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Human-agent teaming and trust calibration: a theoretical framework, configurable testbed, empirical illustration, and implications for the development of adaptive systems 人工智能体团队和信任校准:理论框架、可配置的试验台、经验说明以及对自适应系统开发的启示
IF 1.6 Q4 ERGONOMICS Pub Date : 2022-06-25 DOI: 10.1080/1463922X.2022.2086644
P. Bobko, Leanne M. Hirshfield, Lucca Eloy, Cara A. Spencer, Emily Doherty, Jack Driscoll, Hannah Obolsky
Abstract Given new technologies and algorithmic capabilities, human-agent teaming (HAT) is expected to dominate environments where complex problems are solved by heterogenous teams. In such teams, trust calibration is key; i.e. humans and agents working symbiotically, with humans trusting and relying on agents as appropriate. In this paper, we focus on understanding trust-calibration in HATs. We propose a theoretical framework of calibrated trust in HATs. Next, we provide a configurable testbed designed to investigate calibrated trust in HATs. To demonstrate the flexible testbed and our framework, we conduct a study investigating hypotheses about agent transparency and reliability. Results align with research to date, supporting the notion that transparency results in calibrated trust. Further, high transparency yielded more positive affect and lower workload than low transparency. We also found that increased agent reliability resulted in higher trust in the agent, as well as more positive valence. This suggests that participants experienced more engagement with the task when the agent was reliable and presumably trustworthy. We also build on our framework and testbed to outline a research agenda for the assessment of human trust dynamics in HATs and the development of subsequent real-time, intelligent adaptive systems.
摘要在给定新技术和算法能力的情况下,人工智能体团队(HAT)有望主导由异构团队解决复杂问题的环境。在这样的团队中,信任校准是关键;即人类和制剂共生工作,人类适当地信任和依赖制剂。在本文中,我们重点了解HAT中的信任校准。我们提出了一个HAT中校准信任的理论框架。接下来,我们提供了一个可配置的测试平台,用于研究HAT中经过校准的信任。为了证明灵活的测试平台和我们的框架,我们进行了一项研究,调查了关于代理透明度和可靠性的假设。研究结果与迄今为止的研究一致,支持透明度导致校准信任的观点。此外,与低透明度相比,高透明度产生了更积极的影响和更低的工作量。我们还发现,代理可靠性的提高导致了对代理的更高信任,以及更高的正价。这表明,当代理人可靠且可能值得信赖时,参与者对任务的参与度会更高。我们还以我们的框架和试验台为基础,概述了评估HAT中人类信任动态以及开发后续实时智能自适应系统的研究议程。
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引用次数: 6
Manuscript title: limited suitability for single item work ability to replace work ability index: a Brazilian cross-sectional study 手稿标题:用单项工作能力代替工作能力指数的有限适用性:一项巴西横断面研究
IF 1.6 Q4 ERGONOMICS Pub Date : 2022-06-24 DOI: 10.1080/1463922X.2022.2090026
Adrielle Moraes Cazotti, T. Sato, R. S. Padula, C. Moriguchi
Abstract The Work Ability Index (WAI) evaluates how workers are at present and in the near future with respect to work demands, health, and mental resources. Since this questionnaire is time consuming, a single-item question (work ability score - WAS) has been used to replace the WAI. The aim of this study was to investigate the correlation between the work ability index (WAI) and WAS, adjusted by age, sex and occupation. Workers (N = 379) from different economic sectors answered a questionnaire addressing demographic information and the WAI. The data were analyzed using descriptive statistics, Spearman’s rank correlation coefficients and partial correlations. Moderate correlations were found between the WAI and WAS (rs=0,49). Stronger correlations were found between the WAI and other WAI Dimensions: Diagnosed Diseases, Work Demands and Work Loss (rs>0.60). The partial correlation results showed that the correlation between the WAI and WAS increased when adjusted by sex, age and occupation (r = 0.60), but remained lower than other coefficients. Therefore, we cannot recommend the use of WAS instead of the WAI for Brazilian workers according to the correlation found.
工作能力指数(WAI)评估工人在当前和近期的工作需求、健康和精神资源方面的状况。由于此问卷耗时长,故采用单项问题(工作能力评分- WAS)代替WAI。本研究的目的是探讨工作能力指数(WAI)与was在年龄、性别和职业调整后的相关性。来自不同经济部门的工人(N = 379)回答了一份关于人口统计信息和WAI的问卷。采用描述性统计、Spearman秩相关系数和偏相关系数对数据进行分析。WAI与WAS之间存在中度相关性(rs=0,49)。WAI与其他WAI维度:诊断疾病、工作需求和工作损失之间存在较强的相关性(r = 0.60)。偏相关结果显示,经性别、年龄和职业调整后,WAI与WAS的相关性增加(r = 0.60),但仍低于其他系数。因此,根据发现的相关性,我们不能推荐使用WAS代替巴西工人的WAI。
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引用次数: 0
Development and validation of a tool for the comprehensive risk assessment of musculoskeletal disorders (CRAMUD) among employees of a steel industry 钢铁行业员工肌肉骨骼疾病(CRAMUD)综合风险评估工具的开发和验证
IF 1.6 Q4 ERGONOMICS Pub Date : 2022-06-16 DOI: 10.1080/1463922X.2022.2086643
Saeid Yazdanirad, G. Pourtaghi, M. Raei, M. Ghasemi
Abstract This study aimed to develop and validate a tool for the comprehensive risk assessment of musculoskeletal disorders (CRAMUD). In this cross-sectional study, 300 male workers participated. Data related to personal, psychosocial and physical items and musculoskeletal symptoms were gathered by a designed questionnaire and Cornell musculoskeletal discomfort questionnaire (CMDQ), respectively. Then, the effect coefficients of the items were computed for developing the CRAMUD equation. The total score of the CRAMUD tool was classified by receiver operator curves (ROCs), and it was validated by linear regression analysis. The values of the content validity ratio (CVR), content validity index (CVI) and Cronbach’s coefficient alpha (α) of the CRAMUD questionnaire with 38 items were calculated as 0.773, 0.934 and 0.940, respectively. The personal, psychosocial and physical items with the coefficients of 0.265, 0.175 and 0.478 had significant effects on the occurrence of musculoskeletal symptoms, respectively. The equation of the novel tool was written by these coefficients. The CRAMUD score was grouped into four levels by optimal cut-off points of 8.51, 11.03 and 15.31. This tool could predict 75% of variations of musculoskeletal symptoms. This tool can be exploited to accurately estimate the risk level of musculoskeletal symptoms in various jobs.
本研究旨在开发和验证一种用于肌肉骨骼疾病(CRAMUD)综合风险评估的工具。在这项横断面研究中,有300名男性工人参与。通过设计问卷和康奈尔肌肉骨骼不适问卷(CMDQ)收集与个人、社会心理和身体项目以及肌肉骨骼症状相关的数据。然后,计算各项目的影响系数,建立CRAMUD方程。采用接收算子曲线(roc)对CRAMUD工具的总分进行分类,并进行线性回归分析。计算38项CRAMUD问卷的内容效度比(CVR)、内容效度指数(CVI)和Cronbach’s系数α (α)分别为0.773、0.934和0.940。个人、社会心理和身体项目对肌肉骨骼症状的发生影响显著,其系数分别为0.265、0.175和0.478。新型刀具的方程由这些系数组成。CRAMUD评分按最佳截止点8.51、11.03和15.31分为4个等级。这个工具可以预测75%的肌肉骨骼症状的变化。该工具可用于准确估计各种工作中肌肉骨骼症状的风险水平。
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引用次数: 0
Construction and validation of an updated perfect automation schema (uPAS) scale 构建和验证更新的完美自动化模式(uPAS)规模
IF 1.6 Q4 ERGONOMICS Pub Date : 2022-06-06 DOI: 10.1080/1463922X.2022.2081375
Anthony M. Gibson, August A. Capiola, Gene M. Alarcon, Michael A. Lee, Sarah A. Jessup, Izz Aldin Hamdan
Abstract The perfect automation schema is described as a representation people hold regarding the performance of automated systems, comprising initial high expectations for automated systems’ performance and low forgiveness after automated systems fail. Merritt, Unnerstall, Lee, and Huber have created a self-report measure of perfect automation schema comprising the two aforementioned factors, but this measure has demonstrated poor internal consistency estimates. In the present research, we created an updated perfect automation schema (uPAS) scale that showed acceptable reliability and validity estimates. In Study 1, we generated items that described both factors of perfect automation schema and conducted an exploratory factor analysis. In Study 2, we conducted a confirmatory factor analysis to confirm the uPAS scale composition and examined the scale’s convergent, discriminant, and criterion validity. We found acceptable reliability estimates for the new scale across both studies. In Study 2, however, we found the uPAS scale factors and the factors from Merritt and colleagues’ scale showed similar criterion validity across three trust-related criteria (trustworthiness perceptions, reliance intentions, and use endorsement). We conclude by offering a reliable uPAS scale to assess the perfect automation schema, which showed comparable criterion-related validity to Merritt and colleagues’ scale.
完美自动化图式是人们对自动化系统性能的一种表征,包括最初对自动化系统性能的高期望和自动化系统故障后的低宽恕。Merritt, ununstall, Lee和Huber已经创建了一个包含上述两个因素的完美自动化方案的自我报告度量,但是该度量显示了较差的内部一致性估计。在本研究中,我们创建了一个更新的完美自动化图式(uPAS)量表,显示出可接受的信度和效度估计。在研究1中,我们生成了描述完美自动化图式的两个因素的条目,并进行了探索性因素分析。在研究2中,我们进行了验证性因子分析来确认uPAS量表的组成,并检验了量表的收敛效度、判别效度和标准效度。我们在两项研究中都找到了新量表可接受的信度估计。然而,在研究2中,我们发现uPAS量表因子和Merritt及其同事的量表因子在三个与信任相关的标准(可信度感知、信赖意图和使用认可)上显示出相似的标准效度。最后,我们提供了一个可靠的uPAS量表来评估完美的自动化方案,它显示了与Merritt和同事的量表相当的标准相关的效度。
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引用次数: 1
2SAFE: a health belief model-integrated framework for participatory ergonomics 2SAFE:一个参与人体工程学的健康信念模型集成框架
IF 1.6 Q4 ERGONOMICS Pub Date : 2022-06-02 DOI: 10.1080/1463922X.2022.2083716
Zhenyu Zhang, Ken-Yu Lin, Jia-Hua Lin
Abstract Initiating ergonomics interventions in a business environment requires changes in the behaviour of relevant actors. When participating in an intervention, researchers need to collect and share information with practitioners to help them make better behaviour-related decisions. This paper describes the five-step 2SAFE (Surveillance, Screening, Assessment, Framing, and Evaluation) planning framework, which can be used to guide research-practice collaboration in participatory ergonomics programmes. This framework combines the understanding of work-related musculoskeletal disorders with the principles of the health belief model. This theoretical synthesis empowers the framework to address the following critical challenges: (1) how to make data collection processes attuned to the nature of ergonomic injuries; and (2) how to transform the data collected into immediately usable information for practitioners to change their behaviours. The framework is interdisciplinary and can facilitate transfer of knowledge between ergonomics and health behaviour science. The framework can enhance the ability of researchers to collaborate with practitioners and bring participatory ergonomics programmes closer to success. In the long term, we hope that this framework can lead to more high-quality interventions that are able to prevent work-related musculoskeletal disorders in various industrial settings.
在商业环境中启动人体工程学干预需要改变相关参与者的行为。在参与干预时,研究人员需要收集并与从业者分享信息,以帮助他们做出更好的与行为相关的决策。本文描述了五步2SAFE(监测、筛选、评估、框架和评估)规划框架,该框架可用于指导参与式人体工程学项目的研究-实践合作。该框架将对与工作相关的肌肉骨骼疾病的理解与健康信念模型的原则相结合。这一理论综合使框架能够解决以下关键挑战:(1)如何使数据收集过程适应人体工程学损伤的性质;(2)如何将收集到的数据转化为从业者可以立即使用的信息,以改变他们的行为。该框架是跨学科的,可以促进人体工程学和健康行为科学之间的知识转移。该框架可以提高研究人员与实践者合作的能力,使参与式人体工程学方案更接近成功。从长远来看,我们希望这一框架能够带来更多高质量的干预措施,能够在各种工业环境中预防与工作相关的肌肉骨骼疾病。
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引用次数: 2
The frequency of facial muscles engaged in expressing emotions in people with visual disabilities via cloud-based video communication 通过基于云的视频通信,视觉障碍人士面部肌肉表达情绪的频率
IF 1.6 Q4 ERGONOMICS Pub Date : 2022-05-26 DOI: 10.1080/1463922X.2022.2081374
H. N. Kim
Abstract As technology is advancing quickly, and various assistive technology applications are introduced to users with visual disabilities, many people with visual disabilities use smartphones and cloud-based video communication platforms such as Zoom. This study aims at advancing knowledge of how people with visual disabilities visualize voluntary emotions via facial expressions, especially in online contexts. A convenience sample of 28 participants with visual disabilities were observed as to how they show voluntary facial expressions via Zoom. The facial expressions were coded using the Facial Action Coding System (FACS) Action Units (AU). Individual differences were found in the frequency of facial action units, which were influenced by the participants’ visual acuity levels (i.e., visual impairment and blindness) and emotion characteristics (i.e., positive/negative valence and high/low arousal levels). The research findings are anticipated to be widely beneficial to many researchers and professionals in the field of facial expressions of emotions, such as facial recognition systems and emotion sensing technologies. Relevance to human factors/ergonomics theoryThis study advanced knowledge of facial muscle engagements while people with visual disabilities visualize their emotions via facial expressions, especially in online contexts. The advanced understanding would contribute to building a fundamental knowledge foundation, ultimately applicable to universal designs of emotion technology that can read users’ facial expressions to customize services with the focus on adequately accommodating the users’ emotional needs (e.g., ambient intelligence) regardless of users’ visual ability/disability.
摘要随着技术的快速发展,各种辅助技术应用被引入视障用户,许多视障人士使用智能手机和Zoom等基于云的视频通信平台。这项研究旨在提高视障人士如何通过面部表情,特别是在网络环境中,将自愿情绪可视化的知识。对28名视觉残疾参与者的便利样本进行了观察,了解他们如何通过Zoom显示自愿的面部表情。使用面部动作编码系统(FACS)动作单元(AU)对面部表情进行编码。面部动作单元的频率存在个体差异,这受到参与者的视力水平(即视觉障碍和失明)和情绪特征(即积极/消极效价和高/低唤醒水平)的影响。预计这项研究结果将对面部表情领域的许多研究人员和专业人士广泛有益,如面部识别系统和情感传感技术。与人为因素/人机工程学理论的相关性这项研究提高了面部肌肉活动的知识,而视障人士则通过面部表情来表达自己的情绪,尤其是在网络环境中。先进的理解将有助于建立一个基础知识基础,最终适用于情感技术的通用设计,该技术可以读取用户的面部表情来定制服务,重点是充分满足用户的情感需求(例如,环境智能),而不考虑用户的视觉能力/残疾。
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引用次数: 0
The effect of applied effort on MATB-II performance 应用努力对matlab - ii性能的影响
IF 1.6 Q4 ERGONOMICS Pub Date : 2022-05-25 DOI: 10.1080/1463922X.2022.2079155
Denys Bulikhov, S. Landry
Abstract Some of the variability found in measures of mental workload (see e.g. Singleton, Fox, and Whitfield 1973; Wierwille and Connor 1983; Steelman, McCarley, and Wickens 2011; Casner and Gore 2010) may be due to the effort applied to the task by participants, rather than by the independent variable of interest. If true, capturing and removing the variation due to ‘applied effort’ could improve the ability of studies to detect effects of interest. While introducing participants to two sub-tasks derived from Multi-Attribute Task Battery II (Santiago-Espada et al. 2011), the study investigated the influence of applied effort on MATB-II performance measures while holding other effects constant. Two groups of participants each completed easy and hard trials of MATB-II-derived sub-tasks. Treatment group of participants was offered an additional reward if they achieved a sufficiently high performance. The treatment group performed better by just under 4% in both easy and hard trials which provides a suggestion about the size of the effect of applied effort in this study. Measuring or controlling for applied effort can improve the ability of researchers to determine the effects of interventions on workload measures by reducing the amount of variability that is captured as error.
在心理工作量测量中发现的一些可变性(参见Singleton, Fox, and Whitfield 1973;Wierwille and Connor 1983;Steelman, McCarley, and Wickens 2011;Casner和Gore 2010)可能是由于参与者对任务的努力,而不是由兴趣这一自变量决定的。如果这是真的,捕获和消除由于“应用努力”而产生的变化可以提高研究检测感兴趣效应的能力。在向参与者介绍来自多属性任务组II (Santiago-Espada et al. 2011)的两个子任务时,该研究在保持其他影响不变的情况下,调查了应用努力对MATB-II绩效指标的影响。两组参与者分别完成了matb - ii衍生子任务的简单和困难试验。如果实验组的参与者取得了足够高的成绩,就会得到额外的奖励。在简单和困难的试验中,治疗组的表现都比对照组好不到4%,这提示了本研究中应用努力的效果大小。测量或控制应用的工作量可以通过减少作为误差捕获的可变性的数量来提高研究人员确定干预措施对工作量度量的影响的能力。
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引用次数: 0
Did Tools Create Humans? 工具创造了人类吗?
IF 1.6 Q4 ERGONOMICS Pub Date : 2022-05-25 DOI: 10.1080/1463922X.2022.2076954
J. Navarro, P. Hancock
Abstract The conception and creation of tools, their design, refinements and uses are traditionally viewed as being direct elaborations of inherent human capabilities. Here, we offer an alternative to this traditional perspective. Using a tool to complete any given task serves to change that task which, in turn, impacts and alters the tools’ user via the performance of current and subsequent tasks. Moreover, as each task evolves, humans have come to shape additional tools to respond accordingly. These ever-increasing complexifications then serve to stimulate expansion in inherent human cognitive capabilities themselves. Here, we do not view humans as the initial creators of tools. Rather, the a priori presence of tools in the ambient environment explains, ab initio, why the species homo sapiens has evolved in the way that history records. We thus propose that tools create humans. The subsequent symbiosis between humans and those tools, portrayed as a cumulative spiral structure, serves to frame this evolution of elaborative technologies that have been used across time to achieve socially desired objectives. From our premise, we envision evident lines of progress that can be anticipated for the future of this human-tool dyad.
摘要工具的概念和创造、设计、改进和使用传统上被视为对人类固有能力的直接阐述。在这里,我们提供了一种替代传统观点的方法。使用工具完成任何给定的任务都会改变该任务,而这反过来又会通过当前和后续任务的执行来影响和改变工具的用户。此外,随着每项任务的发展,人类已经形成了额外的工具来做出相应的反应。这些不断增加的复杂性刺激了人类固有认知能力本身的扩展。在这里,我们并不认为人类是工具的最初创造者。相反,工具在周围环境中的先验存在从一开始就解释了为什么智人物种以历史记录的方式进化。因此,我们提出工具创造人类。随后,人类和这些工具之间的共生关系,被描绘成一个累积的螺旋结构,有助于构建这种精心设计的技术的演变,这些技术已被用于实现社会期望的目标。从我们的前提来看,我们设想了人类工具二元体的未来可以预期的明显进步路线。
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引用次数: 2
Periprocedural Pericardial Effusion Complicating Transcatheter Left Atrial Appendage Occlusion: A Report From the NCDR LAAO Registry. 经导管左房阑尾闭塞并发围手术期心包积液:来自 NCDR LAAO 登记处的报告。
IF 6.1 Q4 ERGONOMICS Pub Date : 2022-05-01 Epub Date: 2022-04-02 DOI: 10.1161/CIRCINTERVENTIONS.121.011718
Matthew J Price, Miguel Valderrábano, Sarah Zimmerman, Daniel J Friedman, Saibal Kar, Jeptha P Curtis, Frederick A Masoudi, James V Freeman

Background: Pericardial effusion (PE) is a potential complication of transcatheter left atrial appendage occlusion. The objective of this study was to investigate the incidence, associated characteristics, and outcomes of PE following left atrial appendage occlusion.

Methods: Patients in the NCDR LAAO Registry who underwent a Watchman procedure between January 1, 2016 and December 31, 2019 were included. The primary outcome was in-hospital PE requiring intervention (percutaneous drainage or surgery). Odds ratios (ORs) were calculated for adverse event rates associated with PE.

Results: The study population consisted of 65 355 patients. The mean patient age was 76.2±8.1 years, and the mean CHA2DS2-VASc score was 4.6±1.5. PE occurred in 881 patients (1.35%). Clinical variables independently associated with PE included older age, female sex, left ventricular function, paroxysmal atrial fibrillation, prior bleeding, lower serum albumin, and preprocedural dual antiplatelet therapy; procedural variables included number of delivery sheaths used, sinus rhythm during the procedure, and moderate sedation rather than general anesthesia. PE was associated with increased risk of in-hospital stroke (OR, 6.58 [95% CI, 3.32-13.06]; P<0.0001), death (OR, 56.88 [95% CI, 39.79-81.32]; P<0.0001), and the composite of death, stroke, or systemic embolism (OR, 28.64 [95% CI, 21.24-38.61]; P<0.0001). PE during the index hospitalization was associated with increased risk of death (OR, 3.52 [95% CI, 2.23-5.54]; P<0.0001) and the composite of death, stroke, or systemic embolism (OR, 3.42 [95% CI, 2.31-5.07]; P<0.0001) between discharge and 45-day follow-up.

Conclusions: In-hospital PE during transcatheter left atrial appendage occlusion is infrequent but associated with a substantially higher risk of adverse events, including in-hospital and early postdischarge mortality. Strategies to minimize PE are critical to improve the risk-benefit ratio for this therapy.

背景:心包积液(PE)是经导管左房阑尾闭塞术的潜在并发症。本研究旨在调查左心房阑尾闭塞术后心包积液的发生率、相关特征和预后:方法:纳入在2016年1月1日至2019年12月31日期间接受Watchman手术的NCDR LAAO注册患者。主要结果是需要干预(经皮引流或手术)的院内PE。计算了与 PE 相关的不良事件发生率的比值比 (OR):研究对象包括 65 355 名患者。患者平均年龄为(76.2±8.1)岁,平均 CHA2DS2-VASc 评分为(4.6±1.5)分。881名患者(1.35%)发生了 PE。与 PE 独立相关的临床变量包括年龄较大、女性、左心室功能、阵发性心房颤动、既往出血、血清白蛋白较低以及术前接受双重抗血小板治疗;手术变量包括使用的分娩鞘数量、手术过程中的窦性心律以及中度镇静而非全身麻醉。PE与院内卒中风险增加有关(OR,6.58 [95% CI,3.32-13.06];PPPPP结论:经导管左房阑尾闭塞术中的院内 PE 并不常见,但却与较高的不良事件风险相关,包括院内和出院后早期死亡率。尽量减少 PE 的策略对于提高这种疗法的风险收益比至关重要。
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引用次数: 0
Machining the mind to mind the machine 用机械加工头脑
IF 1.6 Q4 ERGONOMICS Pub Date : 2022-04-26 DOI: 10.1080/1463922X.2022.2062067
P. Hancock
Abstract Ergonomics is identified as that discipline which is most particularly focused upon the “laws of work’. Indeed, this is the etymological origins from which the name of the science is derived. In consequence, any future consideration of such an area of research endeavor must constantly re-examine and re-evaluate what is meant by the term ‘work’. The present article, that features an individual perspective, attacks this challenge through a prospective vision of what work may come. This vision of ‘futurework’ proves to be a rather bleak one. For, as is explained, the driving economic forces emphasize and embrace the greater utility of automated, and now growing autonomous systems, to accomplish the tasks which connote work. Often cast in opposition to the efficiency/profit imperative are those social forces for which human-centered endeavors, such as Ergonomics, advocate. Optimistic perspectives seek to harmonize these conflicting forces and envisage a form of harmonious cooperation between humans and machines of increasing ‘intelligence’ and capability. The current work explores and evaluates why that positive narrative is unlikely to represent the actuality of coming events, at least within the foreseeable future.
摘要工效学被认为是最关注“工作定律”。事实上,这就是科学名称的词源来源。因此,未来对这一研究领域的任何考虑都必须不断地重新审视和评估“工作”一词的含义。本文以个人视角为特色,通过对工作可能产生的影响的前瞻性愿景来应对这一挑战嗯。事实证明,这种“未来工作”的愿景相当黯淡。因为,正如所解释的,驱动经济的力量强调并接受自动化的更大效用,现在正在发展的自主系统,以完成意味着工作的任务。通常与效率/利润要求相反的是那些以人为中心的努力(如工效学)所倡导的社会力量。乐观主义的观点试图协调这些冲突的力量,并设想人类和机器之间的和谐合作形式,以提高“智力”和能力。目前的工作探索和评估了为什么这种积极的叙述不太可能代表即将发生的事件的现实,至少在可预见的未来是这样。
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引用次数: 1
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Theoretical Issues in Ergonomics Science
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