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

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.

[1]  Janice Langan-Fox,et al.  Team Mental Models: Techniques, Methods, and Analytic Approaches , 2000, Hum. Factors.

[2]  Peter W. Foltz,et al.  Evaluation of Latent Semantic Analysis-Based Measures of Team Communications Content , 2003 .

[3]  Nancy J. Cooke,et al.  Interactive Team Cognition , 2013, Cogn. Sci..

[4]  Nancy J. Cooke,et al.  Measuring Patterns in Team Interaction Sequences Using a Discrete Recurrence Approach , 2012, Hum. Factors.

[5]  Peter W. Foltz,et al.  An introduction to latent semantic analysis , 1998 .

[6]  Leslie A. DeChurch,et al.  The cognitive underpinnings of effective teamwork: a meta-analysis. , 2010, The Journal of applied psychology.

[7]  E. Salas,et al.  Shared mental models in expert team decision making. , 1993 .

[8]  E. Salas,et al.  Toward an understanding of team performance and training. , 1992 .

[9]  Ronald H. Stevens,et al.  The organizational neurodynamics of teams. , 2013, Nonlinear dynamics, psychology, and life sciences.

[10]  Lawrence A. Shapiro Embodied Cognition , 2010 .

[11]  T. Landauer,et al.  A Solution to Plato's Problem: The Latent Semantic Analysis Theory of Acquisition, Induction, and Representation of Knowledge. , 1997 .

[12]  Mark Schafer,et al.  Individual and Group Decision Making , 2011 .

[13]  Nancy J. Cooke,et al.  Interaction-Based Measures of Cognitive Systems , 2009 .

[14]  Ronald H. Stevens,et al.  Cognitive Neurophysiologic Synchronies , 2012, Hum. Factors.

[15]  Robert W. Swezey,et al.  Teams: Their Training and Performance , 1992 .

[16]  Nancy J. Cooke,et al.  Measuring Team Knowledge , 2000, Hum. Factors.