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ABS-MindBurnout: An agent-based simulator of the effects of mindfulness-based interventions on job burnout

机译:ABS-MindBurnout:基于正念的干预对工作倦怠的影响的基于代理的模拟器

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Some employees suffer from burnout, and most bosses ignore this problem. Job burnout may hinder employees' quality of life, personal accomplishment and satisfaction with life in general. It can also influence negatively the profits of the business or the organization, as the literature reveals. Mindfulness-based interventions have proven to be useful for ameliorating some aspects of burnout. By the same token, some agent-based simulator (ABSs) have been useful for predicting the influence of mindfulness programs on meditators in different aspects such as their emotions and their heart rate variability. In this context, the current work presents a novel ABS application that simulates the effects of mindfulness-based interventions on the job burnout subscales known as emotional exhaustion, depersonalization, personal accomplishment, exhaustion in general, and disengagement from work. This application allows users to define mindfulness programs without needing any computer-science technical knowledge and simulates its influence on a group of practitioners with certain features. The simulator has been tested by simulating two mindfulness-based interventions of two scenarios reported in the literature. The ABS received input from the pre-intervention burnout measures, and performed 1000 simulations for each scenario for avoiding bias from the nondeterministic behavior. The simulated outcomes referring to the post-intervention burnout measures were similar to the real ones. The mean differences, mean squared errors and mean absolute error were below 0.4% in the normalized values of all the burnout subscales reported in the two scenarios. The source code of this ABS is publicly available for guaranteeing reproducibility and allowing other researchers to extend it or reuse some of its components. (C) 2019 Elsevier B.V. All rights reserved.
机译:一些员工会精疲力尽,大多数老板都忽略了这个问题。工作倦怠可能会影响员工的生活质量,个人素养和总体生活满意度。正如文献所显示的,它也可能对企业或组织的利润产生负面影响。事实证明,以正念为基础的干预措施可改善倦怠的某些方面。同样,一些基于代理的模拟器(ABS)对于预测正念程序在冥想者的情感和心率变异性等不同方面的影响也非常有用。在这种情况下,当前的工作提出了一种新颖的ABS应用程序,该应用程序模拟了正念干预对工作倦怠次级量表的影响,这些工作量表称为情感疲倦,人格解体,个人成就,总体疲倦和脱离工作。该应用程序允许用户定义正念程序而无需任何计算机科学技术知识,并模拟其对具有某些功能的一组从业者的影响。该模拟器已通过模拟文献中报道的两种情况的两种基于正念的干预进行了测试。 ABS接受了干预前倦怠措施的输入,并对每种情况进行了1000次仿真,以避免不确定性行为产生偏差。干预后倦怠措施的模拟结果与真实结果相似。在两种情况下报告的所有倦怠分量表的归一化值中,均值差异,均方误差和均值绝对误差均低于0.4%。该ABS的源代码可公开获得,以保证可重复性并允许其他研究人员扩展它或重用其某些组件。 (C)2019 Elsevier B.V.保留所有权利。

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