Department of Computer Science, Durham University, Durham, UK.
Dogs Trust, London, UK.
Sci Rep. 2024 Nov 20;14(1):28763. doi: 10.1038/s41598-024-77385-8.
Monitoring mortality rates offers crucial insights into public health by uncovering the hidden impacts of diseases, identifying emerging trends, optimising resource allocation, and informing effective policy decisions. Here, we present a novel approach to analysing premature mortality in companion animals, utilising data from 28,159 deceased dogs and 24,006 deceased cats across the United Kingdom. By employing PetBERT-ICD, an automated large language model (LLM) based International Classification of Disease 11 syndromic classifier, we reveal critical insights into the causes and patterns of premature deaths. Our findings highlight the significant impact of behavioural conditions on premature euthanasia in dogs, particularly in ages one to six. We also identify a 19% increased risk of premature mortality in brachycephalic dog breeds, raising important animal welfare concerns. Our research establishes a strong correlation between socioeconomic status and premature mortality in cats and dogs. Areas with the lowest Index of Multiple Deprivation (IMD) scores show nearly a 50% reduction in the risk of premature mortality across cats and dogs, underscoring the powerful impact that socioeconomic factors can have on pet health and longevity. This research underscores the necessity of examining the socioeconomic disparities affecting animal health outcomes. By addressing these inequities, we can better safeguard the well-being of our companion animals.
监测死亡率通过揭示疾病的潜在影响、识别新出现的趋势、优化资源分配以及为有效的政策决策提供信息,为公共卫生提供了至关重要的见解。在这里,我们提出了一种分析伴侣动物过早死亡的新方法,利用了来自英国 28159 只死亡犬和 24006 只死亡猫的数据。通过使用基于自动大型语言模型 (LLM) 的国际疾病分类 11 综合征分类器 PetBERT-ICD,我们揭示了导致过早死亡的原因和模式的关键见解。我们的研究结果强调了行为状况对犬只过早安乐死的重大影响,特别是在 1 至 6 岁年龄段。我们还发现短头犬种的过早死亡率增加了 19%,这引发了对动物福利的重要关注。我们的研究在猫和狗中建立了社会经济地位与过早死亡率之间的强相关性。在最低的多重剥夺指数 (IMD) 得分地区,猫和狗的过早死亡率降低了近 50%,这突显了社会经济因素对宠物健康和寿命的强大影响。这项研究强调了必须检查影响动物健康结果的社会经济差距。通过解决这些不平等问题,我们可以更好地保障我们伴侣动物的福祉。