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Analysis of Semantic Content and Its Relation to Team Neurophysiology during Submarine Crew Training

机译:潜艇训练中语义内容及其与团队神经生理学的关系分析

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A multi-level framework for analyzing team cognition based on team communication content and team neurophysiology is described. The semantic content of team communication in submarine training crews is quantified using Latent Semantic Analysis (LSA), and their team neurophysiology is quantified using the previously described neurophysiologic synchrony method. In the current study, we validate the LSA communication metrics by demonstrating their sensitivity to variations in training segment and by showing that less experienced (novice) crews can be differentiated from more experienced crews based on the semantic relatedness of their communications. Cross-correlations between an LSA metric and a team neurophysiology metric are explored to examine fluctuations in the lead-lag relationship between team communication and team neurophysiology as a function of training segment and level of team experience. Finally, the implications of this research for team training and assessment are considered.
机译:描述了一种基于团队交流内容和团队神经生理学的团队认知分析的多层次框架。使用潜伏语义分析(LSA)来量化潜艇训练人员中团队沟通的语义内容,并使用先前描述的神经生理同步方法来量化其团队的神经生理学。在当前的研究中,我们通过证明LSA沟通指标对训练部分变化的敏感性,并通过根据沟通的语义相关性,将经验不足的(新手)人员与经验丰富的员工区分开,来验证LSA沟通指标。探索了LSA度量标准与团队神经生理学度量标准之间的相互关系,以检验团队沟通与团队神经生理学之间的超前-滞后关系中的波动,该波动是训练环节和团队经验水平的函数。最后,考虑了这项研究对团队培训和评估的意义。

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