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Decision Support Systems (DSSs) ‘In the Wild’: The Factors That Influence Users’ Acceptance of DSSs in Naturalistic Settings 决策支持系统(DSSs)“在野外”:影响用户在自然环境中接受DSSs的因素
IF 2 Q1 Engineering Pub Date : 2023-08-07 DOI: 10.1177/15553434231191385
Ben W. Morrison, Kathryn Bergin, Joshua N. Kelson, Natalie M. V. Morrison, J. Innes, Gregory Zelic, Yeslam Al‐Saggaf, Manoranjan Paul
A richer approach to studying Decision Support System (DSS) interactions is required to understand and predict the nature of actual use in the workplace. We used questionnaire and interview techniques to examine workers’ experiences relating to DSS use in naturalistic settings. We aimed to: 1) Reveal what workers perceive to be the most important factors when deciding whether to accept support from a DSS and 2) Elicit patterns that emerge from DSS users’ recounted experiences using the systems, which may impact their future use. Current and prospective DSS users ( N = 93) from numerous industries responded to a questionnaire relating to the factors they perceive to influence their use of DSSs. Subsequently, a retrospective interview protocol was employed to investigate the experiences of a subset of DSS users ( N = 10). The questionnaire results underscore a range of factors considered to be very important to the acceptance of DSSs (i.e. decision quality; decision importance; decision risk; historical accuracy; decision accountability; and system comprehension). Further, a series of interconnected themes relating to workers’ use of DSSs were identified from the interview transcripts using thematic analysis. We discuss how these issues may impact workers’ intentions to use DSSs in the workplace, and advocate for the use of naturalistic decision-making techniques to study technology acceptance.
需要更丰富的方法来研究决策支持系统(DSS)的相互作用,以了解和预测工作场所实际使用的性质。我们使用问卷调查和访谈技术来检查工人在自然环境中使用决策支持系统的经验。我们的目标是:1)揭示员工在决定是否接受DSS支持时认为最重要的因素是什么;2)从DSS用户使用系统的叙述经历中得出可能影响他们未来使用的模式。来自众多行业的现有和潜在决策支持系统用户(N = 93)回答了一份有关他们认为影响决策支持系统使用的因素的问卷。随后,采用回顾性访谈协议来调查一部分DSS用户的体验(N = 10)。问卷结果强调了一系列被认为对决策支持的接受非常重要的因素(即决策质量;决策的重要性;决策风险;历史的准确性;决策问责制;和系统理解)。此外,通过专题分析,从访谈笔录中确定了一系列与工人使用决策支持系统有关的相互关联的主题。我们讨论了这些问题如何影响员工在工作场所使用决策支持系统的意图,并提倡使用自然主义决策技术来研究技术接受度。
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引用次数: 0
The Failure to Grasp Automation Failure 未能掌握自动化失败
IF 2 Q1 Engineering Pub Date : 2023-07-22 DOI: 10.1177/15553434231189375
G. Skraaning, G. Jamieson
Automation failure is a key construct in human-automation interaction research. Yet the paucity of exposition on this construct has led to confusion about what sorts of failures are suitable for testing predictions of human performance in response to automation failure. We illustrate here how overly narrow or broad definitions of automation failure limit the explanatory power of human performance models in a way that is not obviously reasoned. We then review three aviation safety events that challenge the overly narrow definition. Reflecting on those events and other observations, we propose an initial taxonomy of automation failure and other automation-related human performance challenges. We conclude by pointing out the utility of the taxonomy for advancing human-automation interaction research.
自动化故障是人类自动化交互研究中的一个关键问题。然而,由于缺乏对这一结构的阐述,人们对什么样的故障适合于测试人类在应对自动化故障时的表现预测感到困惑。我们在这里说明了自动化故障的过于狭窄或宽泛的定义如何以一种没有明显推理的方式限制了人类绩效模型的解释力。然后,我们回顾了三起航空安全事件,它们挑战了过于狭隘的定义。考虑到这些事件和其他观察结果,我们提出了自动化故障和其他自动化相关人员绩效挑战的初步分类。最后,我们指出了分类法对推进人类自动化交互研究的实用性。
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引用次数: 0
Does It MultiMatch? What Scanpath Comparison Tells us About Task Performance in Teams 它有多匹配吗?扫描路径比较告诉我们关于团队中的任务性能
IF 2 Q1 Engineering Pub Date : 2023-06-11 DOI: 10.1177/15553434231171484
Mohamad El Iskandarani, Jad A. Atweh, Shannon P. D. McGarry, S. L. Riggs, N. Moacdieh
Teamwork and collaboration form the cornerstones of organizational performance and success. It is important to understand how the attention allocation of team members is linked to performance. One approach to studying attention allocation in a team context is to compare the scanpath similarity of two people working in teams and to explore the link between scanpath similarity and team performance. In this study, participants were recruited to work in pairs on an unmanned aerial vehicle (UAV) task that included low and high workload conditions. An eye tracker was used to collect the eye movements of both participants in each team. The scanpaths of two teammates were compared in low and high workload conditions using MultiMatch, an established scanpath comparison algorithm. The obtained scanpath similarity values were correlated with performance measures of response time and accuracy. Several MultiMatch measures showed significant strong correlations across multiple dimensions, providing insight into team behavior and attention allocation. The results suggested that the more similar each team member’s scanpath is, the better their performance. Additional research and consideration of experimental variables will be necessary to further understand how best to use MultiMatch for scanpath similarity assessment in complex domains.
团队合作是组织绩效和成功的基石。了解团队成员的注意力分配与绩效之间的关系非常重要。研究团队环境中注意力分配的一种方法是比较团队中两个人的扫描路径相似性,并探索扫描路径相似与团队绩效之间的联系。在这项研究中,参与者被招募成对进行无人机任务,该任务包括低工作量和高工作量条件。使用眼动仪来收集每个团队中两名参与者的眼球运动。使用MultiMatch(一种已建立的扫描路径比较算法)对两名队友在低工作量和高工作量条件下的扫描路径进行比较。所获得的扫描路径相似性值与响应时间和准确性的性能度量相关联。多项MultiMatch指标在多个维度上显示出显著的强相关性,为团队行为和注意力分配提供了见解。结果表明,每个团队成员的扫描路径越相似,他们的表现就越好。需要对实验变量进行额外的研究和考虑,以进一步了解如何最好地使用MultiMatch在复杂领域中进行扫描路径相似性评估。
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引用次数: 3
Decision-Making During High-Risk Events: A Systematic Literature Review. 高风险事件中的决策:系统文献综述。
IF 2.2 Q3 ENGINEERING, INDUSTRIAL Pub Date : 2023-06-01 Epub Date: 2023-01-17 DOI: 10.1177/15553434221147415
Carrie Reale, Megan E Salwei, Laura G Militello, Matthew B Weinger, Amanda Burden, Christen Sushereba, Laurence C Torsher, Michael H Andreae, David M Gaba, William R McIvor, Arna Banerjee, Jason Slagle, Shilo Anders

Effective decision-making in crisis events is challenging due to time pressure, uncertainty, and dynamic decisional environments. We conducted a systematic literature review in PubMed and PsycINFO, identifying 32 empiric research papers that examine how trained professionals make naturalistic decisions under pressure. We used structured qualitative analysis methods to extract key themes. The studies explored different aspects of decision-making across multiple domains. The majority (19) focused on healthcare; military, fire and rescue, oil installation, and aviation domains were also represented. We found appreciable variability in research focus, methodology, and decision-making descriptions. We identified five main themes: (1) decision-making strategy, (2) time pressure, (3) stress, (4) uncertainty, and (5) errors. Recognition-primed decision-making (RPD) strategies were reported in all studies that analyzed this aspect. Analytical strategies were also prominent, appearing more frequently in contexts with less time pressure and explicit training to generate multiple explanations. Practitioner experience, time pressure, stress, and uncertainty were major influencing factors. Professionals must adapt to the time available, types of uncertainty, and individual skills when making decisions in high-risk situations. Improved understanding of these decisional factors can inform evidence-based enhancements to training, technology, and process design.

由于时间压力、不确定性和动态决策环境,危机事件中的有效决策具有挑战性。我们在PubMed和PsycINFO上进行了系统的文献综述,确定了32篇实证研究论文,这些论文考察了受过训练的专业人员如何在压力下做出自然主义决策。我们使用结构化的定性分析方法来提取关键主题。这些研究探讨了多个领域决策的不同方面。大多数人(19人)专注于医疗保健;军事、消防和救援、石油设施和航空领域也有代表。我们发现,在研究重点、方法和决策描述方面存在明显的可变性。我们确定了五个主要主题:(1)决策策略,(2)时间压力,(3)压力,(4)不确定性和(5)错误。在所有分析这一方面的研究中都报道了识别引导决策(RPD)策略。分析策略也很突出,在时间压力较小、训练明确的情况下更频繁地出现,以产生多种解释。从业者经验、时间压力、压力和不确定性是主要影响因素。专业人员在高风险情况下做出决策时,必须适应可用的时间、不确定性类型和个人技能。更好地理解这些决策因素可以为培训、技术和流程设计的循证增强提供信息。
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引用次数: 0
How Can Authorities Support Distributed Improvisation During Major Crises? A Study of Decision Bottlenecks Arising During Local COVID-19 Vaccine Roll-Out. 当局如何在重大危机中支持分布式即兴表演?地方COVID-19疫苗推广决策瓶颈研究
IF 2.2 Q3 ENGINEERING, INDUSTRIAL Pub Date : 2023-06-01 Epub Date: 2022-11-11 DOI: 10.1177/15553434221125092
Ross Owen Phillips, Hossein Baharmand, Nico Vandaele, Catherine Decouttere, Lise Boey

Despite the increased importance attributed to distributed improvisation in major crises, few studies investigate how central authorities can promote a harmonic, coordinated national response while allowing for distributed autonomy and improvisation. One idea implicit in the literature is that central authorities could help track and tackle common decision bottlenecks as they emerge across "improvising" local authorities as a result of shared, dynamic external constraints. To explore this idea we map central functions needed to roll-out vaccines to local populations and identify and classify bottlenecks to decision-making by local authorities managing COVID-19 vaccine roll-out in Norway. We found five bottlenecks which emerged as vaccine roll-out progressed, three of which could feasibly have been addressed by changing the local authorities' external constraints as the crisis developed. While the national crisis response strategy clearly allowed for distributed improvisation, our overall findings suggest that there is potential for central authorities to address external constraints in order to ease common bottlenecks as they emerge across local authorities responding to the crisis. More research is to explore alternative centralized response strategies and assess how well they effectively balance centralized and distributed control. The study contributes to the growing literature examining the interaction between local and centralized response in crisis management.

尽管分布式即兴发挥在重大危机中越来越重要,但很少有研究调查中央当局如何在允许分布式自治和即兴发挥的同时,促进和谐、协调的国家应对措施。文献中隐含的一个想法是,中央当局可以帮助跟踪和解决共同的决策瓶颈,因为这些瓶颈是由于共享的、动态的外部约束而在“即兴发挥”的地方当局中出现的。为了探索这一想法,我们绘制了向当地人口推广疫苗所需的中心职能图,并确定和分类了挪威管理新冠肺炎疫苗推广的地方当局决策的瓶颈。我们发现,随着疫苗推广的进展,出现了五个瓶颈,其中三个瓶颈本可以通过随着危机的发展改变地方当局的外部约束来解决。虽然国家危机应对战略显然允许分布式即兴发挥,但我们的总体调查结果表明,中央当局有可能解决外部制约因素,以缓解应对危机的地方当局出现的共同瓶颈。更多的研究是探索替代的集中响应策略,并评估它们在集中和分布式控制之间的有效平衡程度。这项研究有助于越来越多的文献研究危机管理中地方和集中应对之间的相互作用。
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引用次数: 0
What we got Here, is a Failure to Coordinate: Implicit and Explicit Coordination in Air Combat 我们在这里得到的是协调的失败:空战中的隐性和显性协调
IF 2 Q1 Engineering Pub Date : 2023-05-31 DOI: 10.1177/15553434231179566
H. Mansikka, K. Virtanen, D. Harris
Air combat is the ultimate test for teamwork, as teams of fighter pilot (or flights), must coordinate their actions in a highly complex, hostile, dynamic and time critical environment. Flights can coordinate their actions using communication, that is, explicitly, or by relying on team situation awareness (SA), that is, implicitly. This paper examines how these two forms of coordination are associated with performance when prosecuting or evading an attack in simulated air combat. This was done by investigating the flights’ team SA, number of SA-related communication acts and performance in these two types of critical events during air combat. The results exhibit a quadratic dependence between team SA and communication. The rate of change of SA-related communication frequency with respect to change of team SA was negative: communication was needed to build team SA, but once an appropriate level of team SA was established, fewer communications were required. If, however, team SA deteriorated the number of SA communication acts increased. However, during time critical events, the flights did not always have enough time to coordinate their actions verbally. If the flights’ team SA in such situations was low, the flights’ explicit coordination attempts were not sufficient to avoid poor performance.
空战是对团队合作的终极考验,因为战斗机飞行员(或飞行)团队必须在高度复杂、充满敌意、动态和时间紧迫的环境中协调行动。航班可以通过沟通(即明确)或依靠团队态势感知(SA)(即隐含)来协调他们的行动。本文研究了在模拟空战中起诉或躲避攻击时,这两种形式的协调与表现之间的关系。这是通过调查飞行团队SA、SA相关通信行为的数量以及在空战期间这两类关键事件中的表现来完成的。结果显示团队SA和沟通之间存在二次依赖关系。与SA相关的沟通频率相对于团队SA的变化率为负:建立团队SA需要沟通,但一旦建立了适当级别的团队SA,就需要更少的沟通。然而,如果团队SA恶化,SA通信行为的数量就会增加。然而,在时间紧迫的事件中,航班并不总是有足够的时间口头协调他们的行动。如果航班团队在这种情况下SA较低,那么航班明确的协调尝试不足以避免糟糕的表现。
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引用次数: 1
A Computational Approach to Examining Team Coordination Breakdowns During Crisis Situations 在危机情况下检验团队协调故障的计算方法
IF 2 Q1 Engineering Pub Date : 2023-02-20 DOI: 10.1177/15553434231156417
Kyana H. J. van Eijndhoven, Travis J. Wiltshire, Elwira A. Hałgas, J. Gevers
During crisis situations, teams are more prone to coordination breakdowns that are characterized by a temporary, diminished ability to function effectively as a team. However, team research currently lacks robust approaches for identifying transitions from effective team functioning to coordination breakdowns. With the current study, we aimed to develop such robust approaches, and to deepen our understanding of how team coordination dynamics across various physiological signals reflect coordination breakdowns. Consequently, we used audiovisual data from four-person teams involved in a stressful collaborative game task to manually identify coordination breakdowns. Next, we set out to computationally identify coordination breakdowns by applying continuous measures of team coordination (windowed synchronization coefficient and multidimensional recurrence quantification analysis) to photoplethysmogram and electrodermal activity data obtained during the task, and identifying transitions therein with change point and nonlinear prediction algorithms. We found that our computational coordination breakdown identification approaches can identify up to 96% of the manually identified coordination breakdowns although our results also show that the precision of our approaches falls far behind. Our findings contribute theoretically and methodologically to the systematic investigation of coordination breakdowns, which may ultimately facilitate the support of teams in responding to and mitigating negative consequences of crisis situations.
在危机情况下,团队更容易出现协调故障,其特征是团队有效运作的能力暂时下降。然而,团队研究目前缺乏可靠的方法来识别从有效的团队功能到协调故障的过渡。在目前的研究中,我们的目标是开发这种稳健的方法,并加深我们对团队协调动态在各种生理信号中如何反映协调故障的理解。因此,我们使用了来自四人团队的视听数据,这些团队参与了一个有压力的协作游戏任务,以手动识别协调故障。接下来,我们开始计算识别协调故障,方法是将团队协调的连续度量(窗口同步系数和多维递归量化分析)应用于任务期间获得的光容积图和皮电活动数据,并使用变化点和非线性预测算法识别其中的过渡。我们发现,我们的计算协调故障识别方法可以识别高达96%的手动识别的协调故障,尽管我们的结果也表明,我们的方法的精度远远落后。我们的研究结果在理论上和方法上有助于系统地调查协调故障,这可能最终有助于支持团队应对和减轻危机情况的负面后果。
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引用次数: 2
Three Player Interactions in Urban Settings: Design Challenges for Autonomous Vehicles 城市环境中的三种玩家互动:自动驾驶汽车的设计挑战
IF 2 Q1 Engineering Pub Date : 2023-02-05 DOI: 10.1177/15553434231155032
D. Nathanael, V. Papakostopoulos
An observational analysis of crossing episodes between two intersecting vehicles, in which a third road user clearly affected its evolution, was conducted in an attempt to identify (i) recurring patterns of informal coordination among road users and (ii) traffic situational invariances that may inform AV prediction algorithms. The term BLOCK-EXPLOITING is introduced to describe a driver’s exploitation of situational opportunities to gain priority often contrary to regulatory provisions, but favouring overall traffic efficiency. Video-data from an urban stop-controlled intersection were analysed through the lens of joint systems theory using a phenomenological framework developed in this study. Four generic types of BLOCK-EXPLOITING were identified (i.e. covering, ghost-covering, piggybacking, sneaking). Covering and ghost-covering led to minimal or no delays while piggybacking and sneaking, although abusive to other drivers, still only resulted in 1.99 to 3.33 sec delay. It is advocated that BLOCK-EXPLOITING can be socially acceptable. Proposed design challenges for AVs in mixed traffic include the ability to (i) distinguish BLOCK-EXPLOITING from errant driving, (ii) recognise to whom a ‘space-offering’ is addressed, and (iii) assess the appropriateness or abusiveness of a BLOCK-EXPLOITING action. Finally, this study brings to fore very short-time span joint-activity coordination requirements among diverse agents unknown to each other.
对两辆交叉车辆之间的交叉事件进行了观察分析,其中第三个道路使用者明显影响了其演变,试图确定(i)道路使用者之间非正式协调的重复模式和(ii)可能为自动驾驶预测算法提供信息的交通情景不变性。“街区剥削”一词是用来描述司机利用情境机会来获得优先权的行为,这种行为通常与监管规定相悖,但有利于整体交通效率。通过联合系统理论,使用本研究开发的现象学框架,分析了来自城市停车控制路口的视频数据。确定了四种常见的block - exploit类型(即覆盖、幽灵覆盖、背包、潜行)。掩护和幽灵掩护导致了极少或没有延迟,而背着和偷偷溜,虽然虐待其他司机,仍然只导致1.99到3.33秒的延迟。有人主张,区块链开发是可以被社会接受的。混合交通中自动驾驶汽车的设计挑战包括(i)区分街区利用和错误驾驶的能力,(ii)识别“空间提供”的对象,以及(iii)评估街区利用行为的适当性或滥用性。最后,本研究提出了各种未知主体之间非常短时间跨度的联合活动协调需求。
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引用次数: 0
Cognitive and Behavioral Impacts of Two Decision-Support Modes for Judgmental Bootstrapping 两种决策支持模式对判断引导的认知和行为影响
IF 2 Q1 Engineering Pub Date : 2023-02-01 DOI: 10.1177/15553434231153311
Alexandre Marois, Katherine Labonté, D. Lafond, Heather F. Neyedli, S. Tremblay
The Cognitive Shadow is a decision-support system that uses policy capturing to model human operators’ judgment policies and provide online predictions of their decisions. The system can provide support in reaction to a decision mismatch (shadowing mode) or proactively (recommendation mode). The goal of this study was to compare these two modes of operation in their ability to effectively model and support decision-making and to examine impacts on information processing, workload, and trust. Participants took part in an aircraft threat evaluation simulation without decision support or with the Cognitive Shadow (either shadowing or recommendation mode). Dwell time was collected over different areas of the user interface. While the recommendation mode had no advantage over the control group, the shadowing mode resulted in greater human and model accuracy. This mode led to longer dwell time over the parameters zone presenting key information for decision-making. These benefits were maintained even after the tool was removed. Workload was unaffected by the mode, and while trust was initially higher in the recommendation mode, it quickly became equivalent between both modes, overall supporting shadowing as the better configuration for cognitive assistance. Results are discussed in terms of decision processes, operators support, and automation bias.
认知阴影是一个决策支持系统,它使用策略捕获来模拟操作员的判断策略,并提供他们决策的在线预测。该系统可以响应于决策不匹配(阴影模式)或主动(推荐模式)来提供支持。本研究的目的是比较这两种操作模式有效建模和支持决策的能力,并研究对信息处理、工作量和信任的影响。参与者在没有决策支持或使用认知阴影(阴影或推荐模式)的情况下参加了飞机威胁评估模拟。停留时间是在用户界面的不同区域收集的。虽然推荐模式与对照组相比没有优势,但阴影模式提高了人类和模型的准确性。这种模式导致在参数区停留时间更长,为决策提供关键信息。即使在移除该工具之后,这些优点也得以保持。工作负载不受该模式的影响,虽然推荐模式最初的信任度更高,但很快在两种模式之间变得等效,总体上支持阴影作为认知辅助的更好配置。从决策过程、操作员支持和自动化偏差的角度讨论了结果。
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引用次数: 0
Decision Support for Flexible Manufacturing Systems: Application of the Cognitive Systems Engineering and Ecological Interface Design Approach 柔性制造系统的决策支持:认知系统工程和生态界面设计方法的应用
IF 2 Q1 Engineering Pub Date : 2023-01-12 DOI: 10.1177/15553434221118976
K. Bennett, Christopher Edman, Dylan G. Cravens, Natalie C. Jackson
We applied the cognitive systems engineering (CSE)/ecological interface design (EID) approach to the work domain of flexible manufacturing systems (FMS). Work domain analyses (WDA) and activity analyses were conducted. Previous concerns regarding the suitability of CSE for FMS are addressed. Principles of EID (i.e., direct perception, direct manipulation, and visual momentum) were applied in designing an ecological interface for a flexible manufacturing system (EcoFlex). The critical links between the products of a WDA and the content of an ecological interface (a key innovation of EID) are made explicit. The evaluations of this interface were very positive across a wide variety of traditional and novel dependent variables (please see the companion manuscript). The overall success of this research program clearly demonstrates that the CSE/EID approach is capable of being applied to FMS. Contributions of this manuscript include both theoretical insights (defining properties of the FMS work domain, concrete examples of the principles of EID, critical links between CSE and EID, resolution of concerns about the overall framework) and practical applications (specific design solutions for FMS and similar work domains, and successful examples of the CSE/EID approach which can be studied and leveraged by students).
我们将认知系统工程(CSE)/生态接口设计(EID)方法应用于柔性制造系统(FMS)的工作领域。进行了工作领域分析(WDA)和活动分析。解决了先前关于CSE适用于FMS的问题。EID原理(即直接感知、直接操纵和视觉动量)被应用于柔性制造系统(EcoFlex)的生态界面设计。明确了WDA产品与生态界面内容(EID的一项关键创新)之间的关键联系。对这个界面的评估在各种传统和新颖的因变量中都是非常积极的(请参阅配套手稿)。该研究项目的总体成功清楚地表明,CSE/EID方法能够应用于FMS。这篇手稿的贡献包括理论见解(定义FMS工作领域的属性,EID原理的具体例子,CSE和EID之间的关键联系,解决总体框架的问题)和实际应用(FMS和类似工作领域的具体设计解决方案,以及学生可以学习和利用的CSE/EID方法的成功例子)。
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引用次数: 4
期刊
Journal of Cognitive Engineering and Decision Making
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