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对随机獾捕杀试验(RBCT)I的证据进行广泛重新评估及分析:在主动捕杀区域内。

An extensive re-evaluation of evidence and analyses of the Randomised Badger Culling Trial (RBCT) I: Within proactive culling areas.

作者信息

Mills Cathal L, Woodroffe Rosie, Donnelly Christl A

机构信息

Department of Statistics, University of Oxford, Oxford, UK.

Pandemic Sciences Institute, University of Oxford, Oxford, UK.

出版信息

R Soc Open Sci. 2024 Aug 21;11(8):240385. doi: 10.1098/rsos.240385. eCollection 2024 Aug.

Abstract

Here, in the first of two investigations, we evaluate and extend the analyses of the Randomised Badger Culling Trial (RBCT) to estimate the effectiveness of proactive badger culling for reducing incidence of tuberculosis (TB) in cattle within culling areas. Using previously reviewed, publicly available data, alongside frequentist and Bayesian approaches, we re-estimate culling effects for confirmed incidence of herd breakdowns (TB incidents in cattle) within proactive culling areas. We appraise the varying assumptions and statistical structures of individual models to determine model appropriateness. Our re-evaluation of frequentist models provides results consistent with peer-reviewed analyses of RBCT data, due to the consistency of beneficial effects across three analysis periods. Furthermore, well-fitting Bayesian models with weakly informative prior distribution assumptions produce high probabilities (91.2%-99.5%) of beneficial effects of proactive culling on confirmed herd breakdowns within culling areas in the period from the initial culls (between 1998 and 2002) until 2005. Similarly high probabilities of beneficial effects were observed post-trial (from 1 year after last culls until March 2013). Thus, irrespective of statistical approach or study period, we estimate substantial beneficial effects of proactive culling within culling areas, consistent with separate, existing, peer-reviewed analyses of the RBCT data.

摘要

在此,在两项调查中的第一项调查里,我们评估并扩展了随机獾捕杀试验(RBCT)的分析,以估计在捕杀区域内采取主动獾捕杀措施对降低牛结核病(TB)发病率的有效性。我们使用先前审核过的公开可用数据,结合频率论和贝叶斯方法,重新估计在主动捕杀区域内牛群疫情爆发(牛群中的结核病事件)确诊发病率的捕杀效果。我们评估各个模型不同的假设和统计结构,以确定模型的适用性。由于在三个分析期内有益效果的一致性,我们对频率论模型的重新评估得出的结果与对RBCT数据的同行评审分析一致。此外,具有弱信息先验分布假设的拟合良好的贝叶斯模型显示,从最初捕杀(1998年至2002年期间)到2005年,主动捕杀对捕杀区域内确诊的牛群疫情爆发产生有益效果的概率很高(91.2%-99.5%)。在试验后(从最后一次捕杀后1年到2013年3月)也观察到了同样高的有益效果概率。因此,无论采用何种统计方法或研究时期,我们估计在捕杀区域内采取主动捕杀措施具有显著的有益效果,这与对RBCT数据单独进行的、现有的同行评审分析一致。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/070a/11335396/baf59db153cf/rsos.240385.f001.jpg

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