155101 University of New South Wales, Canberra, Australian Capital Territory, Australia.
Hum Factors. 2020 Dec;62(8):1237-1248. doi: 10.1177/0018720819879273. Epub 2019 Oct 7.
This work aims to further test the theory that trust mediates the interdependency between automation reliability and the rate of human reliance on automation.
Human trust in automation has been the focus of many research studies. Theoretically, trust has been proposed to impact human reliance on automation by mediating the relationship between automation reliability and the rate of human reliance. Experimentally, however, the results are contradicting as some confirm the mediating role of trust, whereas others deny it. Hence, it is important to experimentally reinvestigate this role of trust and understand how the results should be interpreted in the light of existing theory.
Thirty-two subjects supervised a swarm of unmanned aerial vehicles (UAVs) in foraging missions in which the swarm provided recommendations on whether or not to collect potential targets, based on the information sensed by the UAVs. By manipulating the reliability of the recommendations, we observed changes in participants' trust and their behavioral responses.
A within-subject mediation analysis revealed a significant mediation role of trust in the relationship between swarm reliability and reliance rate. High swarm reliability increased the rate of correct acceptances, but decreased the rate of correct rejections. No significant effect of reliability was found on response time.
Trust is not a mere by-product of the interaction; it possesses a predictive power to estimate the level of reliance on automation.
The mediation role of trust confirms the significance of trust calibration in determining the appropriate level of reliance on swarm automation.
本研究旨在进一步验证信任在自动化可靠性与人类对自动化的依赖程度之间的相互关系中起中介作用的理论。
人类对自动化的信任一直是许多研究的焦点。理论上,信任被认为通过中介自动化可靠性和人类依赖程度之间的关系来影响人类对自动化的依赖。然而,从实验的角度来看,结果却相互矛盾,有些研究证实了信任的中介作用,而有些则否认了这一作用。因此,重新对信任的这一作用进行实验研究,并根据现有理论理解如何解释这些结果非常重要。
32 名受试者在觅食任务中监督一群无人驾驶飞行器(UAV),UAV 根据 UAV 感知到的信息,对是否收集潜在目标提供建议。通过操纵建议的可靠性,我们观察了参与者信任度和行为反应的变化。
一项基于被试者的中介分析显示,信任在群体可靠性和依赖率之间的关系中具有显著的中介作用。高群体可靠性增加了正确接受的比例,但降低了正确拒绝的比例。可靠性对响应时间没有显著影响。
信任不是交互的副产品;它具有预测自动化依赖程度的能力。
信任的中介作用证实了信任校准在确定对群体自动化的适当依赖程度方面的重要性。