veterinary Association.
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