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首页> 外文期刊>Frontiers in Veterinary Science >Risk attitudes affect livestock biosecurity decisions with ramifications for disease control in a simulated production system.
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Risk attitudes affect livestock biosecurity decisions with ramifications for disease control in a simulated production system.

机译:风险态度会影响牲畜的生物安全决策,并影响模拟生产系统中的疾病控制。

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Hog producers’ operational decisions can be informed by an awareness of risks associated with emergent and endemic diseases. Outbreaks of porcine epidemic diarrhea virus (PEDv) have been re-occurring every year since the first onset in 2013 with substantial losses across the hog production supply chain. Interestingly, a decreasing trend in PEDv incidence is visible. We assert that changes in human behaviors may underlie this trend. Disease prevention using biosecurity practices is used to minimize risk of infection but its efficacy is conditional on human behavior and risk attitude. Standard epidemiological models bring important insights into disease dynamics but have limited predictive ability. Since research shows that human behavior plays a driving role in the disease spread process, the explicit inclusion of human behavior into models adds an important dimension to understanding disease spread. Here we analyze PEDv incidence emerging from an agent-based model (ABM) that uses both epidemiological dynamics and algorithms that incorporate heterogeneous human decisions. We investigate the effects of shifting fractions of hog producers between risk tolerant and risk averse positions. These shifts affect the dynamics describing willingness to increase biosecurity as a response to disease threats and, indirectly, change infection probabilities and the resultant intensity and impact of the disease outbreak. Our ABM generates empirically verifiable patterns of PEDv transmission. Scenario results show that relatively small shifts (10% of the producer agents) towards a risk averse position can lead to a significant decrease in total incidence. For significantly steeper decreases in disease incidence, the model’s hog producer population needed at least 37.5% of risk averse. Our study provides insight into the link between risk attitude, decisions related to biosecurity and consequent spread of disease within a livestock production system. We suggest that it is possible to create positive, lasting changes in animal health by nudging the population of livestock producers towards more risk averse behaviors. We make a case for integrating social and epidemiological aspects in disease spread models to test intervention strategies intended to improve biosecurity and animal health at the system scale.
机译:对生猪生产者的经营决策可以通过对与突发疾病和地方病有关的风险的认识来告知。自2013年首次发病以来,每年都再次爆发猪流行性腹泻病毒(PEDv),整个生猪生产供应链损失惨重。有趣的是,PEDv发病率呈下降趋势。我们断言,人类行为的改变可能是这一趋势的基础。使用生物安全措施进行疾病预防可最大程度地降低感染风险,但其有效性取决于人类行为和风险态度。标准的流行病学模型为疾病动态提供了重要的见识,但预测能力有限。由于研究表明人类行为在疾病传播过程中起着驱动作用,因此将人类行为明确纳入模型为理解疾病传播增加了重要意义。在这里,我们分析了基于代理模型(ABM)的PEDv发病率,该模型使用了流行病学动态和结合了异类人类决策的算法。我们调查了生猪生产者在风险承受能力和风险规避地位之间转移分数的影响。这些变化影响了人们对增加生物安全性以应对疾病威胁的意愿的动态变化,并间接改变了感染的可能性以及由此引起的疾病暴发的强度和影响。我们的ABM产生了可凭经验验证的PEDv传输模式。方案结果显示,相对较小的风险转移(占生产者代理人的10%)向风险厌恶的位置转移可导致总发生率显着下降。为了使疾病的发病率急剧下降,该模型的生猪生产者群体至少需要避免风险的37.5%。我们的研究提供了对风险态度,与生物安全性相关的决策以及随之而来的疾病在牲畜生产系统中传播之间的联系的见解。我们建议,可以通过将牲畜生产者的种群推向更危险的厌恶行为,从而在动物健康方面创造积极,持久的变化。我们为在疾病传播模型中整合社会和流行病学方面的情况,以测试旨在改善系统规模的生物安全性和动物健康的干预策略。

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