Literature DB >> 30547096

Development of an Interactive Dashboard to Analyze Cognitive Workload of Surgical Teams During Complex Procedural Care.

Roger D Dias1, Heather M Conboy2, Jennifer M Gabany3, Lori A Clarke4, Leon J Osterweil4, George S Avrunin2, David Arney5, Julian M Goldman6, Giuseppe Riccardi7, Steven J Yule1, Marco A Zenati3.   

Abstract

In the surgical setting, team members constantly deal with a high-demand operative environment that requires simultaneously processing a large amount of information. In certain situations, high demands imposed by surgical tasks and other sources may exceed team member's cognitive capacity, leading to cognitive overload which may place patient safety at risk. In the present study, we describe a novel approach to integrate an objective measure of team member's cognitive load with procedural, behavioral and contextual data from real-life cardiac surgeries. We used heart rate variability analysis, capturing data simultaneously from multiple team members (surgeon, anesthesiologist and perfusionist) in a real-time and unobtrusive manner. Using audio-video recordings, behavioral coding and a hierarchical surgical process model, we integrated multiple data sources to create an interactive surgical dashboard, enabling the analysis of the cognitive load imposed by specific steps, substeps and/or tasks. The described approach enables us to detect cognitive load fluctuations over time, under specific conditions (e.g. emergencies, teaching) and in situations that are prone to errors. This in-depth understanding of the relationship between cognitive load, task demands and error occurrence is essential for the development of cognitive support systems to recognize and mitigate errors during complex surgical care in the operating room.

Entities:  

Keywords:  cardiac surgery; cognitive load; heart rate variability; process model

Year:  2018        PMID: 30547096      PMCID: PMC6289194          DOI: 10.1109/COGSIMA.2018.8423995

Source DB:  PubMed          Journal:  IEEE Int Interdiscip Conf Cogn Methods Situat Aware Decis Support        ISSN: 2379-1667


  13 in total

1.  A prospective randomized trial on heart rate variability of the surgical team during laparoscopic and conventional sigmoid resection.

Authors:  B Böhm; N Rötting; W Schwenk; S Grebe; U Mansmann
Journal:  Arch Surg       Date:  2001-03

2.  To Err is Human: Building a Safer Health System in 1999.

Authors:  M E Stefl
Journal:  Front Health Serv Manage       Date:  2001

3.  Annotation and prediction of stress and workload from physiological and inertial signals.

Authors:  Arindam Ghosh; Morena Danieli; Giuseppe Riccardi
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2015-08

4.  Distributed cognition in the heart room: how situation awareness arises from coordinated communications during cardiac surgery.

Authors:  Brian Hazlehurst; Carmit K McMullen; Paul N Gorman
Journal:  J Biomed Inform       Date:  2007-02-08       Impact factor: 6.317

5.  Analysis of errors reported by surgeons at three teaching hospitals.

Authors:  Atul A Gawande; Michael J Zinner; David M Studdert; Troyen A Brennan
Journal:  Surgery       Date:  2003-06       Impact factor: 3.982

6.  Reliability of ultra-short-term analysis as a surrogate of standard 5-min analysis of heart rate variability.

Authors:  Hyun Jae Baek; Chul-Ho Cho; Jaegeol Cho; Jong-Min Woo
Journal:  Telemed J E Health       Date:  2015-03-25       Impact factor: 3.536

7.  Systematic review of measurement tools to assess surgeons' intraoperative cognitive workload.

Authors:  R D Dias; M C Ngo-Howard; M T Boskovski; M A Zenati; S J Yule
Journal:  Br J Surg       Date:  2018-02-21       Impact factor: 6.939

8.  Higher mental workload is associated with poorer laparoscopic performance as measured by the NASA-TLX tool.

Authors:  Yuliya Y Yurko; Mark W Scerbo; Ajita S Prabhu; Christina E Acker; Dimitrios Stefanidis
Journal:  Simul Healthc       Date:  2010-10       Impact factor: 1.929

9.  Heart rate variability, prefrontal neural function, and cognitive performance: the neurovisceral integration perspective on self-regulation, adaptation, and health.

Authors:  Julian F Thayer; Anita L Hansen; Evelyn Saus-Rose; Bjorn Helge Johnsen
Journal:  Ann Behav Med       Date:  2009-05-08

10.  Validation of the NASA-TLX Score in Ongoing Assessment of Mental Workload During a Laparoscopic Learning Curve in Bariatric Surgery.

Authors:  Juan Francisco Ruiz-Rabelo; Elena Navarro-Rodriguez; Leandro Luigi Di-Stasi; Nelida Diaz-Jimenez; Juan Cabrera-Bermon; Carlos Diaz-Iglesias; Manuel Gomez-Alvarez; Javier Briceño-Delgado
Journal:  Obes Surg       Date:  2015-12       Impact factor: 4.129

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  8 in total

1.  First Reported Use of Team Cognitive Workload for Root Cause Analysis in Cardiac Surgery.

Authors:  Marco A Zenati; Kay B Leissner; Suzana Zorca; Lauren Kennedy-Metz; Steven J Yule; Roger D Dias
Journal:  Semin Thorac Cardiovasc Surg       Date:  2018-12-19

2.  Physiological synchronization and entropy as measures of team cognitive load.

Authors:  Roger D Dias; Marco A Zenati; Ronald Stevens; Jennifer M Gabany; Steven J Yule
Journal:  J Biomed Inform       Date:  2019-07-08       Impact factor: 6.317

3.  Dissecting Cardiac Surgery: A Video-based Recall Protocol to Elucidate Team Cognitive Processes in the Operating Room.

Authors:  Roger D Dias; Marco A Zenati; Heather M Conboy; Lori A Clarke; Leon J Osterweil; George S Avrunin; Steven J Yule
Journal:  Ann Surg       Date:  2021-08-01       Impact factor: 12.969

4.  Using machine learning to predict perfusionists' critical decision-making during cardiac surgery.

Authors:  R D Dias; M A Zenati; G Rance; Rithy Srey; D Arney; L Chen; R Paleja; L R Kennedy-Metz; M Gombolay
Journal:  Comput Methods Biomech Biomed Eng Imaging Vis       Date:  2021-12-03

5.  Assessing Team Situational Awareness in the Operating Room via Computer Vision.

Authors:  Roger D Dias; Lauren R Kennedy-Metz; Steven J Yule; Matthew Gombolay; Marco A Zenati
Journal:  IEEE Conf Cogn Comput Asp Situat Manag       Date:  2022-07-22

6.  Analyzing historical and future acute neurosurgical demand using an AI-enabled predictive dashboard.

Authors:  Anand S Pandit; Arif H B Jalal; Ahmed K Toma; Parashkev Nachev
Journal:  Sci Rep       Date:  2022-05-09       Impact factor: 4.996

Review 7.  Cognitive Engineering to Improve Patient Safety and Outcomes in Cardiothoracic Surgery.

Authors:  Marco A Zenati; Lauren Kennedy-Metz; Roger D Dias
Journal:  Semin Thorac Cardiovasc Surg       Date:  2019-10-17

8.  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

  8 in total

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