Effectiveness of marker training for detection dogs.

IF 2.9 2区 农林科学 Q1 VETERINARY SCIENCES Frontiers in Veterinary Science Pub Date : 2025-02-21 eCollection Date: 2025-01-01 DOI:10.3389/fvets.2025.1538452
Lucia Lazarowski, Bart Rogers, Courtney Collins-Pisano, Sarah Krichbaum, Michael Handley, Jordan G Smith, Paul Waggoner
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Abstract

Training detection dogs to alert to an odor requires precision in the timing and delivery of stimulus presentations in order to condition a strong association between odor and reward and to train a desired alert behavior that communicates the presence and location of the odor source. Marker training, in which a signal that predicts a reward is used to deliver immediate feedback for a correct response and bridge the delay between the desired behavior and reward, is a popular technique in the animal training industry. However, the application of marker training to detection dog training has not been examined, and empirical evidence of the purported benefits of marker training in general is lacking. The current study evaluated the effectiveness of marker training for odor detection learning and performance. Candidate detection dogs (n = 28) were trained to detect and alert to a target odor either with or without the use of a clicker as a marker (n = 14 per group). Effectiveness of marker training was assessed by comparing rate of learning the odor discrimination and the alert response, detection accuracy and topography of the alert behavior in an odor discrimination test, generalization of learned behavior from the odor recognition setting to a novel context (i.e., open-area operational searches), and resistance to extinction. Compared to dogs trained with the reward only, dogs trained with the marker as a signal for reward completed the training phase in fewer trials, performed the alert response more accurately in the odor recognition test, indicated the location of the odor source more precisely in the operational searches, and exhibited greater resistance to extinction when the primary reward for a correct response was withheld. These results provide evidence supporting the effectiveness of markers in animal training, and demonstrate benefits specific to the challenges commonly faced in detection dog training.

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侦查犬标记训练的有效性。
训练探测犬对气味发出警报需要精确的时间和刺激呈现的传递,以便在气味和奖励之间形成强烈的联系,并训练一种期望的警报行为,以传达气味来源的存在和位置。标记训练是动物训练行业中流行的一种技术,它使用预测奖励的信号来提供正确反应的即时反馈,并在期望行为和奖励之间架起桥梁。然而,标记训练在检测犬训练中的应用还没有被研究过,而且通常缺乏标记训练所声称的好处的经验证据。目前的研究评估了标记训练对气味检测学习和表现的有效性。候选检测犬(n = 28)经过训练,可以使用或不使用点击器作为标记来检测和警报目标气味(n = 14每组)。通过比较气味识别和警报反应的学习率、气味识别测试中警报行为的检测准确性和地形、从气味识别设置到新环境(即开放区域操作搜索)的学习行为的泛化以及对灭绝的抵抗力来评估标记训练的有效性。与只接受奖励训练的狗相比,将标记物作为奖励信号进行训练的狗完成训练阶段的次数更少,在气味识别测试中表现出更准确的警报反应,在操作搜索中更准确地指出气味来源的位置,并且在正确反应的主要奖励被保留时表现出更强的抗灭绝能力。这些结果为支持标记在动物训练中的有效性提供了证据,并展示了在检测犬训练中普遍面临的挑战的具体益处。
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来源期刊
Frontiers in Veterinary Science
Frontiers in Veterinary Science Veterinary-General Veterinary
CiteScore
4.80
自引率
9.40%
发文量
1870
审稿时长
14 weeks
期刊介绍: Frontiers in Veterinary Science is a global, peer-reviewed, Open Access journal that bridges animal and human health, brings a comparative approach to medical and surgical challenges, and advances innovative biotechnology and therapy. Veterinary research today is interdisciplinary, collaborative, and socially relevant, transforming how we understand and investigate animal health and disease. Fundamental research in emerging infectious diseases, predictive genomics, stem cell therapy, and translational modelling is grounded within the integrative social context of public and environmental health, wildlife conservation, novel biomarkers, societal well-being, and cutting-edge clinical practice and specialization. Frontiers in Veterinary Science brings a 21st-century approach—networked, collaborative, and Open Access—to communicate this progress and innovation to both the specialist and to the wider audience of readers in the field. Frontiers in Veterinary Science publishes articles on outstanding discoveries across a wide spectrum of translational, foundational, and clinical research. The journal''s mission is to bring all relevant veterinary sciences together on a single platform with the goal of improving animal and human health.
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