Measuring teamwork for training in healthcare using eye tracking and pose estimation.
behavior measurement
eye tracking
feedback
pose estimation
simulation
teamwork
technology
training
Journal
Frontiers in psychology
ISSN: 1664-1078
Titre abrégé: Front Psychol
Pays: Switzerland
ID NLM: 101550902
Informations de publication
Date de publication:
2023
2023
Historique:
received:
20
02
2023
accepted:
02
05
2023
medline:
16
6
2023
pubmed:
16
6
2023
entrez:
16
6
2023
Statut:
epublish
Résumé
Teamwork is critical for safe patient care. Healthcare teams typically train teamwork in simulated clinical situations, which require the ability to measure teamwork via behavior observation. However, the required observations are prone to human biases and include significant cognitive load even for trained instructors. In this observational study we explored how eye tracking and pose estimation as two minimal invasive video-based technologies may measure teamwork during simulation-based teamwork training in healthcare. Mobile eye tracking, measuring where participants look, and multi-person pose estimation, measuring 3D human body and joint position, were used to record 64 third-year medical students who completed a simulated handover case in teams of four. On one hand, we processed the recorded data into the eye contact metric, based on eye tracking and relevant for situational awareness and communication patterns. On the other hand, the distance to patient metric was processed, based on multi-person pose estimation and relevant for team positioning and coordination. After successful data recording, we successfully processed the raw videos to specific teamwork metrics. The average eye contact time was 6.46 s [min 0 s - max 28.01 s], while the average distance to the patient resulted in 1.01 m [min 0.32 m - max 1.6 m]. Both metrics varied significantly between teams and simulated roles of participants (
Identifiants
pubmed: 37325757
doi: 10.3389/fpsyg.2023.1169940
pmc: PMC10264622
doi:
Types de publication
Journal Article
Langues
eng
Pagination
1169940Informations de copyright
Copyright © 2023 Weiss, Kolbe, Lohmeyer and Meboldt.
Déclaration de conflit d'intérêts
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Références
Front Psychol. 2017 Jun 09;8:967
pubmed: 28649217
Front Psychol. 2019 Jun 28;10:1478
pubmed: 31316435
Adv Health Sci Educ Theory Pract. 2013 Aug;18(3):409-25
pubmed: 22618856
BMJ Qual Saf. 2014 Dec;23(12):1031-9
pubmed: 25157188
Anesthesiol Clin. 2007 Jun;25(2):361-76
pubmed: 17574196
Acad Med. 2012 Aug;87(8):1105-24
pubmed: 22722354
J Biomed Inform. 2019 Aug;96:103250
pubmed: 31295623
BMJ Qual Saf. 2014 May;23(5):359-72
pubmed: 24501181
PLoS One. 2011 Feb 28;6(2):e17144
pubmed: 21386902
Resuscitation. 2014 Jul;85(7):952-6
pubmed: 24746782
Perm J. 2008 Summer;12(3):25-34
pubmed: 21331207
J Appl Psychol. 2016 Sep;101(9):1266-304
pubmed: 27599089
Infect Control Hosp Epidemiol. 1992 Apr;13(4):222-5
pubmed: 1593103
J Eye Mov Res. 2018 Dec 10;11(6):
pubmed: 33828716
Adv Simul (Lond). 2022 Sep 6;7(1):28
pubmed: 36068593
Front Psychol. 2021 Mar 17;12:656388
pubmed: 33815236
Med Sci Educ. 2021 Nov 2;31(6):2105-2120
pubmed: 34950533
BMJ Simul Technol Enhanc Learn. 2018 Mar 16;5(2):78-84
pubmed: 35519836
Adv Simul (Lond). 2022 Nov 26;7(1):39
pubmed: 36435851
Comput Intell Neurosci. 2016;2016:8680541
pubmed: 27034653
BMC Med Educ. 2015 Feb 19;15:22
pubmed: 25889459
J Appl Psychol. 2014 Nov;99(6):1254-67
pubmed: 25222522
Hum Factors. 2009 Apr;51(2):115-25
pubmed: 19653477
BMC Med. 2020 May 7;18(1):124
pubmed: 32375776
Adv Health Sci Educ Theory Pract. 2017 Dec;22(5):1101-1121
pubmed: 28039588
Am Psychol. 2018 May-Jun;73(4):433-450
pubmed: 29792459
IEEE Trans Pattern Anal Mach Intell. 2021 Jan;43(1):172-186
pubmed: 31331883
Adv Health Sci Educ Theory Pract. 2021 Dec;26(5):1659-1673
pubmed: 33779895
BMJ Simul Technol Enhanc Learn. 2017 Apr 5;3(2):48-53
pubmed: 35520995
Simul Healthc. 2014 Dec;9(6):339-49
pubmed: 25188485
Adv Simul (Lond). 2020 Oct 09;5:27
pubmed: 33062308
BMJ Qual Saf. 2013 Jul;22(7):596-605
pubmed: 23513239
Adv Simul (Lond). 2018 Dec 29;3:28
pubmed: 30619626
BMJ Simul Technol Enhanc Learn. 2020 Apr 20;6(3):164-171
pubmed: 35518370
BMJ Simul Technol Enhanc Learn. 2017 Jul 6;3(3):106-110
pubmed: 35518911
BMJ Open. 2019 Sep 12;9(9):e028280
pubmed: 31515415
Acad Emerg Med. 2008 Nov;15(11):1010-6
pubmed: 18945231
Simul Healthc. 2008 Spring;3(1):33-41
pubmed: 19088640
Int J Qual Health Care. 2021 Feb 20;33(1):
pubmed: 33325520
Simul Healthc. 2017 Feb;12(1):51-56
pubmed: 28146453
Adv Simul (Lond). 2023 Apr 16;8(1):12
pubmed: 37061746
Nurse Educ Today. 2012 Aug;32(6):e35-9
pubmed: 22064013
Hum Factors. 2021 Feb;63(1):32-65
pubmed: 31557057
J Am Med Inform Assoc. 2015 Jan;22(1):11-8
pubmed: 25053579
Simul Healthc. 2016 Feb;11(1):52-9
pubmed: 26536342
J Med Syst. 2021 Mar 25;45(5):55
pubmed: 33768346
Front Psychol. 2020 Sep 04;11:2128
pubmed: 33013542
BMJ Open. 2018 Aug 23;8(8):e022202
pubmed: 30139905