Literature DB >> 35994041

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

Roger D Dias1, Lauren R Kennedy-Metz2, Steven J Yule3, Matthew Gombolay4, Marco A Zenati2.   

Abstract

Situational awareness (SA) at both individual and team levels, plays a critical role in the operating room (OR). During the pre-incision time-out, the entire OR team comes together to deploy the surgical safety checklist (SSC). Worldwide, the implementation of the SSC has been shown to reduce intraoperative complications and mortality among surgical patients. In this study, we investigated the feasibility of applying computer vision analysis on surgical videos to extract team motion metrics that could differentiate teams with good SA from those with poor SA during the pre-incision time-out. We used a validated observation-based tool to assess SA, and a computer vision software to measure body position and motion patterns in the OR. Our findings showed that it is feasible to extract surgical team motion metrics captured via off-the-shelf OR cameras. Entropy as a measure of the level of team organization was able to distinguish surgical teams with good and poor SA. These findings corroborate existing studies showing that computer vision-based motion metrics have the potential to integrate traditional observation-based performance assessments in the OR.

Entities:  

Keywords:  cardiac surgery; computer vision; situational awareness; teams

Year:  2022        PMID: 35994041      PMCID: PMC9386571          DOI: 10.1109/cogsima54611.2022.9830664

Source DB:  PubMed          Journal:  IEEE Conf Cogn Comput Asp Situat Manag


  14 in total

1.  Situation awareness: review of Mica Endsley's 1995 articles on situation awareness theory and measurement.

Authors:  Christopher D Wickens
Journal:  Hum Factors       Date:  2008-06       Impact factor: 2.888

2.  Toward a quantitative description of the neurodynamic organizations of teams.

Authors:  Ronald H Stevens; Trysha L Galloway
Journal:  Soc Neurosci       Date:  2014       Impact factor: 2.083

3.  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

4.  Construct and criterion validity testing of the Non-Technical Skills for Surgeons (NOTSS) behaviour assessment tool using videos of simulated operations.

Authors:  S Yule; A Gupta; D Gazarian; A Geraghty; D S Smink; J Beard; T Sundt; G Youngson; C McIlhenny; S Paterson-Brown
Journal:  Br J Surg       Date:  2018-03-30       Impact factor: 6.939

5.  OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields.

Authors:  Zhe Cao; Gines Hidalgo Martinez; Tomas Simon; Shih-En Wei; Yaser A Sheikh
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2019-07-17       Impact factor: 6.226

6.  Cognitive Support to Promote Shared Mental Models during Safety-Critical Situations in Cardiac Surgery (Late Breaking Report).

Authors:  Christopher L Tarola; Sameer Hirji; Steven J Yule; Jennifer M Gabany; Alessandro Zenati; Roger D Dias; Marco A Zenati
Journal:  IEEE Conf Cogn Comput Asp Situat Manag       Date:  2018-08-02

7.  Artificial intelligence in cardiothoracic surgery.

Authors:  Roger D Dias; Julie A Shah; Marco A Zenati
Journal:  Minerva Cardioangiol       Date:  2020-09-29       Impact factor: 1.347

Review 8.  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

9.  Computer Vision in the Operating Room: Opportunities and Caveats.

Authors:  Lauren R Kennedy-Metz; Pietro Mascagni; Antonio Torralba; Roger D Dias; Pietro Perona; Julie A Shah; Nicolas Padoy; Marco A Zenati
Journal:  IEEE Trans Med Robot Bionics       Date:  2020-11-24

10.  Are Neurodynamic Organizations A Fundamental Property of Teamwork?

Authors:  Ronald H Stevens; Trysha L Galloway
Journal:  Front Psychol       Date:  2017-05-02
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