Literature DB >> 31295623

Physiological synchronization and entropy as measures of team cognitive load.

Roger D Dias1, Marco A Zenati2, Ronald Stevens3, Jennifer M Gabany4, Steven J Yule5.   

Abstract

The operating room (OR) is a high-risk and complex environment, where multiple specialized professionals work as a team to effectively care for patients in need of surgical interventions. Surgical tasks impose high cognitive demands on OR staff and cognitive overload may have deleterious effects on team performance and patient safety. The aim of the present study was to investigate the feasibility and describe a novel methodological approach to characterize dynamic changes in team cognitive load by measuring synchronization and entropy of heart rate variability parameters during real-life cardiac surgery. Cognitive load was measured by capturing interbeat intervals (IBI) from three team members (surgeon, anesthesiologist and perfusionist) using an unobtrusive wearable heart rate sensor and transmitted in real-time to a smartphone application. Clinical data and operating room audio/video recordings were also collected to provide behavioral and contextual information. We developed symbolic representations of the transient cognitive state of individual team members (Individual Cognitive State - ICS), and overall team (Team Cognitive State - TCS) by comparing IBI data from each team member with themselves and with others. The distribution of TCS symbols during surgery enabled us to display and analyze temporal states and dynamic changes of team cognitive load. Shannon's entropy was calculated to estimate the changing levels of team organization and to detect fluctuations resulting from a variety of cognitive demands and/or specific situations (e.g. medical error, emergency, flow disruptions). An illustrative example from a real cardiac surgery team shows how cognitive load patterns shifted rapidly after an actual near-miss medication event, leading the team to a more organized and synchronized state. The methodological approach described in this study provides a measurement technique for the assessment of team physiological synchronization, which can be applied to many other team-based environments. Future research should gather additional validity evidence to support the proposed methods for team cognitive load measurement.
Copyright © 2019 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Cognitive load; Heart rate variability; Physiological synchronization; Surgery; Teamwork

Year:  2019        PMID: 31295623      PMCID: PMC7226673          DOI: 10.1016/j.jbi.2019.103250

Source DB:  PubMed          Journal:  J Biomed Inform        ISSN: 1532-0464            Impact factor:   6.317


  25 in total

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Review 4.  Distributed cognition: an alternative model of cognition for medical informatics.

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5.  Understanding clinical uncertainty: what is going on when experienced surgeons are not sure what to do?

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Review 6.  Cognitive load theory in health professional education: design principles and strategies.

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8.  Patterns of communication breakdowns resulting in injury to surgical patients.

Authors:  Caprice C Greenberg; Scott E Regenbogen; David M Studdert; Stuart R Lipsitz; Selwyn O Rogers; Michael J Zinner; Atul A Gawande
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Review 9.  Understanding and Modeling Teams As Dynamical Systems.

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Authors:  Wei Cheng; Jiang Liu; Mengwei Zhi; Danli Shen; Mingyue Shao; Cheng Zhang; Gang Wang; Zhiwei Jiang
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3.  Assessing Team Situational Awareness in the Operating Room via Computer Vision.

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Review 4.  Cognitive Engineering to Improve Patient Safety and Outcomes in Cardiothoracic Surgery.

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5.  Analysis of Mirrored Psychophysiological Change of Cardiac Surgery Team Members During Open Surgery.

Authors:  Lauren R Kennedy-Metz; Roger D Dias; Ronald H Stevens; Steven J Yule; Marco A Zenati
Journal:  J Surg Educ       Date:  2020-08-28       Impact factor: 2.891

6.  A tool to assess nontechnical skills of perfusionists in the cardiac operating room.

Authors:  Roger D Dias; William Riley; Kenneth Shann; Donald S Likosky; David Fitzgerald; Steven Yule
Journal:  J Thorac Cardiovasc Surg       Date:  2021-07-02       Impact factor: 5.209

7.  Sensors for Continuous Monitoring of Surgeon's Cognitive Workload in the Cardiac Operating Room.

Authors:  Lauren R Kennedy-Metz; Roger D Dias; Rithy Srey; Geoffrey C Rance; Cesare Furlanello; Marco A Zenati
Journal:  Sensors (Basel)       Date:  2020-11-19       Impact factor: 3.576

  7 in total

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