Data mining hive inspections: more frequently inspected honey bee colonies have higher over-winter survival rates

IF 1.4 4区 农林科学 Q2 ENTOMOLOGY
A. Scott, Edgar E. Hassler, G. Formato, Max Rünzel, J. Wilkes, Awad M. A. Hassan, J. Cazier
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Abstract

Abstract Honey bee colonies frequently suffer from high over-winter losses attributed to various factors, including management, poor nutrition, pests, pathogens, and parasites. Most beekeepers have only limited control over these factors. This study looks at the role of the number and timing of hive inspections in relation to over-winter losses, which beekeepers can largely control. The impact of hive inspections on over-winter survival is usually difficult to measure in traditional studies due to confounding factors, including geography, sample size, and variability in practices. This study mines data collected, anonymized and shared from an apiary management software system and includes data from 4,072 hives managed by 717 beekeepers across the continental United States (U.S.) over a five-year period from (2013–2018), consisting of 60,920 inspections to identify the relationship between hive inspections and over-winter survival. Hives are grouped into nine climate zones deemed similar by the National Oceanic and Atmospheric Association (NOAA), and inspections were grouped by season for analysis. Results suggest that more frequent hive inspections are associated with higher over-winter survival rates across most U.S. regions. Unexpectedly, this also includes having relatively more inspections during the winter months in every region. Also, surprisingly only one of the nine climatic regions had significantly different average over-winter survival rates despite the significant geographic and climate difference across the continental U.S. This finding suggests that other factors like management actions may be more important to over-winter survival rates than climate. Finally, this inspection analysis shows that the number of inspections performed by beekeepers is a relevant factor in predicting over-winter hive mortality.
数据挖掘蜂箱检查:更频繁检查的蜂群冬季存活率更高
摘要由于管理、营养不良、害虫、病原体和寄生虫等多种因素,蜜蜂群落在冬季经常遭受高损失。大多数养蜂人对这些因素的控制有限。这项研究着眼于蜂箱检查的数量和时间与冬季损失的关系,养蜂人可以在很大程度上控制冬季损失。在传统研究中,由于地理、样本量和实践中的可变性等混杂因素,蜂箱检查对冬季生存的影响通常难以衡量。这项研究挖掘了从养蜂管理软件系统收集、匿名和共享的数据,包括美国大陆717名养蜂人在2013年至2018年的五年时间里管理的4072个蜂箱的数据,其中包括60920次检查,以确定蜂箱检查与越冬之间的关系。美国国家海洋和大气协会(NOAA)将蜂巢分为九个气候区,并按季节对检查进行分组分析。研究结果表明,在美国大多数地区,更频繁的蜂巢检查与更高的越冬存活率有关。出乎意料的是,这还包括在每个地区的冬季进行相对更多的检查。此外,令人惊讶的是,尽管美国大陆的地理和气候差异很大,但九个气候区域中只有一个区域的平均冬季存活率显著不同。这一发现表明,管理行动等其他因素对冬季存活率的影响可能比气候更重要。最后,这项检查分析表明,养蜂人进行的检查次数是预测冬季蜂箱死亡率的相关因素。
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
CiteScore
4.80
自引率
10.50%
发文量
111
审稿时长
6-12 weeks
期刊介绍: The Journal of Apicultural Research is a refereed scientific journal dedicated to bringing the best research on bees. The Journal of Apicultural Research publishes original research articles, original theoretical papers, notes, comments and authoritative reviews on scientific aspects of the biology, ecology, natural history, conservation and culture of all types of bee (superfamily Apoidea).
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