在基于策略的城市管理游戏中决定何时信任自动化:策略

K. Oduor, Christopher S. Campbell
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引用次数: 7

摘要

随着企业和政府努力提高生产力并部署更精细的IT系统,对复杂系统管理的需求也在增长。完全自动化的系统尚未成为现实,因此自动化提供的好处只能通过与人类操作员的合作来实现。然而,问题是什么因素会影响人机关系如何协调的决定?大量的研究指出,信任和可感知的可靠性是决定自动化是否在系统管理中被正确使用、误用或废弃的关键因素。为了探索这个问题,我们进行了一个实验,在这个实验中,当参与者管理一个模拟城市(即政策)时,一个自动决策辅助系统向参与者提供建议或政策。目标是通过增加医院、住房、企业和其他设施和服务,最大限度地提高城市人口的健康水平。参与者被随机分配到决策辅助以不同(即高或低)可靠性水平执行的条件下。结果表明,用户对决策辅助的可靠性感知直接影响其对决策辅助的信任程度。因此,用户的感知可靠性和决策辅助的(实际)可靠性之间的关系对人的表现有直接的影响。与适当使用决策援助的建议相比,决策援助的建议被废弃和滥用时,人口健康受到损害。讨论了其他结果和影响。ACM分类
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Deciding when to trust automation in a policy-based city management game: policity
As businesses and governments strive to improve productivity and deploy more elaborate IT systems, the need for complex systems management grows. Completely automated systems are not yet a reality, so the benefits that automation offers can only be achieved through collaboration with human operators. The question, however, is what factors influence decisions about how this human-computer relationship will be coordinated? A great deal of research has pointed to trust and perceived reliability as key factors in whether automation will be properly used, misused, or disused in systems management. To explore this question, we conducted an experiment in which an automated decision aid presented suggestions or policies to participants while they managed a simulated city (i.e., Policity). The goal was to maximize the health of the city's population by adding hospitals, housing, businesses and other facilities and services. Participants were randomly assigned to conditions where the decision aid performed with varying (i.e., high or low) reliability levels. Results showed that users' perception of the decision aid's reliability directly influenced their trust in the decision aid. Consequently, the relationship between users' perceived reliability and the decision aid's (actual) reliability had a direct effect on human performance. Population health suffered when the decision aid's suggestions were disused and misused compared to when they were appropriately used. Additional results and implications are discussed. ACM Classification
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