Literature DB >> 26983440

Gaze entropy reflects surgical task load.

Leandro L Di Stasi1,2,3, Carolina Diaz-Piedra4,5,6, Héctor Rieiro7,8,9, José M Sánchez Carrión10, Mercedes Martin Berrido10, Gonzalo Olivares10, Andrés Catena8.   

Abstract

BACKGROUND: Task (over-)load imposed on surgeons is a main contributing factor to surgical errors. Recent research has shown that gaze metrics represent a valid and objective index to asses operator task load in non-surgical scenarios. Thus, gaze metrics have the potential to improve workplace safety by providing accurate measurements of task load variations. However, the direct relationship between gaze metrics and surgical task load has not been investigated yet. We studied the effects of surgical task complexity on the gaze metrics of surgical trainees.
METHODS: We recorded the eye movements of 18 surgical residents, using a mobile eye tracker system, during the performance of three high-fidelity virtual simulations of laparoscopic exercises of increasing complexity level: Clip Applying exercise, Cutting Big exercise, and Translocation of Objects exercise. We also measured performance accuracy and subjective rating of complexity.
RESULTS: Gaze entropy and velocity linearly increased with increased task complexity: Visual exploration pattern became less stereotyped (i.e., more random) and faster during the more complex exercises. Residents performed better the Clip Applying exercise and the Cutting Big exercise than the Translocation of Objects exercise and their perceived task complexity differed accordingly.
CONCLUSIONS: Our data show that gaze metrics are a valid and reliable surgical task load index. These findings have potential impacts to improve patient safety by providing accurate measurements of surgeon task (over-)load and might provide future indices to assess residents' learning curves, independently of expensive virtual simulators or time-consuming expert evaluation.

Entities:  

Keywords:  Eye metrics; Neuroergonomics; Patient safety; Saccades; Surgical skills assessment

Mesh:

Year:  2016        PMID: 26983440     DOI: 10.1007/s00464-016-4851-8

Source DB:  PubMed          Journal:  Surg Endosc        ISSN: 0930-2794            Impact factor:   4.584


  47 in total

1.  What do surgeons see: capturing and synchronizing eye gaze for surgery applications.

Authors:  M Stella Atkins; Geoffrey Tien; Rana S A Khan; Adam Meneghetti; Bin Zheng
Journal:  Surg Innov       Date:  2012-06-13       Impact factor: 2.058

2.  Detection of Changes in Surgical Difficulty: Evidence From Pupil Responses.

Authors:  Bin Zheng; Xianta Jiang; M Stella Atkins
Journal:  Surg Innov       Date:  2015-03-09       Impact factor: 2.058

3.  The pupil as a measure of emotional arousal and autonomic activation.

Authors:  Margaret M Bradley; Laura Miccoli; Miguel A Escrig; Peter J Lang
Journal:  Psychophysiology       Date:  2008-02-11       Impact factor: 4.016

4.  Differences in gaze behaviour of expert and junior surgeons performing open inguinal hernia repair.

Authors:  Tony Tien; Philip H Pucher; Mikael H Sodergren; Kumuthan Sriskandarajah; Guang-Zhong Yang; Ara Darzi
Journal:  Surg Endosc       Date:  2014-08-15       Impact factor: 4.584

5.  Highly informative natural scene regions increase microsaccade production during visual scanning.

Authors:  Michael B McCamy; Jorge Otero-Millan; Leandro Luigi Di Stasi; Stephen L Macknik; Susana Martinez-Conde
Journal:  J Neurosci       Date:  2014-02-19       Impact factor: 6.167

6.  Early surgeon impressions and technical difficulty associated with laparoendoscopic single-site surgery: a Society of American Gastrointestinal and Endoscopic Surgeons Learning Center study.

Authors:  Arsalla Islam; Antonio O Castellvi; Seifu T Tesfay; Alejandro D Castellvi; Andrew S Wright; Daniel J Scott
Journal:  Surg Endosc       Date:  2011-02-27       Impact factor: 4.584

7.  Patients benefit while surgeons suffer: an impending epidemic.

Authors:  Adrian Park; Gyusung Lee; F Jacob Seagull; Nora Meenaghan; David Dexter
Journal:  J Am Coll Surg       Date:  2009-12-24       Impact factor: 6.113

8.  The patient safety in surgery study: background, study design, and patient populations.

Authors:  Shukri F Khuri; William G Henderson; Jennifer Daley; Olga Jonasson; R Scott Jones; Darrell A Campbell; Aaron S Fink; Robert M Mentzer; Janet E Steeger
Journal:  J Am Coll Surg       Date:  2007-06       Impact factor: 6.113

Review 9.  Congruency of gaze metrics in action, imagery and action observation.

Authors:  Joe Causer; Sheree A McCormick; Paul S Holmes
Journal:  Front Hum Neurosci       Date:  2013-09-24       Impact factor: 3.169

10.  Combining first-person video and gaze-tracking in medical simulation: a technical feasibility study.

Authors:  Adam Szulewski; Daniel Howes
Journal:  ScientificWorldJournal       Date:  2014-02-19
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  12 in total

1.  Eye tracking in surgical education: gaze-based dynamic area of interest can discriminate adverse events and expertise.

Authors:  Eric Fichtel; Nathan Lau; Juyeon Park; Sarah Henrickson Parker; Siddarth Ponnala; Shimae Fitzgibbons; Shawn D Safford
Journal:  Surg Endosc       Date:  2018-10-19       Impact factor: 4.584

2.  Intraocular pressure increases after complex simulated surgical procedures in residents: an experimental study.

Authors:  Jesús Vera; Carolina Diaz-Piedra; Raimundo Jiménez; Jose M Sanchez-Carrion; Leandro L Di Stasi
Journal:  Surg Endosc       Date:  2018-07-02       Impact factor: 4.584

3.  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

4.  Sensor-based indicators of performance changes between sessions during robotic surgery training.

Authors:  Chuhao Wu; Jackie Cha; Jay Sulek; Chandru P Sundaram; Juan Wachs; Robert W Proctor; Denny Yu
Journal:  Appl Ergon       Date:  2020-09-19       Impact factor: 3.661

5.  Scene-dependent, feedforward eye gaze metrics can differentiate technical skill levels of trainees in laparoscopic surgery.

Authors:  Chaitanya S Kulkarni; Shiyu Deng; Tianzi Wang; Jacob Hartman-Kenzler; Laura E Barnes; Sarah Henrickson Parker; Shawn D Safford; Nathan Lau
Journal:  Surg Endosc       Date:  2022-09-19       Impact factor: 3.453

6.  Entropy-Based Effect Evaluation of Delineators in Tunnels on Drivers' Gaze Behavior.

Authors:  Xueyan Han; Yang Shao; Shaowei Yang; Peng Yu
Journal:  Entropy (Basel)       Date:  2020-01-17       Impact factor: 2.524

7.  Measuring inter- and intra-individual differences in visual scan patterns in a driving simulator experiment using active information storage.

Authors:  Christiane B Wiebel-Herboth; Matti Krüger; Patricia Wollstadt
Journal:  PLoS One       Date:  2021-03-18       Impact factor: 3.240

8.  The Application of a System of Eye Tracking in Laparoscopic Surgery: A New Didactic Tool to Visual Instructions.

Authors:  Ester Marín-Conesa; Francisco Sánchez-Ferrer; María Dolores Grima-Murcia; María Luisa Sánchez-Ferrer
Journal:  Front Surg       Date:  2021-06-09

9.  Stationary gaze entropy predicts lane departure events in sleep-deprived drivers.

Authors:  Brook A Shiferaw; Luke A Downey; Justine Westlake; Bronwyn Stevens; Shantha M W Rajaratnam; David J Berlowitz; Phillip Swann; Mark E Howard
Journal:  Sci Rep       Date:  2018-02-02       Impact factor: 4.379

10.  Eye-Tracking Metrics Predict Perceived Workload in Robotic Surgical Skills Training.

Authors:  Chuhao Wu; Jackie Cha; Jay Sulek; Tian Zhou; Chandru P Sundaram; Juan Wachs; Denny Yu
Journal:  Hum Factors       Date:  2019-09-27       Impact factor: 2.888

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